Abstract Objective The latest genome-wide association studies of obesity-related traits have identified several genetic loci contributing to body composition (BC). These findings have not been robustly replicated in African populations, therefore, this study aimed to assess whether European BC-associated gene loci played a similar role in a South African black population. Methods A replication and fine-mapping study was performed in participants from the Birth to Twenty cohort (N = 1,926) using the Metabochip. Measurements included body mass index (BMI), waist and hip circumference, waist-to-hip ratio (WHR), total fat mass, total lean mass and percentage fat mass (PFM). Results SNPs in several gene loci, including SEC16B (P_adj < 9.48 × 10⁻⁷), NEGR1 (P_adj < 1.64 × 10⁻⁶), FTO (P_adj < 2.91 × 10⁻⁵), TMEM18 (P_adj < 2.27 × 10⁻⁵), and WARS2(P_adj < 3.25 × 10⁻⁵) were similarly associated (albeit not at array-wide signficance (P ≤ 6.7 × 10⁻⁷) with various phenotypes including fat mass, PFM, WHR linked to BC in this African cohort, however the associations were driven by different sentinel SNPs. More importantly, DXA-derived BC measures revealed stronger genetic associations than simple anthropometric measures. Association signals generated in this study were shared by European and African populations, as well as unique to this African cohort. Moreover, sophisticated estimates like DXA measures enabled an enhanced characterisation of genetic associations for BC traits. Conclusion Results from this study suggest that in-depth genomic studies in larger African cohorts may reveal novel SNPs for body composition and adiposity, which will provide greater insight into the aetiology of obesity.