Obesity results from the interaction of genetic and environmental factors. To search for sequence variants that affect variation in two common measures of obesity, weight and body mass index (BMI), both of which are highly heritable, we performed a genome-wide association (GWA) study with 305,846 SNPs typed in 25,344 Icelandic, 2,998 Dutch, 1,890 European Americans and 1,160 African American subjects and combined the results with previously published results from the Diabetes Genetics Initiative (DGI) on 3,024 Scandinavians. We selected 43 variants in 19 regions for follow-up in 5,586 Danish individuals and compared the results to a genome-wide study on obesity-related traits from the GIANT consortium. In total, 29 variants, some correlated, in 11 chromosomal regions reached a genome-wide significance threshold of P < 1.6 x 10(-7). This includes previously identified variants close to or in the FTO, MC4R, BDNF and SH2B1 genes, in addition to variants at seven loci not previously connected with obesity.

Key Points Whole-genome sequencing of 11 262 Icelanders reveals that clonal hematopoiesis is very common in the elderly. Somatic mutation of some genes is strongly associated with clonal hematopoiesis, but in most cases, no driver mutations were evident.

The common sequence variants that have recently been associated with cancer risk are particular to a single, or at most two, cancer types. Following up on our genome-wide scan of basal cell carcinoma1, we identified rs401681(C) on chromosome 5p15.33 satisfying our threshold for genome-wide significance (OR=1.25, P=3.7×10−12). We tested rs401681 for association with sixteen additional cancer types in over 30,000 cancer cases and 45,000 controls and found association with lung cancer (OR=1.15, P=7.2×10−8) and urinary bladder, prostate and cervix cancer (ORs 1.07–1.31, all P<4×10−4). However, rs401681(C) appears to confer protection against cutaneous melanoma (OR=0.88, P=8.0×10−4). Interestingly, most of these cancer types have a strong environmental component to their risk. Investigation of the region led us to rs2736098(A), that showed stronger association with some cancer types. However, neither variant could fully account for the association of the other. Rs2736098 corresponds to A305A in the telomerase reverse transcriptase (TERT) protein while rs401681 is in an intron of the CLPTM1L gene.