“…As a reference-optional (or de novo ) pipeline, GBS-SNP-CROP has proven useful to breeders of under-researched crop species for which the lack of a reference genome presented a barrier to the efficient use of GBS data (Cheng et al , 2017; Hale et al , 2018; Melo et al , 2017; Sogbohossou et al , 2018; Wang et al , 2017). The pipeline has facilitated studies of genetic diversity and population structure for natural populations of both plants (Arredondo et al , 2018; Bartaula et al , 2018; Sunseri et al , 2018) and animals (Drury et al , 2017; Xu et al , 2017) and has successfully supported molecular breeding analyses in a variety of crop and non-crop plant species (Adhikari et al , 2018; Chung et al , 2018; Holloway et al , 2018; Munjal et al , 2017). In presenting GBS-SNP-CROP v.4.0, this note describes the expanded functionality and enhanced performance of the pipeline relative to its original version.…”