Major genetic determinants of the metabolic syndrome — a clustering of abdominal obesity, high triglycerides, low HDL cholesterol, high blood pressure and high fasting glucose — remain elusive. We surveyed 207 single-nucleotide polymorphisms in 110 candidate genes among coronary artery disease patients, a population enriched for metabolic abnormalities. The number of abnormalities (0–5) was determined in the 214 male and 91 female patients, and the association with each polymorphism evaluated by means of ordinal regression analysis. Polymorphisms in eight genes, including LDLR, GBE1, IL1R1, TGFB1, IL6, COL5A2, SELE and LIPC, were associated with metabolic syndrome in the whole population (P values ranged from 0.047 to 0.008). Variants in seven additional genes showed significant gene by gender interaction. Among these, separate analyses in men and women revealed a strong association with a silent polymorphism in the low-density lipoprotein receptor-related protein gene, LRPAP1, among females (P=0.0003), but not males (P=0.292). Other genes associated only in females included THBS1, ACAT2, ITGB3, F2 and SELP (P values ranging from 0.032 to 0.002). Only one gene (PRCP) was significantly associated in men alone (P=0.039). Our results propose several new candidate genes for the metabolic syndrome and suggest that the genetic basis of this syndrome may be strongly modified by gender.