ethiopian mustard (Brassica carinata A. Braun) is an emerging sustainable source of vegetable oil, in particular for the biofuel industry. the present study exploited genome assemblies of the Brassica diploids, Brassica nigra and Brassica oleracea, to discover over 10,000 genome-wide SNPs using genotype by sequencing of 620 B. carinata lines. the analyses revealed a Snp frequency of one every 91.7 kb, a heterozygosity level of 0.30, nucleotide diversity levels of 1.31 × 10 −05 , and the first five principal components captured only 13% molecular variation, indicating low levels of genetic diversity among the B. carinata collection. Genome bias was observed, with greater Snp density found on the B subgenome. The 620 lines clustered into two distinct sub-populations (SP1 and SP2) with the majority of accessions (88%) clustered in SP1 with those from Ethiopia, the presumed centre of origin. SP2 was distinguished by a collection of breeding lines, implicating targeted selection in creating population structure. Two selective sweep regions on B3 and B8 were detected, which harbour genes involved in fatty acid and aliphatic glucosinolate biosynthesis, respectively. the assessment of genetic diversity, population structure, and LD in the global B. carinata collection provides critical information to assist future crop improvement. Ethiopian mustard, Brassica carinata A. Braun, has been proposed as an industrial oilseed crop owing to its fatty acid profile with high levels of long and very long chain unsaturated fatty acids 1,2. It is an allotetraploid formed through interspecific hybridization between ancestors of diploid Brassica nigra (B genome; 2n = 16) and Brassica oleracea (C genome; 2n = 18) 3 , with 2n = 4x = 34 chromosomes and a genome size of ~ 1,284 Mbp 4. It is believed to have originated in the highlands of Ethiopia, and possibly adjoining parts of East Africa and the Mediterranean coast 5. The crop is gaining importance in Western Canada, Southern Europe, Australia, South America and India because of its drought tolerance 6 , shatter resistance, large seed size 7 , and high level of resistance to blackleg 8 , and Alternaria leaf spot 9. Although the oil is considered to be of lower nutritional value due to high levels of erucic acid (> 40%) it is being considered as an alternative source of biofuel feedstock, for example in the production of jet biofuel 2,10. There were limited genomic resources available that can be used for B. carinata crop improvement and low levels of molecular variation were identified using RAPD and AFLP technology for a relatively small number of lines 11,12. However, progress has been made recently in the construction of genetic maps for the crop and quantitative trait locus (QTL) mapping using largely anonymous marker systems. The first linkage map was constructed using 212 SSR loci by Guo et al. 13 , while more recently 4,031 DArTseq loci were integrated into a map of the 17 chromosomes of B. carinata 14. In addition, a gene conferring resistance to black rot was mapped to B7 usin...