#283 ‒ Gut health & the microbiome: improving and maintaining the microbiome, probiotics, prebiotics, innovative treatments, and more | Colleen Cutcliffe, Ph.D.
Episode Stats
Length
2 hours and 32 minutes
Words per Minute
196.52673
Summary
Colleen Cutcliffe is the CEO and co-founder of Pendulum Therapeutics, a startup that is working to develop treatments for a variety of diseases by targeting the gut microbiome. In this episode, we talk about what the microbiome is, how it changes over time, and why it matters.
Transcript
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Hey, everyone. Welcome to the drive podcast. I'm your host, Peter Atiyah. This podcast,
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my website, and my weekly newsletter all focus on the goal of translating the science of longevity
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of the subscription. If you want to learn more about the benefits of our premium membership,
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head over to peteratiyahmd.com forward slash subscribe. My guest this week is Colleen Cutcliffe.
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Colleen received her bachelor's degree in biochemistry from Wellesley College and a PhD in biochemistry
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and molecular biology from Johns Hopkins University. She then completed postdoctoral training at
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Northwestern Children's Memorial Hospital and subsequently began working as a scientist in
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the pharmaceutical industry. She's currently the CEO and co-founder of Pendulum Therapeutics,
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a startup that is working to develop treatments for a variety of diseases by targeting the microbiome.
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Although given that Pendulum has been around for about a decade, it seems a little odd to refer to
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them still as a startup. I wanted to have Colleen on the podcast because quite frankly, she was the
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first person I met and had deep discussions about the microbiome where I really felt like the person
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knew what they were talking about. Now, I don't say that to be disparaging of the many other people
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who have a lot to say about the microbiome, but my mind works in a particular way and I guess I've just
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never had that connection with a person where when I ask questions, they seem to have answers that make
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sense to me. So much of the work that I've seen around the microbiome has been interesting, but it's been
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very difficult for me to understand how one could operationalize and make real causal effect from the
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science that is being presented. And so over the course of many months, Colleen and I had a number
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of discussions. I became quite interested in some of the products that her company sold and I even began
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to see some of the benefits in my own blood work, something that I was incredibly skeptical of at the
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outset. In fact, we realized after our first meeting that many people had been telling me about some of
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these products over the previous four or five years and I had been generally quite dismissive without
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looking more deeply at the data behind them. In this conversation, we really dive into all things
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related to the microbiome. We talk about what it is and how it changes over time and how you can measure
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it if that is something that is important and we'll talk about the importance or lack thereof. We talk about
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probiotics versus prebiotics versus postbiotics and how much bacteria actually make it into various
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products that one can buy. We speak about fecal transplants and the importance of fiber as well
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as artificial sweeteners and antibiotics as it relates to the gut microbiome. We then speak specifically
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about Ackermansia and Colleen's work at Pendulum around creating products that focus on not just
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acromansia but creating substrate for it and other tools that will enable the gut to be fed in the best
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possible way to improve metabolic health. This is a really interesting discussion on many levels and
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again, I just want to stress how skeptical I have been of this topic for at least a decade. In fact,
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there is probably no area of medicine that I have been more skeptical of than this one and of course,
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with some of the high profile failures of companies in this space, I have somewhat smugly felt vindicated
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in my skepticism. But I must say that I feel like that is changing and I think that the work that
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Colleen and her team have shared with me along with work that has been shared by other people
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have began to make me think that there may indeed be something to this gut biome. In other words,
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it's not that I don't think that the gut biome matters, but the question is, can we change it
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using tools other than our nutrition? And to me, that's one of the most important questions we dive
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into in this discussion. So without further delay, please enjoy my conversation with Colleen Cutcliffe.
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Hey Colleen, thank you so much for making the trip out to Austin to sit down. It's always more fun to do
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these in person. Thanks for having me. We're going to take advantage of being in Austin.
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Yeah, I know. This is a topic that we've received a lot of interest on and people have always wanted
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to go deeper on this topic. And my reluctance to do so has been in part driven by a couple of things.
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One is just my general lack of clarity around finding people that can speak about the topic with
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some degree of rigor. And then secondly, it's just, it's a market of products that seems so
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sketchy. And so when you and I met, God, it's probably been six months ago and connected,
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we went for this walk and I was thinking, ah, this is like the most I've learned about this and
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the rest is history. And so here we are. Maybe give folks a bit of a sense of your background
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scientifically. So I think when we met, we figured out pretty quickly, we had both been at Hopkins
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at almost about the same time that you, of course, were doing your PhD there. So what did you do your
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Yeah, my PhD was in biochemistry and molecular biology. So really thinking about enzymes and
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pathways and how they all interact with each other. And then I did a postdoc at Northwestern.
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We were looking for diagnostic markers for pediatric Wilms tumors. And then I moved out to the Bay Area
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and I worked in pharma. We were developing drugs for Parkinson's disease. I sort of followed a pretty
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traditional path of a scientist into pharmaceutical drug development. Then I did what everybody does
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in Silicon Valley. I joined a startup company and this was a DNA sequencing instrument company.
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And we went through rapid growth. We went public. And on the other side of that, I started this
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company, Pendulum. And it was really premised in the fact that things like probiotics and yogurts
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have been on the shelves for decades, but there actually hasn't been a new ingredient introduced in
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over 50 years. And that's because microbiome science wasn't a real science until DNA sequencing
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technology enabled us to really be able to survey the microbiome and create these metabolic maps and
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start to approach it like a biochemical problem and a systems biology problem. And all of a sudden,
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it seemed like, wow, there had been a lot of unlocks in DNA sequencing technologies that would allow this
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entirely nascent field of science and medicine called the microbiome to produce real products.
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And so here we are 10 years later in it. We'll definitely spend some time talking about
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products and the evolution that you've had in that path. But let's talk more broadly just kind
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of about this field. First of all, how do we define the microbiome? The microbiome is essentially all
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of the microbes. So the bacteria, the viruses, fungi, yeast that reside in and on us. And they are on our
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skin, they're in our nasal passages, they're in our lungs, and they're in our guts.
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Got it. Now, our guts, which run mouth to anus, are outside of our body. So people don't think of
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it always that way. But of course, they are. What allows the colonization of that? I mean,
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is that something that is set at birth? Maybe taking a step back, when a child is in his mother's or her
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mother's womb, there's amniotic fluid that's flowing through that spot. Is that a sterile area?
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Well, interestingly, for a long time, as you know, we've all believed that was an entirely
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sterile environment, and there were no microbes there at all. And some recent studies have started
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to elucidate that there are some strains, but it's very minimal. When we think about the gut
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microbiome of an adult versus somebody who's in the womb, I mean, it's incredibly much more diverse
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once you become an adult. And in fact, really, the primary initial seeding of the microbiome is
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through the delivery in the vaginal canal. And so we're going to get gross for a second,
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but literally, as you're being delivered, you are consuming fecal matter that is in the vaginal
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canal. And that's your first seeding of microbes. And infants have a very small diversity of microbes
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that are really tied to mother's breast milk. And then as you start to eat foods, and as you start
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to get exposure to other environments, then the diversity of your microbiome starts to really
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grow and flourish. And then at some point on the aging process, the opposite starts happening.
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You start to become less diverse in your microbiome as we age. So you start out almost
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like a blank slate, you get a lot more diverse. And then as we age, you start to lose that diversity
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and therefore some key functions in the microbiome.
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When is peak diversity approximately? What decade of life?
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Obviously, it varies from person to person. But if you can remember a time where you could eat or drink
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whatever you wanted to, and you didn't have to worry about it, that would probably be the time.
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As a teenager, exactly. Yeah. When I could indeed eat a bowl of cereal for every meal
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By bowl, I mean a bowl the size of my head. So it's a box per bowl per meal. Okay, so we have a
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relatively early peak in life for diversity. You hear all of these sort of bumper stickers,
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slogans about the gut biome. Oh, it outnumbers us 10 to 1. Is that true?
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I think those numbers have definitely come into question. I mean, they're nice to give people a
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framework for the fact that you have a ton of microbes in you. And I think that's the
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important part is that they are, whether they outnumber you 10 to 1 or 2 to 1, I think is
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relatively probably not that important. But what is important is that they make up a huge portion
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of your body, mass as well as functions. And so it's an important key part of your health.
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So the idea is there are many cells that are not you between your mouth and your anus as there are
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Now, obviously, just to have someone wrap their head around that, we're made up 70% of water.
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So most of our mass is water, not the cells minus the water. Are these largely anhydrous cells? Like,
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how do they weigh so little relative to the rest of us?
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Oh, man, I don't know the water content of bacteria, but maybe I think about it a little
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bit differently, which is more about the biochemist. Everything's going to come back to that. But it's
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more about the biochemical functions. What's the output of each of these cells versus the output of
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our cells? And I think when you look at it that way, these are real workhorses. So there's definitely
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redundancy among bacterial cells, but each of them is having multiple functions and multiple outputs. And so
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when you think about it at a cellular level, I would think more about what are the things being
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produced by the cell? And bacteria tend to secrete a lot of things that they're producing, unlike the
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cells in our body. And so there's a lot of function that's associated with the microbiome that's super
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important. So I remember in my first and only biology course as a kid, because I didn't take bio
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again until I decided to go to med school in ninth grade or whatever, we learned about prokaryotes and
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eukaryotes. And I still remember to this day, the joke of our teacher, Mr. Jefferson, he said,
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do you know what a eukaryote is? And everyone was like, no. And he goes, it's a portaging term.
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You know, portaging when you carry canoes back and forth between rivers. Anyway, no,
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it's a horrible joke, but I still remember it. So I'm going to have to cut this part out of the
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podcast. It's so bad. Where are we going? Where I'm going with this is, can you explain to people
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listening what the difference is between our cells and bacterial cells? Because there are some
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fundamental differences between these things called prokaryotes and eukaryotes.
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Yeah. I mean, I think that, first of all, every cell in our body needs the other cells and the
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organs and the whole system in order to be able to survive and do their job. Whereas bacteria,
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they don't need anybody else. And so every bacterial cell, every unit is its own living thing that can
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replicate, perform functions, lose functions, be genetically modified and all of that. And so
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it's sort of its own entity, its own living organism. Every cell is a living organism.
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And then they divide really, really rapidly. Some of them as quickly as 10 to 15 minutes,
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you're dividing. And so there's this other component, which is that some of these bacterial
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strains, because they divide so quickly and because they're also under the pressures of evolutionary
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processes is that they can evolve super quickly. And so we as humans, we have a long evolutionary
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timeline because it comes in the form of you make a kid who makes a kid who makes a kid. Now,
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imagine if that was happening every 10 minutes. You can evolve really, really rapidly. And so
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that's part of the antibiotic crisis out there, which is to say that these things can become
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resistant to antibiotics because of this division time.
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You alluded to this already, but they have the capacity to secrete things significantly. We think of
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bacteria and we hear it as a bad term. We think of bacteria is a bad thing. And there clearly are some
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bad bacteria. But would I be oversimplifying if I said that most bacteria enjoy a kind of
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complementary relationship with us as their host? Is that fair in terms of flora, such as the bacteria
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on our skin, in our nasal passages, in our gut?
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We've co-evolved with these microbes and these bacteria. And so generally speaking, when you're
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co-evolving with something, there's some mutual benefit. I sort of cringe when people talk about good
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bacteria and bad bacteria, although I do it as well, because it's the ecosystem and the context
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of these bacteria that's actually more relevant. A good bacteria can become a bad bacteria in a
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certain situation. And likewise, bad bacteria can become beneficial in a different context. And so
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I think that it's important to know that they're all part of these different pathways and what they're
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doing together. So for example, Clostridium difficile is something that I think people think is a terrible
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pathogen and it's so bad for you. And oh my gosh, you better never get it. Almost all of us have
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Clostridium difficile in our guts, but at the level that it's at and in the context of the ecosystem of
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our strains, it's not having that kind of really nasty pathogenic impact. In my opinion, there aren't
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People hear me rail about good cholesterol and bad cholesterol being meaningless terms. And of course,
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cholesterol is simply cholesterol. It's where it ends up that can be good or bad. So that's
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actually a great analogy. While we're on the topic of Clostridium difficile, which we'll come
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back to in more detail, what is the prevalence of that as a function of total gut biome in a person
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who's healthy and not otherwise in a pathologic state? Well, this is the convoluting part about
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the microbiome, which is that if you sequence and do really deep sequencing and even biochemical
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assays across a person's microbiome, and then you say, all right, now I want to do population studies.
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What you find is that the difference between people is huge. And so the Human Microbiome
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Project, in which they kind of looked across 10,000 plus people at all ages and different
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demographics, really demonstrated that at the strain level, people are pretty different from
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person to person. When you start to look at the functions, that's where you start to see some
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redundancy. So it's hard to say for a particular strain, if someone gives you an actual number and
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they don't give you a range, that's probably not correct.
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Wow. Interesting. Tell me more about that project. So what were the observations it landed
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at vis-a-vis how various factors, both modifiable and unmodifiable, either genetic or age and diet
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being the most obvious modifiable factor, how did that impact the gut biome in these 10,000
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people? Those differences magnify in the outcomes.
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That initiative didn't have a longitudinal component to it or a perturbation of the system
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and looking at before and after. So it really was just a-
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One-time observation saying, okay, we just look across a population of people. And this
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is super early on. So we didn't know anything about the microbiome. We barely knew how to
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sequence the thing. And so, and even things like, well, what should the sample be? Should
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it be a scoop of somebody's stool? Should it be the entirety of the stool? Should you do 16S
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sequencing, which is just a gene that all microbes have? Or should you do the whole genome sequencing?
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That's going to be a lot more expensive. This is a government-funded project. And so there
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was a lot of unknowns at that time. So even just getting this information of, if I looked
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across 10,000 people from skin to gut to vaginal microbiome, what does it look like? That was
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a huge endeavor. And of course, coming out of that have been a ton of longitudinal studies
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and studies where people have done actual interventions.
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Going back to what you said earlier, it's not just bacteria, it's viruses, yeast, fungi.
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What does the pie chart of that look like in terms of numbers? And then what does the pie
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chart like that look like in terms of function? I'm guessing the bacteria are doing the majority
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of the work. I do feel pretty comfortable saying viruses are bad. Is there an exception
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to that rule? I mean, we certainly can harness viruses to do good things for us in terms of
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recombinant DNA technology. But if there was not a single virus on this planet afflicting
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humans, I think we'd be in a better place, right? I'm not aware of good viruses.
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Well, this field is really nascent. I hesitate to even answer the question of what is the role
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or the significance of all these different types of microbes. Interestingly, I think we also
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don't really know what the role of viruses are in the microbiome. But one could imagine that
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you have functions that are important and that you need to be healthy and that maybe these viruses
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help accelerate movement of those particular genes from one bacteria to another. So I wouldn't say
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the jury's totally out of my mind on that. Interesting. Yeah, that's a good point. Do we
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know anything about how our microbiome compares in complexity to that of other animals?
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A lot of microbiome studies are done in mouse models. And I mean, having been in pharma,
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I feel like if you're a mouse and you've got cancer, you're made. We have so many different
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cures for you. The translation of that into humans is not that great. And the microbiome is even worse
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because animals eat different foods. Your diet is one of the biggest things that impacts your
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microbiome. And so now you're saying, what is an animal's microbiome? How does it interact with
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the host? And then what implications does that have for health? So even one more step removed. So
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there are a lot of strains that exist from mouse to man. But I think, again, because it's context,
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it's not totally clear that you can really use these animal models to predict what will happen
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in a human. Has anybody looked at animals that are not living in captivity and not genetically
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ridiculous, like the typical black six mouse and things like that? I mean, do we know what our pet
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dogs look like or what animals in the wild look like? Do they more closely resemble us? Or again,
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is it purely a function of what they're eating? A function of what they're eating is such a big
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driving factor. So if you look at your pet dog, I mean, it really does depend on what you're feeding
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them. Some people feed their dogs pretty much a grain-based diet. Some people are cooking chicken
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for their dogs every night, you know. So when they look at pets, I think that's also hard because it
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just ends up being parsed out by what you're feeding them. Just to get back to the reality of
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these genetically modified mouse models, it's even more extreme in microbiome studies. So they literally
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make, I call them like the bubble boy of mice. So they try to entirely deplete these mice of
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microbiomes. So they're taking a mouse that has no microbiome and then they're infusing them with a
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human microbiome and they're saying, okay, what happens now to the mouse? And so these are germ-free
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mouse models that are really commonly used to understand the impact of a human microbiome on
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the health of the animal. This is completely not what would ever happen in real life.
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So for folks listening, again, who might not think much about bacteria, my vague recollection
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of microbiology is one line in the sand we draw to divide them is, are they aerobic? Are they
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anaerobic? Are they gram-positive? Are they gram-negative? Which is simply a staining technique. I guess I
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should explain that aerobic are bacteria that require oxygen for respiration. Anaerobic are animals that
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generate ATP without oxygen. And then you have facultative of each where they prefer to do it
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one way, but they can do it the other way. Any other divisions worth talking about as we explain the
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types of bacteria? The aerobic versus anaerobic is definitely one of the most important things
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you think about. You've got bacteria on your skin that definitely loves oxygen. And then what we call
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the gut microbiome is actually a strictly anaerobic area of the distal colon. So there's literally no
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oxygen. Those strains can't even grow in the presence of oxygen. One other thing might be
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localization. So your GI tract and the gut microbiome, there's this so-called gut lining.
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So the cells, the epithelial cells, where there's this mucin layer, that's an important part of having
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a well-fortified gut lining. There are strains that live in that mucin layer. And so that's a different
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type of a strain. They feed off of mucin versus many of the strains that sort of feed off of things like
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the foods that you eat are prebiotics. How does the characteristic, let's just focus on the bacteria,
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how does the characteristic of the bacteria change from mouth to anus? Obviously, you're going into
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less and less oxygen as you go down. So presumably, you don't have pure anaerobes in the mouth. But I
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know from the little bit I remember about working in an ER, whenever somebody received a bite, you would
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think, ah, how bad can a bite be? We were really conditioned to remember that those are some of the
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dirtiest wounds a human can have. No less dirty than a feces-soiled wound. So even at the proximate
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end of that bacterial lining, these are really frightening bacteria. Can you tell me anything
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about how the bacteria change as you progress along the length of that? By the way, that's a very long
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tube. It's not just measuring here to here. The listener would have to understand how tortuous
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the small intestine and the colon can be. The primary thing that changes is this anaerobic
00:22:01.660
part. So obviously, your mouth, there's a lot of oxygen exposure. And then, as we said, when you get
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to the distal colon, there's no oxygen there. So all along that path from the mouth to the stomach,
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I think, is where you have a reasonable amount of oxygen exposure. Once something gets through the
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stomach, there's sort of this in-between the strict anaerobic and the aerobic area. And a lot of the
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lactobacillus and bifidobacterium strains that are on the labels of probiotics out there today,
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they kind of reside in that small intestine area. And then you get to the recesses of the gut
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microbiome, which is where all the action happens. So after your stomach has broken down foods and
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they make their way to the distal colon, that's where an incredible amount of metabolism is
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happening. And there, there's no oxygen. But yeah, the mouth microbiome is a really interesting
00:22:44.100
opportunity because what's happening in the mouth, the two ends that you mentioned, mouth and anus,
00:22:48.140
what's happening in the mouth and what's coming out the other side, give you an indication of
00:22:51.800
what's happening in the middle. And I'll just tell you a funny story. Early on when I started
00:22:55.420
this company, I met a guy who was really interested in hyena mouth microbiomes. The reason is because
00:23:01.180
the hyena is one of these bizarre animals that can eat a carcass of an animal after it's been dead for
00:23:08.260
extended periods of time, you know, a week, two weeks. No other animal will go near an animal that's
00:23:12.440
been dead for that amount of time because of the bacterial overload. This is just going to kill you.
00:23:16.440
And so it's so-called rotten meat that these hyenas are able to eat. And he had this big question of
00:23:20.840
why are they able to do that? And it turns out if you look at the microbiome of a hyena,
00:23:25.240
they make an incredible amount of antibiotics. And so he had this whole theory that if you could
00:23:32.040
understand what antibiotics are being generated in that hyena's mouth microbiome, it might be a new
00:23:37.740
source of antibiotics for us. And he was so extreme in this belief that the hyena had such a clean mouth
00:23:43.180
that in the context of doing this job of trying to get microbiomes, he got bit by a hyena. He went to the
00:23:48.460
emergency room and they're getting ready to give him antibiotics. And he said, no, I don't want antibiotics.
00:23:52.600
It's going to decimate my microbiome. Furthermore, I know that because I got bit by a hyena, I'm not going to get
00:23:57.220
an infection. They have the cleanest mouths. And he had to sign all these waivers. And apparently he never got an
00:24:01.760
infection. But the mouth microbiome is a source of potentially bacteria, but maybe other sources of
00:24:11.040
What is the classification? What's the org chart of these bacteria?
00:24:16.040
Now we're going to get back to seventh grade biology where you have the phylum, the family,
00:24:20.220
the genus, the species, the strain. And so that's the organization of them. And so...
00:24:25.180
I don't even remember that anymore. Say it again.
00:24:27.620
It's the phylum, the family, genus, species, strain. And so what DNA sequencing has enabled us
00:24:35.600
to do is to really look at strains. And maybe one interesting thing is even within strain identity,
00:24:40.440
so we give names to these strains based on their genomic makeup, even that part is really evolving
00:24:45.360
in our understanding as well. So for example, you know, methylation is sort of a hot topic when it
00:24:49.340
comes to humans. Bacterial genomes are also methylated. It's typically used for silencing certain genes.
00:24:55.080
But, you know, you sort of have this question of, is it really just the genetic makeup or these
00:24:59.120
post-modifications also changing a strain from one thing to another? Should you define a strain
00:25:04.720
by its genomic makeup, which is the traditional way we define things? Or should you define it based
00:25:09.160
on what it's doing and its actions? And that becomes more complicated. So I think we're going
00:25:14.300
to see that definition maybe evolve as we learn more.
00:25:17.900
Do you mostly operate in a world where you're thinking of the strain then?
00:25:21.900
Yeah, we operate in a world where we're thinking about the strain and the function. So we, for
00:25:27.300
example, as we manufacture our strains, we do occasionally these sort of whole genome audits
00:25:32.240
because these strains do divide and replicate most of them basically every two hours. You want to make
00:25:38.580
sure that whatever genetic modifications are just happening naturally don't actually impact the
00:25:43.480
function of the strain. So we literally do these audits. We'll do a whole genome sequencing
00:25:46.780
of these batches. We'll do a full panel of biochemical assays to understand, are they still
00:25:52.200
generating small molecules at the rate that we'd expect growth curves? And so I think that's one of
00:25:57.160
the challenges to actually being in this area is that these guys evolve really quickly.
00:26:02.380
Yeah. I mean, it's hard for me to kind of wrap my head around that because even though I acknowledge
00:26:05.460
what you're saying with respect to the speed of their multiplication or replication cycle,
00:26:09.440
when I think of my former life when I was in a hospital, you know, everybody knows what MRSA is,
00:26:14.840
but does it mean that there's like a new MRSA every pick your favorite period of time where
00:26:21.160
even something every month, there's a new MRSA in the hospital kind of thing that fortunately always
00:26:27.400
still seems to be responsive to vancomycin, but at some point it won't be like, I guess there's VRE,
00:26:33.160
right? Anc-resistant enterococcus. So it's hard for me to wrap my head around the speed with which
00:26:37.600
these things are mutating. So that within the span of a year of your life, does that mean
00:26:44.540
that your gut biome is changing, not just as a result of you changing, but because they're evolving?
00:26:52.920
I still don't understand exactly who's optimizing for what. Let me reframe my question. What are they
00:27:01.060
They're optimizing for their environment. And so again, if you take diet as the primary
00:27:07.780
thing that can modify your microbiome, it's the primary thing that can modify your microbiome
00:27:11.700
because that's their food. They're living in your gut. They're waiting for you to feed them.
00:27:15.520
The reason that MRSA and VRE are evolving is to escape the antibiotic.
00:27:22.340
Which is against our best interest. But what you're saying is, at least if I'm hearing you correctly,
00:27:27.140
it could be that the evolution of our gut biome is in our best interest because, in theory,
00:27:35.900
Exactly. It's evolving to survive what we're feeding them and the environment that we're
00:27:44.420
It is. It is. You can go on a trip to another country and eat the food there for a week and come
00:27:50.860
back and your microbiome looks totally different in just a short period of time. I mean, many of us
00:27:55.100
have experienced that. Like, you go travel, you get GI distress from foods because you're not used to
00:27:59.320
having them, and you can whole hog change your microbiome. That's actually what really drew me
00:28:04.600
to this field. Because when you're talking about human genomics and human systems, the way in which
00:28:10.520
you can impact them is limited because it's an already existing system that's relatively immutable
00:28:15.840
without some real serious external force. You have to introduce a chemical small molecule to change
00:28:20.800
a pathway that has five backups to it in your system. But the microbiome is incredibly mutable,
00:28:27.360
and we're doing it all the time. And so when you think about the ability to change it and to have
00:28:31.020
real health implications, that's where it's at. That's why it's an exciting field.
00:28:36.140
Got it. Makes sense. Let's talk about how one measures these things, both in the lab, so what you
00:28:43.520
would do, but also maybe, for lack of a better word, over the counter. I mean, what I could do.
00:28:50.360
So if we were interested in understanding your genes, we could do them in a number of ways.
00:28:57.120
We could do the gold standard, which was we could do a whole genome sequence. We could sequence
00:29:02.580
every nucleotide of every single coding and non-coding gene in your body. And 20 years ago,
00:29:11.800
that would have cost close to a billion dollars. Today, that's about $1,000. Still not the most
00:29:19.160
practical test in the world because it yields a whole bunch of information one doesn't know what
00:29:23.080
to do with. There's the gold standard. Conversely, we could go on a fishing expedition and you could
00:29:28.380
say, well, I'm really worried about my risk of cancer. And we could do a commercial test that looks
00:29:34.080
at a whole bunch of known polymorphism SNPs, and we could screen for a hundred of those things.
00:29:39.540
It's a much more targeted look, and we could get that information. Walk me through the menu of
00:29:46.080
options that you as a scientist would embark on to do this, and then what a consumer can do.
00:29:52.540
It's actually quite similar when it comes to understanding the microbiome. So you can do
00:29:56.860
shotgun sequencing, where you're getting the entire genomes of all the different microbes,
00:30:01.020
and then you need to be able to assign which genome goes to which microbe, and there's a fair
00:30:04.560
amount of redundancy. And so you use long read paired with short read sequencing to be able to get
00:30:09.540
tell folks what that is so they understand. Yeah, because it's a bit complicated.
00:30:13.080
It's kind of exactly how it sounds. Short read DNA sequencing gives you, so let's assume,
00:30:18.220
let's take an example. You've got a thousand bases of DNA that you want to sequence.
00:30:23.740
A bacteria has typically how many genes and how many base pairs?
00:30:27.320
Really is a huge range of sizes. If you're trying to measure a certain piece of DNA, you can use
00:30:36.000
short read sequencing technologies, which allow you to, with high accuracy, get these short pieces of
00:30:42.060
your sequence. So you get maybe 200 base pairs, and so you would have a few of these, and then you
00:30:46.760
paste them together based on kind of the overlapping. The overlaps, yep.
00:30:49.540
And each piece is pretty accurate in terms of the sequence. Then you can do long read sequencing,
00:30:54.300
which will allow you to get in one shot that entire thousand base pairs, but that tends to be
00:30:58.440
a slightly lower fidelity read, and so you might have some errors in there. And so that's why kind
00:31:03.180
of the best way to do it is to do both. And I would say the reason that stitching together is
00:31:07.920
problematic is because bacteria have redundant genes. And so some bacteria might have five copies
00:31:14.460
of a gene versus another bacteria that has 10 copies of a gene, and it turns out it matters. And so
00:31:19.500
I'm not going to remember the name of this bacterial strain, but there is a strain that's been
00:31:29.160
Yes. And one of the reasons why that drug fell from being first line is because the efficacy sort
00:31:33.960
of had such a wide, broad range across people, so it's hard to know what's the right amount
00:31:39.420
Wait, does it treat arrhythmias or heart failure?
00:31:41.940
Yeah, yeah, yeah. That's how long I've been away from the game.
00:31:45.220
What they found was that there's a microbe that can metabolize digoxin,
00:31:49.860
and so people who needed higher doses to have efficacy had higher amounts of this strain.
00:31:54.440
But then in another double click of that, it wasn't just that strain. It was how many copies
00:31:58.620
of this particular gene that it had. So if it had over five, it could metabolize digoxin. Less
00:32:03.780
And that means that that bacteria exists high in the GI tract, presumably, because if that were just
00:32:09.680
something in your cecum or beyond, presumably it wouldn't have impacted it. I mean, it has to be
00:32:15.940
somewhat in proximity to the liver. It has such an impact on the bioavailability of that drug,
00:32:24.520
I actually don't remember the location of this bacteria, but I remember this part about the
00:32:27.980
number of genes being important as to whether it could even metabolize a thing or not.
00:32:31.940
Because normally we think a lot about the different genes in the P450 system in the liver,
00:32:37.280
which is heavily responsible for how most drugs are metabolized. And that clearly explains a lot of
00:32:42.280
the variability in human metabolism of drugs. I never knew about this. This is even one step
00:32:47.480
beyond that. And obviously not dependent on our genome, but the genome of this host.
00:32:52.200
Yeah. And these are mostly gut microbes. So it really is, especially for these oral
00:32:55.760
drugs, there is some path that it takes where it's interacting with these microbes and they
00:33:00.380
are able to metabolize these various drugs. Getting back to your sequencing question,
00:33:05.900
the number of replicates matter. So if you imagine you have these short snippets,
00:33:09.500
it's sort of a guessing game as to, well, gee, is this an actual just replicate or was it only
00:33:18.560
...becomes your template to put these short reads on.
00:33:20.800
That costs several thousand dollars per sample to do.
00:33:24.920
Even today, because you're really trying to get a comprehensive. And then just imagine that,
00:33:28.920
and now it's every bacterial strain out there. And P.S. there's a lot of redundancy in
00:33:33.180
bacterial strains. For a large number of them, we don't even know, much like the human genome,
00:33:38.660
we don't even know, what are these real bacteria? What do they do? And so there's just still a lot
00:33:43.600
of uncatalogued genes. And so that's a real endeavor. The second way is to really look at
00:33:48.860
a qPCR-based where you're really looking at a specific strain and you're trying to understand
00:33:56.040
Tell folks why the PCR would work that way, like what you have to use and how you have primers and
00:34:00.340
why that's analogous to the, let's look at your cancer genes approach.
00:34:05.340
Yeah. So you might have a lot of bacterial strains in your ecosystem, but you don't know
00:34:12.140
how much they are relative to each other. So you can get a catalog of everything that's in there,
00:34:16.700
but you don't really know how much of each one is in there from these sequencing methodologies.
00:34:21.820
Although there are some really interesting tools that people are starting to develop to try to get
00:34:24.860
at that. But the more accurate way to get at the quantitation or how much of this strain is
00:34:29.400
actually in the microbiome is this quantitative PCR. Basically make primers that are specific to
00:34:34.700
that strain. And then you're using PCR in a quantitative way to understand, well, how much
00:34:40.140
of it is in there compared to say some other strain or compared to the entirety of all the
00:34:44.940
different bacteria in there. And now you have an idea of, is this constituting 1% of my microbiome,
00:34:50.680
10% of my microbiome? And so you get this quantitative piece. If you're low in specific microbes or
00:34:56.100
specific functions, this becomes the way that you would really look at that. But there's an added,
00:35:01.280
very important complexity that the microbiome has that the human genome doesn't have. And that's
00:35:06.140
around this replication and ever-changing thing. And so it's really not good enough, as we talked
00:35:11.560
about with the Human Microbiome Project, it's not good enough to get one snapshot in time.
00:35:16.100
You really want to understand what is your baseline microbiome. And then if you ever change your diet,
00:35:21.280
you travel, you go on antibiotics, there's all kinds of things that can change your microbiome in very
00:35:25.200
cute ways, it all of a sudden becomes a different microbiome. And so this longitudinal data really
00:35:29.980
matters. And then additionally, because every microbe is replicating at a different rate,
00:35:35.400
the constitution or the fraction in which one microbe might be in your gut today might be different
00:35:40.220
tomorrow. And so you need longitudinal data that gets you the quantitative piece plus who are the
00:35:45.040
players. And then the third part is because they're also mutating, you need to understand,
00:35:49.380
well, did the functions change? So if you really want to understand the microbiome, I mean,
00:35:53.060
we were spending $5,000 to $6,000 per sample to understand longitudinally what's happening,
00:36:00.180
what are the different functions, how are these things changing? So it's pretty hard to do.
00:36:06.080
And what are the ideal functional assays? Because I think it's important that we don't lose sight of
00:36:10.220
what actually matters. It's what clearly matters when we look at our cells. I think we're really
00:36:16.120
understanding that today in humans that function matters more than genome. The protein is more
00:36:22.660
important than the gene. What do we look at in the gut biome? Are you looking at secretory products?
00:36:28.900
How are you determining the health of the function versus just the genome, which obviously must be
00:36:37.880
We are super interested in carbohydrate metabolism. And so we look at the output of that as the short
00:36:44.500
chain fatty acids. So butyrate, propionate, acetate. And so you can take an individual strain,
00:36:49.960
feed it a substrate, depending on where in that biochemical pathway it is, its substrate might
00:36:54.200
be slightly different. And then look at how much of those small molecules are being produced on a gas
00:36:59.360
chromatographer. And so you're running a enzymatic reaction. If you think about the bacteria as the
00:37:05.140
enzyme, you're giving a substrate and you're basically doing your old fashioned Michaelis
00:37:10.140
Mentencarves, where you're giving it increasing amounts of substrate. And you're basically looking
00:37:13.680
at the enzymology of going from substrate to that short chain fatty acid.
00:37:18.180
So let's use that as an example. You eat a piece of bread, starch, polysaccharide. Digestion,
00:37:25.280
of course, begins in the mouth. Amylase starts to break that down. It continues further in the stomach.
00:37:29.260
By the time it gets to, God, the jejunum, I mean, it's mostly just glucose monomers, right?
00:37:35.800
I think that's still being figured out, actually. What is the state of affairs when things arrive? I
00:37:41.240
mean, it's actually really hard to survey what's happening in the gut microbiome because we don't
00:37:44.480
have good sampling methodologies. That's super interesting. So you're saying even if you dropped
00:37:48.880
a tube down somebody's throat and you just sampled the slurry at the distal end of the duodenum or at
00:37:54.780
the proximal end of the jejunum, I mean, I've seen what it looks like when you see when you operate on
00:37:58.500
somebody. We can't tell what the composition of matter is there. I'm not squarely in this,
00:38:05.280
but I haven't seen anything pop out that was really compelling. The pushback all of those
00:38:08.860
technologies get is the ease with which things can get contaminated. And so essentially you might be
00:38:15.100
able to get a sample, but then in the process of pulling that back out, it becomes contaminated
00:38:19.180
with the other things that are along the track. It could be done intraoperatively. Hopefully someone
00:38:23.040
is doing that, right? If you're in there operating otherwise. Now the problem is you wouldn't be
00:38:27.420
operating on somebody without a bowel prep. And so you've completely destroyed the system.
00:38:33.960
Also, you're not operating on somebody in an anaerobic chamber.
00:38:36.980
The second they get exposed to oxygen, it's sort of different. Okay. So explain how carbohydrate
00:38:42.680
metabolism produces byproducts and what those byproducts are. Because people who listen to
00:38:47.960
this podcast, people like me, when I think of carbohydrate metabolism, I don't think of any of the
00:38:53.260
things you just said. I think of glucose. I think of glucose 1-phosphate. I think of glucose 6-phosphate.
00:38:58.900
I think of pyruvate. I think of acetyl-CoA. I think of the Krebs cycle. I think of lactate as a byproduct
00:39:07.540
of oxidative phosphorylation. So you're thinking of things in a different level because you're obviously
00:39:13.040
looking at a different host. So explain the metabolism on that side of the ledger.
00:39:18.020
So in this case, when we talk about carbohydrates, we're really talking about these fibers. And so
00:39:22.300
our microbiome is uniquely positioned to metabolize fibers, a wide variety of which we actually can't
00:39:26.960
even metabolize ourselves. And fiber is one of the primary prebiotics that feeds all of your strains.
00:39:34.640
And so you're right. When we think about carbohydrate metabolism from the perspective of the microbiome,
00:39:38.480
it's really thinking about these fibers. There are primary and secondary fermenters in the microbiome
00:39:43.360
that can metabolize these fibers into certain short-chain fatty acids, which then become precursors
00:39:48.560
for the ultimate short-chain fatty acid, which is butyrate. Butyrate is this incredibly important
00:39:54.360
short-chain fatty acid that's been studied in a wide variety of conditions. And so your microbiome,
00:40:00.120
one of the most important molecules it makes, is butyrate. And so butyrate has a role in GI health.
00:40:05.700
The colon cells are the only cells that use butyrate as their source of energy, as opposed to glucose,
00:40:10.000
which is what's used by every other cell. And so when you don't have enough butyrate,
00:40:13.040
that's been associated with things like colon cancer and not having good colon health. But
00:40:17.580
butyrate is also a small molecule that triggers G-protein-coupled receptors to then release GLP-1
00:40:24.840
from these L cells in the microbiome. So it also plays a role in sort of this gut metabolism axis.
00:40:30.660
Butyrate becomes this really important small molecule that the gut is producing based on the
00:40:35.740
foods that you're eating. And that's kind of where we've really honed in.
00:40:38.680
So if we think about the difference between soluble and insoluble fiber,
00:40:42.840
are you referring mostly here to insoluble fiber, because you alluded to the fact that it's fiber
00:40:47.420
we aren't able to digest and metabolize, that is the food stock for these bacteria?
00:40:52.180
Yeah, that's really where we're focused in on is these insoluble fibers.
00:40:55.500
Insoluble fiber, I guess, is most readily available in vegetables, correct?
00:41:02.920
I was asked recently by a patient, I drink this green drink every morning,
00:41:07.760
and they're like, why do you drink it? Do you think it's a substitute for having
00:41:11.800
vegetables? And I said, I really don't. I said, I think it's a substitute for having vegetables with
00:41:17.500
respect to the vitamins you get, and probably even a lot of the polyphenols. But it's clearly
00:41:25.580
not a substitute for the fiber. Just based on the practicality, like you can look at the ingredient
00:41:30.260
label, there isn't enough fiber in this to be a substitute. So at the end of the day, like there
00:41:35.780
doesn't appear to be, if you buy the argument, which I think we're going to discuss, that fiber
00:41:40.120
is essential for gut health, which by extension means essential for human health, you have to be
00:41:49.040
Yeah, you do. Although, I mean, there have been a myriad of studies showing that getting fiber from
00:41:53.920
these external sources, these powders, now you have to get them in the volumes needed. They can be
00:42:01.100
What are typical recommendations of fiber? Like how many grams per day? 18, 30, something like
00:42:07.180
I actually don't know what the current standard recommended dose is, but I think it's somewhere
00:42:14.260
Yeah, it's hard to imagine getting that in a supplement.
00:42:16.460
And I think actually your average American's consuming like one to two. We're way off base
00:42:21.420
on how much fiber we're consuming. But just to get to your question, though, there's also a
00:42:25.480
delivery component to this too. So taking the fiber where you mix it in a drink might be a
00:42:31.020
lot less impactful, or you might need a lot more of it, I should say, than if you were to take it in
00:42:35.400
an enteric-coated capsule that got through the stomach acid and then closer to the distal colon.
00:42:41.300
It's a delivery question. So you might be able to get away with a lot less.
00:42:44.920
Oh, interesting. Why is that? I mean, I thought that given that it's insoluble fiber,
00:42:49.260
it would be impervious to the gut and the environment all along the way. Is that not the case?
00:42:55.360
The measurements of these things along the way has been elusive.
00:43:00.500
It's sus. We include inulin in our pill, an incredibly small amount. It's, you know,
00:43:07.140
on the order of one to 200 milligrams. So it's definitely not at the dietary fiber level.
00:43:12.200
But the reason we include it is because when we did our preclinical studies, we saw that if we
00:43:16.740
didn't include it, the strains really didn't colonize as well. So the concept behind that is
00:43:21.520
that by having the inulin right there next to the strains, as soon as that capsule dissolves,
00:43:26.180
these things start to get hydrated and start to become alive in very close proximity as their
00:43:30.080
food. And that's why I think about that kind of delivery and that proximity question as being
00:43:34.880
something we haven't really solved for yet. Interesting. Okay. So you eat a piece of celery,
00:43:40.320
which is basically all insoluble fiber. You mechanically break it into smaller pieces,
00:43:45.060
but functionally it's still cellulose that's making its way down. At what point in the gut does it have
00:43:52.140
to wait till it's in the colon or does the metabolism and production of butyrate begin in
00:43:57.000
the small intestine? There's some bifidobacterium in the small intestine that can help start to break
00:44:01.620
that down. But I think the general thought is that the majority of that metabolism is happening
00:44:06.080
in the distal colon. Okay. And which strains of bacteria are most responsible for the metabolism
00:44:14.800
of insoluble fiber and the production of butyrate as a byproduct? It's a multi-step pathway. So there
00:44:21.540
are clostridial strains, which can do this breakdown. There are bifidobacterium strains that
00:44:26.600
can do this breakdown. And then there is the strain acromantia, which was discovered in the early 2000s.
00:44:32.600
And it also plays a really important role in generating these short chain fatty acids.
00:44:37.900
And are these strains, do they belong to the same species?
00:44:40.760
These are the species names. Okay. Strain name would have two parts to it. So if I said
00:44:46.020
acromantia mucinophila, that would be the name of the strain, but I've shortened it to acromantia,
00:44:50.440
which really does represent the species, the higher level. Got it. So E. coli is?
00:44:55.660
Strain name. Is actually a strain name. Yeah. Eshera, whatever it would be the species.
00:45:01.240
Got it. Clostridium is the species. Clostridium difficile is the strain. Yep.
00:45:05.540
Okay. Let's pivot for a moment and actually talk about C. diff because that's one of the most
00:45:10.080
compelling arguments for an intervention in treating human disease by manipulating the gut
00:45:21.380
bacteria. So tell folks what Clostridium difficile is as a bacteria. And you already alluded to this,
00:45:28.060
but how does it go from being a benign slash benevolent participant in our coexistence with
00:45:34.540
the universe to one that could kill us? So Clostridium difficile is a strain. It exists,
00:45:38.660
and many of us have it in low levels in our gut microbiome and we walk around perfectly healthy
00:45:42.840
and fine with it. When you take an antibiotic, that's essentially almost like a nuclear bomb to
00:45:47.940
your microbiome. It kills everything in there, but in some cases it doesn't kill everything. And so
00:45:54.520
there are these strains of Clostridium difficile that after you take an antibiotic, it's killed all
00:45:59.980
the different strains off, but it didn't kill your Clostridium difficile strain. And the problem with
00:46:05.640
killing off all the other strains is now all the competition is gone. So you imagine you have this
00:46:10.820
ecosystem of different microbes and now you've just gotten rid of all of them. So now you have
00:46:14.580
this strain that has no competition and it can start to propagate unchecked. And so it's when you
00:46:19.100
start to have these really high levels of this strain, Clostridium difficile, in your microbiome,
00:46:23.660
that's when it starts to make you really sick. And actually ultimately it's fatal.
00:46:26.660
And so the way in which we treat infections is through more antibiotics. And so when you have
00:46:33.900
this Clostridium difficile infection, which is a result of having taken an antibiotic, almost
00:46:38.000
ironically, the cure also is another antibiotic. And really what you're trying to do is to get an
00:46:42.360
antibiotic that can kill that strain and get it back to its low levels until your microbiome can
00:46:47.280
reconstitute itself through the food that you eat. The success rate of those antibiotics varies
00:46:53.200
from person to person, but overall it's something like 70% successful. And remember,
00:46:59.140
I was just about to say, make sure people understand what non-success means here.
00:47:03.140
Yes. Yes. 70% success is not great when the 30% means that you're going to die on the other side.
00:47:07.220
So one of the concepts was really to go in the reverse direction and say, okay, if the problem is
00:47:12.680
that now there's no competition and this guy can propagate unchecked, what if we just load up the
00:47:17.960
person's gut with all these different microbes, reestablish an ecosystem, and then that's the way to
00:47:23.180
temper this thing down. And that's called a fecal microbiome transplant. It's exactly what it sounds
00:47:27.880
like. You literally take feces from a person and transplant it into another person. That thing has
00:47:36.480
When was this first done? I feel like this was at least in the 90s, maybe earlier.
00:47:40.300
Well, it was definitely done as one-offs before people were doing real studies with it. And actually
00:47:44.520
a ton of them were done in Australia. It's like one of the places where the most of these have been
00:47:48.920
done. But it has an incredible success rate. It's kind of gross.
00:47:52.000
Yeah. What was it like back in the day and how is it done today? I assume today it's done through
00:47:57.700
Well, I think people are still using the methodology of actually going up through the colon, but people
00:48:02.280
have tried to create capsules and tried to be able to make it so that you can just consume these
00:48:05.880
capsules with a drink and then it gets there. And those seem to be effective. They're not as effective
00:48:10.760
as the enema version. And because probably in the process of getting that stool into a freeze-dried
00:48:17.660
format or into a pill format, you're losing probably some of the diversity that you just
00:48:24.600
And there are risks associated with this or not? Are they overblown? I mean, there's certainly been
00:48:28.240
hoopla about this at the FDA at one point. What was that about?
00:48:33.220
Fundamentally, it doesn't feel like a therapeutic to give people shit. I think there's this instinct
00:48:39.540
that, okay, this isn't safe. But there is a reality around it, which is that the source of that person
00:48:44.740
is really important, right? How do you know that that's a healthy, so-called healthy stool donor?
00:48:49.760
And so what if they've got some weird pathogen that now you put it into this person who's already
00:48:56.000
And then furthermore, because everybody's microbiomes do have these different functions,
00:49:00.240
it's possible that you might cure them of the C. diff. Okay, great. And you might not have given
00:49:03.920
them a new pathogen. That's fine. But you might have changed their metabolism of foods in a way
00:49:08.660
that's not beneficial to them. And so, for example, there are some of these case studies of someone
00:49:14.200
getting a fecal microbiome transplant, and now all of a sudden they have obesity issues that they
00:49:17.480
never had before. What really is at the heart of it is that we're very early in understanding
00:49:22.060
microbiome science. And so I think the FDA, their job is to make sure that people are safe. And so
00:49:27.000
they have to decide, is it more safe to give people this cure that has this incredibly high success rate
00:49:33.380
when fatality is on the other side? Or is it more safe to say, hey, let's keep learning more about
00:49:38.660
this before we actually introduce it into clinical care? And they actually tried to shut the whole
00:49:43.940
thing down. They essentially said, FMTs are not approved by the FDA. They're not safe until we
00:49:49.140
learn more about the science. What year was that-ish?
00:49:52.200
This was probably, I don't know, maybe 20 years ago. Essentially, these people who had these
00:49:58.740
physicians, these patients, patients' families who had all experienced this benefit, and then people
00:50:02.820
who were in the queue to get it done, essentially with pitchforks in hand, went to DC and said, this is
00:50:07.900
crazy. Like, this thing has such a high cure rate. How could you possibly take it away
00:50:11.280
as an option for people? And so they put their tail between their legs and reversed it and let
00:50:17.480
Let's talk about an example you just gave there, which I know is sort of theoretical,
00:50:20.480
but I'm sure there are many cases like it, where you take a lean individual who's hospitalized for
00:50:25.980
some reason. They're given an antibiotic. In the process, they develop C. diff colitis.
00:50:29.680
They get a fecal transplant and they recover. The fecal transplant came from somebody who was obese
00:50:37.160
and now they develop obesity. So the hypothesis here has to be pretty clear that the gut bacteria
00:50:46.460
of the obese individual is playing a causal role in their obesity. So I want to tackle that topic,
00:50:53.280
but first, why wouldn't the habits of the recipient immediately override the bacteria that they got
00:51:03.360
on the receiving end, given that their habits are more in line with being lean? In other words,
00:51:08.520
given the rapid evolution of these bacteria, why do they persist in their phenotype?
00:51:14.760
Well, first of all, these are case studies. These are not clinical trials. And so I think
00:51:18.940
you're dealing with the uncontrollable nature of humans. But I would say one of the interesting
00:51:24.300
things is that these people's habits did not go back to what they used to have. And one of the
00:51:29.160
things we're learning about the microbiome is through this gut-brain connection, your microbiome
00:51:33.360
can actually influence your food cravings. And we actually have some data supporting that as well.
00:51:38.600
And so if you think about this new microbiome as maybe it's not metabolizing food as efficiently,
00:51:44.340
it gives you a predilection towards obesity, but on top of that, it changes your food cravings
00:51:49.120
you've actually now got a double whammy against you that keeps you from being your old self. And so
00:51:54.820
I think the microbiome, this gut-brain connection, its ability to generate neurotransmitters,
00:52:00.280
its ability to change cravings, is still at early stages of understanding, but it can basically
00:52:05.220
change your behavior. So you're not really the old person you are.
00:52:08.820
Profound. Two thoughts. The first is, could you be in that situation forced to eat your old way?
00:52:14.700
You're going to go to a one-week bootcamp where you're literally force-fed everything you used
00:52:19.360
to eat. Would that be sufficient to return your gut biome to the way it was? Talk about how the gut
00:52:26.740
and the brain connect. So my vague recollection is serotonin plays a role here. You've already talked
00:52:32.400
about GLP-1. GIP typically is secreted higher in the gut, but that presumably plays a role as well.
00:52:39.060
Again, this is in the early stages and we're going to learn so much more over time, but
00:52:43.720
the gut is a massive producer of a bunch of things that we've traditionally thought of as
00:52:49.260
neurotransmitters. So yeah, serotonin, dopamine, GABA, these GLP-1, GIPs. And then I would also say
00:52:56.500
there are neurons in the gut. And so there's this relationship between the neurons in the gut and
00:53:01.560
the neurons in the brain. The neurotransmitters being generated by the gut can make their way straight
00:53:05.740
to the brain through the vagus nerve. And so there is potentially an opportunity, for example,
00:53:10.700
to tackle stress and anxiety through the gut microbiome where you have these gut microbes
00:53:15.820
that can produce large amounts of GABA, which has been shown to be able to reduce stress and anxiety.
00:53:20.780
And so is there an opportunity to go after the gut to reduce stress and anxiety? And again,
00:53:26.280
kind of getting back to this cravings thing, it's really interesting for anybody who's ever felt stress
00:53:30.400
or anxiety, you know, actually your food cravings oftentimes change and kind of are hand in hand with
00:53:35.400
that. So this part about the gut-brain connection that involves both cravings and these neurotransmitters
00:53:41.880
I think is really, really fascinating. How much of that do you think is regulated by things outside
00:53:47.620
of food, meaning the gut flora as it comes to changing function, which then changes our physiologic
00:53:53.640
state? I mean, we've talked about food. We should talk about it some more. Clearly, a very important
00:53:58.020
piece. You've already talked about antibiotics. What are other modifiable factors that change this?
00:54:03.220
Certainly the two biggest changes in your microbiome are the things we've talked about,
00:54:07.200
antibiotics and nutrition. But beyond that, what we know is that there are, and this is especially
00:54:12.680
with regards to diversity and loss of function of your microbiome. We know that as you age,
00:54:16.880
your microbiome starts to become depleted. We know that when you go through periods of intense stress,
00:54:22.140
your microbiome becomes depleted. We know that when your circadian rhythm gets disrupted,
00:54:26.660
so you travel and day becomes night, night becomes day, that changes your microbiome.
00:54:30.580
By the way, when you say depleted, tell me what that means in a technical sense.
00:54:35.420
It means that what happens is that you have loss of function. So you start to become depleted in
00:54:40.860
specific strains that have specific functions. And so, for example, this strain that I alluded to
00:54:45.700
earlier, acromantia, is one of the ones that is deeply studied. And low levels of acromantia have
00:54:50.820
been associated with a really wide variety of diseases ranging from obesity to immunological
00:54:56.420
disorders to stress and anxiety and GI issues. And so, basically, the depletion means you're
00:55:02.420
losing certain strains and certain functions. And then for us women, when we go through menopause,
00:55:06.320
there's like a massive change in the microbiome on the other side of that lovely experience.
00:55:10.860
I was going to ask you about the vaginal microbiome,
00:55:14.220
but right now, are you saying that with respect to gut as well?
00:55:19.680
Okay. What are the factors that influence the vaginal microbiome besides the most obvious,
00:55:23.700
which must be menopause, pregnancy, or anything that has a dramatic shift in endometrial lining
00:55:30.100
and changes? So, presumably, if you sample a woman's vaginal microbiome across the month of her
00:55:35.720
cycle, given that her estrogen and progesterone levels are fluctuating, you're going to see
00:55:39.580
differences. But I assume there's a quote-unquote healthy versus an unhealthy. How does that manifest
00:55:46.540
itself? And what does one do about that? Well, I'm not an expert in the vaginal microbiome,
00:55:52.080
but certainly these lactobacillus strains are some of the more important strains in the vaginal
00:55:57.160
microbiome. And the name of the game there is actually production of acid. You want an acidic
00:56:01.080
environment there. So, it's a protection environment. It's a protection environment.
00:56:03.540
The goal is to keep yeast in particular and other things away.
00:56:06.120
Exactly. Sperm, everything. So, there is a healthy vaginal microbiome, which is really associated with
00:56:12.200
the acidity level that these bacteria keep the vaginal microbiome at. It can be influenced actually
00:56:17.520
also by the food that you eat. I don't know. It could be that I don't know, but it's not totally
00:56:22.720
elucidated. But for example, you might know that one of the things that gets recommended for you today
00:56:26.540
is cranberry juice. And you're not inserting that into your vaginal canal. You're consuming it. And so,
00:56:31.540
there's definitely this connection between the food that you're eating and then the composition of
00:56:35.040
your vaginal microbiome. Pregnancy is also another thing that really changes it. And one of the
00:56:40.500
implications that we did look into, this was some work that we were doing with the Mayo Clinic early on
00:56:44.560
in our company, is the idea of preterm labor. So, preterm labor has been highly associated with
00:56:51.800
bacterial vaginosis. And that is essentially, it's a broad name because I think we don't fully
00:56:56.980
understand what it means, but it's an infection of the, or a disruption of the vaginal microbiome.
00:57:03.360
This infection triggers preterm labor. And so, one of the ideas here is that, well, if you could
00:57:09.820
prevent bacterial vaginosis, you might be able to reduce the incidence of preterm labor. And there's
00:57:15.900
other idea, which is that once you have a preemie, you're a lot more prone to have a preemie again.
00:57:21.040
And these women usually also have this bacterial vaginosis, which happens right before they deliver
00:57:25.340
the baby. So, maybe there's something about your vaginal microbiome that makes you more susceptible
00:57:29.420
to bacterial vaginosis, which then leads to this preterm labor. So, then there's, of course,
00:57:34.500
the UTIs and yeast infections and things like that. Any other systemic complications from a
00:57:40.780
negatively altered vaginal microbiome? I mean, I guess you could argue preterm labor is systemic.
00:57:46.280
Outside of the pregnancy case, if you just talk about a woman who's entered menopause,
00:57:50.300
because I'm guessing being on hormones versus not on hormones is going to have a profound impact on
00:57:54.240
that. Do we know if any of the problems associated with menopause beyond the obvious ones like vaginal
00:58:02.660
dryness and hot flashes have their roots in a change in that microbiome?
00:58:07.760
I think that work is still pretty early on. So, I would hesitate to go too far there. And even
00:58:12.740
the gut microbiome too, there are microbes that can, I'm not an expert in menopause or these hormones,
00:58:19.000
but I believe that estrogen has a modification that gets made that is a signal to the body to
00:58:26.100
not put that estrogen back into circulation, but to, I guess you must urinate it out.
00:58:30.080
But there are microbes in the gut, their job is to remove that modification. And so,
00:58:35.100
the effect is that it could potentially increase your circulating estrogen. And so,
00:58:39.480
this is all super early stage. If you go try to look up studies around menopause in the microbiome,
00:58:44.920
it's extremely sparse. And so, I think there's, we just really don't know.
00:58:49.900
But there could be a day, presumably, when there are bacterial products that are used to address some
00:58:55.360
of these issues. It certainly would make sense. Going back now to the example you gave, how robust
00:59:01.020
is the evidence in humans? And maybe we can start by the evidence in mice, because it gets all the
00:59:05.340
headlines, where you can take an obese mouse and you can do a fecal transplant from a lean mouse into
00:59:11.960
an obese mouse and make that obese mouse a lean mouse. Is that a relatively robust, reproducible
00:59:17.260
Yeah. A lot of people have done that. Even to take it one step further, they can make these mice
00:59:22.740
obese or lean using a human microbiome transplant. So, they basically would take the microbiome from
00:59:28.520
an obese woman, put it into a lean mouse and see that lean mouse become obese. And so,
00:59:33.580
we talked about the overlap between mice and men. There is some overlap there, because you can
00:59:37.820
actually change the metabolism of these mice through these fecal transplants.
00:59:41.140
Why has that not taken off in humans? I mean, what are the impediments to that? Are those studies
00:59:47.960
People have done fecal microbiome transplants into people with type 2 diabetes, for example. I think
00:59:52.820
there's two big challenges. One is, of course, the safety challenge, which is, do you really feel
00:59:58.280
confident that that stool donor is a stool that you want to have in your body and move forward with?
01:00:03.100
But more profoundly, and maybe linked to that, is the ability to reproduce the effect. So,
01:00:09.960
even if it's always Joey who's providing the stool, I mean, Joey travels. Joey goes on antibiotics. Joey
01:00:15.720
changes his diet. You may not always be eating the same stool from that donor. And so, in order to
01:00:21.460
generate consistent results, we do in drug development, dose response curves. You're really
01:00:27.860
trying to understand in this small molecule, in this setting, how much of it do you need and what
01:00:31.960
effect will it have? You can't do that if your intervention is a fecal microbiome transplant,
01:00:37.840
because that thing is different from person to person and even from the same person from time
01:00:42.640
It's a messy drug. When we started this company, the idea was the fecal microbiome transplant is super
01:00:48.340
compelling data. That tells you that there's something in that microbiome that can change
01:00:52.340
your physiology. But the name of the game is, how do you figure out what are the components of that
01:00:57.480
microbiome that are conferring that benefit? And how do you make a reproducible manufacturing and
01:01:02.800
quality process so that you know, every time I deliver this pill to you, I know exactly what's
01:01:07.220
in it. And it's the same every single time. And so, that becomes a challenge. How do you take that
01:01:11.760
whole kitchen sink, the whole fecal microbiome, and say, actually, it's these four strains or these
01:01:17.420
two strains or these 50 strains? That's the tricky part.
01:01:20.780
So, let's talk about what those strains might be and what their function is. So, for folks listening,
01:01:26.080
what are the strain names that we have to know here? Lactobacillus, you've already talked about.
01:01:30.640
Acromansia, you've already talked about. Yeah, I think if you start to look at labels on the
01:01:35.280
supplements that are out there, you're going to see a lot of lactobacillus and bifidobacterium.
01:01:38.560
Those are the two primary species that are pretty much in every product. Those strains are relatively
01:01:43.600
easy to grow. It's one of the reasons why those are the strains that are in a lot of probiotics.
01:01:47.500
Why are they easy to grow? I thought anaerobes are hard to grow.
01:01:50.420
These fall into that in between. They're facultative. You can grow them in some amount of oxygen. In fact,
01:01:55.420
an acromansia is not. It's a strict anaerobe. So, in fact, when we first started wanting to
01:01:58.980
manufacture acromansia, we just tried to outsource it to all these probiotics manufacturers around
01:02:04.000
the world. And they kept sending us back dead stuff. And it's because in order to manufacture
01:02:08.560
a strict anaerobe, your entire manufacturing system end-to-end has to keep all oxygen out.
01:02:14.460
A single molecule of oxygen kills the whole batch. And so, there's a real manufacturing challenge to
01:02:19.920
some of these next-generation probiotic strains.
01:02:23.200
Before we talk about that, let's talk more about the bifido and lacto. Are they a bit of the
01:02:27.320
shiny light problem? The keys under the shiny light?
01:02:30.360
Yeah. So, are they basically the ones that are most ubiquitous because they're easy to grow? Or is
01:02:35.660
there a really good physiologic case for their utility?
01:02:39.460
They're easy to grow. And so, they're prevalent. That's why so much work has been done on them.
01:02:44.900
Because there was no microbiome science when these strains started making their way into the market
01:02:47.940
in the 70s. There was just, what can I culture? And that's what's culturable. Nobody thought about
01:02:52.940
strict anaerobes or how to keep oxygen out. That's a pain and that's expensive. So, these are the
01:02:56.760
things that have been around since the 70s. And furthermore, they got grandfathered in by the FDA
01:03:01.640
as safe because they'd been on the market for so long. You want to bring a new strain to market,
01:03:06.020
you have to go through the entire process of the FDA that says, hey, it's a new strain,
01:03:09.980
but let me demonstrate to you all the thousands of reasons why this thing is safe.
01:03:13.540
And just to be clear, from a regulatory standpoint, if a company wants to put a new strain
01:03:18.600
into a probiotic, they're going down a GRAS pathway, a generally regarded as safe pathway,
01:03:24.440
or an IND? If you want to be able to sell it directly to consumers,
01:03:28.460
it has to be GRAS. You have to go down the GRAS pathway.
01:03:30.800
Are there people that are actually looking at a pure pharma strategy where they're making
01:03:36.000
an IND and going down the drug pathway? Absolutely. There are pharmaceutical,
01:03:42.260
actually, they're all startups, but pharmaceutical drug companies that are using the microbiome
01:03:46.920
as the therapeutic and filing INDs and doing these studies. And in fact, this fecal microbiome
01:03:51.860
transplant in the form of a pill, that's a therapeutic. There are multiple companies
01:03:55.280
out there that are developing that as a drug therapy.
01:03:58.900
Interesting. I mean, the closest thing that I can think of to that would be immunotherapy
01:04:03.820
using TIL. You have immunotherapy in the form of a drug where you use something like KTRUTA,
01:04:09.840
CTLA-4 inhibitor, where you have a single molecule that is an actual drug that triggers the immune
01:04:16.000
system to do something. But then you have tumor-infiltrating lymphocytes where you go and harvest a
01:04:21.660
patient's tumor, grow those T cells out, multiply them, you know, a log or more, and then re-infuse
01:04:29.020
them, actually several logs, and then re-infuse them. But of course, then every patient has their
01:04:33.320
own designer drug. That's still a purely regulated FDA IND problem. That sounds a lot more like the
01:04:41.700
fecal microbiome transplant, which is every patient has a different drug. The difference there is it's
01:04:46.920
not coming from them. By the way, it begs the question, should every patient going to the
01:04:51.660
hospital have a banked stool sample so that they can be their own transplant? You could have an
01:04:56.420
autologous transplant and save a lot of the risk. Yeah, I think that would probably be a super smart
01:05:02.700
thing to do, bank your own stool. You could do it in your own freezer. Right, just leave a stool
01:05:08.280
sample in your fridge when you go to the hospital, and if you can make it home and you're fine, you can
01:05:12.160
pitch it. Yeah. Yeah, interesting. What drew your interest in this other species called
01:05:18.000
acromantia? I think that acromantia has become an incredibly interesting strain over the last
01:05:25.780
decade. But when we first became interested in it, it was really centered around trying to
01:05:30.460
understand the difference in people with metabolic syndrome versus people who don't have metabolic
01:05:34.660
syndrome. We did, and a variety of people have done, these twin studies. These twin studies are
01:05:38.680
really interesting because you take a twin pair and you're looking for discordant twins where one
01:05:44.560
twin is healthy, the other twin has diabetes or is obese. And you're looking at their microbiome and
01:05:50.000
you're basically saying, hey man, genetically these two people are the same. This is a nurture, not nature
01:05:53.520
problem. And so you start to look at their microbiomes and you start to see patterns. Around the world, if you
01:05:59.260
compile this data together, you start to see that the twin that has obesity or type 2 diabetes has a
01:06:05.380
different microbiome from the twin that's healthy. And one of the hallmarks that appears to be
01:06:09.560
true across different cultures and different dietary patterns is this depletion in this strain called
01:06:14.620
acromantia. In absolute numbers. In absolute numbers. And what's the relative difference between these
01:06:21.700
populations? That I don't know, but I do think that it is interesting because across these different
01:06:27.420
populations, acromantia is, we don't have to get into this, but the so-called healthy gut microbiome, which is yet to be
01:06:32.900
defined, across the world, acromantia comprises the microbiome on the order of somewhere between like
01:06:39.200
5 to 10% or 5 to 8% for a healthy individual, no matter where you're living. And so being depleted or
01:06:46.160
having nothing show up is a really stark difference. Oh, it's that profound a difference. The unhealthy
01:06:51.640
person has none of it. The healthy person is 5 to 10%. Yes. At 5 to 10%, does that make acromantia the
01:06:57.560
most predominant species in the gut? I think it is among the most. I actually don't know that there's
01:07:04.380
a current tallying of winners because there's such a difference from person to person in terms of the
01:07:09.700
composition of the microbiome. Now, you said something a second ago that's very interesting,
01:07:13.640
which is you said, regardless of where a person lived, if they're a very metabolically healthy
01:07:20.500
individual, I'm paraphrasing a little bit, they're about 5 to 10% acromantia. But presumably that also
01:07:25.880
means it's independent of diet because you can point to people who are on radically different
01:07:32.580
diets who are metabolically healthy. So how is that explained? You can have people who are on an
01:07:38.580
all plant diet who are metabolically healthy and presumably eating a hundred grams or more of fiber
01:07:46.400
a day, plenty of food, and you can have somebody on a carnivore diet. And I've seen people on these who
01:07:54.420
are very metabolically healthy. I think it's an impossible diet to adhere to for someone like me
01:07:58.440
who are not eating a gram of fiber, but by all measurements are metabolically healthy. And then
01:08:04.520
of course, everything in between. So given the sensitivity of this flora to diet, how do we make
01:08:11.420
that explanation? I'm trying to think about any studies that really got at the heart of this.
01:08:18.280
Really the study that you would want to do is you want to take one of these individuals,
01:08:21.460
measure their microbiome, and you'd want to put them on a series of different diets and just see
01:08:25.500
like, is this something that is not changeable? Like no matter what you eat or what diet you're on,
01:08:32.980
In which case you would argue that the microbiome is a readout of their metabolic health,
01:08:42.220
Could be. I was going to go in a slightly different direction, which is to say that
01:08:45.680
perhaps the host themselves play a much larger role in the composition of your microbiome than we
01:08:51.500
really understand. So as you change your diet, you would expect your microbiome to change. But if
01:08:56.560
there's something about the host, that part never changes, that might be the influence. To be honest,
01:09:04.380
Wow. I mean, that's interesting. And by the way, it's possible that these studies haven't been done
01:09:08.700
across a broad enough dietary spectrum. So even though there's geographic diversity, maybe there
01:09:15.840
isn't as much dietary diversity. And that would be interesting as well, I suppose. For example,
01:09:21.120
not that we could go back and do this, but if you go and look at the Inuit who prior to the
01:09:26.340
adoption of Western food, were eating a seemingly ridiculous diet and yet were quite metabolically
01:09:32.880
healthy. Yeah. It does make me wonder, if I go back and look at this too, I mean, there are tribes
01:09:38.840
in South America that have been relatively untainted by anything outside of where they are. And so I know
01:09:46.260
that there are definitely microbiome studies that are happening in some of those tribal groups. That
01:09:50.160
could be sort of the beginnings of this kind of a study.
01:09:53.140
Quickly, the difference between a probiotic and a prebiotic.
01:09:57.020
Oh boy. Yeah, the vocabulary lesson. I'll introduce another one that's become popularized,
01:10:01.180
which is the postbiotic. So the microbiome, when we talk about it, is all these bacterial and yeast
01:10:07.180
strains. That's the probiotic. So the probiotic is the living organism itself. Prebiotic is the food
01:10:13.760
that feeds those organisms. So we talked about fibers and inulin and polyphenols and things like
01:10:18.780
that. Those are prebiotics. So prebiotics are the food. The probiotic is the organism itself.
01:10:23.800
And then what these organisms produce or what they secrete is now being called the postbiotic.
01:10:28.280
And so you would call butyrate would be a postbiotic. Yeah. And then maybe one more term
01:10:33.760
people might start seeing is symbiotic. And all symbiotic refers to is you've mixed two or more
01:10:38.640
of these things together, the pre and the probiotic together, or the probiotic and the
01:10:41.940
postbiotic. So a symbiotic has multiple. When people are consuming yogurt, they're consuming a
01:10:48.840
prebiotic, presumably. It's the bacteria in it that they're trying to. Yeah. There are lactobacillus
01:10:53.660
bacteria that are in that yogurt that stay alive in the context of yogurt. And so that's really what
01:10:59.340
you're consuming. And what is the perceived, believed, or realized efficacy of consuming
01:11:07.000
massive amounts of lactobacillus and bifidobacter? I think the most well-documented and even reported
01:11:16.880
from consumers' impact of consuming lactobacillus and bifidobacterium probiotics in general and
01:11:22.660
yogurts is around GI symptoms. So things like gas and bloating and diarrhea and constipation,
01:11:29.880
a lot of people report. And there have been studies showing both sides of it. But basically,
01:11:34.560
there have definitely been studies showing and people reporting they have better GI when
01:11:38.220
they're consuming these probiotics or these yogurts with probiotics.
01:11:42.240
If you go and buy yogurt off the shelf, how much lactobacillus is naturally within that?
01:11:48.360
I think they add it in. So it varies. It's not something that naturally occurs in yogurt.
01:11:52.740
I think it is naturally occurring in yogurt, but all the things that you're buying off the shelf,
01:11:55.580
they're also supplementing with additional lactobacillus. The real question to ask yourself
01:11:59.480
when you're buying yogurt is how much sugar is in it? Yeah, for sure. If you're buying fruity-flavored
01:12:04.740
yogurts. By the way, I want to come back and talk about sugars in a second. But I want to go back to
01:12:08.640
kind of this probiotic. How much, what is the dose effect, right? So I know that if you look at a
01:12:14.380
bottle of pick your favorite probiotic, it usually uses something called CFUs, colony forming units.
01:12:22.060
Can you explain what those are? Yes. Some brilliant marketer decided that that was going to become
01:12:27.060
the metric, the name of the game for probiotics. So colony forming units, remember back to seventh
01:12:32.220
grade biology where you might've been given a Petri dish and you had to like swab your mouth or swab
01:12:37.640
your hand or put your finger on it and then you see what grows. That's basically that tool. So you
01:12:42.460
take your pill or whatever, your yogurt, and you basically spread it out on a Petri dish and then
01:12:47.840
you count how many colonies form and that gives you a number. So you'll say, well, gee, this pill has
01:12:53.560
10 to the 9th colony forming units in it. So some marketer decided that that's the most important
01:12:59.680
thing is the number of colony forming units and I have 10 times more colony forming units than
01:13:04.220
somebody else. Maybe that's interesting, but it's less relevant than the function of what's
01:13:08.460
happening in your pill. And moreover, it only gives you one piece of data about what's in that
01:13:13.740
pill. So when you do that, the only thing you get to see are what's able to form a colony. But
01:13:19.580
actually in almost every supplement, every probiotic out there, the majority of what's in that pill is
01:13:25.000
dead probiotic. And you don't see any of that when you use this technology. There's a different tool
01:13:30.840
that can be used called flow cytometry. And essentially what you do is you take your capsule,
01:13:36.220
you put it into this flow cytometer, and what it pops out, its readout is live cells, dead cells,
01:13:41.920
and kind of in between cells. It's based on a staining of the membrane. And so it tells you
01:13:46.180
which of these cells is viable, like the membrane is really intact, which of them have a compromised
01:13:50.640
membrane, and which ones are kind of somewhere in between. And now you know exactly what's in your
01:13:56.300
pill. Because even if you could have the same number of live cells, it turns out that those dead
01:14:00.220
cells and those in between cells, they actually have a role to play. They have a function in there.
01:14:04.200
So these so-called postbiotics, that's what those guys are. And so you don't really know what's in
01:14:08.840
your pill unless you're using flow cytometry versus colony form. And when you do flow cytometry,
01:14:13.460
what do you stain for? Which surface receptors or molecules are you staining for? I don't know the
01:14:19.320
answer to that. I think there's two that we stain for, but I actually don't remember.
01:14:22.200
Okay. And it varies by bacteria, I'm assuming. Yeah. Well, there's some of these common ones among
01:14:25.720
almost all bacteria. Okay. So lacto, it's basically able to use oxygen and not use oxygen. So obviously,
01:14:32.040
if you're going to produce it, you're going to produce it under the conditions of oxygen because
01:14:35.160
it's cheaper and easier. I hear things about some of these things need to be refrigerated,
01:14:38.840
some don't. What's the specificity of that? Yeah, it's really about stabilizing something
01:14:44.120
that's meant to be inside the body. And so I think that a lot of these lactobacillus and bifidobacterium
01:14:49.460
strains, because we've been manufacturing them for so long, we figured out how to get them to be
01:14:54.440
stable through this process. So just to maybe take a step back in what is the process, you take these
01:14:59.900
strains and you're basically growing them into these big vats. If you've ever been to a brewery or a
01:15:05.680
vineyard, you see these big vats. Sort of the same in these manufacturing plants. You grow these strains
01:15:09.880
in a culturable media. And then when they get to a certain density, optical density, you then harvest
01:15:16.300
them. So centrifugation is one of the most common ways. You basically spin down the cells, get rid of the
01:15:22.220
media. And now you have this kind of paste of cells. How slowly do you need to spin them to
01:15:27.080
prevent them from dying? Lactobacillus and bifidose, at least the ones that are in the market
01:15:31.300
today, they're pretty hardy. You can spin them awfully fast and be done with this whole process
01:15:34.780
pretty quickly. And there's other strains that are a lot more sensitive. So you have to do this
01:15:38.820
process much more slowly. And so I think that depends on the strain. But you essentially throw away the
01:15:44.060
media, you take this paste of cells, and then you freeze dry them. And so that gets them into a
01:15:49.960
powder form. And once they're in a powder form, they tend to be pretty stable. And then you could throw
01:15:54.780
them in a pill, and you're off to the races. What's the yield on that? How much loss do you have
01:16:01.780
in live bacteria? Assuming you start with 100% live in the paste, when you just go through the act of
01:16:09.240
freeze drying them, what's your yield? That is where everybody dies. I mean, basically, a lot of times
01:16:15.400
you're losing like 90% of your cells just through that freeze drying process. It's a pretty harsh
01:16:19.920
process. So what people do is you try to figure out what cryoprotectants you can add that are not
01:16:25.680
going to harm the bacteria on the other side of it, but that they're going to help them through this
01:16:30.260
cryo phase. How does freeze drying actually work? It's both pressure and temperature. There are these
01:16:36.660
instruments called lyophilizers, and a lot of them use these sort of flat pans. And so you would put
01:16:42.560
your paste, it's like baking. You'd put your paste in this flat pan, you slide into the lyophilizer,
01:16:47.380
and then over a period of time, it's basically using temperature and cold, the sublimation process
01:16:54.100
of removing the liquid from the cells directly into a gas. Again, we're going back to seventh
01:16:57.820
grade biology. And on the other side of that, you have this powder, and that powder may be stable
01:17:01.940
at room temperature. It may still need to be refrigerated. But what you're trying to figure out
01:17:06.420
is what are the additives that you can incorporate that help it get through this freeze drying process
01:17:10.580
and remain viable. But the things that have to stay refrigerated, even after that process,
01:17:14.520
they're still relatively unstable. So you still have to keep them in the refrigerator.
01:17:17.780
For us, for example, when we first started making acromantia, it absolutely had to be refrigerated.
01:17:23.100
I mean, within hours, it would die. Meaning once you freeze dry it, you sort of shut its metabolism
01:17:28.320
down completely. And then the minute it gets even a little bit warmer, it basically warms enough to
01:17:34.680
the point where it's no longer cryogenically preserved, but there's no substrate for it and it dies.
01:17:42.240
That's how it dies. Exactly. Because there's no substrate for it. And so it can't handle the heat.
01:17:46.360
And so it dies. The most important part is you do want it to be able to get through this freeze
01:17:51.240
drying process. And of course, everybody wants shelf stable product. But the most important thing is
01:17:55.720
that when you ingest this strain, it actually makes its way to the gut microbiome, is able to
01:18:01.760
reconstitute and to perform its functions, secrete the proteins it's supposed to secrete, secrete the
01:18:06.900
small molecules it's supposed to secrete. And so when you do this process, every time you make a
01:18:10.960
mod where you're like, oh my gosh, we just improved the viability 4x. You just like go to the other
01:18:16.400
side and say, okay, now I got to put in a human and see if I got the same output. So it's a pretty
01:18:22.160
By the way, do you think that that 90% loss is typical on the most common strains that are used
01:18:29.040
No. And I mean, we even grow some of those strains and you can maintain higher viability. You're never going
01:18:34.060
to get 100% through, but I think it's more like on the order of between 50 and 80%. So you're
01:18:41.100
Okay. And then how many of those make it into the person? So in other words, once they're reheated,
01:18:49.340
A lot of it depends on the encapsulation that you're using. So if you have these enteric-coated
01:18:56.680
capsules, you can make it through the stomach acid, and then you can use these time-release capsules so
01:19:01.460
that it takes a certain amount of time and you're making some assumptions around GI transit. And then
01:19:06.460
there's kind of the least expensive version, which probably all falls apart in the stomach and very
01:19:13.680
So it wouldn't make sense to be drinking a probiotic in a liquid then?
01:19:18.100
You could get a lot more efficacy if you took it in a pill format. Part of it too is we talked
01:19:22.800
about these lactobacillus that are in yogurts. Part of it is that if you just have to get just on the
01:19:26.500
other side of the stomach and the small intestine, that is a different thing than trying to get all
01:19:31.280
the way to the gut microbiome. And is that where it seems that lacto and bifido need to be seated
01:19:37.980
is just outside the stomach? I don't know that the answer to that is known, but you can actually find
01:19:43.100
them all along the tract and even into the distal colon. And what is their functional output?
01:19:49.160
Do they make butyrate? Lactobacillus tend to produce lactic acid. Lactate besides that, yeah.
01:19:53.800
Bifidobacterium, various of those strains can produce short-chain fatty acids. They need to
01:20:00.700
be paired with secondary fermenters in order to get to the final butyrate.
01:20:06.280
Now, lactate is also a great substrate fuel for enterocytes, correct?
01:20:12.240
Yes. And so I think maybe that's why these kind of exist all along the track.
01:20:16.400
So in that sense, is the primary function of the lactobacillus to make food for the gut?
01:20:25.000
I don't think we know exactly the answer to that, but definitely the products of those
01:20:29.880
lactobacillus strains, there are a bunch of other strains that are dependent on having
01:20:39.100
Okay. Lots of companies out there are selling lactobacillus probiotics. You should put them in
01:20:44.780
the fridge and you should hope that their manufacturing process is such that you're
01:20:53.220
Yeah. This is where I think our government could maybe have an important role, which is to
01:20:57.720
put some guidelines and requirements around labeling. I'll give you an even more crazy thing.
01:21:03.040
Even the CFU, let's say you think CFU is a perfectly fine metric. The CFU that gets put on
01:21:07.760
that label could be the CFU at the time of manufacture, or it could be the CFU, if I say this thing's got a
01:21:13.960
two-year shelf life stability, it could be the CFU at the two-year time mark. And you're really
01:21:18.840
depending on, is this company going to tell me the higher number, or are they going to try to
01:21:24.400
legitimately tell me what the thing is at the end of the shelf life?
01:21:27.140
And is CFU by definition always alive? Because presumably if they form a colony, they were alive.
01:21:34.640
Are there any recommendations one would make about how many CFU you need of each of those two bacteria?
01:21:42.520
Well, I think people tend to kind of converge around this like, oh, you need billions.
01:21:47.160
I don't know. I mean, I guess maybe I would ask the question in a slightly different way,
01:21:53.720
What problem are you trying to solve? Exactly. So if you've got a problem you're trying to solve,
01:21:56.560
I generally think most people should operate under, I just need the minimum viable product
01:22:00.380
to solve my problem. So for you, that might be 10 billion. For somebody else, it might be 10 to the
01:22:06.400
seventh. Unfortunately, I think because of marketing, a lot of people are taking things and they don't even
01:22:11.260
really know why they're taking them. Well, it gets difficult when you don't know what the problem
01:22:15.600
is that you're trying to fix. And I think that therein lies a big challenge, which is what am I
01:22:20.980
objectively fixing? Now, it could be something symptomatic, as you said. It could be, boy,
01:22:25.420
if I take a probiotic, my GI symptoms vanish. I'm not bloated. Great. So just titrate to the point
01:22:30.740
where that's true. So going back to antibiotics for a second, for most people, taking antibiotics is
01:22:36.940
almost always oral. But of course, if you're in the hospital, it's not uncommon to take an
01:22:41.040
intravenous antibiotic. So for example, if you're having surgery, it's not uncommon right before the
01:22:46.840
surgeon cuts your skin for them to administer an intravenous antibiotic, usually something that
01:22:52.200
covers for skin flora and that reduces the risk of surgical wound infection. Do intravenous antibiotics
01:22:58.980
also have the same obliterating effect on the gut biome that oral ones do?
01:23:03.340
I have not investigated that, but these clostridium difficile infections arise a lot of times when
01:23:10.020
people are getting antibiotics that they're taking prior to surgeries.
01:23:13.900
I'm sure now that I think about it, people do get C. diff colitis from IV antibiotics.
01:23:17.740
That's a good point. So what do we know about the ideal response to helping your gut out when you
01:23:27.280
take antibiotics? This past year, I had to do two courses of Augmentin, which is a pretty powerful
01:23:35.020
antibiotic. Kicking and screaming, I did it, but I had a pharyngeal abscess and that's a no messing
01:23:41.020
around type of infection. And so I'm on steroids and Augmentin trying to avoid surgery. Luckily I did,
01:23:50.000
but truthfully, I did nothing after the fact and I seem to feel okay. Am I just lucky or should I have
01:23:55.320
done something? We know that you have an ecosystem in your microbiome. You take an antibiotic that
01:24:01.840
pretty much kills everybody. And then over some amount of time, you get a new microbiome from the
01:24:06.720
food, the treating, the environment you're in. And for a lot of people, that new microbiome is the same
01:24:11.480
as your old microbiome. But for a lot of people, it's not. And one of the really interesting things
01:24:16.660
are studies that have been done in kids where they show that kids who are systematically on antibiotics
01:24:21.100
later on in life are more prone to things like obesity, type 2 diabetes, even things like ADHD,
01:24:27.860
celiac disease. And so there's something, I think, in those developing years where
01:24:32.420
post-antibiotic, you've got a different microbiome than pre-antibiotic. So that's just something to
01:24:37.800
consider on the other side of an antibiotic. If ever you were going to clean up your diet,
01:24:41.900
that's a good time to do it because you're starting with a new blank slate of your microbiome.
01:24:46.380
And I think what happens for a lot of people is post-antibiotic, they're actually starting to
01:24:50.840
feel better and feel well. And then they're craving foods that maybe they haven't been
01:24:54.540
able to eat. And so you maybe aren't giving yourself the best shot at a good microbiome on
01:24:58.100
the other side. I used to believe that taking a probiotic during an antibiotic course seemed
01:25:04.260
illogical because the antibiotic is just going to kill that probiotic. But there have been studies
01:25:08.400
coming out showing that, I think in particular, this study that's really compelling showed that if you
01:25:13.700
did a fecal microbiome transplant after taking the antibiotics or, you know, at the tail end of that,
01:25:19.720
or if you were taking probiotics during the time of taking antibiotics, that somehow on the other
01:25:25.260
side of that, you had a, what we'll call a healthy gut microbiome. So you're able to have some of these
01:25:31.040
functions that we've talked about, the development of short-chain fatty acids, you've got acromancy in
01:25:35.440
there. And so the idea here is that even though that antibiotic is killing these strains,
01:25:41.080
you might be doing some kind of a seeding at maybe very low undetectable levels that's allowing
01:25:46.960
you to have a healthier microbiome on the other side of the antibiotics. So I guess if I were going
01:25:53.320
to go on antibiotics, I would probably double down on the probiotics that I'm taking. But again,
01:25:58.840
I think on the other side of that, really coming in hard and strong with a high fiber diet would be
01:26:04.320
your best chance of reconstituting with really good microbes.
01:26:07.540
Maybe a naive question, which shows how little I understand microbiology.
01:26:12.300
Antibiotics seem very specific. When you take Augmentin, you're really targeting a certain set
01:26:18.040
of antibiotics. Oh, this really targets this gram-negative strain, and this really targets
01:26:23.480
these gram-positive bacteria. And that's why there are so many different types of antibiotics,
01:26:29.000
right? I mean, it's not just the class of drugs like cephalosporins. You have the first gen,
01:26:32.600
the second gen, the third gen. And at one point, I actually remembered what they all did,
01:26:36.360
which I don't anymore. But the point is, there was remarkable specificity. So why is it that if
01:26:42.720
you just take one antibiotic for your skin infection, which presumably would be like a
01:26:47.880
first-generation cephalosporin, it obliterates your gut microbiome, which by the way, has nothing
01:26:54.160
in common with the bacteria on your skin. But we just described that these are all highly anaerobic
01:27:00.640
bacteria versus these guys that are totally aerobic. Why does an antibiotic even mess with
01:27:08.140
Yeah, I think antibiotics are a lot more broad spectrum than maybe people or the physicians
01:27:13.360
that are recommending them know. I mean, yes, there's the gram-negative and gram-positive,
01:27:17.660
but really the name of the game for people who are manufacturing and producing antibiotics is
01:27:22.500
it's actually more useful to create a broad-spectrum antibiotic because you want your antibiotic to be
01:27:28.640
the one, the go-to of choice from a doctor. And if it is one that can tackle most different kinds
01:27:35.480
of infection, you're going to become the more popular antibiotic. So, and this is actually one
01:27:39.240
of the arguments in the antibiotic world, which is that antibiotics over time have become
01:27:43.240
more and more broad spectrum. They kill more and more different things, whereas you really want to go
01:27:50.680
A lot more precision around them. There's all these phage therapies and things where people are
01:27:54.920
trying to get really specific, but that's new. Most of the antibiotics out there, they decimate
01:27:59.380
your microbiome. They don't kill everything, which is why you can have these things like
01:28:03.980
Do you have a sense of just quantitatively, if you took a gram of stool from me now and looked at how
01:28:08.340
many bacteria were in there, and then you took a gram of stool from me after I was on an antibiotic
01:28:12.860
for 10 days, like Augmentin, very broad, powerful antibiotic, what's the log fold reduction in
01:28:19.660
I actually don't know the answer to that. That's probably published in lots of places.
01:28:24.780
Yeah. Interesting. Okay. So what I'm hearing you say is the best thing you can do if you're on an
01:28:31.260
antibiotic is, quote unquote, take advantage of the fact that you're starting with a new team
01:28:36.420
and go out of your way to eat the best possible diet. And we're not really talking much about
01:28:43.200
specifics outside of fiber, are we? What I would do now knowing this, what you've said is,
01:28:48.080
I already love eating salad and vegetables and fruits. So I'd probably go on the all salad,
01:28:54.600
all fruit diet for like, I don't know, a few days. I mean, that might sound dumb, but
01:28:58.980
like I would go overboard on those things. Are there other things you would be mindful of either
01:29:04.940
eating or not eating during that recolonization week?
01:29:08.240
I think it's primarily, as you said, these high fiber foods, adding the fruits in is important too,
01:29:13.020
because those are a source of fiber, but also polyphenols. So we know that polyphenols are
01:29:17.800
beneficial prebiotics for the microbiome, these certain strains as well. For example,
01:29:22.620
we know that polyphenols consumption results in higher levels of acromantia. I mean, I guess,
01:29:30.800
Let's be specific about each of those. What is it about dietary fat or sucrose,
01:29:37.760
fructose and glucose that would be problematic?
01:29:40.980
It's not about the detrimental effects of them. It's actually about what they don't contain.
01:29:44.160
I see. So don't eat McDonald's because it's low in fiber, not because it's high in sugar and fat.
01:29:50.260
Yeah, I guess you're right. The high sugar, high fat foods don't tend to be high in fiber. So I was
01:29:53.540
making an assumption there, but it's really about trying to optimize for high fiber, high polyphenol
01:29:57.980
foods. And so anything that doesn't have that is not feeding.
01:30:01.340
Okay. So you don't have to avoid eating your meat, even though it's not a source of fiber.
01:30:04.520
You tend to make sure you better be eating a lot of fiber.
01:30:07.080
And polyphenol. Okay. Let's talk about artificial sweeteners for a second.
01:30:13.660
Recently, along with a couple of my colleagues, we put out a very lengthy piece of content to our
01:30:19.640
premium audience, to the newsletter. It's a 15,000 word treatise on all things related to
01:30:26.200
non-nutritive sweeteners and non-sugar sweeteners that are themselves nutritive. So it's a pretty broad
01:30:31.300
piece. Without recasting the entire thing, it's really clear that there's something going on with
01:30:37.940
non-nutritive sweeteners beyond their caloric or non-caloric impact. In other words, we all
01:30:45.460
understand that sucrose has its four kilocalories per gram. It's broken down into one part glucose,
01:30:52.420
one part fructose. We understand the metabolism of those things, and we understand that if consumed
01:30:56.660
in excess, you have probably some harm beyond just the caloric side vis-a-vis the fructose molecule
01:31:03.680
and not the glucose molecule. But it's now also clear that under isocaloric conditions,
01:31:09.100
high quantities of non-nutritive sweeteners are not entirely benign. And so I guess I'd start with
01:31:15.720
the question of what do we know about how the gut addresses these, if for no other reason because of
01:31:24.360
the fact that these are very foreign molecules in the concentrations we consume them. I mean,
01:31:28.020
we consume glucose and fructose for our entire existence. We're just seeing it in a higher
01:31:33.420
concentration now, but probably not as much of a multiple in concentration as we see aspartame
01:31:40.200
or sucralose. First of all, I'm going to give all the caveats that you are clearly a far deeper expert
01:31:46.040
in all of this than I am. I haven't spent hardly any time thinking about it. I know nothing about the
01:31:50.300
impact on the gut, really. Just the observations clinically about what we see in terms of sugar cravings
01:31:56.520
and other repetitive behaviors and metabolic symptoms, which I'm asking, do you think part
01:32:02.640
of that is manifested through the gut? And there was that very famous paper in Nature a few years
01:32:07.180
ago, which suggested that in mice. Yeah. Well, first of all, there have been a lot of studies
01:32:12.940
done in mice, and we've already talked about the advantages and disadvantages to getting too fired up
01:32:17.680
about mouse studies, especially in the microbiome. But I think that the data that's out there is
01:32:23.380
conflicting around the impact of these non-nutritative sweeteners on the microbiome.
01:32:27.320
And maybe it's because of what you just pointed out, which is these things are not all created
01:32:30.740
equal. And so by lumping them together and doing these studies, that might be causing some of this
01:32:36.660
conflict. I think it's relatively early stage. A lot of studies have been done in animals.
01:32:40.900
There are definitely studies which show that they can have a detrimental effect to some of these
01:32:44.740
beneficial microbes. In my mind, the jury's still out because I think we don't understand the
01:32:48.600
complexity of these different sweeteners. We also don't understand, obviously, the complexity of a
01:32:52.160
microbiome and the adaptation of the microbiome to consumption of these sweeteners. And so,
01:32:57.560
yeah, evolutionarily, maybe these things haven't been around for very long, but again, because
01:33:02.840
You replicate your- I mean, there's bacteria that can metabolize small molecule drugs. They've
01:33:08.080
definitely never seen before. They've never seen, yeah.
01:33:10.260
So I think that is going to be the name of the game is to understand how does your microbiome
01:33:14.800
evolve to these and how does it help or hurt you? And how's that linked to the metabolic pathway?
01:33:19.700
My takeaway is all of that and then layered onto that something you said earlier, which is you can
01:33:26.320
take five people who are the same weight and give them the same dose of digoxin, and they're going to
01:33:31.800
have five different PKs. For those listening who don't understand the term PK, it refers to like the
01:33:37.600
concentration of the drug within their body. In other words, a product of their metabolism.
01:33:41.560
I would say the same is probably true for aspartame, sucralose, saccharin, all of the above,
01:33:47.180
which is I have seen so many cases of people are trying to lose weight, trying to improve their
01:33:54.100
metabolic health, drinking six diet Cokes a day. They're saying, look, I'm getting zero calories in
01:34:00.340
here and nothing will budge. Do me a favor, substitute soda water for the diet Coke for a month. Let's see
01:34:08.180
if it makes a difference and the world changes. I don't know what to make of that because it's
01:34:13.800
anecdotal and I don't have perfect control over the situation. So it's certainly possible that when
01:34:19.500
they started drinking all the Topo Chico and started ditching the diet Coke, that they were
01:34:24.260
also doing 10 other things that changed. So I really don't know, but I've seen it enough
01:34:28.760
in both directions where it works and where it doesn't work. I do wonder if there are individual
01:34:34.760
factors where in that individual for whom it becomes a productive change, there's a lack of
01:34:41.260
symbiosis between the evolution of their bacteria in the high aspartame environment versus the
01:34:47.960
adaptation of another person in the context. My wife drinks diet Coke. I say that like it's somehow
01:34:53.260
a battle, but she freaking loves diet Coke. She probably has like one every other day. I don't know
01:34:58.020
that that's a high or low dose, but it is. She's in great shape. She's as healthy as a horse.
01:35:02.060
If I drink it, I can't stand the taste of it truthfully, but sometimes I'm like so parched
01:35:05.960
and thirsty, I'll drink one. It doesn't seem to cause me any ills. But again, I've seen people
01:35:10.760
and there's clearly an association between its use and otherwise.
01:35:15.160
That would be a super interesting study I think to do where you would basically take a bunch of
01:35:19.500
individuals, get some baseline data around their microbiome, and then you would put them,
01:35:23.140
you would start them either on a bunch of diet Cokes or you would start them on a bunch of just
01:35:27.880
soda water and then measure their microbiome over time. And then I'd do a little washout,
01:35:31.940
period, or maybe just switch them right over, do a crossover and see what happens. Because
01:35:35.240
this is kind of my frustration with a lot of the microbiome studies that are done is
01:35:38.700
they treat it the way that we do drug studies, which is you just have cohorts and you're just
01:35:43.260
comparing them to each other. Really in the microbiome, the person matters. And so crossover
01:35:47.960
designs are going to give you way more information about what's doing what in that person. And then you
01:35:53.220
can start to draw themes about pathways. But that would be an interesting design to do because
01:35:58.260
it could be that at the onset, if there was something about these people who could
01:36:03.760
live off of Diet Coke, and let's assume people prefer Diet Coke over unflavored soda water,
01:36:09.320
if there was something about their starting microbiomes that enabled them to lose weight
01:36:13.780
in that way or be healthy in that way, that could be a solution. So like I'll tell you,
01:36:18.320
there was a very interesting study that was done where they took all these people,
01:36:20.960
they put them all on the same diet, and everybody has experienced this. You don't have to be a physician.
01:36:25.260
You go on a diet, somebody else goes on a diet, one person loses way more weight than the other
01:36:28.680
person. So they were trying to understand, is there something about the starting microbiome
01:36:33.040
that changes the way people respond to, they just did a regular high fiber diet. And they found that
01:36:39.080
if you start out with higher levels of acromantia, not to keep going back to this strain, but it really
01:36:43.880
is this keystone strain for a reason. This study, what they showed was that if you had higher starting
01:36:48.840
levels of acromantia, that was associated with all the metrics of responding better to the diet in
01:36:55.480
terms of BMI, hip to waist ratio, A1C, weight, all of these things, those people did better. And it's
01:37:03.120
correlative. If they had higher starting amounts, they responded better to the diets. So I do think
01:37:08.760
there's something about the microbiome that can help you or hurt you as you go through these
01:37:12.700
nutrition changes. To me, a corollary of what you just said is if your microbiome is suboptimal,
01:37:20.280
which we can define in a number of ways, but let's use one very specific example. If you are
01:37:24.040
completely deficient in or woefully deficient in acromantia, it is harder for you to have a
01:37:30.320
favorable response to a healthy intervention and, or you may be more susceptible to the downside
01:37:36.520
of a less healthy intervention. So on the one hand, you may be more impacted negatively by something
01:37:42.960
like non-nutritive sweeteners and you may be less responsive to dietary corrections. Would you agree
01:37:49.040
with that statement? That's what that data points to. Yeah. That kind of a hypothesis.
01:37:52.620
Let's talk about acromantia then going back to it. It's the species. There are several strains of it,
01:37:57.760
or when you refer to it, are you always talking about the same strain?
01:38:00.760
Most of the work out there has been done on particular strain called acromantia mucinophila.
01:38:05.660
There's other acromantias out there, but when people say the word acromantia,
01:38:09.980
they're really referring to that strain. Okay. How is it grown? You've already alluded to the fact
01:38:15.420
that it's a hardcore anaerobe and you made some insane statement earlier, which is if even one
01:38:22.300
molecule of oxygen is brought in the presence of its culture, it's dead. Yeah. First of all,
01:38:28.880
can you explain to me, I don't remember enough of my microbiology to know why that's the case.
01:38:33.740
I understand why an obligate anaerobe survives without oxygen. I understand that biochemistry.
01:38:41.540
I don't remember the biochemistry of why oxygen is toxic. It must be a free radical thing or
01:38:45.540
something. Yeah. They're insanely sensitive to it. Yeah.
01:38:50.300
Amazing. Yeah. Which is crazy because there's so much oxygen in the air around us, but this is really
01:38:55.400
this compartmentalized body part that we have. But there are these strict anaerobes. You'll see this,
01:39:01.900
especially we talked a little bit about these microbiome therapeutic companies that are
01:39:06.020
developing drugs. Almost every single one of those companies has had to develop their own
01:39:11.020
manufacturing plant because all these next generation strains that we're talking about
01:39:14.820
that are really in the gut microbiome, in the distal colon, they have this same feature,
01:39:19.380
the same issue, which is that you have to create this end-to-end closed system. And so all of us who
01:39:24.320
are developing these sort of next generation strains and trying to do studies with them, we all ended up
01:39:28.700
having to build our own manufacturing plants in order to solve for this precise problem of the
01:39:33.360
oxygen. Okay. So were there people out there trying to grow acromantia without super, super strict
01:39:39.360
controls? Yeah, for sure. There's a company that is touting pasteurized acromantia, dead acromantia as
01:39:48.380
the product that you really want. It's hard to not only grow the strain, but also to maintain its
01:39:52.820
viability on the other side of that as you try to create a product that people can take.
01:39:56.360
There are lots of products out there that supposedly include acromantia, right?
01:40:01.340
No. We have a whole game of whack-a-mole happening at our company for what we're calling
01:40:05.200
fake-ar-man-sia. So these are people who will throw a supplement on Amazon and say,
01:40:10.160
this is acromantia, and you can test all these things. Most of them just have lactobacillus or
01:40:14.420
bifidobacterium in them. So they're not even trying to fake it.
01:40:19.340
Yeah. So walk through the process. So to grow acromantia, you have the same vat,
01:40:24.780
but now what do you have to pump into it? Nitrogen? How do you get rid of oxygen? How do
01:40:31.860
You get rid of oxygen by pumping in a competitor, nitrogen. At some point, we should have you come
01:40:36.220
visit the manufacturing site. We'll get you all gowned up and take you on a tour. Essentially,
01:40:40.500
it starts with a freezer master stock of the strain. So we always go back to the freezer stock
01:40:47.020
because of this genetic component. So we have a master stock of the strain, which has been very
01:40:51.760
heavily characterized. And we don't want to just keep growing this thing and then go off of that
01:40:58.620
I can understand why you would want to start with the master stock because of the profound genetic
01:41:01.860
drift. What do you now do? You grow this in a pure nitrogen environment?
01:41:06.520
You're actually pumping in multiple other gases. Nitrogen is one of the primary ones. And actually,
01:41:11.640
the mix of gases matters. So that's actually part of the secret sauce of growing the strain.
01:41:15.420
The mix of gases matter. And everything is anaerobic. So in the beginning,
01:41:19.320
when you just have the small stock and you're doing the smaller cultures, you're literally
01:41:23.000
operating in an anaerobic chamber. So you've got the gloves going into this chamber and you're
01:41:27.040
working in that fashion. And then there is a physical tube that goes from that chamber into
01:41:33.420
an entirely closed then bag, transports into this bag filled with media, and then you're growing it
01:41:38.580
at these larger scales. Everything is an entirely closed lock system. And you're pumping in these other
01:41:43.840
gases in order to continue to keep oxygen out. Because really, no matter how closed the system is,
01:41:48.180
what we found is that oxygen makes its way in. So one of the most expensive parts of this process
01:41:53.420
is the pumping in all these other gases. And if you come visit our site, you'll see we just have
01:41:58.400
walls and walls lined with these tanks of these other gases that are getting pumped in.
01:42:03.100
And then after that, again, everything through lyophilization has to remain anaerobic. And then
01:42:08.580
once it's freeze dried, now it's in a stable state. So I could leave agromancia powder out on this table
01:42:14.220
for weeks and it would be fine. So it's really just leading up to that freeze dried state.
01:42:20.340
Wow. So freeze dried agromancia, I guess that kind of makes sense because a capsule presumably
01:42:28.660
Absolutely. And the freeze dried state, you basically put them into a dormant state. So
01:42:32.980
they're not metabolically active at that moment.
01:42:35.560
And it's so interesting. So you don't have to keep them in a freezer at home. A fridge is good enough,
01:42:40.300
even though they had to be cooled to a much lower temperature, presumably to be freeze dried.
01:42:45.520
They can be warmed to as much as a refrigerator, which is probably what, 38 degrees or something?
01:42:50.620
Yeah. Well, actually, agromancia, the single strain is room temperature stable. So you can
01:43:00.220
The body temperature is what's necessary to heat it.
01:43:03.120
Even then, when you consume agromancia, it's the hydration that's actually your big problem once
01:43:08.440
you're in a freeze dried state. You're basically trying to keep that guy dormant. And so once
01:43:12.800
it's freeze dried, and when you buy our bottle, you'll see we have desiccant packets in there.
01:43:17.620
We have desiccant line bottles when we do our clinical trials. It's all about keeping moisture
01:43:21.380
out. Now, once they're in a freeze dried state, now once water enters the game, that's what brings
01:43:26.900
them back to life. And then they die because now there's oxygen. So once they're in their capsule
01:43:30.900
form, some people tell me like, oh, I threw out that little packet. I'm like, don't throw that out
01:43:34.540
because that's what's going to help you keep these guys stable.
01:43:38.020
Wow. So what's that process take in terms of time?
01:43:41.380
The time varies for each of the different strains and obviously also the concentration
01:43:45.080
and the number of bottles that you're trying to make.
01:43:46.940
So the people who do this, obviously, this is a high touch industry. They were doing what
01:43:52.480
before this industry? This is something that's done where?
01:44:00.120
Probiotic manufacturing has been happening around the world for a very long time.
01:44:06.520
Actually, we built this thing from scratch. So we had PhD scientists and microbiologists
01:44:11.560
who were taking these small scale methodologies and then trying to figure out how do you grow
01:44:17.560
them at larger scale. So in fact, our manufacturing plant is in San Francisco because that's where
01:44:23.000
all of our PhD microbiologists were living. And so we actually have a pretty young team of
01:44:29.460
people that are coming, almost some of them straight out of their postdocs.
01:44:33.080
How are you doing the flow cytometry on the anaerobe without introducing oxygen?
01:44:42.480
I mean, I used to do flow cytometry every day. They're huge.
01:44:45.740
Yeah. We have custom built anaerobic chambers for all this stuff.
01:44:49.700
Wow. How does the person go in? Are they just putting their arms in?
01:44:53.800
Yeah. You just have these gloves. You stick your arms in.
01:44:56.460
But to prepare for the facts, you're mixing the antibodies, you're putzing around,
01:45:00.680
you're rinsing, you do all that through these little glove chambers?
01:45:05.580
And then there's a little box on the side that you open it up, you put your thing in there,
01:45:12.780
It's like a submarine, the double chamber. It is. I think people get pretty adept at using
01:45:17.500
these gloves. I'm terrible at it, but they can do really fine work with them.
01:45:20.660
Wow. Okay. Aside from the fact that Acromantia, from an epidemiologic standpoint,
01:45:26.540
always shows up, how long has your company been selling an Acromantia probiotic?
01:45:32.240
We've only been selling it for a couple of years. I mean, we really spent about a decade doing
01:45:36.740
dev work and R&D work and preclinical and clinical work. I wanted to make sure the thing did what we
01:45:43.420
Are you comfortable saying how much money you spent on that R&D?
01:45:46.720
A lot. Our company has raised $150 million and we've only had products in market for about two
01:45:53.520
to three years. So it was a heavy lift to build a manufacturing plant, do all the R&D work,
01:45:59.720
funding preclinical and clinical work. We fund other PIs to do work with these strains. I mean,
01:46:05.160
I think if you want to build a product that has real efficacy behind it, there's a lot of blueprint
01:46:10.520
from pharmaceutical drug industry that we've adopted because the incredible rigor that they have
01:46:18.420
Yeah. And your industry is not one that's known for rigor. We'd be putting it mildly.
01:46:23.580
Yeah. And this was a really pivotal moment for our company when we really decided to sell to
01:46:29.180
consumers. So we'd always had this idea that the microbiome is really interesting because it's
01:46:34.020
mutable and you could develop things that could help people. There is a lot of evidence suggesting
01:46:38.820
through these fecal microbiome transplants that you can actually help people improve health
01:46:42.120
through microbiome intervention. And that if you followed a drug development rigorous pathway,
01:46:46.960
you could actually identify the subset of that fecal microbiome transplant that could help people.
01:46:52.500
And if you could figure out how to manufacture them, you could really have a product with efficacy
01:46:56.000
here. Now, how do you bring that to market and how do you choose to commercialize that?
01:47:00.940
We always believed that because these are grass, these are naturally occurring strains,
01:47:05.420
that you had an opportunity to bring this directly to the public that would allow you to
01:47:10.000
really democratize the availability of it. So if we launched Pendulum Glucose Control as a drug,
01:47:15.900
we would only be able to sell it to doctors who would prescribe it to people who had type 2 diabetes.
01:47:21.480
Anybody who's aging should be thinking about how to help their body metabolize glucose better. And so
01:47:27.280
we really felt like there was this natural product, things that could deliver efficacy that was
01:47:33.280
measurable that would be important, and then enabling these products to be available to everybody as
01:47:37.400
opposed to only through a prescription. That meant that the consumer market was really the way to go.
01:47:42.520
Also, a lot of people learn information about health on their own. I mean, Dr. Google is the most
01:47:48.100
famous doctor on earth. And so we really wanted to bring it directly to consumers. The downside of
01:47:53.000
that, and we've talked about this too, is it's really hard in this particular space to elevate it.
01:47:59.620
I mean, everybody is a marketing genius that's selling a probiotic. There are people who make you feel
01:48:05.900
like what they're selling is super innovative, and you've never seen anything like this before. But
01:48:10.000
when you really look at the ingredients, it's literally the same thing that everybody else has
01:48:13.920
been selling. And because a consumer is not going to go read clinical trials or necessarily compare
01:48:18.560
your ingredients to ingredients on all the other labels or do all that legwork, it becomes a really
01:48:23.340
different game to play where you're trying to deliver something that provides meaningful health
01:48:27.740
solutions for people. But you're also having to play the marketing game of how do I convince people or use
01:48:33.420
proxies to help them understand this works? Because you're not selling to a bunch of doctors, you're
01:48:40.500
Well, even if you are selling to doctors, I mean, quite frankly, it's complicated. I mean, it's not like
01:48:44.360
doctors would necessarily understand this. I struggle to understand this. Let's explain what
01:48:48.920
acromantia does to control glucose. You've alluded to this a couple of times now, you've alluded to a
01:48:53.200
product called glucose control. Let's kind of go back to the science of this. There's a clear and obvious
01:48:58.900
correlation as to why acromantia is beneficial, but that doesn't explain mechanistically what it's
01:49:03.400
doing. Do we have an insight into why acromantia is something that lowers an individual's blood
01:49:10.860
glucose or response to a glucose load? Yeah. So we'll do a deep dive into acromantia and what we
01:49:18.080
know today, knowing that we're going to learn all kinds of other stuff. But at a very fundamental level,
01:49:22.860
this is primarily through the GLP-1 pathway. And just to get people excited about that,
01:49:27.180
if you're hearing this and you've heard of ozempic, you've heard of GLP-1. Ozempic is a
01:49:33.500
mimetic of GLP-1. Yes. What we know about acromantia, there's three key things that we know
01:49:40.460
that it does that kind of result in this. So the first thing is that it has a surface protein called
01:49:46.600
AMUK1100 that appears to be able to bind to TLR2 receptors that helps stimulate these L cells. So
01:49:56.200
maybe we'll take one step back, which is that you have these L cells in your gut microbiome at the
01:50:01.140
lining of your gut microbiome. And L cells are the cells that secrete GLP-1. So a lot of people
01:50:06.760
don't know this. Your microbiome is really the guy secreting GLP-1. So you have this beautiful system
01:50:12.040
where you eat food, your microbiome metabolizes it, and right there are these cells that respond to that
01:50:18.140
food by secreting GLP-1. So acromantia has this surface protein called AMUK1100. It also secretes a
01:50:25.380
protein called P9. And P9 binds to these ICAM2 receptors in the L cells, which are also known to
01:50:32.520
stimulate them to produce GLP-1. And then the third thing that acromantia does is it's able to
01:50:37.680
produce a short-chain fatty acid called propionate. And propionate is upstream of butyrate. And so
01:50:43.360
there are a bunch of strains which can take propionate, convert it into butyrate. Butyrate binds
01:50:48.100
to G-protein coupled receptors 42 and 44, also in these L cells, and stimulates GLP-1 secretion.
01:50:54.840
And so these are all ways in which acromantia can stimulate GLP-1 secretion. And by the way,
01:51:00.900
there are only two strains shown to be able to directly stimulate GLP-1. One is acromantia
01:51:05.740
mucinophila. The other is clostridium butyricum. And they actually act together because clostridium
01:51:10.860
butyricum, as its name indicates, is a butyrate producer. And then GLP-1 has multiple benefits,
01:51:16.880
one of which is that you know all this stuff way deeper than I do, but it helps your body know that
01:51:22.160
to secrete insulin, to help you metabolize the sugars that are in your blood after eating a meal.
01:51:26.660
But it also has this other benefit, which is what is becoming really popular now, which is that
01:51:31.360
induces satiety. It makes you feel full. And it does that in two ways that are not totally understood.
01:51:36.640
But one is that it slows your GI transit, which gives you a feeling of fullness. But the other is
01:51:42.320
that it has some kind of a neurotransmitter mechanism that allows you to feel like you
01:51:47.340
don't have cravings. You're full. It makes it a very powerful small molecule. And so what we're
01:51:52.400
doing that's pretty distinct from what these small molecule drugs is doing is the natural way. We're
01:51:57.320
giving you the upstream bacteria that's enabling your body to produce GLP-1. The result of that is that
01:52:03.400
your body will produce GLP-1. If you've eaten food, it'll go back down. It'll produce it again after
01:52:08.260
you've eaten food, but it will raise your levels of GLP-1. So you get these benefits of lowered blood
01:52:13.340
glucose, reduced food cravings, lowered A1C, and the body weight impact.
01:52:19.300
Okay. A lot I want to unpack there, starting with just a quick summary. So you eat food,
01:52:25.160
provided you have a lot of acromantia and you're feeding it the right food, a couple of things
01:52:29.180
happen. It sounds like one of them is not at all related to a production or a secretory product,
01:52:35.780
but rather just this surface receptor. I think you said it was the AMIC-1100 or something like
01:52:41.440
that. Yes. It has a very fancy name. Yeah. And that surface protein by itself just stimulates L
01:52:47.180
cells in the enterocyte. We know that that makes GLP-1. Yeah. And I think that pathway is probably
01:52:53.160
the least well-understood. Short chain fatty acid and the P9 protein have had, I think, a lot more
01:52:58.040
work done on that. So it secretes P9. It secretes propionate. Propionate gets converted to butyrate
01:53:04.160
by another bacteria. Which ones? There is a class of clostridial strains that will do that secondary
01:53:10.600
conversion. And clostridium butyricum is sort of the most well-studied of those. Got it. What
01:53:15.880
about difficile? Is he doing anything good for us there? I actually don't know. We haven't studied
01:53:20.000
whether, and maybe people are afraid to bring that into the lab. Yeah. Yeah. And what does P9 do?
01:53:25.180
Directly stimulates L cells? Yes. It binds to this ICAM-2 receptor on the L cells and stimulates them.
01:53:30.620
ICAM receptors are receptors that are usually involved in, God, if my memory serves me correctly,
01:53:36.860
like kind of an immune response, right? Like an inflammatory response?
01:53:39.960
We have not done studies around that, but for sure that is an area of heavy interest.
01:53:45.500
Yeah. By vague recollection, I mean, we're literally going back 25 years, is that when a person is,
01:53:51.260
for example, septic, you have all of these ICAM modules that lead to vasodilation, leaky capillaries,
01:53:59.440
secretion of monocytes out into the peripheral tissue as macrophages. But it sounds like this is
01:54:05.160
a distinct process here. And maybe I should say too, like, I don't know how much of this is tied to
01:54:10.040
that process, but not only does acromansia stimulate these L cells to produce GLP-1, but acromansia has
01:54:15.740
another role, which maybe is very much tied to this, which is that it helps regulate the mucin
01:54:20.700
layer. And so that mucin layer turns out to be super important for if it gets too thin or if it's
01:54:27.120
too thick, it's a real so-called leaky gut or GI issues that become a result of not having enough
01:54:32.980
acromansia is really that you have too thin of a mucin layer. And so you start to get the ability
01:54:37.760
for pathogens to infiltrate and then also obviously for these molecules to secrete out.
01:54:41.680
And then tell me what's the fate of the butyrate made of the propionate?
01:54:45.480
It binds to these G protein coupled receptors. And that's also what stimulates the L cells to then
01:54:54.680
So sort of multiple, these small molecules that are the signaling molecules for these receptors
01:54:59.340
on the L cells. So all roads point to more acromansia, more GLP-1. What differs from someone
01:55:07.740
taking Ozempic is they just have a mega high dose of GLP-1 all the time. And what you're talking about
01:55:16.680
here is, as you said, kind of a waxing and waning dose of GLP-1 that is more physiologic because it
01:55:25.180
So one would not expect this type of intervention to produce the amount of weight loss you would see
01:55:33.700
Absolutely not. And one of the other big differences is that the GLP-1s are injected.
01:55:39.500
So it's going right into the bloodstream, whereas it's a microbiome effect. And to your point,
01:55:43.820
you get the waxing and waning, more physiologically relevant, but it's not going to be the same as
01:55:49.000
just hammering a bunch of GLP-1s straight into the bloodstream all the time, all day, all night.
01:55:53.720
So now let's talk about the data. So what was the first study that demonstrated that
01:55:59.040
acromantia could play a role from an intervention perspective from impacting metabolism vis-a-vis
01:56:08.280
Yeah. Some of the earliest studies are really done. I mean, first of all, it was discovered by
01:56:12.260
Dr. Lee Kaplan over at MGH, and he's a bariatric surgeon. And so his initial interest was what's
01:56:19.060
happening to the microbiome when we do this bariatric surgery and came to really be one of
01:56:23.340
the first people to really look at these microbes and discovered that acromantia appeared to be
01:56:28.220
associated with or inversely associated with obesity, and then started doing these in vitro
01:56:32.660
studies to figure out, like, what is it doing? The work really has to go credited back to him in the
01:56:38.640
I want to point out one of the observations that came from his work, which is a really remarkable
01:56:42.660
observation, which is at least as far as the Roux-en-Y gastric bypass, which is a real
01:56:48.560
organization, a reorganization of the plumbing of a person's gut, that you took a person who was obese
01:56:56.000
with type 2 diabetes, and you do a Roux-en-Y gastric bypass on them. And within days of surgery,
01:57:06.220
their glycemic control improves even before they've lost weight. This is a very important point,
01:57:12.300
because nobody would find it that surprising if a person after a gastric bypass loses 100 pounds and
01:57:18.380
their diabetes goes away. That would be a, oh shucks, of course, moment. It's why does their
01:57:23.140
diabetes resolve in the days following surgery when the real weight loss hasn't started? And there
01:57:29.000
have been lots of suggestions to this. One could be the fasting. You're not eating anything a day
01:57:33.900
before surgery or a day or two after surgery. That's a pretty significant fast that depletes all of
01:57:39.840
the glycogen in the muscles and much of the liver glycogen. Is that enough to kickstart them? But it's hard to
01:57:47.060
ignore that you're also completely changing their gut biome by re-plumbing their GI system. So can you
01:57:55.360
say more? Because I'm not familiar with those data in terms of what they saw as far as pre- and post-surgical
01:58:03.820
I'm also not an expert in these surgeries. They have been a source. A lot of publications have sort of used
01:58:11.720
them to try to understand what are the key gut microbes out there. And I don't think it answers
01:58:16.760
this question of why do you see such an immediate response sometimes hours after the surgery. Just
01:58:22.700
thinking about the time length of these different pathways to have effect is most likely something
01:58:27.360
hormonal. But I don't think we have the answer to that.
01:58:29.920
It's hard to imagine it's not something related to GLP-1.
01:58:32.800
Yeah. So I don't think we have the answer to that specific question. But definitely that was where
01:58:39.180
Akramansu was born out of. They do these gastric bypass surgeries in, there've been a bunch of
01:58:44.000
animal models. This was some of the very early work really just trying to lay the foundation for
01:58:48.420
the fact that your microbiome could play a role in weight loss or weight gain. And so they would take
01:58:53.860
these microbiomes before and after the surgeries and then they would put them into these mouse models and
01:58:58.580
they would show that you could change the metabolism of the mouse. It's been really hard in the field
01:59:02.940
to take that data, that fecal microbiome data, where you feel like, oh, there's a glimmer of hope here
01:59:08.320
and to distill it down to what are the things that are actually doing that. That's the big challenge
01:59:13.360
of the field. We're not there. So when you say like, oh, what did they find? Well, they found that
01:59:17.080
the whole gamish could change things, but we don't really know what in there is doing that.
01:59:21.940
Yeah. One hypothesis is that Akramansia is doing part of that, at least.
01:59:26.320
Yes. And so the easiest way to test that would be to give people Akramansia.
01:59:30.600
Okay. So you guys did an experiment like that. Who did you do that in collaboration with?
01:59:35.520
I'll point to the clinical trial that's published in BMJ because I think that was probably
01:59:40.120
the most rigorous trial that we've done. And then I'll talk about the downside of running too many
01:59:45.120
trials and things that involve humans. But in that trial, we didn't just have Akramansia. We actually
01:59:49.960
had it in combination with four other strains. The idea here is, as I said, Akramansia can produce
01:59:55.200
propionate, but without the help of another strain, it can't produce butyrate. And so we had this idea
01:59:59.980
of let's include primary and secondary fermenters. Let's not make Akramansia the only primary
02:00:05.440
fermenter. Let's add some more in there. And really thinking about what is the team members that you'd
02:00:10.620
want in here that can metabolize fiber into butyrate, trying to optimize for butyrate production.
02:00:15.280
At the time that we did this study, nobody even knew what P9 was or AMUK1100. We just knew that
02:00:20.200
we thought it was only playing a role in the mucin regulation. We didn't even really know that it was
02:00:24.220
able to stimulate GLP-1 even at that time. So we really thought it was these butyrate producers
02:00:28.940
that are doing that. Which are the clostridial strains?
02:00:31.800
Yep. Which are these clostridial strains? And then also this bifidobacterium infantis strain,
02:00:35.780
which is also a primary fermenter. So we basically did a placebo-controlled double-blinded randomized
02:00:41.700
trial where we had three arms. One was placebo. One was this full formulation of all five team members.
02:00:47.240
And then the third one was a subset that did not include acromantia. And these were in people with
02:00:52.940
type 2 diabetes. Initially, we wanted it to be people who just had type 2 diabetes but weren't
02:00:58.320
on any medication. It turns out that's like almost impossible to find.
02:01:02.300
Yes. So then we said, okay, we'll have it with people on metformin. And anyway, a lot of people
02:01:06.160
are on metformin. So if your thing is going to benefit people, it ought to work on top of metformin.
02:01:10.980
Recruiting into clinical trials is hard. It takes a long time. We were a startup company. We're like,
02:01:15.060
we're going to run out of money if we don't expand this out. So then we started including
02:01:18.800
people on sulfonylureas. So finally, we get all the people in trial. It's still a pilot trial,
02:01:23.380
76 people, you know, across these three different arms. And what we found is that compared to the
02:01:27.440
placebo group, the people who were on the full five-strain formulation over a 90-day period saw
02:01:33.300
their A1C go down by 0.6 and their blood glucose spikes go down by 34%.
02:01:40.240
That was done using a pretty old school oral glucose tolerance test. They literally came
02:01:44.760
into the clinic, they got their sugar, and then they just had blood drawn every 15 minutes for
02:01:48.340
two hours. And the reason we did that rather than a CGM was because we wanted to use all the gold
02:01:54.820
standard traditional methodologies. We don't want anybody to think that the data was weird.
02:02:00.160
So hemoglobin A1C came down by 0.3%, which is a pretty big drop.
02:02:07.120
Compared to placebo in 90 days. And peak glucose level fell by about a third, you said?
02:02:13.420
Area under the curve. So the entirety area under the curve, yeah.
02:02:18.380
Got it. And that was placebo to five strains. Acromantia plus four strains to do the conversion
02:02:28.640
We also have strains that do the redundant function of acromantia, which is they'll do
02:02:32.540
that primary fiber into the propionate or acetate.
02:02:36.640
I see. Okay. And then how did the group absent acromantia do?
02:02:41.820
They had some efficacy, but it wasn't like the five strain formulation. So my co-founder
02:02:48.560
and biostatistician would say that was not statistically significant and the data is published so anybody
02:02:54.340
can go look at it. I would say it looked like it was in between the placebo and the five strain
02:02:58.780
But it could have been very underpowered and that's why you didn't see a difference.
02:03:01.480
It also could have been very underpowered, yeah.
02:03:03.240
So this was a, thinking about this now, not as a scientist, but as an entrepreneur, this
02:03:10.100
There's going to be a binary outcome here. Either we were going to be a company on the
02:03:13.060
other side of this or we were probably going to close up shop because it was all in on this
02:03:19.900
So this was maybe 2018. We found it in 2012. All the stuff leading up to this
02:03:27.820
was we had to identify the strains. We had to figure out how to manufacture them.
02:03:32.120
Six years of basic science leading up to this trial. And I was already starting to think
02:03:36.720
about, it's very rare that your first clinical trial out of the gates works. This is why we
02:03:43.860
Yeah. Why didn't you just do the placebo versus the five strain?
02:03:50.220
Oh, so you were hoping to see that the four strain would be great and you wouldn't have
02:03:56.340
Yeah. We were hoping we didn't need the diva in there. It turns out we did.
02:04:00.680
So what's interesting scientifically, but would have added too much overhead to the study,
02:04:05.460
and maybe it's irrelevant if the other four are not that expensive to grow, is with acromantia
02:04:09.680
alone, how would that have performed relative to the five strain pot?
02:04:13.940
Yeah, of course, if we had been able to do that subsequently. But I will say that lots
02:04:19.000
of people have been doing work with acromantia solo. And I put vagus odds down that by itself,
02:04:25.500
it's probably not as impactful as a formulation.
02:04:28.440
Because you don't have the assistance in converting propionate to butyrate.
02:04:33.280
And then, sorry, dumb question. I think you already addressed this and I've forgotten already.
02:04:38.100
Butyrate is stable. It's a short-change fatty acid. Why aren't we just all mainlining butyrate?
02:04:42.720
There have been a ton of preclinical and, of course, in vitro work showing the massive benefits
02:04:48.100
of butyrate across a bunch of different states, including metabolism. And yet none of them is
02:04:52.400
translated into humans. Even when we try to do like these enemas, these clinical trials,
02:04:57.540
they've never looked the way they did in the animal studies. The animal models are like,
02:05:00.740
blow your mind, blow you out of the water. And the human trials really don't show that.
02:05:04.880
And I think for this particular pathway that we're talking about here,
02:05:08.700
it's a localization problem. So earlier, I mentioned that butyrate is source of energy for
02:05:14.240
all these colonic cells. The issue is when you're delivering butyrate all along that track as this
02:05:19.600
butyrate is basically being absorbed by all these different cells. And where you need it to get to
02:05:23.660
for this pathway is to the gut lining where the G-protein coupled receptor is sitting,
02:05:30.540
So it's not that acromantia just makes butyrate. It's that it delivers it to the place where it
02:05:36.800
Exactly. Literally, the physical proximity is what's enabling this to work.
02:05:41.940
Wow. Let's go back to actually something you said a moment ago, which is this trial was done
02:05:45.780
in people with type 2 diabetes. Average hemoglobin A1c coming in was what? Roughly. These are kind of
02:05:53.880
Yeah, they were in the 7s. Between 7.5 and 8.2, I think was the range for all the groups. I have to go
02:05:58.500
back and double check that. Is there any sense, and I know you didn't do this in the study because
02:06:02.720
you said it was only 90 days, but is there any plan to redo this to find out what happens if they
02:06:09.280
had stayed on for a year? In other words, could you take someone with type 2 diabetes and actually
02:06:13.880
knock 1.2% off their hemoglobin A1c, which for many people would now take them straight out of the
02:06:20.220
diabetic range? Yeah. We have multiple ongoing studies, and maybe this will get back to kind of
02:06:25.060
the personal story of the entrepreneurship, which is that on the heels of this study,
02:06:29.480
we were like, holy shit, we made something that works. Now we got to figure out how to commercialize
02:06:33.620
it, but before we do that, we should probably replicate the study, or maybe we should do them
02:06:37.400
in parallel. By the way, did you get any pushback from your investors on that?
02:06:42.120
Yeah, because if you're wearing your scientific hat, that's the obvious thing to do because
02:06:46.200
scientists always want to replicate things and make sure and add another question. If you're an
02:06:50.880
investor, you might be like, are you crazy? We just got the answer. It's the best possible
02:06:55.840
answer. Don't ever ask another question. I mean, there's a reason virtually no supplement
02:07:01.660
companies will ever, ever, ever do a clinical trial. They don't want to know the answer.
02:07:07.220
It's true. It's true. Well, there's two things. First of all, we have been super fortunate in having
02:07:13.240
investors that believe in the underlying premise of our company. And the underlying premise of the
02:07:17.900
company is that the supplement space is riddled with tons of products that don't really do
02:07:23.940
anything. And therefore, it's very hard for anybody to own market share. It's actually a
02:07:27.780
highly fragmented space. Sometimes you get a player that comes in, they take market share because
02:07:31.460
they've done something fancy on the marketing side, but then somebody else comes in and takes
02:07:35.720
their market share. You just sort of see this game happening. Our underlying premise was if you
02:07:40.080
could deliver something that actually helped people in measurable ways, you could take that whole
02:07:44.200
market over because now you've created something that works. Well, in order to know if it works...
02:07:48.360
Yeah, you have to have a study and you have to make a claim. So you can now make a claim
02:07:53.260
with a product. That's a very big deal. Are there other probiotic companies out there that can make
02:07:58.660
claims? No, this claim around lowering A1C and blood glucose spikes...
02:08:04.620
Yes. We are the only ones that make that. Well, somebody else could do a study and make that claim
02:08:07.660
too, but they haven't. But currently, nobody else can make it.
02:08:09.280
Nobody else does. The other reason I think our investors got behind it is, first of all,
02:08:13.020
they understand that we're trying to build products that can change lives. And we have
02:08:16.480
investors that have gotten behind game-changing, category-creating products in the world. So
02:08:23.580
Apple and these sorts of companies that maybe didn't have a predecessor to them. And so...
02:08:29.160
That's a very different risk tolerance than biotechnology. Biotech is the graveyard
02:08:34.940
of some great investors. It's true. I don't know what to say. They're behind this mission
02:08:40.380
that the thing has to work. And so therefore, you've got to have these studies that work.
02:08:43.680
And I will say though, I have learned by having products in market and enabling people to run
02:08:48.640
their own studies on themselves, especially in the context where nutrition and your ecosystem,
02:08:54.620
your microbiome are still pretty much a black box of the scientific community. We've been able to
02:08:58.640
garner so much data from our customers who are just sharing this stuff voluntarily with us
02:09:03.140
in order to be able to do better and better product development. So I am actually now a
02:09:08.160
believer that the clinical trial is important because it gives you a very controlled environment
02:09:12.600
to know whether there's a there there. But unless you can change behavior in the real world
02:09:17.940
and have people actually experience benefit that they can come back and tell you about,
02:09:22.300
you haven't made a product that's very interesting at all. And so I think that that part is important.
02:09:27.440
The other part to this story that's important on our strategy is that because we have this
02:09:32.700
clinical data and because a consumer may not be able to go read a paper, but a doctor can,
02:09:38.100
that we go through healthcare professionals, we go directly to them, but then we also go through
02:09:43.400
them to help create credibility or knowledge for consumers. And so if you want to convince a bunch
02:09:50.100
of doctors that the thing you have works, they're going to see more than a pilot. And they're also going to
02:09:55.300
want to see it run by somebody that's not yourself. And so we immediately launched these studies and
02:10:00.400
then COVID hit and every study one by one got brought to its knees because people with diabetes
02:10:06.300
are more prone to COVID complications that that came out a little bit later on, but people were
02:10:10.920
getting COVID and then you're like, well, I don't know what this COVID is doing to the microbiome.
02:10:14.560
And then people were totally not adherent to any protocols. They couldn't come into clinic.
02:10:18.720
So one by one, we lost a lot of money on trials that we were trying to do follow-ups on.
02:10:23.120
And then we just decided, my chief medical officer said, all right, we have to wait until everything
02:10:29.000
is cleared out before we even start another clinical trial because we're not going to lose
02:10:32.820
another dollar. And so literally just in this last year, 2023, is when we felt like there was enough
02:10:39.740
of a handle on this that we could actually start doing clinical trials, but we've done it in a
02:10:43.620
different way, which is now we've sort of built up some momentum. So it's all third-party PIs and
02:10:49.120
academic and clinical institutions that we're just giving free product to, to run these trials.
02:10:53.120
So we'll get that data. I do think it's important if you want to get the medical community behind
02:11:00.120
That means they have to apply for their own grants to fund the study. They're just having
02:11:05.080
a significant part of the cost taken out of it, which is the drug.
02:11:09.200
But that's good. So there's interest. There are PIs out there who are like, yeah, I would happily
02:11:13.580
go and seek the grants to do this study, especially given that I can mitigate the drug cost.
02:11:18.260
Yeah. And the government is putting out, you know, NIH grants. There's quite a few of them
02:11:24.220
So how many such trials are underway right now?
02:11:26.200
Right now we have about a dozen around the world that are happening. Not all of them are
02:11:30.820
for type 2 diabetes. We actually have several where investigators have their own hypothesis
02:11:34.940
about what these strains are doing. So for example, we sort of talked about the gut-brain axis.
02:11:40.320
We have an investigator that's been funded by the Milken Institute that is looking at the role
02:11:45.060
of acromantia in bipolar disorder. I mean, that's kind of amazing if you really think
02:11:49.360
about it. So you've got basically a dozen PIs around the world on the basis of one relatively
02:11:56.320
small pilot study that was very well done, published in a very reputable journal. And that alone has
02:12:01.860
generated that much interest that they're finally willing to study a commercial product.
02:12:06.200
Well, I don't think it was just that study. There's like over 3,000 publications on acromantia
02:12:11.400
that people around the world have been publishing on, you know, mostly academics.
02:12:15.440
But those studies weren't intervention studies.
02:12:19.020
Right. But that's my point. What you did is quite unique in that you finally bridged a gap,
02:12:25.440
which was correlate, correlate, correlate. But until you can test an intervention under blinded,
02:12:34.340
randomized conditions, you can't know if there's an associative link. And you've at least suggested that.
02:12:40.260
Absolutely. And I think that you're right. The fact that we can make it and that it was able to
02:12:45.780
have this efficacy does give people some belief that, okay, well, if I want to go test an
02:12:49.840
intervention, these are the people that have made it.
02:12:52.080
Right. They could never invest in the CapEx to go and make it.
02:12:55.440
No, I mean, our manufacturing plant, it cost us $10 million to make that plant.
02:13:00.360
Yeah. Okay. So how many products do you sell today? Pendulum sells the product that was tested in
02:13:06.780
that trial. Is that the product called glucose control?
02:13:10.000
Yes. So Pendulum glucose control is marketed for people with type 2 diabetes, lowers A1c,
02:13:15.720
lowers blood glucose spikes, and it is the exact formulation that was in that clinical trial.
02:13:20.080
And do you still use that same quality control metric of actually doing flow cytometry on those
02:13:28.220
I take glucose control. If I looked at that bottle, which I can't say I've looked at and
02:13:32.380
remember, it doesn't say anything about CFUs on the back.
02:13:39.300
It's in the number of cells that appeared in that active fraction. So it's still going to look like,
02:13:45.860
I think it's like 10 to the 8th or 10 to the 9th for most of the strains.
02:13:51.700
We released Pendulum glucose control. And I would say one of the hallmarks of our business that we've
02:13:56.580
been very proud of is the repeat business. So we get a lot of, once people try it, they really stick with the product
02:14:02.380
We actually got a lot of feedback from people. We were getting amazing reports of, oh, my A1C is
02:14:07.180
lowered, my blood glucose spikes have lowered. When we launched our first version of glucose control,
02:14:12.260
we also offered people free A1C testing every 90 days and a nutrition coach, which we had a team
02:14:18.720
of registered dietitians. So we were like, this is going to be a solution, right? We're going to give
02:14:22.860
you your nutrition coaching. We're going to give you the test that's going to tell you if it's working.
02:14:25.900
How did you offer that for free? You didn't want to make money, I'm guessing.
02:14:29.260
We don't offer it now. Somebody even said, oh, my gosh, everyone should go buy this product right
02:14:34.340
now because these are non-scalable. So at some point, they're not going to offer these things.
02:14:38.580
And I laughed when I saw that. I was like, oh, you don't know. But then eventually I realized,
02:14:41.400
though, that's true. I think that it's still important for us to offer nutrition information.
02:14:47.220
It just doesn't necessarily have to come through a registered dietitian and a personalized
02:14:49.700
one-on-one coaching. And maybe AI will help us get there faster than we would otherwise.
02:14:54.500
And what other things did you hear from customers? So did you see in the real world
02:15:03.600
It was all higher. The reports we got back were higher A1C drops, higher blood glucose drops.
02:15:09.360
Do you have a sense of how much selection bias was going into that? Were there a good number
02:15:13.680
of people saying, what the hell, like it didn't get better?
02:15:16.280
No, actually. Moreover, I would say, you might say, well, gee, those people just didn't tell you,
02:15:20.880
but you can see it in the numbers. You can see it in the return purchase rate. And pendulum
02:15:24.860
glucose control is $165 a month. That's a real out-of-pocket expense.
02:15:29.580
I don't really know the space that well, but how expensive are the top-selling probiotics?
02:15:35.960
Normal probiotic is $20 a month. A premium high-end probiotic is $49 a month. So $165 is way out there.
02:15:43.340
I think you've explained why it has to be that expensive. I won't ask you what your margin is on
02:15:47.340
it, but I'm guessing it's not that high given your manufacturing process.
02:15:49.940
Well, what's even worse is that you're teasing me about offering this test and this nutrition
02:15:53.560
coaching and how did you do that? We were not only losing because of those, but we were actually
02:15:56.960
losing on every bottle we sold because it was costing us more to make it than the $165 we were
02:16:01.360
selling for. So it was all kind of a hot mess out of the gates. But I think what we believed was that
02:16:06.440
we knew that as we scaled, a lot of those costs would go down. So just like everything else,
02:16:10.720
if you're buying 10 bottles versus 10,000 bottles, the same bottle costs you a lot less.
02:16:16.080
Can you currently make a bottle for less than whatever that cost is?
02:16:19.240
We now do make it for less than what we're pricing at, but we also have to ship it cold.
02:16:25.500
Yeah, that's an important point. It arrives, you get three bottles, which is a three-month supply.
02:16:30.180
It arrives in an ice pack, in a big box, just like if you order Repatha or something like a PCSK9
02:16:36.280
inhibitor, same thing. Shows up cold. You got to put it in the fridge right away. Can't travel with it.
02:16:41.580
I mean, there's some logistic challenges associated with these things.
02:16:44.480
There was definitely complaints. But I think what we wanted to do was to give the product
02:16:48.560
the best chance of success by giving people these tools to be able to help them measure. And then
02:16:52.920
also, a lot of people don't even know what a high-fiber diet is supposed to look like. And so
02:16:56.080
just giving those tools to people. So we got all this great feedback. Efficacy was higher than we'd
02:17:00.760
even seen in the trial. But we also got a lot of complaints. Hey man, how is this $165 a month?
02:17:05.840
Why isn't my insurance covering it? Why does it have to be cold? I can't travel with it.
02:17:09.740
What am I supposed to do in the time that I'm traveling? I don't have type 2 diabetes.
02:17:13.800
We kind of took all that and said, well, let's just run some marketing tests on a lower dose version.
02:17:19.800
That had huge uptake. And so we launched a product this year called Metabolic Daily. And it's
02:17:25.980
literally the same thing as glucose control, but just at a lower dose that allows us to get down to
02:17:29.880
this price point of $49 a month, which feels a lot more manageable for people when they're thinking
02:17:35.200
about, especially if you don't have type 2 diabetes, but you want to help your body metabolize
02:17:39.700
sugars and carbs better and things like that. And that product still has all five strains in it?
02:17:43.940
That product still has all five strains in it. Yeah.
02:17:47.100
All of our products really should be refrigerated. That does maintain the viability for longer.
02:17:51.380
Those two products. And then we also released the single strains that are
02:17:54.640
components of these products. So we had a lot of people who came back to us and said,
02:17:59.480
hey, I'm buying your pendulum glucose control, but all I really want is acromantia. I just want that
02:18:03.600
one strain. We were sort of like, who the hell knows what acromantia is? This is just like some
02:18:07.920
really educated people coming to us. And it's not a real market. So we did a market test. We made a
02:18:13.880
thousand bottles of acromantia. We literally just called it acromantia. And we put on there like,
02:18:18.160
that's for gut health. We made no claims about it. People were coming to us for a wide variety of
02:18:22.340
reasons of why they wanted acromantia from metabolism issues to GI issues to neurological disorders.
02:18:28.740
So we were like, we'll just sell it as just acromantia. That's the value prop.
02:18:32.700
We made a thousand bottles. In less than 10 days, every bottle was gone.
02:18:36.800
And that's an expensive product because it's acromantia, right?
02:18:39.280
Acromantia is one of the hardest guys for us to make. And so that is a product that's one of
02:18:43.200
our best sellers is just pure acromantia. And actually a lot of practitioners use it because
02:18:47.200
let's say they ran a gut microbiome test, a person's low in acromantia. They just want to give
02:18:52.040
them the minimal viable product to boost this strain back up.
02:18:54.680
But we're really on the outskirts of knowledge here. We really don't know what it's doing by itself.
02:18:59.260
Well, we know that it's secreting some of these proteins.
02:19:01.520
But in terms of outcomes, that's more of a stretch, right? At this time.
02:19:05.840
I would say that what we've learned from having it in the market is that people are
02:19:10.520
getting a variety of different measurable impact from it. And one of the most interesting
02:19:16.760
things that we learned is that we had a bunch of people telling us, actually, the reason why
02:19:22.140
I stay on it is because I don't have any more sugar cravings. I went to the Christmas party and
02:19:27.580
didn't eat a single cookie. And I'm usually the guy sitting at the table eating all the cookies.
02:19:30.420
We started to see this theme of sugar cravings. And as we talked about earlier,
02:19:34.640
one of the hallmarks of GLP-1 is improvement in satiety. We just did a little pilot study
02:19:40.120
ourselves. We said, go on this product for 90 days and do this diagnostic test on cravings.
02:19:46.240
Was it a blinded study? Was there a placebo arm?
02:19:48.200
No. So this is a pilot. This is just a proof of concept. And so what we see is that people have a
02:19:55.160
significant reduction in these food cravings. And so what that's now being parlayed into is
02:20:00.680
funding a clinical trial to look at that. And so this is kind of where I think the consumer
02:20:05.140
space is a really interesting place to play because rather than going all in with millions
02:20:09.920
of dollars on a clinical trial based on a hypothesis in your head, you now can put products
02:20:15.060
out there to people, hear back what they're experiencing.
02:20:20.480
Concept data. And then you feel like, okay, a priori, I have some sense this thing's going to
02:20:24.140
work. And you could even get really sophisticated and say, okay, well, maybe I'd like to know
02:20:28.020
what are people starting microbiomes or what are their diet or what are their lifestyles or their
02:20:32.060
demographics to try to understand who might this thing have the most efficacy for.
02:20:36.100
Now, you also haven't done the study, I'm guessing, where for those, look at your pilot study or your
02:20:42.840
76 person study. It would be very interesting if you go back in time, if you had the funding to
02:20:48.140
look at what the constitution of the gut biome was prior to the study, after the study,
02:20:52.600
and if that predicted response. In other words, is the greater the deficit of acromantia at the
02:20:59.740
outset of the study, a predictor of a greater response upon normalization? Because even though
02:21:04.440
the average hemoglobin A1c came down by 0.6, there must have been people for whom it came down by over
02:21:10.880
a percent and people for whom it only came down by 0.2. So do you have a sense of what that relationship
02:21:17.600
is? Yeah. Well, actually in that trial, we did, we got four stool samples from people during the
02:21:22.400
trial. So one baseline, I think it was like 30 days in after the 90 day mark. And then we did a
02:21:28.300
washout period. So you went for a month without taking anything. And then we got a stool sample.
02:21:32.560
And I'll tell you this, we racked our brains about how are we going to get people to provide
02:21:36.740
four stool samples? I mean, this is like a real ask. We wanted the whole sample. So we literally,
02:21:42.520
it was like these cool whip, that's what we gave to people. And they had to literally shit in a
02:21:47.080
bucket, put it in their own freezer until they could get it to the clinic and everything had
02:21:50.600
to stay frozen. And so we had a hundred percent compliance. We had people who dropped out of the
02:21:54.580
study who were still sending us their shit. I mean, it was amazing how much sample people were willing
02:22:00.560
to share. By the way, I remember my brother got back from like, I don't know, he was somewhere in
02:22:06.320
Africa or something. And he had some awful GI bug. And eventually like he had to collect a stool sample.
02:22:10.800
I was like looking at his fridge and there was this bag in there. And I was like,
02:22:14.200
what's that? And he's like, ah, it's just some shit. And I was like, no, seriously,
02:22:16.920
what's that? He goes, ah, it's just some shit. And I was like, dude, if you don't want to tell
02:22:19.640
me that's fine. But he's like, no, no, that's what it is. That's literally what it is. Yeah.
02:22:24.340
That's literally what it is. People are sending us shit. And the reason is, because as I said,
02:22:27.920
we were an early stage startup. I was like, the chances of this clinical trial isn't going to work.
02:22:31.740
I got to know we have to have this microbiome information so that in my head, I thought for sure,
02:22:36.840
if this thing doesn't work. I want to at least know it didn't work. Exactly. Did it get delivered
02:22:40.540
or not? And so we really wanted to see the presence and absence of our strains. But to
02:22:44.160
your point, we also really want to understand, could you do this predictive modeling of who
02:22:48.780
would be better or worse responders? And we couldn't. It turns out that it could be that
02:22:53.840
the N is too small. It could be that we don't know enough about these individuals. But the microbiome
02:22:58.200
alone, or even the levels of acromantia alone, are not enough of a predictor.
02:23:03.640
They're not enough of a predictor of response. And tell me this, did anybody who took acromantia
02:23:09.680
have a significant increase from pre-study to post-study during the 90 days? And then what
02:23:15.160
was the fall off from 90 days through the washout?
02:23:20.260
Every participant in the study showed an increase in all the strains. And so that was very rewarding
02:23:27.800
because we invest a lot in the encapsulation to get the thing delivered.
02:23:30.640
So that was a great proof of concept. We actually managed to deliver something that in theory
02:23:35.780
is undelivered. Exactly. Deliver the goods. And then the washout period was 30 days. So after the
02:23:41.320
90 days, there was a 30-day washout period. And most people lost the strains after that period.
02:23:47.840
But there were about 15 to 20% of participants who were able to maintain their acromantia levels even
02:23:53.900
after not taking the pills anymore. I was exactly about to ask you that question. Is there any chance
02:23:58.860
that those are the people who just consumed the best diets and ate the most fiber after?
02:24:03.000
So this is another decision that may be in retrospect. We didn't do diet logs. And the
02:24:07.380
reason we didn't do diet logs is because I'm told that people are liars. When you do diet logs in
02:24:12.440
clinical trials, what you get back is all the days somebody was good and then big gaps of missing
02:24:16.580
days where they ate something terrible or did something bad.
02:24:19.020
I can almost think of doing a diet log here where the only thing you're asking them to log is fiber.
02:24:23.200
And you give them a really clear sense of fiber. And it's just all we're doing is counting grams of
02:24:28.760
fiber per day. Take a picture of everything you eat that is one of these things on this laminated
02:24:33.980
card. Every time you eat a carrot or a celery or this or an orange, just take a freaking picture
02:24:38.860
of it and tell me how much of it you ate. And that's it. I don't care how many calories,
02:24:43.000
how many diet Cokes. I don't care about anything. Just eat all the cookies you want if you want.
02:24:47.780
I just want to know this. Yeah. I wish I'd met you when we were doing the trial design.
02:24:51.920
So we didn't do that. What we did was we asked people, what are you? Are you an omnivore? Are
02:24:55.680
you a vegetarian? We have all that. There doesn't appear to be a correlation with that. And then we
02:24:59.740
ask people, please don't change your diet. The whole point of this study is we don't want people to have
02:25:03.580
to undergo a behavioral change in order to see an improvement. It should be just the microbiome
02:25:08.140
intervention. But of course, we don't know if people change their diets. I think what we want to tackle
02:25:12.960
now is a much more direct thing, which is to say that you can deliver people meals and they don't
02:25:18.580
have to eat the meal every day. But basically, if you say part of the trial is you're going to be
02:25:22.960
on the product and then we're going to deliver you a, it's basically a high fiber meal. We want you to
02:25:28.020
have it for lunch three days in the week. And then you have your control group where they just get the
02:25:31.640
pills. And so I think by deliberately making sure that people are getting this added fiber, you can sort
02:25:36.780
of compare whether that fiber is helpful. It almost feels like a no brainer that people who will have
02:25:42.240
higher fiber food will do better, but you will measure their microbiomes and we'll see whether
02:25:46.720
the strains are actually even higher for them too. So the next two years really is an interesting time
02:25:52.360
for your company, but more importantly, I think just our scientific understanding of what's going on
02:25:57.140
on the basis of a product your company has figured out how to make. So if nothing else,
02:26:02.820
you guys have figured out how to make something from a manufacturing process that no one else was
02:26:08.280
going to figure out. There's no university that could ever have figured this out because they
02:26:11.180
wouldn't have been able to put the resources in it. No one was going to spend a hundred million
02:26:14.900
dollars to figure out how to make an obligate anaerobe when the maximum NIH grant is $480,000
02:26:22.260
a year. It's not going to happen. And now it enables a bunch of people to ask these questions
02:26:27.480
about what's the impact on depression? What's the impact on ADHD? What's the impact on obesity,
02:26:32.460
type two diabetes? It's super fascinating. In many ways, it feels like the bridge between the diet and the
02:26:37.840
drug. Cause we already have a really good sense of like, it's not like it's rocket science from an
02:26:43.360
efficacy standpoint to get somebody to lose weight by changing their diet. The effectiveness is the
02:26:47.860
problem. It's too hard to implement for most people. At the other end of the spectrum, we clearly know
02:26:53.520
now how to do it with drugs. And that's really changed. I think it really started in 2014 when
02:26:59.200
liraglutide came out, but clearly semaglutide was the game changer. And that's three years ago was when
02:27:05.860
we saw the pivot from semaglutide as just a diabetic drug to an obesity drug. And it's exciting
02:27:11.540
for me to just watch this. And frankly, even look at other questions that haven't been answered yet,
02:27:17.100
like the dose response is more better. Do we know anything about how much is too much? And what's
02:27:22.920
the maximal dose, the minimum effective dose and the median effective dose? Like there's all this other
02:27:28.860
stuff that I don't know, it'll be five years and we'll be sitting here and hopefully having a more
02:27:33.240
interesting discussion. Absolutely. I mean, I think the dosing is an interesting one too, because
02:27:37.560
the right question is, what is the colonization that's happening? Because it's not just about
02:27:42.740
what you're delivering, it's about what's colonizing and it's different from person to
02:27:45.700
person. So I think if we could crack that nut on the dose to colonization ratio and in what context
02:27:51.040
that's better, you start to see improvements. But absolutely, it is the gap between nutrition and then
02:27:56.940
these downstream small molecules. And the microbiome has been a black box. And now we've got some
02:28:01.380
tools here. We're just at the beginnings of it. But I think for us, the big name of the game is
02:28:06.340
how do we get these products into as many people's hands and as many investigators' hands as we can
02:28:11.080
to just create more and more data around what is your starting microbiome? What is your lifestyle?
02:28:18.180
How are these things tied together? And what are the health outcomes that can really come from a
02:28:21.800
different microbiome? Are there any other bacteria out there as specific strains or even species
02:28:28.420
that you think are going to be worth investigating based on the literature today? And we've talked a
02:28:35.940
lot about acromantia and all the reasons why you had so much data to stand on the shoulders of to go
02:28:41.020
down that rabbit hole. Are there others out there that you think offer promise and that maybe in five
02:28:45.460
years, there are many other strains out there that people are taking. So you might have in your fridge,
02:28:50.620
a bottle of acromantia strain two, strain three, strain four.
02:28:54.360
Absolutely. I assume you're not going to say what they are. I'm guessing that's somewhat
02:28:59.100
proprietary at this point. Absolutely. There are other, I think,
02:29:02.140
of these sort of key strains that I'll just kind of allude to the link between our microbiome and
02:29:08.100
our immune response is super interesting. There are other strains. We'll stay tuned. All right.
02:29:13.260
Thanks, Colleen. Thank you so much for having me.
02:29:16.660
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