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Silvana Konermann

πŸ‘€ Speaker
149 total appearances

Appearances Over Time

Podcast Appearances

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

We're not actually running a billion little individual kind of reactions.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

We're able to use kind of different barcoding technologies to kind of run these experiments in bigger pools and then back out what we did to the cells.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

Yeah, so just to give a sense of why I feel that we can do the billion experiments is we've done about 60 million experiments so far.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

Yeah, so we feel pretty good.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

We can keep going.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

But yeah, the whole point of this is that we want to learn not just, okay,

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

if I have this cell and I make this change, what happens to this cell?

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

Really, my motivation for generating this model is ultimately for human health.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

And so for that, we can now have a disease state.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

And importantly, this could be, for example, a certain cell, an Alzheimer's disease, let's say it's an immune cell in the brain, microglia.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

And we can measure what that looks like, not just for one patient, but across many patients.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

And this data is out there, so we don't even have to generate it.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

And so we can see, OK, all these diseased cells, and we can have all the healthy cells, but again, across people.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

And then we can ask the model, OK, the model knows how to change cells, right?

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

So what intervention, what genetic change, what chemical change do I need to make to convert all the diseased cells across all the patients with the same disease back to the healthy cells?

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

It could be that it's a complex combination of things, or it's really just a question even of picking the correct one.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

There's 20,000 possibilities.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

It could be up or down to 40,000 possibilities.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

And normally, the way this target identification in biomedicine works today is really this kind of guess-and-check approach.

TED Talks Daily
The human cell is wildly complex. Can AI decode it? | Silvana Konermann

So you have a hypothesis, one gene,