1 2 With mounting interest in translating GWAS hits from large meta-analyses (meta-GWAS) in diverse 3 clinical settings, evaluating their generalizability in target populations is crucial. Here we consider long-4 term survivors of childhood cancers from the St. Jude Lifetime Cohort Study and show the limited 5 generalizability of 1,376 robust SNP associations reported in the general population across 12 complex 6 anthropometric and cardiometabolic phenotypes (N=2,231; observed-to-expected replication ratio=0.68, 7 P=2.4x10 -9 ). An examination of five comparable phenotypes in a second independent cohort of survivors 8 from the Childhood Cancer Survivor Study corroborated the overall limited generalizability of meta-GWAS 9 hits to survivors (N=4,212, observed-to-expected replication ratio=0.53, P=1.1x10 -16 ). Meta-GWAS hits 10 were less likely to be replicated in survivors exposed to cancer therapies associated with phenotype risk. 11Examination of complementary DNA methylation data in a subset of survivors revealed that treatment-12 related methylation patterns at genomic sites linked to meta-GWAS hits may disrupt established genetic 13 signals in survivors. 14 Recent meta-analyses of genome-wide association studies (meta-GWAS) with large study 15 samples (N>10,000) have discovered novel and replicated known associations between common genetic 16 variants (i.e., single nucleotide polymorphisms or SNPs) and many complex traits and diseases. Genetic 17 associations reported in cohorts with individuals of predominantly European ancestry have proven to be 18 highly generalizable in other European cohorts 1 . For example, a recent examination of genome-wide 19 significant associations for 32 complex traits across five broad disease groups reported a median 20 replication rate of 84% in a cohort with >13,000 individuals of European ancestry 2 . 21The generalizability of robust genetic associations reported by large-scale meta-GWAS (hereafter 22 cohort of survivors for five phenotypes available for comparison from the Childhood Cancer Survivor 43 Study (CCSS; N=4,212, European ancestry), a multi-center study with self-reported health conditions. 44Depletions of replicated meta-GWAS hits were exacerbated in survivor subgroups exposed to certain 45 cancer treatments, particularly when treatments had larger contributions to phenotype variation. Lastly, 46we conducted ancillary analyses to explore the role of DNA methylation, an epigenetic alteration that is 47 influenced by both inherited genetic variation and environmental factors 13 . Among the 236 survivors of 48 SJLIFE with both germline methylome and genotype data, we found that cancer treatments, particularly 49 radiation therapy, may obscure some robust meta-GWAS SNP associations in survivors. 50 51 RESULTS 52 53 Compiling robust meta-GWAS hits 54 55 The 12 phenotypes of interest included three anthropometric traits (height, body mass index 56 [BMI], waist-to-hip ratio [WHR]); two blood pressure traits (systolic [SBP], diastolic [DBP]); four serum lipid 57 t...