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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Chenguang Li

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Open access Sep 2026

Integrated single-cell and bulk transcriptomic analysis reveals an epithelial cell-derived prognostic and immunotherapeutic signature with ADAM12 as a key functional regulator in non-small cell lung cancer

Highlights • Single-cell transcriptomics reveals epithelial heterogeneity shaping NSCLC immunity.• A 101-algorithm ML framework constructs a Prognostic and Immunotherapeutic Signature.• PIS stratifies NSCLC patients by prognosis and immune checkpoint blockade response.• ADAM12 inhibition enhances anti-PD-1 efficacy in preclinical mouse models.

Hai-Lin Liu, Jun-Jie Yu, Yan-Tao Jiang et al. · 0 citations

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