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Topic

AI for Biology

Field applying machine learning to biological data and problems, such as protein structure, cell behavior, genomics and drug discovery.

Current stories

investConfirmed11 publishers

Meta, DeepMind and Isomorphic pay $300 million for first use of Biohub's open cell data

Meta, Google DeepMind and Isomorphic Labs put $300 million into Biohub's $1.8 billion Virtual Biology Initiative and get the data before the public does. Startups that sell proprietary cell data will now be priced against a free dataset that their best-funded rivals see first.

Perspective Coverage

13 publishers
Builder
Builder 41%
Operator
Operator 31%
Investor
Investor 28%

Reality

Evidence66
Adoption18
Hype gap+35
Incentives72
Confidence62
investOne report1 publisher

Anthropic credits Claude with three of the five steps in a gene-editing discovery

Dario Amodei says Claude read the literature and genome data, found something and proposed the experiments, while Anthropic's scientists chose the topic and ran them. He says the finding's function is not yet clear.

Publishers:foxbusiness.com

Reality

Evidence26
Adoption12
Hype gap+44
Incentives76
Confidence44
scienceOne report1 publisher

DeepMind precomputed all 9 billion single-letter genome changes into a free petabyte atlas

The AlphaGenome Atlas replaces a compute-heavy programming interface with a browser lookup for every possible single-base change in human DNA. The evidence that its impact score flags disease-linked mutations sits in two preprints.

Publishers:livescience.com

Reality

Evidence58
Adoption28
Hype gap+20
Incentives65
Confidence60
scienceOne report1 publisher

A Stanford model trained on 112 million cells sorted a sponge cell in with worm neurons

TranscriptFormer learned gene expression the way a language model learns text, across 12 species from single-celled yeast to humans. Its cross-species matches arrive as hypotheses a bench experiment still has to test.

Publishers:phys.org

Reality

Evidence55
Adoption
Not scored
Hype gap+25
Incentives70
Confidence45
leadershipOne report1 publisher

Google precomputes 9 billion variant predictions into a one-petabyte lookup

AlphaGenome Atlas turns per-variant inference into a table lookup and adds a ranking score, which changes what a genomics budget buys this quarter well before it changes what a clinic can act on.

Publishers:implicator.ai

Reality

Evidence55
Adoption28
Hype gap+12
Incentives68
Confidence58
leadershipOne report1 publisher

Astromech raised $20M at $3.8B, and the asset being priced is Colossal's data

The spinout's valuation is 63 times every dollar of capital it has ever taken, on datasets gathered for de-extinction work. Anyone holding irreproducible data has an unpriced clause in a contract.

Publishers:forbes.com

Reality

Evidence32
Adoption8
Hype gap+58
Incentives72
Confidence42