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Metagenomics, Microbiome Transmission, Gut Microbiome in Health & Disease | Nicola Segata | 203
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Metagenomics, Microbiome Transmission, Gut Microbiome in Health & Disease | Nicola Segata | 203

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Short Summary: Deep dive into the complexities of the human microbiome, exploring its impact on health, disease, and even behavior. Dr. Segata gets into “metagenomics” (sequencing multiple genomes at once, from the same individual) and microbiome transmission between individuals.

About the Guest: Nicola Segata is a professor at the University of Trento in Northeast Italy, where he leads a lab focused on the study of the human microbiome. He has been involved in microbiome research since joining the Human Microbiome Project in the US over 15 years ago, specializing in metagenomics to understand the human microbiome's basic and health-related aspects.

Note: Podcast episodes are fully available to paid subscribers on the M&M Substack and on YouTube. Partial versions are available elsewhere.

Episode Summary: Dr. Segata explains metagenomics, the study of genetic material from multiple species, and how it has revolutionized microbiome research. Key topics include microbiome transmission from mother to child, the stability and plasticity of the microbiome throughout life stages, its impact on health conditions such as obesity and cancer, and the influence of diet, lifestyle, and medications like antibiotics on microbiome composition.

Key Takeaways:

  • Microbiome Variability: The human microbiome varies significantly between individuals and is influenced by genetics, environment, diet, and lifestyle. Thus, personalized approaches to microbiome health may be necessary.

  • Transmission and Acquisition: Microbes are transmitted vertically from mother to child at birth and horizontally through personal interactions. This transmission can influence health outcomes over one's lifetime.

  • Impact of Diet and Drugs: Diet, particularly coffee consumption, can significantly shape the microbiome, with some bacteria growing in response to specific dietary components. Medications like antibiotics and proton pump inhibitors can also markedly alter microbial communities.

  • Health Implications: The microbiome is linked to various health conditions, from metabolic diseases to cancer, with some treatments like fecal microbiota transplantation showing promise in altering microbiome composition for health benefits.

  • Ancient vs. Modern Microbiomes: Studies on ancient microbiomes, like the Iceman's, suggest that modern urban microbiomes differ from those of our ancestors, potentially impacting modern health issues.

  • Research Frontiers: Current research is exploring how the microbiome interacts with diet to influence health, the use of microbiome profiling for health screening (like colorectal cancer), and the role of microbiome in immune system development and disease prevention.

Related episodes:

  • M&M #178: Microbiome & Gut-Immune Interactions in Obesity & Metabolic Health | June Round

  • M&M #172: Immune System, Gut Microbiome, Vitamin D, Cancer, Innate Immunity, Inflammation & Gut-Immune Interactions | Caetano Reis e Sousa

*Not medical advice.




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Full AI-generated transcript below. Beware of typos & mistranslations!

Nicola Segata 1:31

So I'm a professor at the University of Toronto, North East Italy, where I lead a lab which is studying the yoga microbiome, so all the collection of microbes populating our body. I started to be interested into that more than 15 years ago now, when I joined in the US, the Human Microbiome Project. And after that, I've been always more and more fascinating, fascinated with this topic that we are studying mostly through this approach called metagenomics. And now I lead this lab applying metagenomic approaches mostly on the Human Microbiome for trying to discover both basic characteristic of the human microbiome, but also aspects that are related with the health and disease. So

Nick Jikomes 2:21

I know what the Human Genome Project was, but I don't think I've heard of the Human Microbiome Project. What was that? Yeah, exactly.

Nicola Segata 2:29

A bit related now, because it was 10 years after the Human Genome Project, you know, at that time, just started to appreciate the importance of the human microbiome. So they said, Let's sequence whatever is not human inside us, and let's get a map of the Human Microbiome instead of the human genome. So it started around 10 years after the Human Genome Project. However, it was much more difficult, because the results realized that pretty soon that was impossible to have a very clear and specific map of the Human Microbiome because, mostly because there is much, much higher variability in the microbiome than in the genome. So it was difficult to do that, and so the goal of the project changed a little bit toward trying to investigate what is normal to have or not to have in our human microbiome overall?

Nick Jikomes 3:25

Yeah, and I suppose, yeah, I suppose that's a that's a huge problem, because it's not simply that there's variability from person to person and that there's many species of microbes, but you've got many different genomes that vary at different locations even within a single individual. Yeah,

Nicola Segata 3:41

there are. There are really tons of challenges there. There is a lot of variability. Yes, there is a variability between individuals, but also between populations. And there are a lot also of microbes that we never read about. Microbiology is never cultivated, especially at the time, most of the member of the human microbiome. And so it was difficult to make sense, make sense of it. However, what helped a lot was metagenomics, because until the use of sequencing based approaches, the only way to study the gut microbiome and the human microbiome in general, was to try to cultivate a single members. But that is incredibly difficult. And sometimes it's really, really impossible, because you cannot know maybe one microbe is interacting with another microbe, so and this interaction is a beetle for both of them, so you cannot, you know, separate cultivate only one of them. And so metagenomics, at least from the biotechnological viewpoint that started to solve this issue. So the idea was, let's sequence the genetic content of a sample full of microbes and V and by analyzing the genetic content we have, you can have an idea about which microbes are there. But this is difficult, not because you know the idea. Now, like with the Human Genome Project, the technology is mostly the same, sequencing the DNA and but sequencing the DNA in the case of the Human Genome Project, was only the first step. Then we had to make sense, you know, to reconstruct the full genome, starting from readings of short, short pieces of the genome. So this is called genome, genome assembly, and is the idea is like a big puzzle, not trying to put together little pieces to reconstruct the full genome, but with a microbiome, is much, much more difficult, because it's like trying to solve many, many puzzles altogether, starting from, you know, the pieces of the puzzle all scrambled together, and we need to reconstruct many, many puzzles. And each puzzle is the genome of some of these bacteria. And some of these bacteria are completely unknown. So, you know, trying to reconstruct a puzzle without having the picture of what is there? Yeah,

Nick Jikomes 5:55

my God, I see So, so the genome is like a puzzle, like, you know, literally a puzzle that you could build with your family on the tabletop. And of course, the pieces are all mixed up, but it comes with a box, so you know what the picture looks like. And I guess with the Human Genome Project, we had a sense for what the human genome looked like. We knew the number of chromosomes. We sort of have the picture on the box, and so that helped in assembling that one genome. But you're talking about metagenomics, which I suppose refers to the fact that, you know, inside of us, there's many different species of microbes in the microbiome. And so you're saying it's akin to having, you know, a bunch of different puzzles all mixed together. And then on top of that, you don't even have a box for many of them, because they are brand new species, and we have no idea what they're supposed to look

Nicola Segata 6:39

like, correct, correct in the in the gut microbiome, there are usually many others of these different bacteria. And not only bacteria, there are also viruses, full gain, so as full so these are the number of different puzzles that we want to, we want to reconstruct. And some of them, some of these genomes, are quite similar. No, it's like the blue sky of many different puzzles, the blue is kind of the same. So it's very difficult even to assign the single fragment, a single fragment of DNA, or the single piece of the puzzle, to the specific final picture you what you are trying to reconstruct. So this is to say that basically what kept kept us busy, our lab and many other labs, was not trying to improve the byte logical approach of the sequencing, but more analyzing the developing ways to analyze this data, and so we move from being able to know which phyla, so which large taxonomic categories were there to arrive to specific species or even specific strains or even specific variants. So, you know, distinguishing the nucleotides that are making different, that are differentiating the skull, in my gut and in your gut, for example. So

Nick Jikomes 7:54

it sounds like when you're doing this metagenomic work, the the data acquisition side is sort of solved. You have the technology. You can do the sequencing the problem and the challenge, and potentially the interesting thing for someone like you as a computational biologist is really on the genome assembly and data analysis side.

Nicola Segata 8:14

That is the point. That's the reason why I'm a computer scientist and I can apply computer science approaches into this field is not only about assembly, because assembly is probably the easiest approach we can think about, but there are many other tasks that we can we can we can achieve that are different from assembly. But yes, that is exactly the point on the technology. The only thing that changed a lot is the cost for sequencing. 10 years ago, it was about 1000 euros to sequence a sample. A metagenome sample now is like 10 times like expensive, and this means that we can have much, much larger data sets and codes are sequenced, which is at the basis of the big findings. Because, again, the microvirus is hugely variable, so to make sense of it, you really need to have large sample size.

Nick Jikomes 9:13

Yeah, and it's not only variable in the ways that we've mentioned so far, but it's dynamic in a way that the genome isn't. So even though the gene like of course, our gene expression can change. You know, genes can turn on and turn off within an individual, but despite all of the expression differences, there's still one genome in all of my cells. That's the same genome. But that's probably not the case with the microbiome. The species are probably coming and going, shrinking and expanding to different degrees depending on lifestyle and a bunch of other factors we can talk about. So how do you, how do you start to, I don't know. How do you start to, like, standardize things in the lab so that you know that you're kind of looking at the same thing. Like, do you have to make sure and be very careful about taking samples from the same person in the same state? How do. You sort of handle the dynamic nature of the microbiome?

Nicola Segata 10:03

Yeah, that's a fantastic question. So yeah, in the lab, we need to be careful for many reasons. So for example, contamination, microbes are everywhere, in the air, in the kids, in the in the on the bench that you have in the lab, even if you have tried to start to stay as sterile as possible. So micros are everywhere, and if you don't pay attention, they will end up in your experiment on the variability, longitudinal variability, of microbiome. We did a lot of studies, and I think we appreciate right now that the mic that the single components in your gut, in your roller cavity, are pretty stable in time, in terms of which microbes are there. However, they change a lot in terms of abundances of single, single microbes and and the question that we started to be extremely interested in is how we do, how do we acquire such microbes? Now, so if you see this, my gut microbiome, you see, because your gut microbiome, sure, we will have around 20 or 30% of species in common. Is a it's just a little bit, if you think about that. Now, because it's like less than half of the species my gut are also in this in your gut. But even more astonishing is if you look at the genome of these micros that we have in common. So I have a Skrill in my gut, you have a skill in your gut. But if you we look at the genome, they are only 95% or so similar on the share of the genome so many, many genes might E coli as it your doesn't have, and vice versa, at the point that we really think that each human microbiome is unique, if we look at the genetic of the human microbiome.

Nick Jikomes 11:55

So, yeah, so, so we'll have some species in common, but the majority of them won't be in common. And even for the the species that we both have, you know, we both have E Coli in our gut. The basically what you're saying is they can be different strains of E coli. So even though they're the same species, they're not really identical

Nicola Segata 12:11

for E coli. For example, there are strains that are probiotic, strains that are pathogenic, strains that are commensal, strains that are carcinogenic, even or environmental and so, you know, knowing which strains we have is important, and that's and that's what actually we are trying to study. And the next step is to understand how do we acquire these strains from so the baby in utero is a sterile and so instead, you know, a baby of few days of life is already full of microbes. And so we started focus there to understand what is the process of colonization for our gut and human microbiome in general, and, and, and that is what we started several years ago by looking at we went into into the hospital, and we sequenced the microbiome in many different locations of the of mothers before they were giving birth, and then the baby just after birth. And we really saw that, basically the states that were present in the mother were those present also in the baby, so with a vertical transmission from mothers to infants that were occurring during delivery. And so this is to answer your question on what's the variability and longitudinal variability? We start setting a first kernel of microbes at birth from the mother, usually, and then we continuously change it in time. And

Nick Jikomes 13:47

so when the baby is still in the womb prior to birth, you're saying they don't have a microbiome. It's sterile. Do you mean in inside the baby, like the gut microbiome, or even, is the entire womb devoid of microbes?

Nicola Segata 14:00

It's entirely so, you know, there are sections, some cases, there are some potential pathogens. But in healthy pregnancies, they are sterile. Now, you know, sterile, or almost sterile, is

Nick Jikomes 14:16

a small, very, very low microbe, very, very low.

Nicola Segata 14:20

So there is not a functioning, a working microbiome in the baby before, before birth.

Nick Jikomes 14:28

And so, so is it? Is it literally, like a, like a physical process, like the baby is born, it's going through the birth canal, and it's just it's touching the mother's tissue as it's rubbing against it as it's being born. And that's literally what seeds the microbiome. That's

Nicola Segata 14:42

exactly how it happens. And in fact, we see that when there is the C section, instead of natural birth, these seeding of the microbiome for the mother to the baby is not occurring. It's not a big, big, very, very big deal, because it can still happen. In the days after delivery by direct contact. But yes, this is a confirmation that the seeding starts already at birth, with the vaginal microbiome, but also with the gut microbiome, which is, in any case, contaminating many body sites. And we do see these happening. And again, the confirmation is that in the baby, we see the microbes coming the same exact the genetics of the microbes in the corresponding mother, which are different from the the strains we see in any other mother. So it has to be at that level of transmission. And

Nick Jikomes 15:38

so after that, after the microbiome is seeded, and it sort of takes root and establishes itself and and becomes stable after birth. How? I mean? I know that the microbiome is plastic. It can change. But how difficult is it under normal, natural circumstances, for that microbiome to change? So for I guess, one way of asking that would be so if a baby's born, it gets its microbiome. If you look 612, 18 months later, five years later, whatever, is it more or less going to be the same microbes with the same composition as right after it was born? Or is it going to be completely different, or is it somewhere right in the middle?

Nicola Segata 16:17

Well, it depends at the age, and also so infants, they change very rapidly the microbiome. Then they go through changes, like breastfeeding, starting to eat food and so on and so forth. So, you know, in the first one, one and a half years, the microbiome is changing a lot, very rapidly. Then it goes it changes less rapidly. And in the adult is relatively stable at the point that usually, if I look at my microbiome now, and my microbiome in a year from now, if I didn't do any big changes in diet, or you didn't have any medical condition or change content or whatever, I usually we expect to see 80% of the strains to be the same. But there are multiple things you can do to change your microbiome because you want to do that or because it happens. So diet is one big way to change your microbiome, lifestyle, drugs, of course, for many, think about antibiotics, for example, and then you can arrive to medical ways to change the microbiome, including, for example, fecal microbiome transplantation, which seems to be quite a dirty thing, which is actually what It says. So taking the gut microbiome from an individual, giving it to disease individual, and this is a way to reprogramming the gut microbiome quite efficiently, actually. Yeah,

Nick Jikomes 17:50

so the microbiome is plastic. It changes quite a bit early in life, naturally, just, you know, there's a lot of change happening early in life. So it's pretty intuitive, but it stabilizes by the time you're an adult, such that, you know, unless you make major changes to your diet, to your lifestyle, you start taking antibiotics or other things, it will be relatively stable from person, from day to day, from week to week, in a stable, healthy person with a consistent diet and lifestyle an Adult, what are, and I'll let you define what exactly this means. But the more important, or more consequential microbes, if you were to look at the one or two or three biggest strains in terms of how much they're influencing the physiology of the person, in terms of their population density, or whatever is relevant here, is there any sort of general principle in terms of like, what they're doing. Are they, for example, are they primarily preventing pathogens from getting into the body by sort of taking up that space in the gut, or are they primarily digesting critical food components for us? Is there any pattern there? Or is it? Could it be sort of anything, any of the above, depending on the specific species, all of these

Nicola Segata 19:03

altogether. So an healthy, diverse and stable microbiome is doing a lot of functions, preventing infection, as you mentioned, but also helping us digesting food, producing some compounds, short facial acids or some vitamins that they will not be available to us in any other way. But also, you know, priming and setting the immune system is a fantastic is an extremely important function that has implication even on tumors, for example, because an immune system in a positive and healthy configuration can prevent diseases from autoimmune diseases, but also to cancer and much more. And then there is the gut brain access, for example. So the interaction between our gut and our in our head by this gut brain access, so. You know, the function of the human microbiomes are very, very big. You know, metabolism, much, much more and anesthe microbiome does all these functions altogether, also those some that I am sure we still have to discover completely.

Nick Jikomes 20:17

So given how prevalent antibiotics have been for many years. Now, in our society, it's pretty well known that this is obviously affecting the microbiome. It's not just affecting the pathogens that we intend to use the antibiotics against, but if you take broad spectrum antibiotics, you're basically, you know, clearing out your microbiome, or greatly, greatly reducing it, or affecting it in some way. When that happens, given that it's happened to many. You know, almost everyone has taken an antibiotic at some point in their life, but when that happens, so let's say I take an antibiotic tomorrow, a high dose of a general antibiotic, and then I get better. I'm not no longer sick, and then I recover. How likely is it that my gut microbiome is going to recover and be the same basic population it was before, or is it very likely to be completely different?

Nicola Segata 21:08

Yeah, yeah, yeah. So you know, antibiotics are clearly a huge problem, especially for inducing pathogen resistance. So some pathogens become resistant to antibiotics because of the use of antibiotics themselves. But instead, in the in terms of the microbiome, yes, you kind of reserve the microbiome, and then the microbiome, after you end taking antibiotics, starts to rebuild, I wouldn't say from scratch, but from the seedings that from the seeds that remain there. And I would say that most of the time, which we can give percentages here probably between 70 and 90% of the times you go back to an equilibrium of your gut microbiome, which is similar to what you had before. But the problem is that 1020, 30% of the cases in which you reach another equilibrium can still be a good equilibrium, maybe in some rare cases, even better than the original one, but in other cases, it's not, and so this may induce allergies or other problems that are due to that. However, I don't think actually you know antibiotics are the drugs with the worst impact on the gut microbiome because antibiotics, you take them for a couple of weeks, maybe, but, but then you stop them. There are other drugs that are, you assume them, you know, for years or even forever. For example, proton pump inhibitors, they are changing the pH of your stomach, and they are allowing many different microbes arriving to your gut. And it is something that is not like again, two weeks, like antibiotics, but is for many, many months. And this is impacting much more than the microbiome. So we can find from the microbiome, we can predict whether you have, you are under proton pump inhibitors. That's very, very high accuracy. So, and I would imagine something like

Nick Jikomes 23:07

a proton pump inhibitor, it's changing pH, it's that's a very broad spectrum stimulus. It's going to basically affect any microbe species that would be there, no matter what

Nicola Segata 23:18

correct and also changing the acquisition of microbes now, because the way we change our microbiome, coming back to the previous topic, how is our microbiome changing? So if you think our microbiome, the members of our cat microbiomes are not living in the environment, is not that, you know on this table, or if I go into the woods, the micros that are there are also the micros in my gut. 99% of the micros in our gut can only be in the gut of other individuals, or maybe other primates, but we are not in touch with primates, no. So basically, a study that we did recently really showed that is the person to person interaction, leading to the exchange of microbes and the changing of our microbiome. So we saw, we discussed before, now mother transmitting microbes to the infant. But even as adults, we interact, and as we very well know that we change, we exchange pathogens, you know, from viruses, SARS, cov, two, whatever we exchange, also the other microbes, yeah. And we know, you know, in a house, in a household, when a pathogen arrives, Sask of two, for example, 99% of the cases, it gets to the to the whole family from one person. The same with Yeah, is the same with our gut microbes, and that is the way we are seeing so for example, if you take two individuals like you and me that we never interacted directly, we probably don't have even one strain in common. But if we start to live together into a house for a couple of years, statistically, we arrive to share 20. Percent of our gut microbiome even because we share, even just because we share the same physical space,

Nick Jikomes 25:07

I see. So a couple things pop up for me there. So it sort of makes intuitive sense that if you share a common space, a common environment, with other people, your microbiomes will converge to some extent. So there's a, there's a sort of a two pronged question there, to some extent, that could just be shared environment. We're both eating the oranges on the table, the same foods in the fridge. We're naturally going to converge on diet, to some extent. So naturally, that will facilitate a convergence to our microbial of a microbiome, to some extent. There's also the question that you brought up of direct transmission. Can I catch my gut microbiome from you, literally. And I want to ask you about that. So So again, if we think about other pathogens, respiratory viruses, things like that, very simple, very intuitive. If someone has a respiratory illness, they sneeze and they cough, I'm going to inhale those viral particles or whatever, and it goes from their lungs to my lungs. It's a little bit more difficult for me to think about how this happens with something like the gut micro with something like the gut microbiome, because, as you said, many of these species are adapted to live in my intestine. They probably can't, I would imagine. They can't live on my microphone, they can't live on my hand, they can't even live in my mouth. If they're adapted to, say, my colon or my small intestine, how does one transmit their gut microbiome? If that's the case?

Nicola Segata 26:22

Yeah, so, so that is a fantastic question. So we know very little about that, because we just discovered recently that there is this huge transmission of the microbiome in general. But first of all, the oral microbiome is more transmissible than the gut microbiome. So I said that we, if we stay together for two, three gig years, we share 15, 20% of our gut microbiome, but we are probably going to share 40, 50% of our oral microbiome. I see Well, this actually measured when is a partner that are also kissing. But even in any case, sharing this space will lead to higher sharing of the oral compared to the cut maker one, but, but if you think still, the pathogens, even bad gut bugs, are shared. Are, you know, transmitted almost in the same way, with the same efficiency that the oral pathogens or the respiratory pathogens. So, you know, if you go back even many years, microbiologists developed this theory that all microbes are everywhere, and then the environment selects. This can be a specific application of this theory. So because, you know, we we put our micros everywhere, because we just need maybe few sports or few cells of gut microbes that are, you know, in the environment, and this will be enough to have the microbe. But if, all right, if it arrives into your gut to find the perfect environment to actually, to actually grow. So when we study transmission, we are actually unable, at the moment, to disentangle what is the effect of my microbes arriving to your gut, and the probability that that transmission will actually result in a long standing colonization, and without being able to disentangle these two effects, is going to be very difficult to understand. What are the main sources and modalities of transmission?

Nick Jikomes 28:38

Interesting, yeah, it makes sense. I mean, obviously, if the baby picks up the microbiome from the mother through direct contact. I mean, people who live together have lots of direct contact together, especially, you know, if you imagine your spouse or your partner, you have direct mouth to mouth contact, and that's going to influence the composition of the microbiome.

Nicola Segata 28:56

But, but, but you have to in the microbes transmitting between adults, they need to break what is called colonization resistance. Because each of us, you have your microbiome, which is well established, it has an equilibrium. Is not so easy for someone to arrive and to kick one strain out and colonize there. The baby is favored by the fact that is not colonized by anything. So it's much more likely that whatever arrives there will actually, will actually colonize and and this is the same with the antibiotic resistance. So we saw that babies at the daycare, after they take antibiotics, they are much more prone to acquire microbes from their peers, because basically, they are resetting the microbiome. They are lowering the colonization resistance, so the other incoming strains are much more likely to colonize.

Nick Jikomes 29:49

Wow, and to the extent that the microbiome that's transmitted to you can cause you to develop or lose a given FEMA. Type or trait or health outcome. It seems with the plausible that in human society today, the dual use of drugs like antibiotics or like other drugs, like you mentioned, proton pump inhibitors, plus, you know, the interactions we have with different individuals, you could essentially catch things from other people if you become prone to acquiring the microbiome, if you just went through an antibiotic treatment or some other drug treatment, for example. And I guess maybe one way we can sort of start to talk about this is, I know that there's work out there, for example, showing that you know, in rodents, at least, you can basically transmit obesity from one mouse to another. If you you know, you give the obese mouse's microbiome to the Lean mouse, and the Lean mouse becomes obese. And those types of experiments have been done for obesity and other things, as far as I'm aware, to the extent that's true in humans, that means, you know, in theory, right? You're you could have a nice, healthy, lean Baby, say, or child. They get sick, you give them antibiotics, you sort of clear out or diminish their microbiome, and then they go to daycare, and if they're around someone, you know, another child who's obese, they could catch their obesity. Is that? Is that possible? To what extent do we think something like that is actually

Nicola Segata 31:16

happening? So yeah, we need to be a bit careful here. But for sure, what we know is that our social interaction and our lifestyle is impacting our microbiome by really, you know, the people we interact with, because we are catching the microphone there. And yes, there are several diseases that are linked with the microbiome. However, if it is not a single pathogen, there are very, very few diseases that are only due to the microbiome. So is a common system, but yes, for some conditions that are causally linked at least in part with a microbiome, then, yes, microbiome transmission makes these diseases that are usually called non communicable diseases at least partially communicable, and that is actually what we are studying right now, because, as I was telling you, we started discovering These microbiome transmission and now also other scientists added exactly your same idea. Maybe it's part of these non transmission diseases are actually transmissible. We are studying this. We are studying it from cancer to obesity to metabolic diseases. Yeah.

Nick Jikomes 32:35

Because normally, I mean this is, this is the definition of a non communicable disease. You don't normally think about catching cancer from someone, or catching metabolic syndrome from someone, but what we're talking about here is the possibility that there, there's a context dependent possibility that otherwise non communicable diseases can become communicable, and the microbial

Nicola Segata 32:55

I would say that maybe the risk for the disease becomes A bit communicable. You know, you mentioned cancer. There are some cancers that are caused by microbes. And so in that cases, it is known, but these microbes are usually not pathogens. Are microbes that are enhancing the risk for developing certain kind of cancers. So it could be that, if you live with a person that has these bacteria that are slightly more prone to develop cancer, then maybe you can, you can get them and

Nick Jikomes 33:28

how exactly does that work? Are these microbes producing a metabolite that is mutagenic, or something like this?

Nicola Segata 33:35

Well, in the case of cancer, there are many different ways it can be, by inducing inflammation. Inflammation, in turn, may be a risk factor for cancer. There are some microbes that are known to indeed basically damage the human genome and that can cause cancer, and there are other bacteria that are thought to be protective against cancer, and so not having them may be an indirect way to enhance the risk for cancer. The microbiome in oncology is a relatively novel topic, and relatively means probably five to 10 years again, if we exclude the pathogen part, and is very, very quickly developing, also because we have to think about the microbiome as also something to exploit for treatment. I'm referring, for example, to the treatment, to the cancer treatment, the immunotherapy is one of the last the latest fantastic discoveries in the field of oncology, immunotherapy is a saving life of people right now. So people with melanoma, for example, advanced melanoma that are not responding to any other chemotherapy or other therapies. Some. Of them, a good fraction of them are responding to immunotherapy completely cleaning out the cancer. But in some cases, this is not working. And we saw that the microbiome, in some ways, is in is linked with responding or not to immunotherapy. And this is extremely important, and to prove that some of some very recent trials did fecal microwatt transplantation from an healthy donor to someone who was not responding to immunotherapy. And after reprogramming the microbiome via FMT, fecal microwave transplantation, some of these individuals started to respond to immunotherapy.

Nick Jikomes 35:46

So the immunotherapy is not working, and then you change their microbiome, and then the immunotherapy is now effective, and it wasn't before, correct. So

Nicola Segata 35:54

this is linked with what you were saying before, and also FMT means basically inducing a transmission is artificial transmission is not by being taught in contact with someone, is really, you know, artificial transmission. And these induced some changes in the microbiome and, in turns, in the immune system, which made immunotherapy starting to work. And this is is proven, and is more and more an important topic in oncology.

Nick Jikomes 36:24

Do we know exactly how that works? Is the micro new microbiome stimulating the immune system to operate in some new fashion? Is it producing a molecule that wasn't there before?

Nicola Segata 36:35

Yeah, the the answer is that we don't know, unfortunately, and that's the reason why we do FMT, which is transmitting everything, yeah? Because if we knew what, which are the features and the important thing, we will just, you know, transplant that, or basically having some new probiotic kind of intervention targeting directly that. So, clearly, of course, there is a lot of results here, because we won't understand but, but my my feeling is that this is not going to be very successful, because our new microbiome, as again and again, is unique to each of us. So even the intervention that you will need to do it on each of us will be unique. So,

Nick Jikomes 37:22

so going back to the subject of, you know, diseases that are clearly linked, at least in part, to the microbiome, what would be one of the best examples where the link is clearest between a disease state and the microbiome?

Nicola Segata 37:38

Well, if we remain in in oncology, for example, some COVID cancers are known to be linked, not only with some specific bacteria, but also with some other bacteria that are colonizing the tumor. So this is one example, of course, in all the metabolic diseases, is not a primary cause, but is a is one of the causes, and one of the things that being unbalanced is leading to disease. And of course, also all the autoimmune diseases have a seed in the microbiome.

Nick Jikomes 38:21

And so to what extent? I'm not super familiar with the literature on this, but you know whether we're talking about something like metabolic syndrome or something like an autoimmune disease, to the extent that any one condition is linked to the microbiome in some substantial way, in theory, I would imagine so. So, as you said before, right? You're as an adult, your your microbiome reaches some kind of like equilibrium state, and it kind of stabilizes depending on what your lifestyle is. So it's easy to imagine that some people with certain ailments might sort of be stuck with a microbiome that's suboptimal, but it's stable in their bodies. And so that would imply that a potential strategy could be that if you sort of just take, say, broad spectrum antibiotics or something, wipe out the microbiome and then reset it intentionally with probiotics or a particular diet or a direct transplantation from another individual, this could be an effective way to reset the microbiome. And I mean is that, is anyone doing anything like that? Have we seen examples of something like that where you sort of intentionally reset someone's microbiome?

Nicola Segata 39:29

Yes, I guess we know that after antibiotics, having an healthy diet is particularly important to recover our health, and which is probably also due to the microbiome. Probiotics is another topic. Yes, probiotics, many of the probiotics, is not directly Coronavirus in our gut, so it can be a bit more, you know, complex there. But yes, you know, we can have. Drive to the point of thinking about doing auto physical, micro transplantation to recover our microbiome before after having a disease. Although for this we will be, we will need to be very, you know, forward looking, because we will need to store our microbiome for future transplantation, before getting the disease, because otherwise, you know, we don't have the healthy microbiome anymore.

Nick Jikomes 40:29

Yeah, another thing I want to talk about is ancient microbiomes, because I believe you've done some work here. So, you know, by analogy, you know, we know all know that genomics is a field, and you can get your genome sequenced today as a living person, but also ancient DNA and ancient genomics has been a very vibrant field for the past. You know, X number of years, you know, people have sequenced Neanderthal genomes and so forth. It sounds like you've been involved in work where you can actually recover aspects of the microbiome from from deceased individuals, going back quite a ways. To what extent is this possible? And what did you find

Nicola Segata 41:07

there possible? So our interest in the ancient microbiome started when we started the difference between our microbiome and our being the westernized, urbanized, you know, American, European urban microbiome compared to what we call no style microbiome. So population living in a very rural area under gatherers as an extreme but in any case, not having access to drugs, to Wi Fi, diet and things like that. And we saw completely different microbiomes. But at that point, we didn't really know whether it was the lifestyle that was inducing the difference in the microbiome or was some other geography associated characteristics. So to answer this question, we basically try to go back in time and look at mummies, the microbiome of mummies in the same exact area we were living. And we were lucky here, because on the Alps across the border between the border between Italy and Austria, 25 years ago or so, it was found a very ancient mummy is called The Iceman or oats is 5.3 1000 years old, is extremely well conserved. So it's possible actually to go into the gut of the individual, and we know what was the last meal, but we also have the microbiome content today, and so when we sequence it, and this was difficult, but was supported by the scientists, the anthropologists and the microbiologists working on this specific kind of of samples, we actually found a lot of bacteria that were almost identical to the one of non westernized population are completely different For our own modern, urbanized populations. So

Nick Jikomes 43:00

the genetic material of the microbiome was intact in this mummy. I

Nicola Segata 43:06

wouldn't say that it was intact. The DNA was slightly more fragmented, but it was possible to identify the strains with high precision. And we were also favored by the fact that, as we were discussing, the gut microbiome is only present in the gut. So we could distinguish very well the gut microbes with respect to a contaminated soil microbes, for example. Because, of course, this guy was found in the environment so and so forth. But yes, even though ancient DNA have some specific patterns of damage, we were able to reconstruct the last fraction of their microbiome. Wow.

Nick Jikomes 43:44

And I'm sorry, what did you say in terms of how similar or how different it was from present day microbiomes?

Nicola Segata 43:50

So basically, the microbiome in these ancient mummy was very, very was much, much closer to current, no Western modern corporation that our own westernized population,

Nick Jikomes 44:04

it looked more like someone living in a rural area today than in urban Exactly.

Nicola Segata 44:08

It was very, very similar to the under gatherer population in Africa, for example. Oh, interesting, yeah, compared to, you know, the population in Toronto, which was only 20 or what, 60 kilometers or so from where the Iceman was found. And

Nick Jikomes 44:25

when we compare present day microbiomes on average, from like the Western urban microbiome to a more hunter gatherer style microbiome, are there any general patterns there, in terms of the differences, like where, in terms of, you know, how the difference is allowing, allowing for certain nutrients to be absorbed, that are, you know, in the one diet but not in the other, or are there any sort of patterns as to what the functional difference between the microbiomes actually is, between a hunter gatherer and an urban person? Yeah.

Nicola Segata 45:00

The biggest difference we see is that under gather have a lot of microbes and genes in those microbes able to degrade very complex vegetable fibers, fibers that probably we don't get usually in our diet anymore. But this is only the biggest difference. There are many other difference. For example, we see less genes having to do with pollutants or cytobiotics In general, in our western population. But what is more relevant? Because, you know, you may think sure we don't get very complex fibers in our diet right now, so who cares not having those bacteria. But we have to think about the CO evolution between humans and our microbiomes. So these was a process going on for millions of years through the primate evolution and everything. And so the micro that are there don't have only one single function. So the fact that we are losing the bacteria that were there evolutionary because we are not eating complex fibers anymore, has a lot of impact, because those micros are there and learn how to stimulate in the right way the new system how to do many other functions, and losing them may be a big, a big problem. So we are studying that we we need to be careful, but this may be linked, for example, with the increase of autoimmune diseases or other allergies or intolerances that are in our in our population right now. This may be due to the disruption of the host microbe, co evolution, due to the change in lifestyle.

Nick Jikomes 46:51

What about um, what about other medications that people take chronically? And there's many things we could potentially talk about, but it makes sense that obviously, antibiotics affect the microbiome. It makes sense what you said before about proton pump inhibitors, because they're just going to change the pH, which is going to be, you know, a very it's going to favor and disfavor different species in the gut and elsewhere. But what about other types of drugs? Because a lot of people are on so many pharmaceuticals now, and I could imagine, for example, just, just to give one example, SSRIs, they're very common. They are affecting serotonin as many people, I think, know at this point, there's a lot of serotonin in the gut, and I would imagine even those types of medications can have an effect on the microbiome. Is that likely the case? Are there any examples where we know that's definitely true? There

Nicola Segata 47:37

are some specific examples, and this is actually the case. But the point is that this is not as well studied as they should be. But you know, there is more awareness of that in both direction also, because the effectiveness of certain drugs is are impacted by the gut microbiome. For example, there is a quite well known molecule, decoxing, which is drug, a cardiac drug, that there are some strains of a species called Agartala that are able to deactivate completely. So, you know, digest, basically this molecule, which does not is not any more effective in individuals with that so the interaction between drugs and our microbiome should be studied much more in both direction. Sometimes certain drugs would not be as effective as they should be because of the microbiome. In other cases, the drugs are changing the microbiome in serve in such a way that then the microbiome is in turn causing some diseases or some side effects. And this is still largely uncharacterized, and and, and there are several labs actually now starting to study it extensively, so at the level, really, of testing each single drug with each single microbe and then building a huge map, basically, of the potential interactions. Yeah.

Nick Jikomes 49:09

So, so it makes sense that there would be it sounds like we have examples where you know a drug that would be effective is not effective in certain individuals because they have got some microbe inside of them that metabolizes the drug before it can actually be beneficial.

Nicola Segata 49:26

Yeah, the one I said is one of those example. It can also be vice versa. You know, for example, there is these condition called Auto brewery syndrome. These are caused by some bacteria in their gut that are actually fermenting sugar and producing alcohol instead of producing lactic acid. For example, they are actually doing what you know is currently done for producing beer. Or while. And these individuals, that are pretty rare but, but they are documented, are basically producing alcohol in their gut, and so also releasing alcohol molecules in the blood. And at the point of you know, some of these individuals were stopped by police for a normal contract control, and they were actually positive for alcohol, but it didn't trick anything. It was out of brewery syndrome. So, you know, I call here is a molecule. Is not a drug, of course, but is one of the examples through which the microbiome can actually mess up or help us with all these molecules. And, you know, drugs at the end are special kind of molecules.

Nick Jikomes 50:44

Interesting. Yeah, I would imagine the opposite thing is also possible, where something drug, basically like a pro drug, becomes activated and turns into something that's actually an effective treatment, only in the presence of certain microbes. Is that, has that been observed? Yeah,

Nicola Segata 51:03

there's a good point. I don't have any examples on top of my head. Actually, this is usually more on the on the good effects now. So again, some vitamins and some molecules, short chain fatty acids that are produced only by the microbiome. But that that is another way. What does microbiome get myself? Yes, like,

Nick Jikomes 51:26

so there's a lot of there's a lot of products out there now for consumers where you know, you can send in a sample of some kind, and you can have your microbiome tested, then you can see what you have. And then I think a lot of these things will give you things like dietary recommendations or other lifestyle recommendations. Are we at the point yet where you think like for the average person, you can find value in getting your microbiome assessed and seeing what's there? Can you take action from that? Or are we at the point where you know that's it might be interesting to know that, but we can't really do anything with it at this point.

Nicola Segata 52:04

Yeah, this is something important to discuss. I think, you know, I think tests can be effective to the extent to which they are asking a specific question. I think it's going to be difficult to have one test and with one test at only one time point, without a lot of you know medical information around you, and be able to tell you a lot of things. However, if you have a specific question about diet, for example, or about I don't know, the possibility there is fat over certain disease, then you can have a system, even artificial intelligence, helping you to answer to that question. And so I will be careful with tests that are not specific for answering to a question, but more general health questions, which, because yes, they can be interesting in in understanding which microbes you are there, but with a one single microbiome experiment, without collecting a lot of impression about you, there is not so much that one can can tell you to improve your you know whatever you want to improve, or telling you what you Need to do or not, or not.

Nick Jikomes 53:22

One of the studies that was catching people's attention, a little bit that you were involved with, had to do with the effects of coffee consumption on the microbiome. What? What did you guys do there, and what did you find?

Nicola Segata 53:33

Yeah, so this is a part of our last collaboration that we have with an initiative that is trying to recommend dietary information based on a lot of readouts about yourself, including the microbiome. So this is one of the example in which I think it is possible to say something because we have a specific question, we are collecting a lot of additional information regarding this question, and then we can answer and in doing that, we build a very, very large court database of individuals right now, reaching almost 200,000 individuals in the ZOE predict courts for which we have a very detailed diet data. We have the microbiome sequence for all of them, very deeply sequenced. And also we have a lot of cardio metabolic information about these individuals. So we are using these three set of information to try to link what is the effect of diet, not only directly on health, but also mediated to the microbiome. So what we call the diet microbiome as axis. And in doing that, the first question we asked was, What is the single food with the biggest effect on the gut microbiome? And that turned out to be coffee, really, and I think yes, is COVID? Coffee. And I think there are several reasons for for it. The first one is that if I ask you whether you drink coffee or not, you can answer me, you know, black or white, yes or no, and and if you the answer is yes, usually that, then probably you will drink coffee two or three times per day, every this, every time they sing coffee and the coffee,

Nick Jikomes 55:21

it's like a binary thing, yeah, every day, multiple times a day, or not at all,

Nicola Segata 55:27

exactly. Instead, if I ask you, how was the frequency of you eating broccoli? Yeah,

Nick Jikomes 55:34

sometimes a little, sometimes more, sometimes not. Yeah,

Nicola Segata 55:37

exactly. So first of all, it cannot be a huge impact, because it's sometimes, and then even quantifying that sometimes is difficult, not, but yes, so that is one of the reasons. But so we can tell you basically whether you are a coffee drinker or not, based on the microbiome, with precision, around 95% because there is a specific imprinting on drinking coffee, on your microbiome, and the biggest effect is on one specific microbe, which is called Los bacter a sarcoriticus. Is a complex name anyway, is a bacterium that if you're a coffee drinker, on average, you have from six to eight times more abundant in the gut than in non coffee drinkers. And of course, at this point, one can ask, Are you sure that is a direct link? Well, in this case, yes, because we cultivated its bacterium and we saw that it was growing well only when we added coffee into the cultivation media. So we have also the confirmation there.

Nick Jikomes 56:39

Well, do you do? You know, either, I mean, what is it specifically about the coffee that's good for this, this creature? And two, is this species consequential at all? Does it help us, you know, digest something or absorb something easily?

Nicola Segata 56:54

Yeah, these are exactly two questions that are natural here, and then we are trying to answer for the first question, we are basically trying to decompose all the components of coffee. There are a lot of caffeine, to many other metabolites, to many other, actually fibers, and we want to try one by one to see which of them is stimulating the most. So the other question usually we get is whether this works also for decaf coffee, and the answer seems to be yes. So it's probably not caffeine that is impacting the most this microbe, but this is ongoing studies, because we just discovered it, and we have the model set up just now to try to answer to that for the second question, yes. So we didn't find a lot of direct correlation between the amount of this bacterium and cardio metabolic markers, which was a little bit surprising, because all nutritionists are kind of in agreement that coffee is good for health, you know, except if you have any cardiovascular problem, maybe. But otherwise is pretty established that is good. And so they thought is that was maybe this bacterium mediating it, and it's something we still don't know. We don't have strong association right now, but maybe that these associations are just hiding and and yes, with this bacterium, in vitro and in models, animal models, for example, we are trying to also understand this. What is the fact of these coffee stimulated bacteria on the gut ecosystem and also on the gut mucosa?

Nick Jikomes 58:30

What so when I think about the gut microbiome, or when I've read about it, typically I see a focus on bacteria. What about fungi? Are there many fungal species that tend to live in the human gut, and is it similar to bacteria, where they could be pathogenic, they could be beneficial, they could be neutral, or do they tend to be, say, pathogenic?

Nicola Segata 58:54

Yes, the gut microbiome is composed by four main domains, bacteria, archaeobacteria, like metabolisms, for example, fungi. So what we refer to as microkaryotes, if you like, but also viruses, viruses of humans and viruses of bacteria that are called bacteriophages, fungi, yes, they are very interesting. So usually are not a large portion of the gut microbiome. Probably they. We never saw them at more than 1% abundance or so compared to bacteria. But they are very important. Yeast is frequently present and many another. Another microcarriage, Blastocystis, for example, is the micro karao that we found to be most abundant and prevalent in the human gut doses. It was considered a parasite, so with this bed, meaning, although we found them, we found these, these microbes much more associated with health individuals. Known as individuals. Also, there was something different from what we were expecting. So, yes, also, the fungal and microkaryotic functional microbiome is relevant, although usually is not the largest fraction of our gut microbiome. Instead, actually, fungi are much more important in another important microbiome, which is the food microbiome. We studied quite a lot. Recently, we sequenced a lot of foods, so things that we eat that are full of microbes, full of bacteria, full of fungi. And in these food microbiomes, actually the fungal part is much more abundant than in our in our gut. But these are living, full gut organisms arriving our gut so, so there they for sure, have an impact.

Nick Jikomes 1:00:48

Interesting when, when we think about, if we go back to the beginning, so when the microbiome is first seeded? You mentioned that in a normal birth, the microbiome is seated by by the mother, the the physical contact with the birth content, birth canal as the baby's born. But if you get something like a C section, it's a very different story. And so the baby might not be colonized to the same extent or by the same microbes as with a natural birth through the birth canal. Are there any links there between how a baby is born, what the microbiome is seated with, and subsequent health are? For example, are babies born through C section more likely to develop certain ailments later in life? Yeah, these are

Nicola Segata 1:01:36

information that are known from little to independent from the microbiome. Now, it is known that C section or not being breastfed, there is a higher chances for some diseases, and that is very well known. Yes, we saw that. You know we need to be careful here, so we know, you know, we were talking about antibiotics. We are talking about C section. These are medical procedures that are saving lives. So is important. But in the seeding there were several attempts at somehow recreating the seedings in C section, burn babies, for example. This was done, for example, by swapping the birth canal and then, and then swapping the baby, yeah, also with fecal microwave dislocation from the mother to the baby. There was a recent study we also collaborated with will and the boss that tried this, so put a very, very small amount of the fecal material of the mother in the milk, and this was shown to be extremely effective in repopulating the gut microbiome of C section babies that were actually completely overlapping with the gut microbiome, people of babies burned by normal lateral birth. So these are still very, very, you know, delicate and advanced medical procedures are not clinical practice, but there are attempts that are recreating, repopulating, receiving the microbiome in the right way, when that was not possible for several reasons. Yeah, yeah.

Nick Jikomes 1:03:33

What? So just to ask you some some very general questions. So you basically, you were a computer scientist first, and then you got into biology. Is that correct? Correct? Yes, that was my Yeah. And I mean, I would imagine just the sort of the biological complexity here, together with improvements in technology over the years that allow us to, you know, obtain, you know, larger and more diverse data sets than we could before, probably makes this and other areas like this, very fruitful territory for people with computational backgrounds to come into biology. So can you talk a little bit about how you made that transition and how it was triggered?

Nicola Segata 1:04:13

Yes, so when you know we're studying artificial intelligence, when it was not that cool to study artistic intelligence, but I was studying it more too much on the theoretical viewpoint. I wanted to have the possibility of looking inside real problems and, you know, trying to get answers to big problems. And so we mentioned that I was part of the Human Microbiome Project in 2010 or less, and when I was part of it, the first output of the project was the sequencing data. So coming back from what to what we discussed now, these raw sequencing data that was generated, nobody really knew how to look inside them. There was huge amount of data, sequencing data, unstructured, no biologists could have looked into that. You need to have a very data driven approach at that. So I was in a lab my PI at the time, my supervisor 37 hour, was also COVID science by training, and we started to look at this data from the statistical viewpoint, the data structure viewpoint, and from there we start building stuff. And we saw that we were discussing, of course, with the microbiologist, and we found a common language there to start discussing. So that was the key point, having the computational background to be able to look inside the data and then discuss about what we are seeing the data with expert in the field of microbiology, microbiome and so on and so forth. And the thing I probably like the most was that in doing that, I was also starting to learn microbiology and microbiomes. So now is natural in my lab. There are microbiologists, there are computer scientists, statisticians, medical doctors, microbial ecologists, and is natural at that time. Was not natural, but that was, I think, what was the beauty of this, of the path that I did?

Nick Jikomes 1:06:25

Interesting. So before you mentioned that we were talking about fungi, but you mentioned that, you know, the microbiome that's present on food can can be incredible. Probably, I would imagine there's striking differences between the microbes that are on one food versus another food. Presumably, they're eating that food or they're eating something in close proximity to it. I've always thought about the our gut microbiome, as you know, obviously it's influenced by what we eat, but I guess I've never really thought about the fact that maybe components of microbiome actually come from the food itself, literally, can you, can you talk a little bit more about that? Like, what are some of the foods out there that have a big impact on our microbiome? Because it's, you know, it's actually shipping the microbes in, rather than sort of feeding something that's already in there. Yeah,

Nicola Segata 1:07:14

if you think this is another way of thinking about transmission, this is transmission in one health perspective, is not person to person. Transmission is acquisition from the environment. So and we eat the environment, if you like. So usually the you know, the other thing is important to say is that in many foods, in many foods, microbes are not there just because they happen to be there, but they are a constitutive part of that food. Think about fermented food, for example, for example, you know, diary products that are fermented food, like cheese, cheese is a fermented food. You know, fermentation is different for different cheeses, but, but that is the tequila. Or again, thinking about beers or, yogurt or heavier and so on and so forth. These are all foods in which, you know, microbes are not just a side effect. These are the reason why the food is there, and also the quality and the properties of the foods are directly set in those cases by the microbes. So the same cheese done in different places, sometimes they have the same bacteria on them, but slightly different bacteria, slightly different regions in which the process is done means completely different bacteria. Some of these bacteria are completely unknown. Some are what were studied. Some are probiotic that are some somehow characterized, and some are not. Some of these bacteria, they have the characteristics also to be able to colonize the gut, and others are not. So is a very vast area of research, and we did a large study recently within a European project, it was, I think we started, we sequenced something like 2.5 1000 different foods, and we start trying to look at the overlap within these foods, microbiomes and the gut microbiomes. This is a moving target. We are studying it, but I think the most fascinating aspect is, again, thinking about thinking about this in light of evolution. We COVID with our microbiome. We started with fermented foods 1000s and 1000s of years ago, some of the microbes that are now only gut microbes could have been originated from food and then adapted to our gut through evolution? Yes. So even though it's like probably no more than two, 3% of the our gut microbiome that is directly overlapping with our food microbiome, in reality, through the lens of evolution, this could be much, much higher than this I

Nick Jikomes 1:09:56

see, I see, so, yeah, when we think about this CO evolution, you. Uh, aspect to this, it's entirely possible that there were microbes in the past that were part of our environment. They lived on some food. They got into our gut to some extent, but then over time, they just became adapted and actually evolved and mutated such that they can no longer survive as well outside of our bodies, and can only survive inside of our bodies, and then at some point, then, if that becomes a vertical transmission from mother to infant, you know, you could have, you could imagine situations where we used to have no relationship to a microbe, we start acquiring it from the diet, and then it effectively becomes an endogenous part of of the body, even though it's not, you know, even though it's not inside of us. It almost reminds me of the story of the endosymbiotic hypothesis of mitochondria. They used to be free living organisms, but then something happens such that it becomes totally embedded within our cells.

Nicola Segata 1:10:51

Yeah. And this is even more complex if you think about speciation of primates, because there could be a microbe host evolution in a specific primate, and then this primate is actually speciating. And then the micron can be speciating themselves or not. But then, in any case, even two primate species that are living in the same region, bacteria can jump from one to the other. So it's such an intricate network of evolution, transmission and then seeding that I think is extremely fascinating to understand, to try to understand how the complexity of the microbiome right now is established by CO evolution and all the other forces that are pushing on microbes again in an one health environment, because our microbiome is the environment and vice versa. Naturally, we are in contact with the environment our skin microbiome is the first interface between us as biological entities and the environment we are living in.

Nick Jikomes 1:12:03

What are some of the projects you're working on in the lab right now that are particularly exciting?

Nicola Segata 1:12:10

We are going much, much deeper into the axis I was telling you, so the diet, microbiome, health axis, and we are extremely excited to be able to reach, now 200,000 individuals with very deep phenotyped diet, microbiome and Cardiometabolic Health. This, I think, is really invaluable and is going to be exciting, because it's more and more increasing these databases, and also we have information and microbiome data for individuals that change their diet in time, so we can try to associate the change to the in diet with the change in microbiome and vice versa. And we also have clinical trials in these in this line of research, which are making things more and more relevant. We are also trying to isolate and cultivate some of the micros that are completely unknown unknown in our gut. And this is important because we may find new functions, also including function connected with positive diet and positive Cardiometabolic Health. So try to close a little bit the thing there also part, large part of what we do is connected still with computational methods to try to advance the field from from inside. So when we study transmission, for example, transmission is possible. To study transmission is possible only if we are able to profile the strains at the single nucleotide level, because it's only if we are able to identify that the strain in myself and in yourself are different than when we find the same strain, then we can infer transmission. Then I was mentioning the field of oncology is extremely exciting there, to think that we can have an impact for patients there, and there are a lot of microbial immunology, sorry, mucosa immunologist that through which is with which is so exciting to interact.

Nick Jikomes 1:14:30

Yeah, that's, that's, that's an exciting area, too, for, for a couple of reasons. One, I mean, when you think about something like colon cancer, it's, it's not a big leap to think the microbiome would be involved, given that's where much of the gut microbiome is in the colon. And two, I just did an episode recently with a couple scientists who did lipidomics and some clinical work showing that there's a very clear link between dietary fatty acid composition that someone is eating and the amount of inflammation and colon cancer risk that they have in the gut. And those scientists were very excited about the role of the microbiome there, and it makes a lot of sense there would be some connection, because presumably the microbes are processing and creating new fatty acids, to some extent, based on the ones that that we eat. So it's going to be really exciting to see what kind of diet microbiome interactions are there.

Nicola Segata 1:15:18

Yeah, yeah. So we are already at the point in which a microbiome test can tell with reasonable bi accuracy whether someone has colorectal cancer or not. Which is important, because we can use it for screening, non invasive screening, of course, and then of course, this is one example in which a microbiome test is actionable because the action would be do a coronascopy to investigate more or don't need to go to do a coronavi, right? You know, the microbiome provides

Nick Jikomes 1:15:53

a signature that that you can use to decide if you need to do something more invasive,

Nicola Segata 1:15:58

exactly, exactly that. But this is screening for someone already having the cancer, which is probably colonized by microbes and so on and so forth. The next step would be to investigate the risk factors, and we actually have a big study. It's called prospect, which is studying specifically early onset collateral cancer, which is rising in in in the instance, in young people, in young people here meaning below 40 years old, or 45 depending on the definition and and here, the focus is on the risk factors. Maybe you know, the environment, pollutants, diet and the microbiome. We are studying all of these to see whether the increase of early onsoc is actually due to some of these characteristics, and then try to modify them to see whether we can lower it. Yeah, and this is, I think there are several reasons to think that early onsecretal cancer is specifically associated more with the microbiome than the other cancer, because otherwise it would not explain large part of this variability.

Nick Jikomes 1:17:14

Yeah. So we've covered a lot already, and this is a very rich and and active area of research. Is there anything any final thoughts you want to leave? Peter, want to leave people with, or anything you want to say to reiterate the topics that we talked about, anything you want people to take away in terms of, you know, practical things they can do to keep their gut microbiome healthy, or what they should keep in mind in terms of, you know, what the big risks are out there.

Nicola Segata 1:17:42

Well, one thing I hope that came out from this discussion is that the human microbiome is extremely complex. Sometimes there is an oversimplification of this, but is not the case. So we know still very little about the human microbiome. We don't know about the function. We don't know about a lot of function, at least, we don't know about how we can cope with this, with this huge variability. The fact that the microbiome of each of us is unique has a lot of implications, because we cannot think about intervention, drugs, diet, that can work identically to each of us, to all of us from the microbiome viewpoint, because the microbiome is unique. So I think the microbiome is at the same time a resist field in which there is a lot of hype, but also a resist field in which there is also a lot of unmet opportunities. And because, for certain reasons, several reasons, the microbiome is a little bit, again, oversimplified. I would really like to that this information about the complexity and the fact that we are trying, as a field to study this complexity before being able to deliver final results is what is actually going on and should keep us busy for quite a bit of time still.

Nick Jikomes 1:19:09

All right. Well. Nicola sagata, thank you very much for your time, fascinating work, and I look forward to seeing what you come up with next.

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