Preventive SNP-SNP interactions in the mitochondrial displacement loop (D-loop) from chronic dialysis patients

► We computationally identify protective SNP interactions in chronic dialysis. ► Initialization strategy for genetic algorithms (ISGA) improves SNP analysis. ► ISGA generates SNP barcodes for preventive chronic dialysis. ► SNP interactions have a cumulative effect on prediction for chronic dialysis.