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Sclerotinia stem rot (SSR) is a disease of soybean [ Glycine max (L.) Merr] that causes severe yield losses. We studied 185 representative soybean accessions to evaluate partial SSR resistance and sequenced these by the specific-locus amplified fragment sequencing method. In total, 22,048 single-nucleotide polymorphisms (SNPs), with minor allele frequencies (MAF) ≥5% and missing data <3%, were developed and applied to genome-wide association study of SSR responsiveness and assess linkage disequilibrium (LD) level for candidate gene selection. We identified 18 association signals related to SSR partial resistance. Among them, six overlapped the regions of previous quantitative trait loci, and twelve were novel. We identified 243 candidate genes located in the 200 kb genomic region of these peak SNPs. Based on quantitative real-time polymerase chain reaction and haplotype analysis, Glyma.03G196000 and Glyma.20G095100 , encoding pentatricopeptide repeat proteins, might be important factors in the resistance response of soybean to SSR. • Sclerotinia stem rot is a destructive disease, causing severe soybean yield losses • 18 loci associated with partial resistance to SSR were identified based on GWAS • Beneficial alleles and genes might be helpful to analyze SSR genetic resistance [ABSTRACT FROM AUTHOR]