Kyoto University · Institute for Life and Medical Sciences

Research keywordssingle cell transcriptomics・gene regulatory networks・deep generative models・CRISPR perturbations・cellular heterogeneity・pleiotropic evolution

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• Probabilistic coupling of cellular and microenvironmental heterogeneity by masked self-supervised learning2026 · 2026年04月24日
• Inferring extrinsic factor-dependent single-cell transcriptome dynamics using a deep generative model2024 · 2024年04月01日
• Constrained vertebrate evolution by pleiotropic genesNature Ecology & Evolution,
• Single-cell colocalization analysis using a deep generative modelCell Systems,

• 遺伝子制御ダイナミクスに基づく細胞運命操作2024
• 遺伝子制御ダイナミクスに基づく細胞運命操作2024

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