26Among rubber tree species, which belong to the Hevea genus of the Euphorbiaceae family, Hevea 27 brasiliensis (Willd. ex Adr.de Juss.) Muell. Arg. is the main commercial source of natural rubber 28 production worldwide. Knowledge of the population structure and linkage disequilibrium (LD) of 29 this species is essential for the efficient organization and exploitation of genetic resources. Here, we 30 obtained single-nucleotide polymorphisms (SNPs) using a genotyping-by-sequencing (GBS) 31 approach and then employed the SNPs for the following objectives: (i) to identify the positions of 32SNPs on a genetic map of a segregating mapping population, (ii) to evaluate the population structure of 33 a germplasm collection, and (iii) to detect patterns of LD decay among chromosomes for future 34 genetic association studies in rubber tree. A total of 626 genotypes, including both germplasm 35 accessions (368) and individuals from a genetic mapping population (254), were genotyped. A total 36 2 of 77,660 and 21,283 SNPs were detected by GBS in the germplasm and mapping populations, 37respectively. The mapping population, which was previously mapped, was constructed with 1,062 38 markers, among which only 576 SNPs came from GBS, reducing the average interval between two 39 adjacent markers to 4.4 cM. SNPs from GBS genotyping were used for the analysis of genetic 40 structure and LD estimation in the germplasm accessions. Two groups, which largely corresponded 41 to the cultivated and wild populations, were detected using STRUCTURE and via principal 42 coordinate analysis (PCoA). LD analysis, also using the mapped SNPs, revealed that non-random 43 associations varied along chromosomes, with regions of high LD interspersed with regions of low 44LD. Considering the length of the genetic map (4,693 cM) and the mean LD (0.49 for cultivated and 45 0.02 for wild populations), a large number of evenly spaced SNPs would be needed to perform 46 genome-wide association studies in rubber tree, and the wilder the genotypes used, the more difficult 47 the mapping saturation. 48