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scGPT
Paper summary

A foundation model for single-cell multi-omics pretrained on 10 million cells.

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Key points
01

Single-cell foundation: Applies LLM-style pretraining to single-cell transcriptomics data, tokenizing cells and genes.

02

Massive scale: Pretrained on 10 million cells - the largest foundation model for single-cell biology at the time.

03

Multi-task transfer: Transfers to cell-type annotation, gene perturbation prediction, multi-batch integration, and gene network inference.

04

Bio-AI foundation: Part of the broader push toward domain-specific foundation models in biology, alongside ESMFold (proteins) and DNA foundation models.

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