In our study, AMPH did not reach statistical significance in validation (P = 0.1), which may reflect the small cohort size or residual batch effects.
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Machine learning and network pharmacology identify keloid biomarkers (AMPH, TNFRSF9) and therapeutic targets (IL6, HAS2) for aloe-derived quercetin.
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0.1000
0.4800
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Quantitative analysis of target gene expression in the independent validation cohort confirmed significant upregulation of both HAS2 (P = 0.0091) and IL6 (P = 0.036), while TOP2A failed to reach statistical significance (P = 0.48) ( Fig 9 ).