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Paola Arlotta: Brain Development from Stem Cell to Organoid

第2019-08-12期2019-08-12English

嘉宾:Paola Arlotta

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§01Transcript · 00:00–09:25

00:00The following is a conversation with Paola Arlotta.

00:03She's a professor of stem cell and regenerative biology

00:06at Harvard University and is interested in understanding

00:09the molecular laws that govern the birth, differentiation,

00:13and assembly of the human brain's cerebral cortex.

00:16She explores the complexity of the brain

00:18by studying and engineering elements

00:21of how the brain develops.

00:22This was a fascinating conversation to me.

00:25It's part of the Artificial Intelligence Podcast.

00:28If you enjoy it, subscribe on YouTube,

00:30give it five stars on iTunes, support it on Patreon,

00:33or simply connect with me on Twitter

00:35at Lex Friedman, spelled F-R-I-D-M-A-N.

00:39And I'd like to give a special thank you to Amy Jeffress

00:43for her support of the podcast on Patreon.

00:45She's an artist, and you should definitely check out

00:47her Instagram at lovetruthgood, three beautiful words.

00:52Your support means a lot and inspires me

00:55to keep the series going.

00:57And now, here's my conversation with Paola Arlotta.

01:01You studied the development of the human brain

01:05for many years, so let me ask you

01:08an out-of-the-box question first.

01:10How likely is it that there's intelligent life out there

01:14in the universe, outside of Earth,

01:17with something like the human brain?

01:19So I could put it another way.

01:20How unlikely is the human brain?

01:24How difficult is it to build a thing

01:28through the evolutionary process?

01:30- Well, it has happened here, right, on this planet?

01:33- Once, yes. - Once.

01:34(Paola laughs)

01:36So that simply tells you that it could, of course,

01:39happen again other places.

01:42It's only a matter of probability,

01:44what the probability that you would get a brain

01:46like the ones that we have, like the human brain.

01:51So how difficult is it to make the human brain?

01:53It's pretty difficult, but most importantly,

01:57I guess we know very little

02:00about how this process really happens,

02:04and there is a reason for that,

02:06actually multiple reasons for that.

02:09Most of what we know about how the mammalian brains,

02:13or the brain of mammals, develop comes from studying,

02:17in labs, other brains, not our own brain,

02:20the brain of mice, for example.

02:22But if I showed you a picture of a mouse brain,

02:25and then you put it next to a picture of a human brain,

02:28they don't look at all like each other.

02:31So they're very different,

02:33and therefore there is a limit

02:35to what you can learn about how the human brain is made

02:37by studying the mouse brain.

02:39There is a huge value in studying the mouse brain.

02:43There are many things that we have learned,

02:45but it's not the same thing.

02:46- So in having studied the human brain,

02:49or through the mouse and through other methodologies

02:51that we'll talk about, do you have a sense,

02:54I mean, you're one of the experts in the world,

02:57how much do you feel you know about the brain?

03:01And how often do you find yourself

03:05in awe of this mysterious thing?

03:07- Yeah, you pretty much find yourself in awe all the time.

03:12It's an amazing process.

03:15It's a process by which,

03:17by means that we don't fully understand,

03:20at the very beginning of embryogenesis,

03:23the structure called the neural tube

03:26literally self-assembles.

03:28And it happens in an embryo,

03:30and it can happen also from stem cells in a dish.

03:33Okay.

03:34And then from there,

03:36these stem cells that are present within the neural tube

03:39give rise to all of the thousands and thousands

03:42of different cell types that are present in the brain

03:45through time, right?

03:47With the interesting, very intriguing,

03:49interesting observation is that the time that it takes

03:54for the human brain to be made, it's human time.

03:58Meaning that for me and you,

04:02it took almost nine months of gestation to build a brain,

04:05and then another 20 years of learning postnatally

04:08to get the brain that we have today

04:09that allows us to this conversation.

04:12A mouse takes 20 days or so to--

04:16- So it's mouse time. - For an embryo to be born.

04:19And so the brain is built in a much shorter period of time.

04:23And the beauty of it is that if you take mouse stem cells

04:27and you put them in a culture dish,

04:28the brain organoid that you get from a mouse

04:33is formed faster than if you took human stem cells

04:37and put them in the dish

04:39and let them make a human brain organoid.

04:42- So the very developmental process is--

04:45- Controlled by the speed of the species.

04:49- Which means it's on purpose, it's not accidental.

04:54Or there is something in that temporal--

04:58- It's very, exactly, that is very important

05:01for us to get the brain we have.

05:04And we can speculate for why that is.

05:07It takes us a long time as human beings after we're born

05:13to learn all the things that we have to learn

05:16to have the adult brain.

05:18It's actually 20 years, think about it.

05:20From when a baby is born to when a teenager

05:23goes through puberty to adults, it's a long time.

05:27- Do you think you can maybe talk through

05:30the first few months and then on through the first 20 years

05:35and then for the rest of their lives,

05:37what is the development of the human brain look like?

05:41What are the different stages?

05:42- Yeah, at the beginning you have to build a brain, right?

05:46And the brain is made of cells.

05:48- What's the very beginning,

05:49which beginning are we talking about?

05:52- In the embryo.

05:53- In the embryo.

05:53- As the embryo is developing in the womb,

05:56in addition to making all of the other tissues

05:58of the embryo, the muscle, the heart, the blood,

06:02the embryo is also building the brain.

06:05And it builds from a very simple structure

06:08called the neural tube, which is basically

06:10nothing but a tube of cells that spans

06:13sort of the length of the embryo from the head

06:16all the way to the tail, let's say, of the embryo.

06:19And then in human beings, over many months of gestation,

06:25from that neural tube, which contains stem cell-like cells

06:30of the brain, you will make many, many other

06:35building blocks of the brain.

06:37So all of the other cell types,

06:39'cause there are many, many different types of cells

06:41in the brain, that will form specific structures

06:45of the brain.

06:46So you can think about embryonic development

06:49of the brain as just the time in which you are making

06:51the building blocks, the cells.

06:54- Are the stem cells relatively homogeneous,

06:56like uniform, or are they all different type?

06:59- That's a very good question.

07:00It's exactly how it works.

07:01You start with a more homogeneous,

07:04perhaps more multipotent type of stem cell.

07:09- What's multipotent?

07:09- Multipotent means that it has the potential

07:13to make many, many different types of other cells.

07:17And then with time, these progenitors

07:19become more heterogeneous, which means more diverse.

07:22There are gonna be many different types of the stem cells.

07:26And also, they will give rise to progeny,

07:28to other cells that are not stem cells,

07:31that are specific cells of the brain,

07:33that are very different from the mother stem cell.

07:36And now you think about this process of making cells

07:38from the stem cells over many, many months

07:41of development for humans.

07:43And what you're doing, you're building the cells

07:46that physically make the brain,

07:48and then you arrange them in specific structures

07:52that are present in the final brain.

07:55So you can think about the embryonic development

07:58of the brain as the time where you're building the bricks.

08:02You're putting the bricks together to form buildings,

08:05structures, regions of the brain,

08:08and where you make the connections

08:10between these many different type of cells,

08:13especially nerve cells, neurons, right,

08:15that transmit action potentials and electricity.

08:19- I've heard you also say somewhere, I think,

08:21correct me if I'm wrong,

08:22that the order of the way this builds matters.

08:25- Oh, yes.

08:26If you are an engineer and you think about development,

08:29you can think of it as, well, I could also take all the cells

08:34and bring them all together into a brain in the end.

08:38But development is much more than that.

08:40So the cells are made in a very specific order

08:43that subserve the final product that you need to get.

08:47And so, for example, all of the nerve cells,

08:49the neurons, are made first,

08:52and all of the supportive cells of the neurons,

08:54like the glia, is made later.

08:56And there is a reason for that,

08:58because they have to assemble together in specific ways.

09:02But you also may say, well,

09:03why don't we just put them all together in the end?

09:05It's because as they develop next to each other,

09:08they influence their own development.

09:11So it's a different thing for a glia

09:13to be made alone in a dish,

09:15than a glia cell be made in a developing embryo

09:19with all these other cells around it

09:21that produce all these other signals.

09:23- First of all, that's mind-blowing,

09:25this development process.

§02Transcript · 09:27–18:29

09:27From my perspective in artificial intelligence,

09:29you often think of how incredible the final product is,

09:33the final product, the brain.

09:35But you're making me realize that the final product

09:38is just, the beautiful thing

09:42is the actual development process.

09:44Do we know the code that drives that development?

09:49- Yeah.

09:51- Do we have any sense?

09:53- First of all, thank you for saying

09:55that it's really the formation of the brain.

09:59It's really its development,

10:00it's this incredibly choreographed dance

10:05that happens the same way every time

10:07each one of us builds the brain, right?

10:10And that builds an organ that allows us

10:12to do what we're doing today, right?

10:14That is mind-blowing,

10:16and this is why developmental neurobiologists

10:18never get tired of studying that.

10:21Now you're asking about the code.

10:23What drives this?

10:24How is this done?

10:26Well, it's millions of years of evolution,

10:29of really fine tuning gene expression programs

10:33that allow certain cells to be made at a certain time

10:37and to become a certain cell type,

10:41but also mechanical forces of pressure, bending.

10:46This embryo is not just, it will not stay a tube,

10:50this brain for very long.

10:52At some point, this tube in the front of the embryo

10:54will expand to make the primordium of the brain, right?

10:58Now the forces that control, that the cells feel,

11:02and this is another beautiful thing,

11:04the very force that they feel,

11:06which is different from a week before or a week ago,

11:10will tell the cell,

11:11"Oh, you're being squished in a certain way.

11:13"Begin to produce these new genes

11:16"because now you are at the corner,

11:18"or you are in a stretch of cells," or whatever it is.

11:23And so that mechanical physical force

11:26shapes the fate of the cell as well.

11:29So-

11:30It's not only chemical, it's also mechanical.

11:31- It's mechanical.

11:33So from my perspective,

11:34biology is this incredibly complex mess, gooey mess.

11:39So you're saying mechanical forces.

11:43- Yes.

11:44- How different is a computer

11:47or any kind of mechanical machine that we humans build

11:52and the biological systems?

11:53- Yeah.

11:54- 'Cause you've worked a lot with biological systems.

11:56- Yes.

11:57- Are they as much of a mess as it seems

12:00from a perspective of a mechanical engineer?

12:03- Yeah.

12:04They are much more prone

12:08to taking alternative routes, right?

12:11So if you,

12:13we go back to printing a brain versus developing a brain.

12:18Of course, if you print a brain,

12:20given that you start with the same building blocks,

12:23the same cells,

12:24you could potentially print it the same way every time.

12:28But that final brain may not work the same way

12:32as a brain built during development does

12:34because the very same building blocks that you're using

12:38developed in a completely different environment, right?

12:41It was not the environment of the brain.

12:43Therefore, they're gonna be different just by definition.

12:45So if you instead use development to build,

12:50let's say a brain organoid,

12:52which maybe we will be talking about in a few minutes.

12:54- For sure.

12:55Those things are fascinating.

12:57- Yes.

12:57So if you use processes of development,

13:02then when you watch it,

13:03you can see that sometimes things can go wrong

13:06in some organoids.

13:07And by wrong, I mean different one organoid from the next.

13:10While if you think about that embryo,

13:13it always goes right.

13:14So this development, for as complex as it is,

13:18every time a baby is born has,

13:21with very few exceptions,

13:23the brain is like the next baby.

13:26But it's not the same if you develop it in a dish.

13:31And first of all, we don't even develop a brain,

13:33you develop something much simpler in the dish.

13:36But there are more options for building things differently,

13:39which really tells you that evolution

13:42has played a really tight game here

13:47for how in the end the brain is built in vivo.

13:53- So just a quick, maybe dumb question,

13:55but it seems like this is not,

13:58the building process is not a dictatorship.

14:01It seems like there's not a centralized,

14:03like high level mechanism that says,

14:07okay, this cell built itself the wrong way,

14:10I'm gonna kill it.

14:11It seems like there's a really strong distributed mechanism.

14:15Is that in your sense?

14:17- There are a lot of possibilities, right?

14:20And if you think about, for example, different species,

14:25building their brain,

14:26each brain is a little bit different.

14:28So the brain of a lizard is very different

14:31from that of a chicken, from that of one of us,

14:35and so on and so forth, and still is a brain,

14:38but it was built differently,

14:40starting from stem cells

14:43that pretty much had the same potential.

14:46But in the end, evolution builds different brains

14:49in different species,

14:50because that serves in a way the purpose of that species

14:54and the wellbeing of that organism.

14:55- Right.

14:56- And so there are many possibilities,

15:00but then there is a way,

15:02and you were talking about a code.

15:04Nobody knows what the entire code of development is.

15:07Of course we don't.

15:08We know bits and pieces of very specific aspects

15:13of development of the brain,

15:14what genes are involved to make a certain cell types,

15:17how those two cells interact

15:18to make the next level structure.

15:20That we might know, but the entirety of it,

15:22how it's so well controlled, it's really mind blowing.

15:26- So in the first two months in the embryo,

15:29or whatever, the first few weeks, months, months.

15:32So yeah, the building blocks are constructed,

15:37the actual, the different regions of the brain, I guess,

15:40and the nervous system.

15:42- Well, this continues way longer

15:44than just the first few months.

15:46So over the very first few months,

15:50you build a lot of these cells,

15:52but then there is continuous building of new cell types

15:56all the way through birth.

15:58And then even postnatally,

16:00I don't know if you've ever heard of myelin.

16:03Myelin is this sort of insulation

16:06that is built around the cables of the neurons

16:09so that the electricity can go really fast from-

16:12- The axons, I guess they're called.

16:13- The axons, they're called axons, exactly.

16:15And so as human beings, we myelinate our cells

16:21postnatally.

16:24A kid, a six-year-old kid has barely started

16:28the process of making the mature oligodendrocytes,

16:31which are the cells that then eventually

16:33will wrap the axons into myelin.

16:36And this will continue, believe it or not,

16:38until we are about 25, 30 years old.

16:42So there is a continuous process of maturation

16:45and tweaking and additions,

16:46and also in response to what we do.

16:50- I remember taking AP Biology in high school,

16:53and in the textbook, it said that,

16:57I'm going by memory here,

16:58that scientists disagree on the purpose of myelin

17:01in the brain.

17:04Is that totally wrong?

17:06(both laughing)

17:07So I guess it speeds up the,

17:10okay, I might be wrong here,

17:13but I guess it speeds up the electricity

17:14traveling down the axon or something?

17:17- Yeah.

17:18That's the most sort of canonical,

17:20and definitely that's the case.

17:21So you have to imagine an axon,

17:24and you can think about it as a cable of some type

17:27with electricity going through.

17:29And what myelin does, by insulating the outside,

17:34I should say there are tracts of myelin

17:36and pieces of axons that are naked without myelin.

17:39And so by having the insulation,

17:41the electricity, instead of going straight through the cable,

17:43it will jump over a piece of myelin, right,

17:47to the next naked little piece and jump again.

17:49And therefore, that's the idea that you go faster.

17:52And it was always thought that in order to build

17:58a big brain, a big nervous system,

18:01in order to have a nervous system

18:04that can do very complex type of things,

18:06then you need a lot of myelin

18:07because you wanna go fast with this information

18:10from point A to point B.

18:13Well, a few years ago, maybe five years ago

18:17or so, we discovered that some of the most evolved,

18:20which means the newest type of neurons

18:23that we have as non-human primates, as human beings

18:26in the top of our cerebral cortex,

18:29which should be the neurons that do some

§03Transcript · 18:30–27:55

18:30of the most complex things that we do,

18:33well, those have axons that have very little myelin.

18:37- Wow.

18:38- And they have very interesting ways

18:42in which they put this myelin on their axons,

18:44you know, a little piece here,

18:45then a long track with no myelin, another chunk there,

18:48and some don't have myelin at all.

18:50So now you have to explain

18:53where we're going with evolution.

18:57And if you think about it,

18:59perhaps as an electrical engineer,

19:01when I looked at it, I initially thought,

19:05and I'm a developmental neurobiologist,

19:07I thought maybe this is what we see now,

19:10but if we give evolution another few million years,

19:14we'll see a lot of myelin on these neurons too.

19:16But I actually think now that that's instead

19:18the future of the brain. - Less myelin.

19:21- Less myelin might allow for more flexibility

19:24on what you do with your axons,

19:26and therefore more complicated

19:28and unpredictable type of functions,

19:32which is also a bit mind-blowing.

19:34- Well, so it seems like it's controlling

19:36the timing of the signal,

19:38so in the timing, you can encode a lot of information.

19:42- Yeah.

19:43- So the brain-

19:44- The timing, the chemistry of that little piece of axon,

19:48perhaps it's a dynamic process where the myelin can move.

19:52Now you see how many layers of variability you can add,

19:57and that's actually really good

19:58if you're trying to come up with a new function

20:02or a new capability or something unpredictable in a way.

20:06- So we're gonna jump around a little bit,

20:08but the old question of how much is nature

20:12and how much is nurture,

20:14in terms of this incredible thing

20:17after the development is over,

20:19we seem to be kind of somewhat smart, intelligent,

20:25cognition, consciousness, all of these things

20:28are just incredible ability to reason and so on, emerge.

20:32In your sense, how much is in the hardware, in the nature,

20:36and how much is in the nurture,

20:39is learned through with our parents,

20:41through interacting with the environment and so on?

20:42- It's really both, right?

20:43If you think about it,

20:45so we are born with a brain as babies

20:48that has most of his cells and most of his structures,

20:53and that will take a few years to grow,

20:57to add more, to be better,

21:00but really then we have this 20 years

21:04of interacting with the environment around us.

21:07And so what that brain that was so perfectly built

21:10or imperfectly built due to our genetic cues

21:15will then be used to incorporate the environment

21:20in its farther maturation and development.

21:22And so your experiences do shape your brain.

21:26I mean, we know that,

21:27like if you and I may have had a different childhood

21:31or a different, we have been going to different schools,

21:35we have been learning different things,

21:36and our brain is a little bit different because of that,

21:38we behave differently because of that.

21:41And so, especially postnatally,

21:44experience is extremely important.

21:46We are born with a plastic brain.

21:48What that means is a brain that is able to change

21:51in response to stimuli.

21:54They can be sensory.

21:56So perhaps some of the most illuminating studies

22:01that were done were studies

22:02in which the sensory organs were not working, right?

22:06Like if you are born with eyes that don't work,

22:09then your very brain, the piece of the brain

22:12that normally would process vision,

22:14the visual cortex, develops postnatally differently,

22:19and it might be used to do something different, right?

22:23So that's the most extreme.

22:25- The plasticity of the brain, I guess,

22:27is the magic hardware that it,

22:29and then its flexibility in all forms

22:32is what enables the learning postnatally.

22:36Can you talk about organoids?

22:39What are they? - Yes.

22:40- And how can you use them to help us understand the brain

22:44and the development of the brain?

22:45- This is very, very important.

22:47So the first thing I'd like to say,

22:49and please skip this in the video.

22:51(laughing)

22:52The first thing I'd like to say is that an organoid,

22:56a brain organoid, is not the same as a brain, okay?

23:00It's a fundamental distinction.

23:03It's a system, a cellular system,

23:08that one can develop in the culture dish,

23:12starting from stem cells,

23:14that will mimic some aspects

23:17of the development of the brain, but not all of it.

23:21They are very small.

23:23Maximum, they become about four to five millimeters

23:26in diameters.

23:27They are much simpler than our brain, of course,

23:33but yet they are the only system

23:36where we can literally watch a process

23:39of human brain development unfold.

23:42And by watch, I mean study it.

23:45Remember when I told you that we can't understand

23:47everything about development in our own brain

23:49by studying a mouse?

23:51Well, we can study the actual process of development

23:54of the human brain because it all happens in utero,

23:56so we will never have access to that process, ever.

24:00And therefore, this is our next best thing,

24:04like a bunch of stem cells that can be coaxed

24:08into starting a process of neural tube formation.

24:11Remember that tube that is made by the embryo, Leon?

24:14And from there, a lot of the cell types

24:17that are present within the brain,

24:20and you can simply watch it and study it,

24:24but you can also think about diseases

24:28where development of the brain

24:30does not proceed normally, right, properly.

24:34Think about neurodevelopmental diseases

24:35that are many, many different types.

24:38Think about autism spectrum disorders

24:40that are also many different types of autism.

24:42So there, you could take a stem cell,

24:45which really means either a sample of blood

24:47or a sample of skin from the patient,

24:50make a stem cell, and then with that stem cell,

24:54watch a process of formation of a brain organoid

24:57of that person, with that genetics,

25:00with that genetic code in it,

25:02and you can ask, what is this genetic code doing

25:05to some aspects of development of the brain?

25:08And for the first time, you may come to solutions

25:11like what cells are involved in autism, right?

25:15- So many questions around this.

25:17So if you take this human stem cell

25:20for that particular person with that genetic code,

25:23and you try to build an organoid,

25:26how often will it look similar?

25:28What's the-- - Yeah.

25:31- Yeah, so-- - Reproducibility.

25:33- Yes, or how much variability is the flip side of that.

25:36- Yeah, so there is much more variability

25:40in building organoids than there is in building brain.

25:44It's really true that the majority of us,

25:47when we are born as babies,

25:49our brains look a lot like each other.

25:52This is the magic that the embryo does,

25:54where it builds a brain in the context of a body,

25:57and there is very little variability there.

26:01There is disease, of course,

26:02but in general, a little variability.

26:03When you build an organoid,

26:05we don't have the full code for how this is done.

26:09And so in part, the organoid somewhat builds itself,

26:13because there are some structures of the brain

26:15that the cells know how to make.

26:17And another part comes from the investigator,

26:21the scientist, adding to the media factors

26:26that we know in the mouse, for example,

26:27would foster a certain step of development.

26:30But it's very limited.

26:33And so as a result,

26:36the kind of product you get in the end

26:38is much more reductionist,

26:39is much more simple than what you get in vivo.

26:42It mimics early events of development as of today,

26:46and it doesn't build very complex type of anatomy

26:49and structure, does not as of today.

26:51Which happens instead in vivo.

26:54And also the variability that you see

26:59one organoid to the next

27:01tends to be higher than when you compare

27:03an embryo to the next.

27:05- So, okay, then the next question is,

27:07how hard and maybe another flip side of that,

27:10expensive is it to go from one stem cell to an organoid?

27:14How many can you build in a life,

27:16'cause it sounds very complicated.

27:18- It's work, definitely, and it's money, definitely.

27:23But you can really grow

27:26a very high number of these organoids.

27:29You know, can go, perhaps,

27:31I told you the maximum they become

27:33about five millimeters in diameter.

27:34- Yeah, which is how many cells, sorry to ask.

27:35- So this is about the size of a tiny, tiny, you know,

27:39raisin. - Yeah.

27:40- Or perhaps the seed of an apple.

27:43And so you can grow 50 to 100 of those

27:47inside one big bioreactors,

27:50which are these flasks where the media

27:52provides nutrients for the organoids.

27:55So the problem is not to grow more or less of them.

§04Transcript · 28:00–36:36

28:00It's really to figure out how to grow them in a way

28:06that they are more and more reproducible,

28:08for example, organoid to organoid,

28:09so they can be used to study a biological process.

28:13Because if you have too much variability,

28:15then you never know if what you see

28:17is just an exception or really the rule.

28:19- So what does an organoid look like?

28:22Are there different neurons already emerging?

28:25Is there, you know, well, first,

28:27can you tell me what kind of neurons are there?

28:29- Yes.

28:30- Are they sort of all the same?

28:35Are they not all the same?

28:37Is, how much do we understand?

28:39And how much of that variance, if any,

28:43can exist in organoids?

28:45- Yes.

28:47So you could grow,

28:49I told you that the brain has different parts.

28:52So the cerebral cortex is on top,

28:54the top part of the brain,

28:56but there is another region called the striatum

28:57that is below the cortex and so on and so forth.

28:59All of these regions have different types of cells

29:03in the actual brain, okay?

29:05And so scientists have been able to grow organoids

29:08that may mimic some aspects of development

29:11of these different regions of the brain.

29:13And so we are very interested in the cerebral cortex.

29:16- That's the coolest part, right?

29:17- Very cool.

29:18(laughing)

29:19I agree with you.

29:20(laughing)

29:21- Sorry.

29:21- We wouldn't be here talking

29:22if we didn't have a cerebral cortex.

29:23It's also, I like to think,

29:25the part of the brain that really truly makes us human,

29:27the most evolved in recent evolution.

29:30And so in the attempt to make the cerebral cortex,

29:33and by figuring out a way to have these organoids

29:37continue to grow and develop for extended periods of times,

29:40much like it happens in the real embryo,

29:42months and months in culture,

29:44then you can see that many different types

29:48of neurons of the cortex appear.

29:50And at some point, also the astrocytes,

29:52so the glia cells of the cerebral cortex also appear.

29:57- What are these?

29:59- Astrocytes.

29:59- Astrocytes.

30:00- The astrocytes are not neurons,

30:02so they're not nerve cells,

30:03but they play very important roles.

30:06One important role is to support the neuron,

30:09but of course they have much more active type of roles

30:11that are very important, for example,

30:13to make the synapses,

30:14which are the point of contact and communication

30:17between two neurons.

30:18- So all that chemistry fun happens in the synapses

30:25happens because of these cells?

30:28Are they the medium in which--

30:29- Happens because of the interactions.

30:32Happens because you are making the cells,

30:34and they have certain properties,

30:36including the ability to make neurotransmitters,

30:40which are the chemicals that are secreted to the synapses,

30:43including the ability of making these axons grow

30:46with their growth cones and so on and so forth.

30:49And then you have other cells around it

30:51that release chemicals or touch the neurons

30:55or interact with them in different ways

30:57to really foster this perfect process

30:59in this case of synaptogenesis.

31:02And this does happen within organoids.

31:05- Oh, with organoids.

31:06So the mechanical and the chemical stuff happens.

31:09- The connectivity between neurons.

31:11This, in a way, is not surprising

31:13because scientists have been culturing neurons forever.

31:18And when you take a neuron, even a very young one,

31:20and you culture it,

31:21eventually finds another cell or another neuron to talk to,

31:25it will form a synapse.

31:27- Are we talking about mice neurons?

31:28Are we talking about human neurons?

31:29- It doesn't matter, both.

31:30- So you can culture a neuron, like a single neuron,

31:33and give it a little friend, and it starts interacting?

31:37- Yes.

31:38So neurons are able to,

31:40it sounds, it's more simple than what it may sound to you.

31:43Neurons have molecular properties and structural properties

31:48that allow them to really communicate with other cells.

31:51And so if you put not one neuron,

31:53but if you put several neurons together,

31:55chances are that they will form synapses with each other.

31:59- Okay, great.

32:01So an organoid is not a brain.

32:03- No.

32:04(both laughing)

32:06- But there's some, it's able to,

32:09especially what you're talking about,

32:10mimic some properties of the cerebral cortex, for example.

32:15So what can you understand about the brain

32:18by studying an organoid of a cerebral cortex?

32:21- I can literally study

32:23how all this incredible diversity of cell type,

32:26all these many, many different classes of cells,

32:29how are they made?

32:30How do they look like?

32:32What do they need to be made properly?

32:34And what goes wrong if now the genetics of that stem cell

32:39that I used to make the organoid

32:41came from a patient with a neurodevelopmental disease?

32:44Can I actually watch for the very first time

32:47what may have gone wrong years before in this kid

32:51when its own brain was being made?

32:53Think about that loop.

32:54In a way, it's a little tiny rudimentary window

32:59into the past, into the time when that brain in a kid

33:05that had this neurodevelopmental disease was being made.

33:08And I think that's unbelievably powerful

33:12because today we have no idea of what cell types,

33:16we barely know what brain regions

33:18are affected in these diseases.

33:20Now we have an experimental system

33:23that we can study in the lab,

33:25and we can ask, what are the cells affected?

33:28When during development things went wrong?

33:31What are the molecules

33:33among the many, many different molecules

33:35that control brain development?

33:36Which ones are the ones that really messed up here

33:39and we want perhaps to fix?

33:42And what is really the final product?

33:44Is it a less strong kind of circuit and brain?

33:48Is it a brain that lacks a cell type?

33:50Is it a, what is it?

33:51Because then we can think about treatment

33:54and care for these patients that is informed

33:59rather than just based on current diagnostics.

34:02- So how hard is it to detect

34:04through the developmental process?

34:06It's a super exciting tool

34:09to see how different conditions develop.

34:14How hard is it to detect that, wait a minute,

34:17this is abnormal development?

34:20- Yeah.

34:21- How much signal is there?

34:24How much of it is it a mess?

34:26- 'Cause things can go wrong at multiple levels, right?

34:29You could have a cell that is born and built

34:34but then doesn't work properly

34:36or a cell that is not even born

34:38or a cell that doesn't interact

34:39with other cells differently and so on and so forth.

34:42So today we have technology

34:44that we did not have even five years ago

34:47that allows us to look, for example,

34:49at the molecular picture of a cell,

34:52of a single cell in a sea of cells with high precision.

34:56And so that molecular information

34:58where you compare many, many single cells

35:01for the genes that they produce

35:03between a control individual

35:06and an individual with a neurodevelopmental disease,

35:10that may tell you what is different molecularly.

35:13Or you could see that some cells are not even made,

35:18for example, or that the process of maturation

35:20of the cells may be wrong.

35:22There are many different levels here

35:26and we can study the cells at the molecular level,

35:29but also we can use the organoids to ask questions

35:33about the properties of the neurons,

35:35the functional properties,

35:37how they communicate with each other,

35:38how they respond to a stimulus and so on and so forth.

35:41And we may get at abnormalities there, right?

35:46- Detect those.

35:47So how early is this work in a,

35:50maybe in the history of science?

35:54(laughing)

35:55- That's an easy question.

35:57- I mean, like, so if you were to,

35:59if you and I time travel a thousand years into the future,

36:04organoids seem to be,

36:06maybe I'm romanticizing the notion,

36:09but you're building not a brain,

36:12but something that has properties of a brain.

36:15So it feels like you might be getting close to,

36:19in the building process, to build this, to understand.

36:23So how far are we in this understanding

36:28process of development?

36:30- A thousand years from now, it's a long time from now.

36:34So if this planet is still gonna be here

36:36a thousand years from now.

§05Transcript · 36:38–46:14

36:38- So I mean, if, you know, like they write a book,

36:42obviously there'll be a chapter about you.

36:44- Let's write the science fiction book today.

36:47- Yeah, today.

36:48I mean, I guess where we really understood

36:50very little about the brain a century ago.

36:53I was a big fan in high school of reading Freud and so on.

36:57Still am of psychiatry.

36:58I would say we still understand very little

37:01about the functional aspect of just,

37:03but how in the history of understanding

37:07the biology of the brain, the development,

37:09how far are we along?

37:11- It's a very good question.

37:12And so this is just, of course, my opinion.

37:15I think that we did not have technology,

37:19even 10 years ago or 20, certainly not 20 years ago,

37:23to even think about experimentally investigating

37:27the development of the human brain.

37:30So we've done a lot of work in science

37:32to study the brain or many other organisms.

37:35Now we have some technologies which I'll spell out

37:39that allow us to actually look at the real thing

37:43and look at the brain, at the human brain.

37:45So what are these technologies?

37:46There has been huge progress in stem cell biology.

37:50The moment someone figured out how to turn a skin cell

37:54into an embryonic stem cell, basically,

37:57and that how that embryonic stem cell

38:00could begin a process of development again

38:02to, for example, make a brain,

38:04there was a huge advance.

38:06And in fact, there was a Nobel Prize for that.

38:08That started the field really of using stem cells

38:12to build organs.

38:14Now we can build on all the knowledge of development

38:17that we build over the many, many, many years

38:18to say, how do we make the stem cells

38:20now make more and more complex aspects of development

38:23of the human brain?

38:24So this field is young, the field of brain organoids,

38:28but it's moving faster.

38:30And it's moving fast in a very serious way

38:32that is rooted in labs with the right ethical framework

38:35and really building on solid science

38:40for what reality is and what is not.

38:43And, but it will go faster

38:46and it will be more and more powerful.

38:49We also have technology that allows us

38:51to basically study the properties of single cells

38:54across many, many millions of single cells,

38:59which we didn't have perhaps five years ago.

39:02So now with that, even an organoid

39:04that has millions of cells can be profiled in a way,

39:08looked at with very, very high resolution,

39:11the single cell level to really understand what is going on.

39:14And you could do it in multiple stages of development

39:17and you can build your hypothesis and so on and so forth.

39:20So it's not gonna be a thousand years.

39:22It's gonna be a shorter amount of time.

39:25And I see these as sort of an exponential growth

39:29of this field enabled by these technologies

39:33that we didn't have before.

39:34And so we're gonna see something transformative

39:36that we didn't see at all in the prior thousand years.

39:41- So I apologize for the crazy sci-fi questions,

39:44but the developmental process

39:47is fascinating to watch and study,

39:50but how far are we away from

39:53and maybe how difficult is it to build,

39:57not just an organoid, but a human brain?

39:59- Okay. - From a stem cell.

40:02- Yeah.

40:03First of all, that's not the goal

40:05for the majority of the serious scientists

40:07that work on this,

40:09because you don't have to build the whole human brain

40:14to make this model useful

40:16for understanding how the brain develops

40:17or understanding disease.

40:20You don't have to build the whole thing.

40:22- So let me just comment on that.

40:24It's fascinating.

40:25It shows to me the difference between you and I

40:29is you're actually trying to understand

40:31the beauty of the human brain

40:33and to use it to really help

40:35thousands or millions of people with disease and so on.

40:37Right.

40:38From an artificial intelligence perspective,

40:41we're trying to build systems that we can put in robots

40:45and try to create systems that have echoes

40:49of the intelligence about reasoning about the world,

40:52navigating the world.

40:53It's different objectives, I think.

40:55- Yeah, that's very much science fiction.

40:57- Science fiction.

40:58But we operate in science fiction a little bit.

41:00So on that point of building a brain,

41:03even though that is not the focus or interest

41:05perhaps of the community, how difficult is it?

41:08Is it truly science fiction at this point?

41:11- I think the field will progress, like I said,

41:13and that the system will be more and more complex in a way.

41:18But there are properties that emerge from the human brain

41:23that have to do with the mind,

41:25that may have to do with consciousness,

41:26may have to do with intelligence or whatever,

41:29that we really don't understand

41:31even how they can emerge from an actual real brain.

41:35And therefore we can now measure or study in an organoid.

41:39So I think that this field, many, many years from now,

41:43may lead to the building of better neural circuits

41:47that really are built out of understanding

41:50of how this process really works.

41:52And it's hard to predict how complex this really will be.

41:57I really don't think we're so far from,

42:00it makes me laugh really, it's really that far

42:02from building the human brain,

42:05but you're gonna be building something

42:07that is always a bad version of it,

42:11but that may have really powerful properties

42:14and might be able to respond to stimuli

42:18or be used in certain context.

42:21And this is why I really think

42:23that there is no other way to do this science,

42:25but within the right ethical framework,

42:28because where you're going with this is also,

42:30we can talk about science fiction and write that book

42:34and we could today,

42:36but this work happens in a specific ethical framework

42:41that we don't decide just as scientists,

42:43but also as a society.

42:44- So the ethical framework here is a fascinating one,

42:48is a complicated one.

42:49- Yes.

42:51- Do you have a sense, a grasp

42:53of how we think about ethically of building organoids

42:58from human stem cells to understand the brain?

43:04It seems like a tool for helping

43:07potentially millions of people cure diseases

43:11or at least start the cure by understanding it,

43:14but is there more, is there gray areas

43:17that we have to think about ethically?

43:22- Absolutely, we must think about that.

43:25Every discussion about the ethics of this

43:29needs to be based on actual data

43:32from the models that we have today

43:34and from the ones that we will have tomorrow.

43:36So it's a continuous conversation,

43:37it's not something that you decide now.

43:39Today, there is no issue really,

43:42very simple models that clearly can help you in many ways

43:47without much think about,

43:49but tomorrow we need to have another conversation

43:52and so on and so forth.

43:53And so the way we do this is to actually

43:55really bring together constantly a group of people

43:58that are not only scientists, but also bioethicists,

44:01the lawyers, philosophers, psychologists,

44:04and so on and so forth,

44:06to decide as a society really,

44:10what we should and what we should not do.

44:15So that's the way to think about the ethics.

44:17Now, I also think though, that as a scientist,

44:21I have a moral responsibility.

44:23So if you think about how transformative it could be

44:28for understanding and curing a neuropsychiatric disease,

44:34to be able to actually watch and study

44:37and treat with drugs the very brain

44:40of the patient that you are trying to study.

44:43How transformative at this moment in time, this could be.

44:47We couldn't do it five years ago, we could do it now.

44:49Right?

44:50- Taking a stem cell of a particular patient.

44:52- Patient and make an organoid for a simple

44:56and different from the human brain,

44:58it still is his process of brain development

45:02with his or her genetics.

45:04And we could understand perhaps what is going wrong.

45:08Perhaps we could use as a platform, as a cellular platform

45:10to screen for drugs, to fix a process

45:13and so on and so forth, right?

45:15So we could do it now, we couldn't do it five years ago.

45:18Should we not do it?

45:20- What is the downside of doing it?

45:24- I don't see a downside at this very moment.

45:27- If we invited a lot of people,

45:30I'm sure there would be somebody who would argue against it.

45:33What would be the devil's advocate argument?

45:37- So it's exactly perhaps what you alluded at

45:42with your question, that you are making it,

45:47enabling some process of formation of the brain

45:51that could be misused at some point,

45:54or that could be showing properties

45:59that ethically we don't wanna see in a tissue.

46:03So today, I repeat, today, this is not an issue.

46:07And so you just gain dramatically from the science

46:11without because the system is so simple

46:14and so different in a way from the actual brain.

§06Transcript · 46:17–55:52

46:17But because it is the brain,

46:19we have an obligation to really consider all of this, right?

46:23And again, it's a balanced conversation

46:27where we should put disease and betterment of humanity

46:30also on that plate.

46:32- What do you think, at least historically,

46:35there was some politicization of embryonic stem cells

46:40or stem cell research.

46:45Do you still see that out there?

46:49Is that still a force that we have to think about,

46:53especially in this larger discourse

46:55that we're having about the role of science

46:57in at least American society?

47:00- Yeah, this is a very good question.

47:03It's very, very important.

47:04I see a very central role for scientists

47:08to inform decisions about what we should

47:12or should not do in society.

47:14And this is because the scientists

47:16have the firsthand look and understanding

47:20of really the work that they are doing.

47:23And again, this varies

47:25depending on what we're talking about here.

47:27So now we're talking about brain organoids.

47:30I think that the scientists need to be part

47:33of that conversation about what is,

47:36will be allowed in the future

47:37or not allowed in the future to do with the system.

47:40And I think that is very, very important

47:43because they bring reality of data to the conversation.

47:47And so they should have a voice.

47:51- So data should have a voice.

47:53- Data needs to have a voice because not only data,

47:57we should also be good at communicating

48:01with non-scientists the data.

48:04So there has been often time,

48:06there is a lot of discussion and excitement

48:11and fights about certain topics

48:16just because of the way they are described.

48:19I'll give you an example.

48:20If I called the same cellular system

48:23we just talked about a brain organoid,

48:27or if I called it a human mini brain,

48:30your reaction is gonna be very different to this.

48:34And so the way the systems are described,

48:37I mean, we and journalists alike need to be a bit careful

48:42that this debate is a real debate and informed by real data.

48:46That's all I'm asking.

48:47- And yeah, the language matters here.

48:49So I work on autonomous vehicles

48:51and there the use of language

48:53could drastically change the interpretation

48:56and the way people feel about

48:58what is the right way to proceed forward.

49:01You are, as I've seen from a presentation, you're a parent.

49:06I saw you show a couple of pictures of your son.

49:09Is it just the one?

49:11- Two.

49:12- Two. - Son and a daughter.

49:13- Son and a daughter.

49:14So what have you learned from the human brain

49:17by raising two of them?

49:20- More than I could ever learn in a lab.

49:22(laughs)

49:24What have I learned?

49:26I've learned that children really have

49:28these amazing plastic minds, right?

49:31That we have a responsibility to foster their growth

49:36in good, healthy ways that keep them curious,

49:40that keep some adventures,

49:42that doesn't raise them in fear of things.

49:45But also respecting who they are,

49:48which is in part coming from the genetics we talked about.

49:52My children are very different from each other

49:54despite the fact that they're the product

49:56of the same two parents.

49:57I also learned that what you do for them comes back to you.

50:04If you're a good parent, you're gonna,

50:07most of the time, have perhaps a decent kids at the end.

50:12- So what do you think, just a quick comment,

50:13what do you think is the source of that difference?

50:17That's often the surprising thing for parents.

50:20- Yeah.

50:21- Is that they can't believe that our kids,

50:25they're so different, yet they came from the same parents.

50:28- Well, they are genetically different.

50:29Even they came from the same two parents

50:31because the mixing of gametes,

50:33and we know this genetics,

50:35creates every time a genetically different individual

50:39which will have a specific mix of genes

50:43that is a different mix every time from the two parents.

50:46And so they're not twins, they are genetically different.

50:51- Even just that little bit of variation.

50:55'Cause you said really from a biological perspective,

50:58the brains look pretty similar.

51:00- Well, so let me clarify that.

51:02So the genetics you have, the genes that you have

51:05that play that beautiful orchestrated symphony

51:08of development, different genes

51:12will play it slightly differently.

51:13It's like playing the same piece of music,

51:16but with a different orchestra

51:17and a different director, right?

51:19The music will not come out,

51:21it will be still a piece by the same author,

51:25but it will come out differently

51:27if it's played by the high school orchestra

51:28instead of the-

51:29(laughing)

51:31Instead of La Scala in Milan.

51:33And so you are born superficially with the same brain.

51:39It has the same cell types,

51:41similar patterns of connectivity,

51:43but the properties of the cells

51:45and how the cells will then react to the environment

51:47as you experience your world

51:49will be also shaped by who genetically you are.

51:53Speaking just as a parent,

51:55this is not something that comes from my work.

51:56I think you can tell at birth

51:58that these kids are different,

52:01that they have a different personality in a way, right?

52:04So both is needed, the genetics

52:08as well as the nurturing afterwards.

52:10- So you are one human with a brain,

52:15sort of living through the whole mess of it,

52:17the human condition full of love,

52:19maybe fear, ultimately mortal.

52:23How has studying the brain changed the way you see yourself

52:27when you look in the mirror,

52:28when you think about your life,

52:30the fears, the love,

52:32when you see your own life, your own mortality?

52:34- Yeah, that's a very good question.

52:37It's almost impossible to dissociate sometime for me.

52:43Some of the things we do

52:45or some of the things that other people do from,

52:48oh, that's because that part of the brain

52:51is working in a certain way.

52:54Or thinking about a teenager,

52:58going through teenage years

53:01and being at times funny in the way they think.

53:04And impossible for me not to think

53:06it's because they're going through this period of time

53:09called critical period of plasticity

53:13where their synapses are being eliminated here and there

53:16and they're just confused.

53:17And so from that comes perhaps a different take

53:22on that behavior or maybe I can justify it scientifically

53:27in some sort of way.

53:30I also look at humanity in general

53:32and I am amazed by what we can do

53:37and the kind of ideas that we can come up with.

53:39And I cannot stop thinking about

53:42how the brain is continuing to evolve.

53:46I don't know if you do this,

53:47but I think about the next brain sometimes.

53:49Where are we going with this?

53:51Like what are the features of this brain

53:53that evolution is really playing with

53:57to get us in the future the new brain?

54:02It's not over, right?

54:04It's a work in progress.

54:07- So let me just a quick comment on that.

54:09Do you think there's a lot of fascination

54:14and hope for artificial intelligence

54:16of creating artificial brains?

54:17You said the next brain.

54:20When you imagine over a period of a thousand years,

54:23the evolution of the human brain,

54:25do you sometimes envisioning that future

54:28see an artificial one?

54:31Artificial intelligence as it is hoped by many,

54:34not hoped, thought by many people

54:36would be actually the next evolutionary step

54:39in the development of humans.

54:40- Yeah, I think in a way that will happen, right?

54:45It's almost like a part of the way we evolve.

54:48We evolve in the world that we created,

54:51that we interact with,

54:53that shape us as we grow up and so on and so forth.

54:56Sometime I think about something that may sound silly,

55:01but think about the use of cell phones.

55:04Part of me thinks that somehow in their brain

55:07there will be a region of the cortex

55:09that is attuned to that tool.

55:13And this comes from a lot of studies in modern organisms

55:18where really the cortex especially adapts

55:22to the kind of things you have to do.

55:24So if we need to move our fingers in a very specific way,

55:28we have a part of our cortex that allows us

55:30to do this kind of very precise movement.

55:33An owl that has to see very, very far away

55:37with big eyes, the visual cortex, very big.

55:39The brain attunes to your environment.

55:43So the brain will attune to the technologies

55:47that we will have and will be shaped by it.

55:51- So the cortex very well may be-

55:52- Will be shaped by it.

§07Transcript · 55:54–57:35

55:54- In artificial intelligence, it may merge with it,

55:57it may get an envelope it and adjust to it.

56:01- Even if it's not a merge of the kind of,

56:04oh, let's have a synthetic element together

56:06with a biological one.

56:08The very space around us, the fact, for example,

56:11think about we put on some goggles of virtual reality

56:15and we physically are surfing the ocean, right?

56:18Like I've done it and you have all these emotions

56:21that come to you.

56:22Your brain placed you in that reality

56:27and it was able to do it like that

56:29just by putting the goggles on.

56:31It didn't take thousands of years of adapting to this.

56:36The brain is plastic, so adapts to new technology.

56:39So you could do it from the outside

56:41by simply hijacking some sensory capacities that we have.

56:46So clearly over recent evolution,

56:51the cerebral cortex has been a part of the brain

56:54that has known the most evolution.

56:56So we have put a lot of chips on evolving this specific brain

57:01and the evolution of cortex is plasticity.

57:06It's this ability to change in response to things.

57:10So yes, they will integrate, that we want it or not.

57:13- Wow, there's no better way to end it.

57:17Paola, thank you so much for talking to me.

57:19- You're very welcome.

57:20- That was great. - This is very exciting.

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