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This file was generated by Descript 

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Judith: Welcome to Berry's In the
Interim podcast, where we explore the

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cutting edge of innovative clinical
trial design for the pharmaceutical and

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medical industries, and so much more.

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Let's dive in.

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Scott Berry: All right.

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Welcome everybody.

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Back to in the interim, I'm Scott
Berry and I'm joined today by my common

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partner in crime here, Kurt Veley.

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Dr.

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Kurt Veley, welcome
back to In the Interim.

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Kert Viele: Thanks, Scott.

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Scott Berry: Boy, you're showing up
enough here on the interim, you probably

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don't have a whole lot of alpha left.

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Kert Viele: I don't, and I'm old too.

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I've done a lot of trials.

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Who knows?

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That's why we gotta hire
new people more alpha.

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Scott Berry: yeah.

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Okay.

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That's not our topic for today, but
that is, people get a sense of what

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our sense of humor is around here.

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in the interim, our topic today may
sound dry, but it from its guidance

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documents, and it's specifically the ICH
E20 draft guidance on adaptive designs.

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so my wife Tammy, listens to all of these.

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she's the one that
listens to all of these.

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And so we, we have people
like Tammy, who's brilliant.

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but she doesn't live this every day.

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So what is the ICH E20 the
International Council for Harmonization.

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That's the ICH of technical requirements
for pharmaceuticals, for human use.

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Kert Viele: That did make it
really exciting right there,

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Scott Berry: yeah.

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Yes it did.

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Yes it did.

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So and the key word of this,
I think is harmonization.

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And it talks about its mission statement,
is bringing together regulatory

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authorities and pharmaceutical industry
to discuss scientifical, scientific and

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technical aspects of drug registration.

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And this is really, can they come
to a harmonization a, an agreement

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on guidelines for clinical trials
interacting with regulators.

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And an important thing to think
about this is harmonization across

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regulatory agencies, global.

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EMA, PMDA FDA global countries.

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And so for something to show up
here, it's largely agreed upon

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globally about these guidances.

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what to add about ICH, the
importance of this to some extent.

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Kert Viele: So I, you know, I think the.

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The important part here is that
this is used for potential sponsors,

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people who are designing trials.

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This is a, essentially a document
which is saying, this is, okay,

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this is mildly controversial.

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This may be more controversial.

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nothing in here says you
can or can't do anything.

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but it's certainly giving.

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Here's the kind of issues we worry about.

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It provides a structure for
how to talk to regulators.

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This is essentially it.

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It sets up the playing field and
essentially says, these are the kind

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of things that are always in bounds.

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These are the things that are,
you're gonna need more discussion.

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All of this is vital in when people
first walk into the, I know I

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have a trial, what should I do?

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This kind of documents where it
says, you know, here's my options.

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This is the set, the field I can play in.

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Scott Berry: Okay.

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And it says, harmonization is
achieved through the development of

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ICH guidelines via our process of
scientific consensus with regulatory and

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industry experts working side by side.

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So in, where is this?

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In the process?

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They wanted to put out a guidance
document, an ICH guidance document

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on adaptive designs, something.

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Barry, you and I have been living
in this space of adaptive designs.

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Now the FDA has a guidance.

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regulatory agencies may have guidance,
and now this is an international

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harmonization of guidance, in the sense
this is draft and they're looking for.

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Feedback from the industry
on their draft guidance.

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So today we are going to dive into
what this guidance, this draft guidance

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says, the opinion from people who
live the life of adaptive designs.

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This is what we do and what our
viewpoints on this draft guidances.

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So that's the topic today.

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So Kert what's your overall
impression when you read this?

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and by, by the way, people can
go out and get access to this.

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You can read this.

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You should, if you're listening to
this podcast and you're not, Tammy,

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you should go read this draft guidance.

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Kert Viele: You should make
Tammy read the guidance.

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That should be a requirement.

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Scott Berry: Yeah.

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let me know if you're successful on that.

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yeah.

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okay.

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So the first time you read
it, what did you think?

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Kert Viele: alright, so this
is, first off, this is a

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really interesting place to be.

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'cause where we are is
the public comment period.

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So, you know, the natural thing to
do is immediately dive into issues.

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But, you know, I think the.

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The big picture is the first
place to start, and by and

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large, this is a great document.

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this is evidence, you know, a continuation
of the FDA, having adaptive guidance,

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the EMA, all of these other places.

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The fact that we've spent the last 20
years designing these trials, this is now

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something that all needs to be formalized.

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there's a wealth of experience, you
know, hundreds of adaptive trials

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out there, probably thousands.

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I haven't done any kind of census on this.

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but this is a document that
basically says adaptive trials are.

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Part of the armament, part of the
things that you're meant to be coming

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with us and we need to discuss.

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So this is all great.

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I think the document does a wonderful
job of laying out all the issues.

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all of the pros and
cons of adaptive design.

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it talks about various kinds
of designs, group sequentials,

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enrichment, seamless designs.

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it talks about platforms to some
degree, although there are other

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guidance documents on that.

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So this is a thorough, complete
document and I think everybody on the

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committee should be congratulated.

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So this is, you know, we're gonna
talk about our, you know, points

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where we disagree on occasion, but
by and large this is, you know,

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95%, you know, this is wonderful.

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Scott Berry: So 10 years ago, ICH was
silent on adaptive designs and, it doesn't

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mean we weren't doing them, but to some
extent it's not part of the harmonization.

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So I agree.

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The existence of this thing is great.

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and it says, and we will come
to each one of these, but

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Bayesian can be confirmatory.

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Simulation is important.

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Seamless can be confirmatory,
enrichment can be confirmatory.

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The, the, that, so that,
I mean, almost full stop.

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We can end the, we can end the podcast
and it says all of those things

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Kert Viele: Well, it, it says even more
than that 'cause it says how to do it.

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I mean, there's layouts.

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If you do simulation, here's
what needs to be in it.

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Here are the issues you need
to discuss with regulators.

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It's not, it limits the surprises
and de-risks the process for sponsors

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to adapt, adopt these methods.

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Scott Berry: Yep.

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Yeah.

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Okay.

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So let's go into, should we go
into the various pieces of this?

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within it, what was the, what
were potential, negatives?

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One of, one of the negatives for me when
reading it is a little bit of the tone.

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to it a little bit.

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And, a really good example is back
in 2010, the FDA came out with a

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draft guidance on adaptive designs,
and it was felt to be, challenging.

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And they came out with the phrase that
some designs are less well understood.

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And that phrase, that four word
phrase for some people was.

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Negative.

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Oh, it's less well understood.

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You can't do this.

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It's a struggle.

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It didn't bother me when I read that.

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let's make it understood.

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You know, that's part of our
job sort of thing, in it.

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So are there similar things here to
perhaps the tone of it in your read that

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could be construed to be similar to that?

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Less well understood.

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Kert Viele: So on the plus side,
I think there's less of that.

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I think they've, there some of
that lesson has been learned.

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maybe that lesson is now well understood
about how much a document influences.

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Practice indirectly.

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I think to me, in terms of the
language, issues, like things

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are very hard or impossible.

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you know, things that I know that we've
done and we've gotten accepted, I think

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are phrased as, oh, this is gonna be
incredibly difficult and we know it's not.

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So I think that would be valuable
to try to get rid of some of that

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and to more talk about the issues.

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Scott Berry: Yep.

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Okay.

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Alright, and the other really
important thing, I should

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touch on the existence of it.

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Is there anything this document
says you can't do when you're doing

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a design of an adaptive trial?

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Kert Viele: No, and I mean, we could
keep in mind that there's nothing

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anywhere that says, I mean, I know
more about the FDA's legal basis than

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other regulatory agencies, but there's
nothing in the law that says you have

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to be frequentist versus Bayesian.

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There's nothing in the
law that says 0.025.

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These are all, there are standards
that, you know, this is an easier

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path than others, but nowhere
does anything say no to anything.

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Scott Berry: Yep.

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which is a really important thing.

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We, I don't find this
restrictive of at all.

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I'm not going to be involved with
the design of a trial and alter

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it because of what this says.

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overall,

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Kert Viele: Yeah, I think this is
really about where are you on the

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adoption cycle for adaptive trials.

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If you're on the bleeding edge, this
document's probably irrelevant to you.

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It doesn't say no, you're gonna
stay on the bleeding edge.

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This document is an invitation for
people a little farther back to go.

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Adaptive designs are now stable
enough, acceptable enough that another

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group of people can hop on board.

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Scott Berry: Okay.

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So on the grand scheme, this is an
intangible summary from you of this

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particular document, the original
FDA draft guidance document, 2010, I

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think it was, I think generally was
perceived to be a lot of, caution.

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and generally.

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the people on the edge of
this doing adaptive designs.

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It wasn't gonna stop 'em, but it
didn't feel like an invitation.

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The current full adaptive design
guidance by the FDA is almost saying,

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you should be doing some of these things.

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Some of these things are better and
it's gonna supply better ways for us

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to make decisions on your treatments.

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It was almost kind of a kick
in the butt, if you will.

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So it was moving the swath of
people to saying, boy, we better

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know what's going on here.

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We better do this kind of thing.

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That maybe that's the sort of scale
of, it, it's very encouraging.

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You should be doing this.

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It's gonna, it's gonna change
the industry to caution and

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people are gonna use it as well.

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If you read this diet got document,
I don't think people want you

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to do this kind of thing, where
do you find this on that scale?

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Kert Viele: This is probably a
little closer to 2010, and, but it's

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also, you know, a few changes and it
moves closer to the other document.

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so this is all, this isn't substance.

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This is, as you've said, tone.

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so, you know, I think in terms
of, let's talk about, for

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example, a bias discussion.

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There's discussions of, oh, if
you do this or that, you could

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run into biased estimates and on.

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and all this is fair to be, I mean, I
certainly, unbiased I think is important.

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Quality of estimates is important.

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I'm not sure unbiased is.

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You know, the most important
thing in every setting.

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But this is a set, this is a
situation where, you know, you

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could have a tone where, oh, all
these horrible things might happen.

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But, you know, we respond to
FDA and EMA questions on this.

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We quantify what the bias is.

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It's not that much and
things are acceptable, or we

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need to make small changes.

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So this isn't, it's not a roadblock,
it's something to be aware of.

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Scott Berry: Yep.

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Yep.

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Okay.

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So let's sort of dive into
the various pieces of this.

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in terms of adaptive designs, it
goes through, different parts of,

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different kinds of adaptive trials.

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So, by the way, this does
make a reference that this is

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largely for confirmatory trials.

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So we should be thinking this late stage.

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There's one, one comment
in there that I do.

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really not like that.

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Says that this guidance is also relevant
for early trials, and I think there's

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a lot of places that's completely
misplaced, that this isn't really guidance

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and it doesn't make sense in that.

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But, so think about this as phase
three trials for registration of this.

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So it talks about seamless trials.

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What do you think about the discussion
it has about seamless trials?

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Kert Viele: So you gotta read
that two or three times I think.

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So the seamless trial discussion, it
talks about in some detailed trials

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that say, have two doses and you do
a dose selection and narrow it down.

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It doesn't talk about trials
where, you know, what we would

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consider the more general seamless.

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Where you're combining a phase two dose
finding and a phase three confirmatory

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trial where you've got lots of doses.

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and it, it has a couple really
negative statements in there.

00:14:03.725 --> 00:14:07.955
I think it says adaptive trial
shouldn't be a replacement for

00:14:08.060 --> 00:14:10.310
a proper dose finding trial.

00:14:10.750 --> 00:14:15.250
you know, I think this is one of my places
I really would like to see this changed.

00:14:15.620 --> 00:14:16.790
you know, a seamless trial.

00:14:17.370 --> 00:14:21.640
The fundamental advantage that we
see, and this goes back to, I should

00:14:21.640 --> 00:14:22.960
probably give the broader picture.

00:14:23.200 --> 00:14:27.340
If you separate these trials, what
companies will do is they'll spend

00:14:27.340 --> 00:14:31.120
a little bit of time in phase
two, so they can move to phase

00:14:31.120 --> 00:14:32.830
three as quickly as possible.

00:14:33.070 --> 00:14:36.400
When they do that, you're more
likely to get the wrong dose

00:14:36.820 --> 00:14:38.680
when it's a seamless trial.

00:14:39.010 --> 00:14:43.060
You actually spend more time in
phase two, you can do the math.

00:14:43.060 --> 00:14:46.690
You should spend more time in phase
two because you get to use the

00:14:46.690 --> 00:14:49.060
data, you make better decisions.

00:14:49.240 --> 00:14:53.410
So I would say a seamless two, three
trial, not always, we should have a

00:14:53.410 --> 00:14:59.980
discussion, but in many cases it's a
more proper dose ranging trial and gets

00:15:00.130 --> 00:15:02.020
the information that regulators want.

00:15:02.020 --> 00:15:04.210
It has more information
about what is the right dose.

00:15:05.390 --> 00:15:09.140
Scott Berry: Yeah, so they, there's
snuck in there some phrases that just

00:15:09.140 --> 00:15:14.450
feel sort of cautionary, like saying if
you do a seamless two three trial, you

00:15:14.450 --> 00:15:19.100
might have to do a proper dose ranging
trial as though that's not proper.

00:15:19.380 --> 00:15:21.870
so a few words like that go away.

00:15:22.185 --> 00:15:25.355
And it's overly, you can do
seamless two, three trials.

00:15:25.415 --> 00:15:29.495
And I agree that's the part where
in, in some sense it also says that

00:15:29.495 --> 00:15:34.865
the goal of adaptive designs is
to be more efficient and it almost

00:15:34.865 --> 00:15:37.535
sort of brings out this aspect that.

00:15:37.890 --> 00:15:40.380
It's not be, you're not
gonna get better answers.

00:15:40.380 --> 00:15:42.630
You're just going to do
it with less resources.

00:15:43.170 --> 00:15:47.010
And I think you gave a great
example of where you actually

00:15:47.010 --> 00:15:48.300
get better answers with this.

00:15:48.430 --> 00:15:51.340
I'll throw a trial out there where
I think this exactly happened.

00:15:51.340 --> 00:15:55.930
The Sepsis Act trial
was a trial in sepsis.

00:15:55.930 --> 00:15:57.340
Faring was the sponsor.

00:15:57.340 --> 00:15:59.290
They published a paper on the design.

00:15:59.740 --> 00:16:01.695
It was a seamless two three trial with.

00:16:02.035 --> 00:16:07.795
Four doses in phase two going to phase
three where it picks a single dose

00:16:08.455 --> 00:16:14.125
because the data in phase two was going
to be included in the final analysis,

00:16:14.125 --> 00:16:16.225
and that's what a seamless trial is.

00:16:16.435 --> 00:16:21.985
It moves from multiple doses to a single
dose, but you can use the data in the

00:16:21.985 --> 00:16:27.865
first part in the con confirmation because
that data was used in the confirmation.

00:16:27.865 --> 00:16:30.115
They made the phase two part larger.

00:16:31.275 --> 00:16:36.555
it's actually a trial that because it
was larger, it stopped for futility

00:16:36.555 --> 00:16:37.995
and didn't go to phase three.

00:16:39.015 --> 00:16:39.615
Interesting.

00:16:39.615 --> 00:16:43.275
If you go into the interim of where
that trial was and you go back

00:16:43.275 --> 00:16:46.605
to a small trial, they might have
run, they might have jumped and

00:16:46.605 --> 00:16:48.705
run a very large phase three trial.

00:16:49.230 --> 00:16:52.320
Inappropriately and failed
this large phase three trial.

00:16:52.350 --> 00:16:55.500
They got better answers by being
adaptive in that circumstance.

00:16:55.500 --> 00:16:59.460
This isn't, you know, it, there, there
are efficiencies, but that's a, that's

00:16:59.460 --> 00:17:04.050
an example of a trial where I think you
get better answers by being adaptive.

00:17:04.975 --> 00:17:06.305
Kert Viele: Well, in a
lot of trials like this.

00:17:06.605 --> 00:17:11.195
We go, Hey, if I do this one, if I
do this in a standard way, I can only

00:17:11.195 --> 00:17:14.465
explore three doses if those efficiencies.

00:17:14.465 --> 00:17:16.535
We don't always trade
them for sample size.

00:17:16.775 --> 00:17:20.645
We trade them to answer a more
complete question, explore five doses.

00:17:20.825 --> 00:17:21.930
Whatever you need to do here.

00:17:22.755 --> 00:17:23.115
Scott Berry: Yep.

00:17:23.235 --> 00:17:28.345
And if I have to do fixed randomization
and I add a dose, it linearly

00:17:28.345 --> 00:17:34.465
increases the size of the trial if I
do adaptations over there, seamless.

00:17:34.465 --> 00:17:35.575
Two three response.

00:17:35.575 --> 00:17:36.400
Adaptive randomization.

00:17:36.810 --> 00:17:38.460
I might explore more doses.

00:17:38.670 --> 00:17:43.350
And we have examples of that as
well where Eli Lilly did seven doses

00:17:43.350 --> 00:17:47.310
exploring Trulicity, where the original
design was three in a fixed trial.

00:17:47.310 --> 00:17:50.310
But because of response, adaptive
randomization, they could explore

00:17:50.310 --> 00:17:52.450
seven, within that circumstance.

00:17:52.450 --> 00:17:55.070
So, multiple examples of that.

00:17:55.170 --> 00:17:58.380
so I think it's a case where,
first of all, they talk about

00:17:58.380 --> 00:17:59.760
seamless being confirmatory.

00:17:59.760 --> 00:18:03.685
That's great, but there's a few hidden
adjectives we would love to see removed.

00:18:06.160 --> 00:18:06.760
Okay.

00:18:06.940 --> 00:18:09.250
what about Bayesian?

00:18:09.430 --> 00:18:12.130
Does it talk about
Bayesian in the guidance

00:18:13.370 --> 00:18:14.450
Kert Viele: so yes and no.

00:18:14.520 --> 00:18:16.860
so I, you know, I have strong
opinions about the Bayesian.

00:18:17.050 --> 00:18:18.580
I noticed you didn't lead with that.

00:18:18.830 --> 00:18:24.020
but anyway, so the Bayesian trial,
it is there, there's a section on it.

00:18:24.310 --> 00:18:29.170
there's a brief introduction to
Bays in general, defines it as

00:18:29.200 --> 00:18:34.060
basically updating data with a prior
and so on, and then it moves to.

00:18:34.655 --> 00:18:39.045
borrowing of external trial
data, which going back to the

00:18:39.045 --> 00:18:41.085
seamless trial, it's kind of odd.

00:18:41.425 --> 00:18:45.415
you know, if you say you can't do
seamless, you're saying you can't borrow

00:18:45.415 --> 00:18:49.945
in that context, but you could borrow
external data into your phase three

00:18:49.945 --> 00:18:54.445
trial, but you can't borrow from phase two
that was randomized in the same anyway.

00:18:54.445 --> 00:18:56.775
It's an odd, it doesn't flow right.

00:18:57.345 --> 00:19:00.570
So, but the Bayesian, I just,
one thing that's important to

00:19:00.570 --> 00:19:05.430
me when you get into borrowing
Bayesian is not equal to borrowing.

00:19:05.700 --> 00:19:08.640
There are lots of ways to be a
frequentist and do borrowing.

00:19:08.830 --> 00:19:12.610
we don't tend to do those, so I'm
not expert in them, but they exist.

00:19:12.915 --> 00:19:17.335
and they certainly do nice things,
Bayesians do borrowing, and there's

00:19:17.335 --> 00:19:22.225
lots to Bayesian that is not borrowing
and that's given short shrift there.

00:19:22.225 --> 00:19:25.795
I think there ought to be discussions
on hierarchical models for modeling

00:19:25.795 --> 00:19:30.325
subgroups, predictive probabilities
there, those kind of things.

00:19:30.325 --> 00:19:34.495
Should, Bayesian should not only
be informative priors, there

00:19:34.495 --> 00:19:35.905
are lots of other applications.

00:19:36.990 --> 00:19:37.230
Scott Berry: Yep.

00:19:37.500 --> 00:19:37.710
Yep.

00:19:38.080 --> 00:19:42.150
in that, so gen generally, when
you read that section, and by the

00:19:42.150 --> 00:19:46.590
way, that's done by others, a lot
of times people contact us and say,

00:19:46.590 --> 00:19:48.630
we want to do a Bayesian trial.

00:19:48.900 --> 00:19:53.970
And what they mean is an adaptive trial
in that it's not necessarily driven by.

00:19:54.325 --> 00:20:00.585
Bayesian statistical models, in that many
of them are, which is why that tying those

00:20:00.585 --> 00:20:03.095
things together happened and many times.

00:20:03.185 --> 00:20:08.915
I su, I suspect when people come
to the agencies about potentially

00:20:08.915 --> 00:20:12.305
borrowing, they're probably
bringing a Bayesian with them.

00:20:12.575 --> 00:20:15.995
And so there's ways in which
these things kind of get tied

00:20:15.995 --> 00:20:17.755
together, but agree completely.

00:20:17.945 --> 00:20:18.965
they're separate topics.

00:20:19.115 --> 00:20:23.075
Overall, what was your
view of their discussion?

00:20:23.075 --> 00:20:23.825
Of base?

00:20:24.685 --> 00:20:27.385
Kert Viele: so I thought with the
idea that it needs to be expanded for

00:20:27.385 --> 00:20:31.485
the bays part, the borrowing part I
liked, it has a reasonable discussion.

00:20:31.975 --> 00:20:33.835
Of what you need to worry about.

00:20:34.135 --> 00:20:40.045
I am not anti type one error, so I am
okay with the discussion of that as well.

00:20:40.045 --> 00:20:41.305
I think it ought to be there.

00:20:41.455 --> 00:20:42.955
I think there's a discussion.

00:20:43.195 --> 00:20:46.405
You know, when we go to the agency
with these trials, a lot of times

00:20:46.405 --> 00:20:47.965
we don't even argue the statistics.

00:20:47.965 --> 00:20:51.325
We argue is the data
we want to borrow from.

00:20:51.620 --> 00:20:54.650
Relevant, and that's
certainly in this document.

00:20:54.650 --> 00:20:57.675
So I think it says, you know,
here are the issues you ought to

00:20:57.675 --> 00:21:00.615
discuss, and these are the issues
that we've discussed in the past.

00:21:00.945 --> 00:21:04.005
And borrowing is sometimes
appropriate and sometimes not.

00:21:04.375 --> 00:21:07.805
Scott Berry: I thought it was, in some
ways I think it's relatively weak.

00:21:07.805 --> 00:21:09.245
There's not a lot there.

00:21:09.465 --> 00:21:10.125
that's not bad.

00:21:10.865 --> 00:21:16.985
in it, again, it's not restrictive in it,
it exists, and this is a harmonization.

00:21:16.985 --> 00:21:21.785
So some ways this is the factors that
largely agreed upon regulatory agencies

00:21:21.785 --> 00:21:24.095
globally is that Bess is confirmatory.

00:21:24.500 --> 00:21:29.250
I, I mean it's existence in that, that's
a really important thing in that, and

00:21:29.250 --> 00:21:36.390
it being not overly prescriptive I
think is actually pretty good in there.

00:21:36.870 --> 00:21:42.750
I thought it was opening, the
idea of borrowing is a very.

00:21:43.420 --> 00:21:47.170
A reasonable thing, and I think by the
way, forecasting forward, that's something

00:21:47.170 --> 00:21:49.240
that's gonna be done much more now.

00:21:49.240 --> 00:21:52.960
It's not always borrowing
things we already know about.

00:21:52.960 --> 00:21:58.720
Historically, it's a trial of four
baskets that I'm prospectively going

00:21:58.720 --> 00:22:04.480
into four subsets of disease and I
wanna borrow from one subset to another.

00:22:04.810 --> 00:22:09.780
I think this is pretty open to that
idea as a very reasonable thing to do.

00:22:10.110 --> 00:22:10.170
It.

00:22:11.280 --> 00:22:13.845
Kert Viele: So I read it as well,
and I think here's where it's

00:22:13.845 --> 00:22:15.660
worth a little bit more language.

00:22:16.020 --> 00:22:20.340
Because part of the language in
there on say, bias and estimation

00:22:20.820 --> 00:22:24.150
is a little bit at odds with bays.

00:22:24.510 --> 00:22:28.740
I mean, to me, working in adaptive
trials for the last 15 years or

00:22:28.770 --> 00:22:30.180
however it has been, 15 years.

00:22:30.180 --> 00:22:32.130
Oh, you're, anyway, it's been 15 years.

00:22:32.430 --> 00:22:36.740
The, But anyway, the greatest advantage
to bays when you're doing adaptive

00:22:36.740 --> 00:22:41.210
trials is the posterior distribution
is the posterior distribution.

00:22:41.600 --> 00:22:45.080
You don't have to worry
about correcting it.

00:22:45.080 --> 00:22:47.270
You don't have to worry
about what the design is.

00:22:47.270 --> 00:22:51.080
You don't need these different,
corrections all over the place.

00:22:51.420 --> 00:22:53.220
the posterior is the posterior.

00:22:53.220 --> 00:22:55.500
The inferences are the
inferences, and you are done.

00:22:55.950 --> 00:23:00.450
However, from a strict
frequentist standpoint, those are.

00:23:00.735 --> 00:23:05.295
Biased in some respect, and I think
there ought to be some discussion that we

00:23:05.295 --> 00:23:10.485
ought to be trying to get good estimates,
and especially in adaptive trials, that

00:23:10.485 --> 00:23:16.005
should be a focus on mean square error
and not necessarily bias is the only thing

00:23:16.245 --> 00:23:18.255
or the pre-eminent thing in the world.

00:23:18.870 --> 00:23:19.290
Scott Berry: Yeah.

00:23:19.560 --> 00:23:19.980
Yep.

00:23:20.640 --> 00:23:20.970
Yep.

00:23:20.970 --> 00:23:21.480
agree.

00:23:21.885 --> 00:23:22.485
Okay.

00:23:23.065 --> 00:23:26.035
you talked about enrichment
trials being in there.

00:23:26.285 --> 00:23:29.585
anything specifically
about enrichment trials?

00:23:30.195 --> 00:23:31.455
Kert Viele: I like what's there.

00:23:31.455 --> 00:23:34.755
I do think it auto, this
is the same with, seamless.

00:23:34.815 --> 00:23:39.195
It talked about two doses and not
the full seamless, the enrichment

00:23:39.195 --> 00:23:40.815
section, it talks about essentially.

00:23:41.545 --> 00:23:43.615
Biomarker positive and negative.

00:23:43.615 --> 00:23:45.235
And that's the focus.

00:23:45.305 --> 00:23:48.335
we do a lot of trials, you
know, rare oncology, rare.

00:23:48.895 --> 00:23:53.425
Tumor types in oncology where we
may look at 10 different cancers

00:23:53.425 --> 00:23:55.765
and we wanna borrow among them.

00:23:55.985 --> 00:24:02.105
the ROAR trial, for example, was the
first pan tumor approval for FDA at least,

00:24:02.205 --> 00:24:06.345
where you got a drug that was targeted
to anything that had the right mechanism.

00:24:06.715 --> 00:24:06.765
the.

00:24:07.200 --> 00:24:09.600
The right target for
the mechanism to act on.

00:24:09.940 --> 00:24:14.950
I do think the enrichment section should
talk about those kind of trials, and

00:24:15.070 --> 00:24:20.020
this gets into the estimation again, we
know if we look at multiple groups, the

00:24:20.020 --> 00:24:24.580
highest of the high is biased high, and,
you know, hierarchal models to correct

00:24:24.580 --> 00:24:26.950
that, that's an important part of this.

00:24:26.950 --> 00:24:31.670
Again, getting good estimates,
not necessarily unbiased, isn't

00:24:31.670 --> 00:24:32.870
necessarily the best estimate.

00:24:33.610 --> 00:24:33.940
Scott Berry: Yep.

00:24:34.300 --> 00:24:34.510
Yep.

00:24:35.050 --> 00:24:36.850
and it tied in this idea.

00:24:36.850 --> 00:24:43.510
So we do a lot of adaptive designs
where we've been told no by a

00:24:43.510 --> 00:24:47.000
regulator because we haven't yet
convinced them of type one error.

00:24:47.575 --> 00:24:51.910
I mean, this is a red line to some
extent that we have had trials

00:24:51.910 --> 00:24:56.110
where we know type one error is
inflated, and that's been okay too.

00:24:56.260 --> 00:24:59.110
So I'm not saying that every
single trial is that way, but

00:24:59.110 --> 00:25:00.460
that's a very strong thing.

00:25:01.490 --> 00:25:08.480
maybe this is a bad thing to say, but I've
never, and we supply estimation summaries.

00:25:09.035 --> 00:25:13.985
In almost every one of our simulation
reports, we look at the behavior of

00:25:13.985 --> 00:25:19.175
the estimation, and I don't think
we've ever been told no because

00:25:19.175 --> 00:25:20.975
of the behavior of the estimation.

00:25:23.165 --> 00:25:25.535
Kert Viele: Well, I think in
general we want this to, the

00:25:25.535 --> 00:25:27.425
shrinkage does reasonable things.

00:25:27.755 --> 00:25:31.145
We actually run into the opposite
problem where we're, we run a

00:25:31.145 --> 00:25:35.795
basket trial, one of the baskets,
the drug performs incredibly well.

00:25:36.005 --> 00:25:40.715
We shrink it down and we can run into
debates over, oh, I don't want the

00:25:40.715 --> 00:25:44.635
estimate to be less, Hey, I want to be
able to put the big number on there.

00:25:44.965 --> 00:25:47.425
But we go, Hey, you know, this
is the highest of the high.

00:25:47.425 --> 00:25:48.295
It's biased high.

00:25:48.295 --> 00:25:49.105
It should come down.

00:25:50.575 --> 00:25:50.995
Scott Berry: Yep.

00:25:51.245 --> 00:25:54.665
and in some scenarios we
know that the estimate of the

00:25:54.665 --> 00:25:55.985
highest group's gonna be biased.

00:25:55.985 --> 00:25:59.135
I mean, that's the whole role of
the particular shrinkage of that.

00:25:59.675 --> 00:26:03.485
It does spend a good bit of
time on, on two other topics

00:26:03.485 --> 00:26:04.895
in the FDA it does as well.

00:26:05.125 --> 00:26:09.605
Operational bias and the role of that,
the role of blinding and all of that.

00:26:09.605 --> 00:26:11.165
What do you think it's dis about?

00:26:11.165 --> 00:26:16.145
Its discussion about the implementation,
about adaptive designs, ensuring

00:26:16.145 --> 00:26:18.845
blinding in those care, those aspects.

00:26:19.230 --> 00:26:20.550
Kert Viele: I think those are great.

00:26:20.650 --> 00:26:23.920
I think, you know, if I have
comments, they're all minor.

00:26:24.170 --> 00:26:25.460
it lays out issues.

00:26:25.460 --> 00:26:29.510
It talks about communication
flows, emphasizes you don't want

00:26:29.510 --> 00:26:31.730
data to get to the wrong places.

00:26:32.160 --> 00:26:38.230
it discusses what I would consider maybe
esoteric topics for Tammy, in terms of.

00:26:38.860 --> 00:26:42.550
If a sponsor needs access to
certain information, there needs

00:26:42.550 --> 00:26:46.240
to be blinded firewalls in place,
you know, to make sure it doesn't,

00:26:46.400 --> 00:26:48.320
doesn't negatively affect the study.

00:26:48.590 --> 00:26:51.470
There's discussions of
interim analysis committees.

00:26:51.470 --> 00:26:52.760
I think it's very thorough.

00:26:52.760 --> 00:26:53.930
I like it a lot.

00:26:54.605 --> 00:26:55.085
Scott Berry: Yeah.

00:26:55.175 --> 00:26:55.385
Yeah.

00:26:55.385 --> 00:26:55.835
I do too.

00:26:55.890 --> 00:26:57.210
I, and largely agree with it.

00:26:57.550 --> 00:27:01.780
and making sure that's done really well,
I think is important for adaptive designs.

00:27:02.170 --> 00:27:07.440
So they, it also discusses a, what
we call an adaptive design report.

00:27:07.950 --> 00:27:12.630
A report that summarizes and
describes in complete detail the

00:27:12.630 --> 00:27:17.780
adaptive design and the simulations
conducted, around the design.

00:27:18.080 --> 00:27:21.560
What did you think about its
description of the need for

00:27:21.560 --> 00:27:24.055
this, the components of this?

00:27:24.795 --> 00:27:26.335
In the ICH.

00:27:27.120 --> 00:27:30.450
Kert Viele: I think so this
is another one of my sections

00:27:30.450 --> 00:27:32.100
I think has really done well.

00:27:32.410 --> 00:27:36.800
I think it lays out tons of issues,
talks about different scenarios,

00:27:36.980 --> 00:27:39.230
has important points like, you know.

00:27:39.570 --> 00:27:43.080
Plausible scenarios
rather than all scenarios.

00:27:43.290 --> 00:27:46.770
So there's the famous example we've
talked about in other podcast where

00:27:46.770 --> 00:27:50.700
we were asked to simulate when
people become immortal under certain

00:27:50.700 --> 00:27:55.320
conditions, which I think is, you
know, largely a time of time passed.

00:27:55.600 --> 00:27:59.245
but this document is in the
present, so it does that well.

00:27:59.705 --> 00:28:03.755
it has a few throwaway
statements in it, I'd say.

00:28:03.755 --> 00:28:06.605
I don't know if they're throwaway
or not, but it's essentially.

00:28:06.950 --> 00:28:12.860
This is impossible to do under certain
conditions, and I would prefer that

00:28:13.160 --> 00:28:15.470
this gets back to less well understood.

00:28:15.470 --> 00:28:20.120
I'm worried about somebody just pointing
to that and going, oh, they wrote 10 pages

00:28:20.120 --> 00:28:25.040
on this, but they really only meant the
one sentence that says this is impossible.

00:28:25.130 --> 00:28:29.390
That's the secret code that tells
us not to read the other 10 pages

00:28:29.390 --> 00:28:30.590
and pay any attention to it.

00:28:31.130 --> 00:28:32.480
Sometimes this is hard.

00:28:32.480 --> 00:28:36.560
Sometimes the null space is hard
to explore and you know, we need

00:28:36.560 --> 00:28:38.900
to be transparent about that.

00:28:39.140 --> 00:28:42.380
But in a number of cases, you
know, a dichotomous response.

00:28:42.710 --> 00:28:46.430
You know, look at a grid of probabilities
and you've done what you needed to do.

00:28:47.685 --> 00:28:52.485
Scott Berry: This is another place
if we go back to, there's an ICHE

00:28:52.485 --> 00:28:57.135
20 guidance that says simulation for
demonstration of type one error is.

00:28:58.575 --> 00:29:00.075
re is a thing you can do.

00:29:00.285 --> 00:29:04.425
It's a scientifically reasonable
thing, and it says it in the ICHE 20.

00:29:04.515 --> 00:29:05.265
It's draft.

00:29:05.625 --> 00:29:10.065
but that's another place that,
looking back over the years, that's

00:29:10.065 --> 00:29:14.415
been a controversial thing for
years and it was never in the FDA.

00:29:14.415 --> 00:29:17.565
The question is this, and
now it's in the ICHE 20.

00:29:17.955 --> 00:29:21.135
The progress that's been made
in this, I, that's another place

00:29:21.135 --> 00:29:22.095
we don't want to ignore that.

00:29:22.095 --> 00:29:24.795
This is a super positive
thing that's in them.

00:29:28.215 --> 00:29:28.905
Okay.

00:29:29.175 --> 00:29:35.385
there are a couple things that we
kind of disagree with that I, and I'll

00:29:35.385 --> 00:29:40.065
call them little myths, for example,
that I'm not sure are grounded.

00:29:40.605 --> 00:29:42.675
Don't do a lot of interims.

00:29:42.705 --> 00:29:45.805
You know, there, there are people
that have this viewpoint that, oh,

00:29:45.805 --> 00:29:47.425
you should only do one interim.

00:29:47.545 --> 00:29:50.155
And we get people that tell us,
oh, you shouldn't do two interims.

00:29:50.305 --> 00:29:51.745
Regulators don't like that.

00:29:52.015 --> 00:29:56.815
Now, it doesn't tell you
can't do six interims in it.

00:29:56.815 --> 00:30:01.615
But it gives this feeling that
generally interims are bad.

00:30:02.455 --> 00:30:03.715
If you read that statement,

00:30:06.875 --> 00:30:08.015
in, in that, and we.

00:30:09.530 --> 00:30:15.470
I understand the notion that I, and
it's interesting for a long time, and

00:30:15.680 --> 00:30:21.920
Don has said this, that if you do one
interim, it might actually be something

00:30:21.920 --> 00:30:25.160
that supplies a certain amount of
information about what's going on.

00:30:25.370 --> 00:30:29.960
If you were to, at the other extreme,
do interims every day, there's almost

00:30:29.960 --> 00:30:31.820
nothing that's ever learned by anybody.

00:30:32.240 --> 00:30:36.020
Because it's just continually
going on within this.

00:30:36.080 --> 00:30:40.460
So it's always a statement I've found
odd, and I'm not sure it's actually

00:30:40.460 --> 00:30:43.460
real, but it's repeated by people.

00:30:43.460 --> 00:30:47.170
So there's a couple things like that,
that show up in the document as well.

00:30:47.735 --> 00:30:52.105
Kert Viele: and one thing I think we ought
to, so things that aren't missed that are

00:30:52.105 --> 00:30:55.610
cautionary in this document, I think we
ought to be, we ought to make sure we.

00:30:55.945 --> 00:30:56.395
Echo.

00:30:56.395 --> 00:31:03.505
In this podcast, there's a discussion
about there is some limit on how many

00:31:03.805 --> 00:31:06.295
adaptations and so on you can do.

00:31:06.625 --> 00:31:10.825
Now, we certainly aren't on the side
of, you know, hey, three interims as

00:31:10.825 --> 00:31:13.135
opposed to one is exceeding the limit.

00:31:13.315 --> 00:31:17.095
That's not what we would call
the budget, but certainly the

00:31:17.095 --> 00:31:18.955
document raises a good point.

00:31:19.195 --> 00:31:23.635
If you're talking about a platform
trial, the model's changing.

00:31:23.830 --> 00:31:26.590
there's different protocols
at different sites.

00:31:26.810 --> 00:31:29.330
you know, lots of things
can be very complex.

00:31:29.330 --> 00:31:29.630
We've.

00:31:30.085 --> 00:31:33.775
We've at some level experimented
with experimenting, and I

00:31:33.775 --> 00:31:34.675
think it should be fair.

00:31:34.675 --> 00:31:38.935
We've walked at the end of the trial and
said, Hey, that was maybe too complex.

00:31:38.935 --> 00:31:41.305
It didn't do exactly
what we wanted it to do.

00:31:41.645 --> 00:31:43.595
but this should be part of the discussion.

00:31:43.595 --> 00:31:47.795
I don't think, I don't think anyone
should take this as, you know, don't

00:31:47.795 --> 00:31:50.075
do two interims or don't do two things.

00:31:50.075 --> 00:31:55.655
You know, do a factorial design with early
stopping, but don't throw in everything

00:31:55.655 --> 00:31:58.055
in the toolbox at once, is fair.

00:31:58.820 --> 00:31:59.180
Scott Berry: Yep.

00:31:59.240 --> 00:32:03.175
I, and I do think that's fair that
touches on another topic that I'm

00:32:03.175 --> 00:32:05.065
interested in your viewpoint on this.

00:32:05.365 --> 00:32:10.315
It does give the viewpoint that
you should justify why you're

00:32:10.315 --> 00:32:12.705
doing, say, an adaptive design.

00:32:14.015 --> 00:32:18.220
Now, I think some people might
take the viewpoint of what

00:32:18.280 --> 00:32:20.110
does somebody have to justify?

00:32:20.110 --> 00:32:21.310
They're doing a fixed trial.

00:32:21.310 --> 00:32:24.130
Why do I have to justify a
scientifically credible thing?

00:32:24.640 --> 00:32:29.140
What's your take on that general
sentiment in the document?

00:32:30.220 --> 00:32:33.430
Kert Viele: So I am, I'm in favor
of that sentiment in the document.

00:32:33.790 --> 00:32:37.390
I do think, You know, if we're
talking about non-adaptive trials,

00:32:37.450 --> 00:32:38.830
they're easier to implement.

00:32:39.310 --> 00:32:43.240
They're usually easier for
people to write up to understand.

00:32:43.420 --> 00:32:47.150
If you get into corrections for
estimation from a frequentest

00:32:47.170 --> 00:32:52.000
standpoint, there are complexities
that come with an adaptive trial if

00:32:52.000 --> 00:32:55.000
you are going to get exactly the same.

00:32:55.000 --> 00:32:55.990
So at the end of the day.

00:32:56.680 --> 00:33:00.210
Patients are gonna be treated
essentially the same chance they

00:33:00.210 --> 00:33:04.050
get a good drug, the same chance
they mistakenly get a bad drug.

00:33:04.050 --> 00:33:09.390
If all of that's the same, and that
includes time, correct, choice of

00:33:09.390 --> 00:33:12.570
dose, I mean there's a lot more
into it than power and type 1 error.

00:33:12.810 --> 00:33:15.990
If those are all the same,
definitely go simple.

00:33:16.170 --> 00:33:20.190
You need to say, here is the
advantage that justifies the

00:33:20.190 --> 00:33:22.260
cost of doing an adaptive design.

00:33:22.630 --> 00:33:27.310
Often that's in adaptive's favor, but
we know, you know, if accruals fast,

00:33:27.730 --> 00:33:32.320
not time to be adaptive, for example,
there are exceptions to adaptive wins.

00:33:33.985 --> 00:33:36.955
Scott Berry: The other part of that,
and I'm completely fine with that as

00:33:36.955 --> 00:33:40.200
well, there, there's one challenge
to it, but one other part is.

00:33:42.250 --> 00:33:44.380
we don't decide on a design.

00:33:44.380 --> 00:33:47.830
We don't throw in adaptive things
because, ooh, it would be cool

00:33:47.830 --> 00:33:50.440
to do that, or we're showing off.

00:33:50.500 --> 00:33:54.250
We've gone through a sequence of
comparisons with the design team.

00:33:54.250 --> 00:33:56.050
We've said, here's what
you could do with this.

00:33:56.170 --> 00:33:57.610
We always start with a fixed design.

00:33:57.610 --> 00:33:58.720
Here's a fixed design.

00:33:58.900 --> 00:34:00.550
Now we start to add adaptations.

00:34:00.700 --> 00:34:04.060
We've done all those comparisons
and we've demonstrated the

00:34:04.060 --> 00:34:05.920
advantages that this design.

00:34:06.530 --> 00:34:08.070
Supplies, in it.

00:34:08.070 --> 00:34:09.780
So I think it's a very reasonable thing.

00:34:09.960 --> 00:34:14.940
One of the challenges that I've always
found with this is we go through this

00:34:14.940 --> 00:34:19.350
iteration of the design where we do
lots of comparisons to other designs.

00:34:19.650 --> 00:34:22.770
And what if we do RAR
with different frequency?

00:34:22.770 --> 00:34:23.650
What if we don't do it?

00:34:24.600 --> 00:34:30.570
And it's hard to present that
entire story of comparisons

00:34:30.570 --> 00:34:32.910
to regulators of the designs.

00:34:32.910 --> 00:34:33.960
We're not running.

00:34:34.630 --> 00:34:38.500
So we walk in and we say,
this is the design here.

00:34:39.100 --> 00:34:45.400
I know it relies upon us to explain
some, the value of the things we're

00:34:45.400 --> 00:34:49.720
doing on that, but it's a little
bit harder at the end of the story

00:34:49.720 --> 00:34:51.190
to provide all of that story.

00:34:52.400 --> 00:34:55.195
Kert Viele: And we've had confusions
where regulators have said back.

00:34:55.870 --> 00:34:59.980
essentially they have brought up
reasonable issues about designs

00:34:59.980 --> 00:35:03.490
we're not proposing because
they're often those comparisons.

00:35:03.490 --> 00:35:04.720
It can be confusing.

00:35:04.990 --> 00:35:09.400
So, you know, it's a cautionary tale
to lay those out carefully and make

00:35:09.400 --> 00:35:10.990
sure we know what the default is.

00:35:11.350 --> 00:35:15.910
Now, I will say on that issue, my
pet peeve is the one where it says

00:35:15.910 --> 00:35:18.880
Bayesian has to be justified adaptive.

00:35:19.150 --> 00:35:22.325
I think there's a cost to being
adaptive that needs to be.

00:35:23.020 --> 00:35:27.610
Justified in terms of the extra
effort, operational bays and

00:35:27.640 --> 00:35:30.280
frequentist, that's not the same thing.

00:35:30.370 --> 00:35:33.160
This is just two different
ways of being inference.

00:35:33.160 --> 00:35:38.470
I always call this the animal farm
argument of statistical paradigms.

00:35:38.830 --> 00:35:42.940
Frequentist is equal, but
frequentist is more equal than base.

00:35:43.300 --> 00:35:45.590
So this, I don't, I object to that one.

00:35:46.595 --> 00:35:47.165
Scott Berry: it's good.

00:35:47.165 --> 00:35:49.085
I should have asked you your pet peeve.

00:35:49.085 --> 00:35:52.970
You have a pet peeve of ev each
episode, so I, okay, good one.

00:35:55.140 --> 00:35:57.930
other topics I missed on the guidance

00:36:00.090 --> 00:36:01.050
draft guidance.

00:36:03.250 --> 00:36:06.250
Kert Viele: I think we've actually
done pretty well going through it.

00:36:06.250 --> 00:36:11.150
As I said, you know, I think we should
come back to the positives here and just

00:36:11.150 --> 00:36:13.700
how much of this document we agree with.

00:36:13.950 --> 00:36:16.830
I think we agree with
virtually everything they say.

00:36:16.830 --> 00:36:19.770
You know, you should justify
the following aspects.

00:36:19.770 --> 00:36:22.620
We agree, you know, these
are the pros and cons.

00:36:22.620 --> 00:36:23.430
We agree.

00:36:23.710 --> 00:36:26.260
it's a lot of the adjectives around it.

00:36:26.550 --> 00:36:31.920
That we're, we are reticent of
essentially, you know, people who

00:36:31.920 --> 00:36:36.210
are involved in regulatory consulting
going, this is what this means.

00:36:36.210 --> 00:36:39.600
It's, oh, this is the sentence that
invalidates the rest of the document.

00:36:40.020 --> 00:36:42.400
And we've been through that often enough.

00:36:42.550 --> 00:36:45.220
We'd like it to focus on the issues.

00:36:46.070 --> 00:36:46.460
Scott Berry: Yep.

00:36:46.610 --> 00:36:46.880
Yep.

00:36:47.035 --> 00:36:51.325
that the regulators don't think a
seamless two three trial is proper.

00:36:52.145 --> 00:36:52.345
Kert Viele: Yeah.

00:36:52.390 --> 00:36:53.780
Scott Berry: you know, and
weird things like that.

00:36:53.780 --> 00:36:57.470
So largely, I agree that I think
this is, I read this and it was

00:36:57.470 --> 00:36:59.805
a little bit of uhoh, you know,
what are we gonna get here?

00:37:00.075 --> 00:37:04.075
And I thought it was largely a
very positive document, in that.

00:37:04.255 --> 00:37:07.025
So, congratulations to
everybody that worked on it.

00:37:07.075 --> 00:37:07.465
I know.

00:37:07.465 --> 00:37:09.775
Consensus and harmonization.

00:37:10.045 --> 00:37:10.885
Yikes.

00:37:10.965 --> 00:37:13.665
in this, and so congratulations to them.

00:37:13.915 --> 00:37:19.945
are, is Barry planning to
provide a response to this?

00:37:20.125 --> 00:37:21.715
They've invited responses.

00:37:21.745 --> 00:37:23.395
Are we planning to provide a response?

00:37:23.880 --> 00:37:27.070
Kert Viele: Yeah, we're definitely
going to provide our own response.

00:37:27.130 --> 00:37:31.270
we're also interested, I know other
groups are working on responses as well.

00:37:31.460 --> 00:37:34.310
we're happy to collaborate
on those responses.

00:37:34.530 --> 00:37:37.920
so certainly, you know, we are, we're
gonna make sure that we, we express

00:37:37.920 --> 00:37:39.630
where we would like to make changes.

00:37:39.860 --> 00:37:42.860
and I think we've covered a lot
of the, our big topics today.

00:37:43.050 --> 00:37:43.360
Scott Berry: Yeah.

00:37:43.660 --> 00:37:43.990
Yeah.

00:37:44.530 --> 00:37:45.310
Brilliant.

00:37:45.400 --> 00:37:49.880
Alright, so, thank you Kurt for joining.

00:37:49.880 --> 00:37:54.980
Thanks for weighing in on
this and here in the interim.

00:37:54.980 --> 00:37:59.960
And remember, we're always in the interim
of science and life, so here we are.

00:38:00.560 --> 00:38:01.460
Thanks Kurt.

00:38:01.935 --> 00:38:02.385
Kert Viele: Thank you.