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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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Yang Zhang

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Open access Oct 2026

Paracoccus marcusii IHA034 Protects Larimichthys polyactis Against Oxidized Fish Oil and H2O2-Induced Intestinal Injury: Divergent Keap-1/Nrf2 Responses In Vivo and In Vitro

Findings demonstrate multi-modal protective effects of P. marcusii IHA034 and uncover contrasting Keap-1/Nrf2 regulatory patterns between in vivo intestinal tissue and in vitro cell models, providing mechanistic support for the application of this astaxanthin-producing bacterial resource in aquaculture.

Yu Zhang, Hao-Yang Hu, Yang Zhang et al. · 0 citations

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