Identification of PANoptosis-associated genes in hepatic ischemia-reperfusion injury by integrated bioinformatics analysis and machine learning.

Although HSPB1 showed a trend contrary to computational predictions, the differential expression of HSPB1 highlights the complexity of these pathways and emphasizes the importance of further mechanistic research.

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