Single-cell perturbation technologies, multimodal omics, spatial profiling, and generative modeling are transforming the virtual cell from a theoretical concept into a practical objective for cell biology. Yet current efforts often emphasize model scale, data volume, or predictive breadth, while the trustworthiness req...
Wang-Shu Li, Aziz ur Rehman Aziz, Bo-Wen Xu et al.· Frontiers in Cell and Develo...· 0 citations
A blood-to-tumor framework is proposed in which dynamic peripheral phenotypes may monitor systemic immune competence, while tissue multi-omics may identify local immune exclusion, terminal exhaustion, and myeloid suppression.
Wang-Shu Li, Xiao-Hui Yu, Wen-Juan Wei et al.· Frontiers in Immunology· 0 citations
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