CSDC2 showed a nominal association with cardiomyopathy that did not reach statistical significance (OR = 1.321, 95% CI: 0.985–1.771, P = 0.063), while HMOX2 showed a non-significant protective direction (OR = 0.874, 95% CI: 0.702–1.088, P = 0.229) ( Figure 8A ).
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Identification and multi-layered validation of seven diagnostic biomarkers for dilated cardiomyopathy via integrative machine learning, single-cell transcriptomics, and Mendelian randomization.
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3.8.2 Reverse MR (heart failure → gene expression) AQP3 was the only candidate with a nominally significant reverse-direction signal.