Radiolab - The Ecstasy of an Open Brain
Episode Date: November 8, 2024As we grow up, there are little windows of time when we can learn very, very fast, and very, very deeply. Scientists call these moments, critical periods. Real, neurological, biological states when ou...r brain can soak up information like a sponge. Then, these windows of learning close. Locking us in to certain behaviors and skills for the rest of our lives. But … what if we could reopen them? Today, we consider a series of discoveries that are reshaping our understanding of when and how we can learn. And what that could mean for things like PTSD, brain disease, or strokes. And cuddle puddles. It’s a mind-bending discussion. Literally and figuratively.This is the second episode in an ongoing series hosted by Molly Webster, in conversation with scientists and science-y people, doing work at the furthest edges of what we know. You can find the first episode here. More to come! Special thanks to Gül Dölen, at the University of California, Berkeley, along with researcher Romain Nardou. Plus, Charles Philipp and David Herman.We have some exciting news! In the “Zoozve” episode, Radiolab named its first-ever quasi-moon, and now it's your turn! Radiolab has teamed up with The International Astronomical Union to launch a global naming contest for one of Earth’s quasi-moons. This is your chance to make your mark on the heavens. Vote on your favorites starting in November: https://radiolab.org/moonEPISODE CREDITS: Hosted by - Molly WebsterReported by - Molly WebsterProduced by -Sindhu Gnanasambandan with help from - Timmy Broderick and Molly WebsterOriginal music and sound design contributed by - Dylan Keefewith mixing help from - Jeremy BloomFact-checking by - Emily Kriegerand Edited by - Soren WheelerEPISODE CITATIONS:Science Articles -Gul’s 2019 paper: Oxytocin-dependent reopening of a social reward learning critical period with MDMA (https://zpr.io/wfQjeA6PGCBv) on the feel-good brain chemical oxytocin, and how it reopens social reward learning when combined with MDMA.Gul’s 2023 paper: Psychedelics reopen the social reward learning critical period (https://zpr.io/TKDKEwiLwGRN) on the role of psychedelics in social reward learning. Sign-up for our newsletter. It includes short essays, recommendations, and details about other ways to interact with the show. Sign up (https://radiolab.org/newsletter)!Radiolab is supported by listeners like you. Support Radiolab by becoming a member of The Lab (https://members.radiolab.org/) today.Follow our show on Instagram, Twitter and Facebook @radiolab, and share your thoughts with us by emailing radiolab@wnyc.org.Leadership support for Radiolab’s science programming is provided by the Gordon and Betty Moore Foundation, Science Sandbox, a Simons Foundation Initiative, and the John Templeton Foundation. Foundational support for Radiolab was provided by the Alfred P. Sloan Foundation.
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Hey, it's Lotthev here with a quick note. Today we have the second installment in the series where we just sort of let ourselves fall into a conversation between our own senior correspondent Molly Webster and a scientist who's working on the front edge
of something, if not exactly news,
something deeply and delightfully new.
So here we go.
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I don't know about you, but I found being a teenager and going into puberty very difficult.
I was bullied by the mean girls, the popular girls at school, and had to eat lunch by myself.
I remember having a tearful conversation with my mother, and she was like,
don't worry, it'll pass. You think that this is the whole world right now,
but in a few years, you'll be off in the bigger world, and you'll see that there are a lot more people,
and you'll fit in better, and you'll see that there are a lot more people and you'll
fit in better and it'll be fine.
I'm Molly Webster.
This is Radiolab and that was Ghoul Dolan, a neuroscientist and former teen.
But unlike maybe the rest of us, teens ghouls very familiar teenage struggle
would end up at the center of her scientific work and lead to new ways of seeing the
Moments in our lives when our most basic habits and behaviors emerge
And then get locked in and
It all starts with something called critical periods. Okay.
So for like us, you know, Yokel's over here, like what is a critical learning
period? Yeah. So critical periods are windows of time when the brain is
especially sensitive to its environment and it can learn really well and really strong from that environment.
Probably the best way to understand that is to think about the first critical period that was described.
I think a lot of people have heard of it. It's imprinting behavior in geese.
So this is-
So cute. We did an episode on it at one point.
So, yeah. So Conrad Lorenz, what he noticed is that within 48 hours of hatching,
a little geese will... goose... well, gosling?
I don't know.
Goss... goose... I don't know.
Anyway, geese will form a long-lasting attachment
to whatever is moving around in their immediate environment.
And so, typically, this is their mom,
but if the mom isn't there, it could be another mom,
or if it's, you know, Conrad Lorenz,
it could be a scientist.
But then after that 48-hour time window is over,
they can be exposed to all kinds of things
in their environment, and they won't form
that lasting attachment.
So that little window of time where they're so sensitive to their environment and
they can form this lifelong attachment is what he coined the phrase critical period.
And when was that discovered?
So that was in, I think, 1935.
And then since 1935, we've discovered dozens of other critical periods.
Wow.
There's critical periods for language, There's critical periods for language,
there's critical periods for vision,
there's critical periods for touch, for motor learning.
There's critical periods basically for everything
that the brain has to learn that isn't encoded in your genes.
And do we associate those critical periods
with being a baby?
Yes. Mostly, it, not just babies.
There are different windows depending on what you're trying to learn at the time.
So, Vision, the critical period peaks around three or four years old.
By five or six, it's closed.
Language stays open probably six, seven, eight, and then it's closed.
Motor learning is a little bit longer
because you're still learning a lot of motor things
pretty far along.
And then, you know.
Neuroscience often makes me feel like
I just started falling behind at like three months old
because you're just like, oh, that window closed
and that window closed and that window closed.
I'm like, I'd like to think I'm 40
and the world is still my oyster.
Right.
But perhaps not.
Yeah, well, I mean, I definitely,
when I've talked about this with some people,
they get a little offended
because they're like, what do you mean?
I'm open-minded, I'm open-minded and I'm 40.
And it's like, yeah, you're open-minded,
but you're not a sponge the way that a child is a sponge, right?
Like, if you've ever watched a kid try and get out the door on a snow day, it's brutal,
you know?
Like, they are noticing everything.
It's like, shoes, what shoes?
Look at this dust bunny, you know?
Every single leaf is like a magical kingdom full of possibility, and they're just noticing
it all. And so they need to close because it's not very adaptive
to be always in that open, vulnerable state forever.
And if you're trying to make your way through a saber toothed tiger infested
area, it's probably better to be a habit based, efficient.
And you're like, look at the flower're like, oh, look at the flower.
Oh, look at the butterfly.
I love your tooth, it's awesome.
But the ability to reopen critical periods has been something that neuroscience has been
looking for for almost 100 years because we realized that the reason that we're so bad at curing diseases of the brain is
because by the time we get around to fixing the underlying problem, the relevant critical
periods have all closed.
Wow, this is like creating such a feeling of urgency in me.
Yeah.
So critical periods are great for learning and learning fast.
They make us super spongy and absorbent to the world around us.
But the fact that they close makes it hard to relearn something we've lost or to unlearn
something that's getting in our way.
But Gould, in her first lab at Johns Hopkins University,
actually uncovered a whole new way of thinking about that problem. And weirdly, it all comes
down to peer pressure.
My postdoc, who had studied very early brain development, was really interested in studying, you know, how social behavior
changes over maturation. And he was like, what if critical periods is the basis of this
change in peer pressure behavior in juveniles versus adults? And at first I was like, that's
kind of a boring project.
Really?
And he was like, no, no, I really want to do this development thing. And then I was like, that's kind of a boring project. Really? And he was like, no, no, I really want to do this development thing.
And then I was like, well, you know,
I do remember being bullied as a teenager.
Maybe there's something here.
You were peer pressured into peer pressure.
Yeah, basically.
Yeah, I mean, it was just to take it back a second.
I mean, part of the reason that I think I've gone back and
tried to interpret, why did I struggle so much with fitting in when I was in middle
school?
And, you know, if I really think about it, it's because when I was younger, I was so
obsessed with being in the right in-group and knowing the exact right shade of acid
wash jeans that cool kids were wearing. And I had this idea that maybe we
care so much more about who's in our social group and our social environment because we're
learning from our social environment much more when we're younger than when we're older.
And so that was sort of my own personal intuition about why there might be such a thing as a
critical period for social rewarded learning.
But of course, in the human literature, they can't do a comprehensive study of one type
of social behavior across 15 different ages, looking at hundreds of people at each age, it would cost way too
much money. But I knew that we could do that kind of experiment in mice.
So, Goul and her team, they get a bunch of mice at all different ages and they observe them very, very closely. And she basically confirms sort of what we see anecdotally in humans that teen mice pay
attention to their friends more.
They learn from their friends more.
But then they opened the tiny mouse brains and what they saw is that mice just like humans have oxytocin, this sort
of feel-good chemical that's released when we're around friends or loved ones
and they saw that the neurons in the teen mouse brains were more susceptible
and sensitive to oxytocin and so it seemed like, oh, this is a biological, neurological critical period.
And then right away we were like, okay, we need to figure out a way to reopen it.
Wait, they reopen?
Yes.
And that's interesting because one of the earliest ways that people figured out that
you could reopen critical periods was deprivation.
So visual deprivation, for example,
can reopen visual critical periods.
Auditory deprivation can reopen.
Auditory critical periods, sensory deprivation
can reopen touch critical periods.
It's just not a very clinically useful way of doing it, right?
It's just not.
Yeah, I was like, how long do I have to be deprived? Molly's over here looking at her calendar,
like, what do I want to fix?
Yeah, and so we were looking around
for different ways to reopen it,
and we knew that MDMA was a psychedelic drug
that was special and different from most other psychedelics
because it had this ability to induce prosocial behavior.
You know, kids were taking these drugs and going to raves
and doing, you know, 60-person cuddle-puddles,
but also that...
Love a cuddle-puddle.
Yeah, I mean, it is, it's a very powerful,
powerful drug, and it does have these very profound effects on people.
So then we thought, well, if MDMA is able to induce a massive release of oxytocin,
which there was some evidence from other labs showing that, we thought maybe this
would be a really cool way to reopen this critical period by triggering this massive
oxytocin release that can prepare the neuron to learn
from its social environment again.
So they go back to the lab, back to the mice, who this time are going to go on a little
trip.
In this experiment, we were giving the MDMA and then waiting for two days. So they're no
longer actively tripping, they're no longer actively cuddle-puddling or doing
anything like that.
Would you like peek in with like a secret telescope to see what their behavior was
like in those two days?
No, we could have, but we didn't. I don't know if you've seen people on psychedelics
But unless there's a DJ, you know, they can look very boring on the outside, right?
I mean, I'm not sure maybe the mouse got acid-wash jeans or something.
No, so it wasn't like that. Basically what happened was is that then they had a
How much do you care about social interaction quiz
essentially. Like we tested them on can you learn from your social group again. So we
say okay here's two new types of bedding and we want you to tell us which one you like
better by how much time you spend on them. And when we did that test, these were adult animals,
but the ones that had gotten MDMA two days later
when they go into the bedding, it's like,
oh, I like this bedding because I remember
that all my buddies like this bedding
and that's where I found my buddies is on this bedding.
So I like this bedding, not this other bedding, right?
When they received the MDMA in a social context with their friends,
suddenly they all cared, right?
Like they suddenly, they were learning from their social environment again,
as if they were teenagers.
And what Gwul and her team saw is that the adult brains on MDMA,
they actually went back
to that sensitive, teenage-like brain state.
So can I tell you what we were wrong about there?
I don't know if I told you this right.
Oh my God, sure.
Yeah.
So at the end of that paper in 2019, we were like, okay, great.
We understand this now. It's because MDMA is pro-social.
But we also knew that MDMA belonged to this larger group
of compounds that are all psychedelic, right?
And so I was like, let's just test it with LSD.
And suddenly, all of the animals who had received LSD were also doing social reward learning
like they were juveniles again.
And I was like, okay, this is weird.
I don't understand why this is because, you know, nobody's doing LSD and then, you know,
doing a 30-person cuddle-puddle.
You know, people who do LSD don't have this, like, acute prosocial effect that MDMA has, right?
So that's strange.
Let's test a couple of others in case.
So then we did it with psilocybin and we got the same thing.
And then we were like, okay, well, what about ketamine?
And it did it.
And basically, all of the psychedelics are doing it.
Like the fact that it's a drug that induces social behavior is not why you're seeing social results.
It's about the class of drugs of psychedelics.
That's right. That's right. It's the psychedelics part of it,
not the pro-social effects of MDMA that make it able to reopen this critical period. When I first started working on psychedelics, so this was about ten years ago,
the fad was, look, everything cool that psychedelics do,
you really have to study in a human.
There's no way that you're ever gonna be able to get at that mystical experience
that what is a mouse seeing God even look like.
You know, you're just not gonna be able to, you're just never gonna be able to get to the heart of the cool stuff
if you study it in animals.
And I think that this critical period explanation is the first one where we can
really challenge that worldview. And what I think is that this seeing God, this mystical
experience is really just what it's like a dude tripping in a corner is in a way having the same
experience as like a wide-eyed baby soaking up their world or a teenager who cares so much about
what everyone else thinks of them. And it's not just that they're experiencing in the same way,
it's that there's an underlying deep biological
mechanism that's being shared in all of those situations.
And if you can tap into that mechanism, there are some very real world practical things
that you might be able to do, which we'll get into right after this break.
I'm Molly Webster.
This is Radiolab.
We are back in the saddle with neuroscientist Gull Dolan.
She's been telling us about how psychedelics can reopen critical periods in the brain.
And where it goes from here, in a way, just gets more practical because I think we've
all been hearing about studies in which psychedelics are curing various afflictions.
So like MDMA is helping with PTSD or psilocybin, aka magic mushrooms, can help with depression.
And Gould says that she thinks her study, the one that she did with mice, that it might
be able to provide a clue about
how those treatments are doing what they do.
If we gave MDMA in a social context, then it was able to reopen the critical period.
But not if we gave MDMA in an isolation context.
So in the case where they were by themselves having MDMA,
they did not reopen their social critical period.
Context matters, right?
It's not like people are going to Burning Man and
just having a dance party and coming back cured of their PTSD.
It's the right, if you give MDMA in the right context.
So if you pair MDMA with therapy,
then you get these remarkable results.
That's very interesting that in a way,
it's not the psychedelic.
The presence of the psychedelic
is allowing something else in the brain,
like an experience or whatever, to have an action.
So let me just unpack that in two different ways,
because I do think that this is, to me, where the crux of the debate right now is.
I think there's sort of... I mentioned...
Who knew? I'm settling in, okay.
Yeah, settling. So the crux of the debate seems to be, you know,
what I call the biochemical imbalance model of
psychiatric illness and the learning model.
And so the biochemical imbalance model, it basically says,
if you are depressed, it's because of a biochemical imbalance in serotonin.
And all we have to do to make you undepressed is restore that balance, right?
The problem is that that approach has only provided symptomatic cures, right?
So people who are on SSRIs, you know, when they come off of them, they go back to being
depressed. People who are on wellbutrin, when they go off of wellbutrin, they go back to
smoking. And people who follow that model find that to be an acceptable solution.
But the psychedelics, they have these remarkable results where people, instead of taking,
you know, one a day for years and years and years, the MDMA-assisted psychotherapy trials, it's three pills total.
And those no longer adaptive habits become available for
relearning, for updating to the current circumstances.
And six months later, the underlying condition is resolved.
So what people describe with psychedelics is it's like it was 20 years of therapy in
one day.
And I think that our critical period idea really provides an explanation.
It's not just that something is happening at the receptor level that is rebalancing
a biochemical imbalance.
It's that that thing that's happening is enabling a reconfiguration of all of the synapses that are
relevant to the trauma. And that is the cure. It's the reconfiguring that's the cure. It's
the learning that's the cure.
Gould says that when you use a psychedelic in the right context, it actually opens up
the brain at a cellular level so that the neurons can reorganize themselves.
And in that reorganization, they can create new patterns and new pathways that allow for
learning and maybe even healing.
So really what these drugs do is create a window of opportunity.
How long was that period seemingly open for?
This is probably the coolest part of this paper. There's this proportionality between the duration of the acute subjective effects of the psychedelics
in humans.
And-
AKA the trip.
The trip, right.
The length of the trip.
The length of the trip is proportional, the length of the trip in humans is proportional
to the duration of the open state that we can induce of this
social critical period in mice. So for example, ketamine keeps the critical
period open for, you know, two days and then, you know, by a week it's closed.
Psilocybin and MDMA keep it open for two weeks and then closed by three weeks.
LSD keeps it open for three weeks, closed by four weeks.
And then there's sort of a rock star psychedelic,
which most people haven't heard of, called Ibogaine.
And that, the trip lasts anywhere from 36 to 72 hours.
Wow, okay.
And Ibogaine reopens the critical period
for at least four weeks,
and we haven't tested the closure.
We haven't found the time that it takes to close.
Because everyone had to go home for dinner.
And you're like, we can't test this anymore.
I mean, it's just sort of interesting
because you think even four days,
four days, two weeks, more than a month,
like, are you just in those moments
like vulnerable to everything?
Are you, like, it just feels like the next couple of weeks, like, solidly matter.
Yes, solidly matter and solidly vulnerable.
So it's possibly a mistherapeutic opportunity, but it's also possibly a time when we
could do great harm to people because they're suggestible, they're sort of vulnerable to information
coming in the way that children are.
And then we've kind of thrown them back into their lives and possibly re-exposed them to
whoever's been traumatizing them and that we could potentially lock in some really bad things.
It's funny, yeah, I think about, I mean, recreational psychedelics use. People are doing
it all the time, at least in my world. And now I just want to be like, okay, for the next two weeks,
if you could, you know, be careful, or maybe go if you go take a yoga class, if you really want to
learn that technique or something, I don't know, it's just there is the vulnerability part of it feels,
and vulnerability has such a negative connotation, but I do think it goes both ways of like,
it's just you're vulnerable, you're malleable, you're open.
That feels like a double-edged sword.
Yep.
To me, these drugs are extremely powerful medicines,
and we need to treat them with respect.
I really feel like if you see these drugs
as powerful ways to restore that childlike sense
of wonder and vulnerability, in the two weeks after you do a psychedelic, you childlike sense of wonder and vulnerability.
In the two weeks after you do a psychedelic,
you should take care of yourself like you're four, right?
Like, don't expose yourself to anything that you wouldn't take your four-year-old to.
Hm. The the
the
the
the
the
the
the the You know, from my point of view, as a neuroscientist, maybe these psychedelics are master keys
for unlocking all kinds of critical periods.
What a crazy phrase.
Master key.
Yeah, right.
All we have to do to change which critical period gets reopened is change the context.
So if you want to reopen a social critical period, you give it in a social context.
If you want to open it in a motor critical period, you give it in a motor context, right?
So maybe the rave is a great way to open a motor context critical period,
but not necessarily an inner directed PTSD kind of critical period.
Wow, okay.
But you know, when I first started talking about this Master Key's idea,
people were just like rolling their eyes.
Oh, really?
Yeah, oh, for sure. That your critical period is just a baby critical period.
It's not like the serious, hardcore critical periods
that matter clinically.
You know, you're just, it's just easy to open
because it's, the door isn't closed that hard on that one.
Anyway, it's more-
Because it's like social, where mammals are social.
Yeah, and we still care about social.
It's just, you know, social.
It's an emotion.
What's like the hardcore critical period that would?
So the hardcore one is vision.
And since we first started making the case that psychedelics are reopening
this critical period, there have been a couple of other papers from other labs
showing that actually they can reopen.
Well, ketamine is the one that people have looked at, but I think there's now another
paper out about LSD suggesting that they can reopen ocular dominance critical periods.
So the visual critical period can also be reopened.
But the most hardcore one is motor, right?
So movement.
And this is the one that matters for stroke. And just so you know, reopening this motor critical period after stroke has
been a goal of clinicians, and it's kind of where good ideas go to die, right?
Like, people have been trying to do this for stroke for a long time because roughly a million Americans a year get a stroke and half of
them are debilitated for life afterwards, right?
It's just horrible.
500,000 people a year are debilitated in the United States.
And stroke is, you know, much more common in other countries.
So it's a worldwide massive burden.
And just real quick, why is motor neuron like the top of the mountain for
critical periods?
I mean, we don't really understand how it happens.
But basically, what we think is that when the stroke happens,
the brain region that is encoding,
let's say it's a hand movement,
that those neurons that are encoding that hand movement die.
And neurons in the motor cortex are not able to regenerate.
So once they're gone, they're gone.
And so what we think has to happen in order to recover from a motor injury is that the nearby neurons that are encoding, say, the arm or the elbow or the upper arm, those neurons have to get repurposed and have to learn how to do finger, even though they're normally doing elbow.
That's a hard thing because they've got a job already.
And they've been doing that job for 70 years potentially.
That's right. That's right.
And so that's why we think it's so hard.
And right after a stroke,
if you want to reopen the critical period again,
so far the best way to do that is to give another stroke, if you want to reopen the critical period again, so far the best way to do that
is to give another stroke, which is not clinically useful, right?
Like nobody wants to cure stroke by getting another stroke.
So the main thing that Gould's team is focused on right now is designing a clinical trial
for stroke patients.
What they know is that generally after a stroke, the critical learning window is open for about
two to three months.
And then it closes.
So we think that after they've done as much as they can during that two months, three
months after the stroke with the physical therapy, but they haven't recovered full
motion yet.
We can give them psychedelics and keep it open a little bit longer.
Keep the PT going.
Keep it going.
Actually though, in the first version of this trial,
what we're gonna do is we're gonna take people who had a stroke over a year ago.
So their critical period is closed out.
Hard and fast shut.
Hard closed.
And then we're going to try and reopen in those people
and see what happens to their ability to pair that psychedelic
with physical therapy this time instead of psychotherapy.
Say your trial works.
That you see that if you have a stroke and I give you MDMA and
for two weeks we do stuff and you can gain
motor neurons skills back, that's great, but
imagine
that you don't gain all your skills back. So then you're like, okay, well, I'm gonna do MDMA again,
keep the window open for two weeks so I get a month out of this, right? Two doses, I get a month where I'm going to do MDMA again, keep the window open for two weeks, so I get a
month out of this, right?
Two doses, I get a month where I'm open.
I'm wondering is if you hit a point where the MDMA, your brain's like used to it.
There is evidence that there is only so many times that you can take these psychedelics
before they stop working in this way.
There's evidence, you know, anecdotally from recreational users who estimate that you've
got about 20 or 30 really big MDMA trips and then you're done and it loses its magic after
that.
Yeah, it's like, makes me think that, you know, depending on how your stroke stuff comes
out, that I want everyone to save at least one MDMA trip for themselves, you know, for
when they're older.
Right, right, yeah, I agree.
I'm hopeful, I mean, we don't know, this is really, I'm speculating now. But if this is the case, maybe you use up all of your MDMA slots,
but you've never done ibogaine.
And so you can still have an ibogaine in reserve
that you could tap into to reopen.
But this remains to be seen.
I sort of want to run out of here, and I'm not sure if I want to do MDMA with a therapist
or if I just want to do MDMA and cuddle with people for two weeks, you know, or if I just
don't want to do MDMA at all.
Like maybe go hide in the cave for a while.
Yeah, totally.
I don't know. For me personally, the thing that I'm most excited about is, you know, if we're right
about this master key business, then what it means is that there's a lot of other diseases
that psychedelics are not being explored for that really we should be thinking about, right? So as a whole new avenue that will have implications for
people with cochlear implants, people with traumatic brain injury,
all kinds of other diseases that really right now we just don't have any therapy for. This episode was reported by me, Molly Webster.
It was produced by the amazing Sindhu Nanasambindhan.
There was production help from me and Timmy Broderick.
And fact checking was by Emily Krieger.
I want to give a huge thank you shout out to Gull Dolan, who is now at the University
of California, Berkeley, and talked to me multiple, multiple times.
Special thanks also go to Charles Philip and David Herman.
And a special shout out to Ramon Nardu,
who is in the lab of Gould-Dolan,
is the post-doc we referenced earlier in the piece,
the one who said, you know, let's study peer pressure.
Finally, if you want that spongy brain juice,
you should check out our newsletter.
It's got content, extra content, insider content, fun pictures, staff recs.
You can go to radiolab.org slash newsletter and sign up or check out the link on the show
notes.
That's the show folks.
I'm Molly Webster.
This is Radiolab.
Catch ya later.
Hi, I'm David and I'm from Baltimore, Maryland. Radiolab was created by Jad Abumrad and is edited by Soren Wheeler.
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Alex Neeson, Sara Khari, Sarah Sandback, Ariane Whack, Pat Walters, and Molly Webster.
Our fact checkers are Diane Kelly, Emily Krieger, and Natalie Middleton.
Hi, this is Ellie from Cleveland, Ohio.
Leadership support for Radiolab Science Programming is provided by the Gordon and Betty Moore
Foundation, Science Sandbox, Assignment Foundation Initiative,
and the John Templeton Foundation.
Foundational support for Radiolab
was provided by the Alfred P. Sloan Foundation.