Author

Ruoyao Ran

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Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:batch correction / integration· 1 Research Focus:cell type annotation· 1 Approach:deep learning· 1 Organism:human· 1 Research Focus:perturbation response prediction· 1 Assay:scRNA-seq· 1

Frequent Co-Authors

H Z WangiD· 1 shared Hanshuo LuiD· 1 shared Q ZhouiD· 1 shared Shaole Chang· 1 shared X F LiiD· 1 shared Xiaoning QiiD· 1 shared Yuan Le· 1 shared Yujia WuiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

Co-Author Collaboration Network

8 top collaborators · 28 mutual co-author links

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1 shared paperBioinformatics

H Z WangORCID

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1 paper

Recent·Most cited

CellOS: Learning a World Model of Cellular State through Joint Embedding Prediction

Q Zhou, Yuan Le, Xiaoning Qi, Hanshuo Lu, Shaole Chang, Yujia Wu, H Z Wang, Ruoyao Ran, X F Li

CellOS is a multi-view foundation model trained on single-cell transcriptomes that outperforms existing models in cell-state annotation, batch integration, and perturbation-response prediction.

bioRxiv · Jun 25, 2026 · PreprintBioinformatics