This paper analyzes the challenges faced by multi-omics biomarkers during clinical translation, including technical barriers, cost-effectiveness, and standardization, and critically evaluates the nascent integration of spatialomics and liquid biopsy technologies within the “multi-omics + AI” framework.
De-Sheng Wu, Li-Hung Chang, Juan Chai· Frontiers in Immunology· 0 citations
An LLM-agent framework is presented for large-scale, evidence-grounded comparison of tissue-specific protein co-abundance networks and a hypothesis-generating resource for mechanistic and therapeutic exploration of conserved protein co-abundance is provided.
Run-Yun Guan, Desheng Wu, Qizheng Xie et al.· 0 citations
This study provides comprehensive insights into the cellular composition and molecular architecture of the PCa bone metastatic TME, revealing distinct cell populations, type-specific gene signatures, and cell-cell communication networks driving bone metastasis progression.
Jun Zhao, De-Sheng Wu· SLAS technology· 0 citations
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