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Jianjie Mao

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Open access Aug 2026

Method Choice, Not Biology, Determines In Silico Perturbation Results: A Systematic Evaluation of Eight Methods Across Four Datasets

Computer methods that simulate gene knockout experiments from single-cell RNA sequencing data are increasingly popular, but researchers lack guidance on which method to choose, so preliminary guidance for method selection is established, including cross-pathway validation, direction-aware benchmarking, and minimum data...

Shixiang Wu, Gang Hu, Zhang-Quan Yang et al. · 0 citations

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