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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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Cheng-Tian Xue

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Review Open access Sep 2026

From Molecular Recognition to Clinical Readout: Design Principles for Functional Nucleic Acid–Material Biosensors in Medical Diagnostics

Across the literature, reliable performance depends on selective recognition before high-gain reactions, compatibility between amplification products and interfaces, explicit controls for inhibition and leakage, and validation across independent lots and representative clinical populations.

Qi-Ming Chen, Cheng-Tian Xue, Yuan-Long Hu et al. · 0 citations

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