Species/Population Samples G2P Pair Model Description Author Journal Year PMID
B. napus 472 7 mixed liner model Genome-wide association study dissects the genetic architecture of seed weight and seed quality in rapeseed (Brassica napus L.). Xiaoming Wu et al. DNA research : an international journal for rapid publication of reports on genes and genomes 2014 24510440
B. napus 472 11 mixed liner model A genome-wide association study of plant height and primary branch number in rapeseed (Brassica napus). Xiaoming Wu et al. Plant science : an international journal of experimental plant biology 2015 26566834
B. napus 66 17 GLM/MLM Identification of Putative Candidate Genes for Water Stress Tolerance in Canola (Brassica napus). Guijun Yan et al. Frontiers in plant science 2015 26640475
B. napus 523 33 GLM/MLM Genome-wide association study reveals the genetic architecture of flowering time in rapeseed (Brassica napus L.). Bin Yi et al. DNA research : an international journal for rapid publication of reports on genes and genomes 2015 26659471
98 yellow-seeded, 201 black-seeded, and 221 with intermediate colors 520 82 a mixed linear model (MLM)  Genome-Wide Analysis of Seed Acid Detergent Lignin (ADL) and Hull Content in Rapeseed (Brassica napus L.). Liezhao Liu et al. PloS one 2015 26673885
B. napus 521 82 GLM/MLM/A-D test A genome-wide association study reveals novel elite allelic variations in seed oil content of Brassica napus. Yongming Zhou et al. TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik 2016 26912143
B. napus 405 125 a multiple forward regression Agronomic and Seed Quality Traits Dissected by Genome-Wide Association Mapping in Brassica napus. Benjamin Stich et al. Frontiers in plant science 2016 27066036
B. napus 520 70 GLM/MLM/A-D test Genome-Wide Association Study Provides Insight into the Genetic Control of Plant Height in Rapeseed (Brassica napus L.). Bin Yi et al. Frontiers in plant science 2016 27512396
B. napus 530 62 GLM/MLM/A-D test Genome-Wide Association Study Dissecting the Genetic Architecture Underlying the Branch Angle Trait in Rapeseed (Brassica napus L.). Bin Yi et al. Scientific reports 2016 27646167
B. napus 448 25 the PCA+K model Genome-wide Association Study Identifies New Loci for Resistance to Sclerotinia Stem Rot in <i>Brassica napus</i>. Yongming Zhou et al. Frontiers in plant science 2016 27703464
B. napus 227 18 a mixed model  Identification of stable QTLs for seed oil content by combined linkage and association mapping in Brassica napus. Hanzhong Wang et al. Plant science : an international journal of experimental plant biology 2016 27717475
B. napus 520 287 GLM (generalized linear model) and mixed linear model (MLM) A combination of genome-wide association and transcriptome analysis reveals candidate genes controlling harvest index-related traits in Brassica napus. Jiana Li et al. Scientific reports 2016 27811979
B. napus 210 5 GLM Joint genome-wide association and transcriptome sequencing reveals a complex polygenic network underlying hypocotyl elongation in rapeseed (Brassica napus L.). Tingdong Fu et al. Scientific reports 2017 28139730
342 semi-winter, 34 spring, 26 winter and 3 unknown types 405 233 GLM (generalized linear model) and mixed linear model (MLM) Genetic variants associated with the root system architecture of oilseed rape (Brassica napus L.) under contrasting phosphate supply. Lei Shi et al. DNA research : an international journal for rapid publication of reports on genes and genomes 2017 28430897
26 winter oilseed rape (OSR) , 307 semi-winter OSR , and 35 spring OSR 368 125 a general linear model and a mixed linear model  Genome-Wide Association Study Reveals the Genetic Architecture Underlying Salt Tolerance-Related Traits in Rapeseed (<i>Brassica napus</i> L.). Jinxiong Shen et al. Frontiers in plant science 2017 28491067
B. napus 520 57 a general linear model and a mixed linear model  Genetic and transcriptomic analyses of lignin- and lodging-related traits in Brassica napus. Jiana Li et al. TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik 2017 28634809
B. napus 520 29 a mixed linear model (MLM) Genome-Wide Association Mapping of Seed Coat Color in Brassica napus. Liezhao Liu et al. Journal of agricultural and food chemistry 2017 28650150
20 are winter type, 308 are semi-winter type and 5 are unknown 333 88 a mixed linear model (MLM) Genome-Wide Association Study Reveals Candidate Genes for Control of Plant Height, Branch Initiation Height and Branch Number in Rapeseed (<i>Brassica napus</i> L.). Hanzhong Wang et al. Frontiers in plant science 2017 28769955
71 winter ecotypes from Europe, 196 Chinese semi-winter accessions and 60 spring ecotype lines 327 12 a mixed linear model (MLM) A genome-wide survey with different rapeseed ecotypes uncovers footprints of domestication and breeding. Wei Qian et al. Journal of experimental botany 2017 28992309
71 winter ecotypes from Europe, 196 Chinese semi-winter accessions and 60 spring ecotype lines 327 51 a mixed linear model (MLM) GWAS, QTL mapping and gene expression analyses in Brassica napus reveal genetic control of branching morphogenesis. Wei Qian et al. Scientific reports 2017 29162897
257 semi-winter types, 16 spring types and 27 winter types 300 148 general linear models (GLM) and mixed linear models (MLM) Earliness traits in rapeseed (Brassica napus): SNP loci and candidate genes identified by genome-wide association analysis. Yingjin Huang et al. DNA research : an international journal for rapid publication of reports on genes and genomes 2017 29236947
rapeseed 189 64 a mixed linear model (MLM) Dissection of the genetic architecture of three seed-quality traits and consequences for breeding in Brassica napus. Kede Liu et al. Plant biotechnology journal 2018 29265559
winter oilseed rape 215 324 a mixed model approximation Hidden Effects of Seed Quality Breeding on Germination in Oilseed Rape (<i>Brassica napus</i> L.). Sarah Hatzig et al. Frontiers in plant science 2018 29666629
winter OSR (29), (b) semi-winter OSR (355), and (c) spring OSR (35) 419 131 GLM/MLM Genome-Wide Association Study of Cadmium Accumulation at the Seedling Stage in Rapeseed (<i>Brassica napus</i> L.). Jinxiong Shen et al. Frontiers in plant science 2018 29725340
rapeseed 186 162 a compressed mixed linear model Multi-year linkage and association mapping confirm the high number of genomic regions involved in oilseed rape quantitative resistance to blackleg. Régine Delourme et  al. TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik 2018 29728747
rapeseed 472 149 GLM/MLM An Integration of Genome-Wide Association Study and Gene Co-expression Network Analysis Identifies Candidate Genes of Stem Lodging-Related Traits in <i>Brassica napus</i>. Xiaoming Wu et al. Frontiers in plant science 2018 29946333