These findings establish a theoretical foundation for developing non-invasive diagnostics (e.g., PDK4 expression levels) and precision therapies (e.g., isoform-specific PDK inhibitors), advancing male infertility management from phenomenological observation to mechanism-targeted regulation. The gene discussed is PDK4; the disease is male infertility.