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ScreenShot foundation model advances few-shot combination drug screening

Researchers have developed ScreenShot, a novel foundation model designed for few-shot combination drug screening. This hierarchical transformer model is pretrained on a large dataset of drug screening experiments and can predict the efficacy of combination therapies using in-context learning with minimal patient data. ScreenShot outperforms existing methods by not requiring molecular profiling or per-cohort training, and its internal representations can also guide experimental design for more efficient drug discovery. AI

IMPACT ScreenShot's approach could accelerate drug discovery by enabling more efficient and accurate prediction of combination therapy efficacy, especially in data-scarce scenarios.

RANK_REASON Publication of a research paper detailing a new foundation model for drug screening. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.LG →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

ScreenShot foundation model advances few-shot combination drug screening

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Publication of a research paper detailing a new foundation model for drug screening. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.LG TIER_1 English(EN) · Antoine de Mathelin, Christopher Tosh, Wesley Tansey ·

    ScreenShot: A Foundation Model for Few-Shot Combination Drug Screening

    arXiv:2608.12219v1 Announce Type: new Abstract: Treating patients with combinations of drugs reduces the risk of resistance to any individual drug. Finding effective combinations is difficult because the large search space makes combinatorial screens prohibitively expensive, time…