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In this scenario, our multilayer ML integration markedly outperformed univariate classification approaches, achieving an accuracy improvement of up to 21% (AUC = 0.800.91) and revealing candidate biomarkers for Long COVID diagnosis

Haneklaus M, Gerlic M, Kurowska-Stolarska M, et al

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reported that acute ethanol exposure increased the expression of RIPK1 and RIPK3, and increased the release of DAMPs to aggravate hepatocyte necroptosis (Zhou et al., 2022a)

Nano-drug design should be optimized through surface modification and drug co-loading strategies to explore synergistic mechanisms with immune checkpoint inhibitors, oncolytic viruses, etc., thereby further enhancing targeting specificity and therapeutic efficacy