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A fast mrMLM algorithm for multi-locus genome-wide association studies

https://doi.org/10.1101/341784
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/gepi.20543openalex-snapshot
SNP Selection in genome‐wide and candidate gene studies via penalized logistic regression
inferredcites →https://doi.org/10.1007/s11032-012-9833-5openalex-snapshot
Association mapping for seed size and shape traits in soybean cultivars
inferredcites →https://doi.org/10.1007/s13253-010-0046-2openalex-snapshot
Identifying QTLs and Epistasis in Structured Plant Populations Using Adaptive Mixed LASSO
inferredcites →https://doi.org/10.1038/hdy.2009.180openalex-snapshot
An expectation–maximization algorithm for the Lasso estimation of quantitative trait locus effects
inferredcites →https://doi.org/10.1038/nature05911openalex-snapshot
Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls
inferredcites →https://doi.org/10.1038/nature08800openalex-snapshot
Genome-wide association study of 107 phenotypes in Arabidopsis thaliana inbred lines
inferredcites →https://doi.org/10.1038/ng.2310openalex-snapshot
Genome-wide efficient mixed-model analysis for association studies
inferredcites →https://doi.org/10.1038/ng.2314openalex-snapshot
An efficient multi-locus mixed-model approach for genome-wide association studies in structured populations
inferredcites →https://doi.org/10.1038/ng.2410openalex-snapshot
Rapid variance components–based method for whole-genome association analysis
inferredcites →https://doi.org/10.1038/ng.546openalex-snapshot
Mixed linear model approach adapted for genome-wide association studies
inferredcites →https://doi.org/10.1038/ng.548openalex-snapshot
Variance component model to account for sample structure in genome-wide association studies
inferredcites →https://doi.org/10.1038/ng1702openalex-snapshot
A unified mixed-model method for association mapping that accounts for multiple levels of relatedness
inferredcites →https://doi.org/10.1038/nmeth.1681openalex-snapshot
FaST linear mixed models for genome-wide association studies
inferredcites →https://doi.org/10.1038/nmeth.2037openalex-snapshot
Improved linear mixed models for genome-wide association studies
inferredcites →https://doi.org/10.1038/nrg2751openalex-snapshot
Genome-wide association studies in pharmacogenomics
inferredcites →https://doi.org/10.1038/srep18376openalex-snapshot
Genetic dissection of heterosis using epistatic association mapping in a partial NCII mating design
inferredcites →https://doi.org/10.1038/srep19444openalex-snapshot
Improving power and accuracy of genome-wide association studies via a multi-locus mixed linear model methodology
inferredcites →https://doi.org/10.1080/0025570x.1981.11976898openalex-snapshot
On the Inverse of the Sum of Matrices
inferredcites →https://doi.org/10.1093/bib/bbw145openalex-snapshot
Methodological implementation of mixed linear models in multi-locus genome-wide association studies
inferredcites →https://doi.org/10.1111/j.1469-1809.2010.00597.xopenalex-snapshot
Joint Identification of Multiple Genetic Variants via Elastic‐Net Variable Selection in a Genome‐Wide Association Analysis
inferredcites →https://doi.org/10.1186/s12915-014-0073-5openalex-snapshot
Enrichment of statistical power for genome-wide association studies
inferredcites →https://doi.org/10.1198/016214501753382273openalex-snapshot
Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties
inferredcites →https://doi.org/10.1198/016214506000000735openalex-snapshot
The Adaptive Lasso and Its Oracle Properties
inferredcites →https://doi.org/10.1214/009053604000000067openalex-snapshot
Least angle regression
inferredcites →https://doi.org/10.1214/09-sts306openalex-snapshot
Estimating Effects and Making Predictions from Genome-Wide Marker Data
inferredcites →https://doi.org/10.1371/journal.pcbi.1005357openalex-snapshot
Iterative sure independence screening EM-Bayesian LASSO algorithm for multi-locus genome-wide association studies
inferredcites →https://doi.org/10.1371/journal.pgen.1000130openalex-snapshot
Simultaneous Analysis of All SNPs in Genome-Wide and Re-Sequencing Association Studies
inferredcites →https://doi.org/10.1371/journal.pgen.1003264openalex-snapshot
Polygenic Modeling with Bayesian Sparse Linear Mixed Models
inferredcites →https://doi.org/10.1371/journal.pgen.1004969openalex-snapshot
Simultaneous Discovery, Estimation and Prediction Analysis of Complex Traits Using a Bayesian Mixture Model
inferredcites →https://doi.org/10.1371/journal.pgen.1005767openalex-snapshot
Iterative Usage of Fixed and Random Effect Models for Powerful and Efficient Genome-Wide Association Studies
inferredcites →https://doi.org/10.1371/journal.pone.0017773openalex-snapshot
Epistatic Association Mapping in Homozygous Crop Cultivars
inferredcites →https://doi.org/10.1371/journal.pone.0107684openalex-snapshot
A SUPER Powerful Method for Genome Wide Association Study
inferredcites →https://doi.org/10.1534/genetics.104.033217openalex-snapshot
Mapping Quantitative Trait Loci Using Naturally Occurring Genetic Variance Among Commercial Inbred Lines of Maize (Zea mays L.)
inferredcites →https://doi.org/10.1534/genetics.107.080101openalex-snapshot
Efficient Control of Population Structure in Model Organism Association Mapping
inferredcites →https://doi.org/10.1534/genetics.107.085589openalex-snapshot
Bayesian LASSO for Quantitative Trait Loci Mapping
inferredcites →https://doi.org/10.1534/genetics.113.157032openalex-snapshot
Mapping Quantitative Trait Loci by Controlling Polygenic Background Effects

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1002/agg2.70299openalex-snapshot
Genome‐wide association analyses reveal loci controlling 1000‐kernel weight, harvest index, biological yield, and grain yield in bread wheat
inferred← citeshttps://doi.org/10.1002/jsfa.70859openalex-snapshot
Genomic insights into end‐use grain quality and nutritional traits of an ancient Indian dwarf wheat ( Triticum sphaerococcum Percival) population using a multi‐locus genome‐wide association study
inferred← citeshttps://doi.org/10.1002/pld3.70064openalex-snapshot
Multi‐Experiment and Multi‐Locus Genome‐Wide Association Mapping for Grain Arsenic in Rice Population
inferred← citeshttps://doi.org/10.1002/tpg2.20436openalex-snapshot
Multi‐locus genome‐wide association study reveal genomic regions underlying root system architecture traits in Ethiopian sorghum germplasm
inferred← citeshttps://doi.org/10.1002/tpg2.20500openalex-snapshot
Elucidation of the genetic architecture of water absorption capacity in hard winter wheat through genome wide association study
inferred← citeshttps://doi.org/10.1002/tpg2.20505openalex-snapshot
Multi‐locus genome‐wide association study for grain yield and drought tolerance indices in sorghum accessions
inferred← citeshttps://doi.org/10.1002/tpg2.70089openalex-snapshot
Dissecting the genomic regions, candidate genes and pathways using multi‐locus genome‐wide association study for stem rot disease resistance in groundnut
inferred← citeshttps://doi.org/10.1002/tpg2.70201openalex-snapshot
Genome‐wide association study identifies consistent genomic loci for yield and nutritional quality in Ethiopian sorghum landraces
inferred← citeshttps://doi.org/10.1007/978-1-0716-2237-7_19openalex-snapshot
GWAS Case Studies in Wheat
inferred← citeshttps://doi.org/10.1007/978-3-030-81107-5_13openalex-snapshot
Genomic Cross Prediction for Linseed Improvement
inferred← citeshttps://doi.org/10.1007/978-3-030-91035-8_8openalex-snapshot
Genomic Designing for Genetic Improvement of Biotic Stress Resistance in Flax
inferred← citeshttps://doi.org/10.1007/978-3-031-16061-5_5openalex-snapshot
QTL Mapping: Strategy, Progress, and Prospects in Flax
inferred← citeshttps://doi.org/10.1007/978-3-031-26669-0_17openalex-snapshot
Genome-Wide Association Study (GWAS): Concept and Methodology for Gene Mapping in Plants
inferred← citeshttps://doi.org/10.1007/s00122-019-03398-xopenalex-snapshot
Genome-wide association study of pre-harvest sprouting tolerance using a 90K SNP array in common wheat (Triticum aestivum L.)
inferred← citeshttps://doi.org/10.1007/s00122-020-03691-0openalex-snapshot
Loci harboring genes with important role in drought and related abiotic stress responses in flax revealed by multiple GWAS models
inferred← citeshttps://doi.org/10.1007/s00122-021-03859-2openalex-snapshot
Genome-wide association study for grain mineral content in a Brazilian common bean diversity panel
inferred← citeshttps://doi.org/10.1007/s00122-025-05086-5openalex-snapshot
A natural allelic variation of TaIAA10-6A confers pre-harvest sprouting resistance in wheat
inferred← citeshttps://doi.org/10.1007/s00299-024-03172-4openalex-snapshot
Multi-locus genome-wide association studies reveal the dynamic genetic architecture of flowering time in chrysanthemum
inferred← citeshttps://doi.org/10.1007/s00344-024-11517-2openalex-snapshot
Combined Genome-Wide Association Study and Expression Analysis Unravels Candidate Genes Associated with Seed Weight in Moth Bean [Vigna aconitifolia (Jacq.) Marechal]
inferred← citeshttps://doi.org/10.1007/s00344-026-12218-8openalex-snapshot
Whole Genome Re-sequencing Based GWAS Identifies Candidate Genes Leading to Development of KASP Marker for Seed Size Traits in Lentil (Lens Culinaris Medik.)
inferred← citeshttps://doi.org/10.1007/s00438-019-01586-4openalex-snapshot
Combination of multi-locus genome-wide association study and QTL mapping reveals genetic basis of tassel architecture in maize
inferred← citeshttps://doi.org/10.1007/s00438-021-01785-yopenalex-snapshot
Genetic dissection of flowering time in flax (Linum usitatissimum L.) through single- and multi-locus genome-wide association studies
inferred← citeshttps://doi.org/10.1007/s10681-025-03573-wopenalex-snapshot
Genetic determinants of heat content in chile pepper (Capsicum spp.) revealed by multi-locus genome-wide association mapping
inferred← citeshttps://doi.org/10.1007/s10681-026-03687-9openalex-snapshot
Genome-wide association analysis reveals genetic markers linked to Striga hermonthica resistance in Ethiopian sorghum [Sorghum bicolor L. Moench] landraces
inferred← citeshttps://doi.org/10.1007/s10681-026-03710-zopenalex-snapshot
Genomic insights into root and physiological traits through multi-locus GWAS uncover key loci governing drought tolerance in sorghum
inferred← citeshttps://doi.org/10.1007/s10722-024-02066-4openalex-snapshot
Multi-locus genome-wide association analysis for root and shoot traits at seedling stage in Ethiopian sorghum (Sorghum bicolor (L.) Moench) accessions
inferred← citeshttps://doi.org/10.1007/s11032-019-1063-7openalex-snapshot
Multi-environments and multi-models association mapping identified candidate genes of lint percentage and seed index in Gossypium hirsutum L.
inferred← citeshttps://doi.org/10.1007/s11032-019-1096-yopenalex-snapshot
Drought response of flax accessions and identification of quantitative trait nucleotides (QTNs) governing agronomic and root traits by genome-wide association analysis
inferred← citeshttps://doi.org/10.1007/s11032-022-01310-yopenalex-snapshot
Identification of major genomic regions for soybean seed weight by genome-wide association study
inferred← citeshttps://doi.org/10.1007/s11032-026-01695-0openalex-snapshot
Mapping the genetic architecture of flowering and maturity in soybean [Glycine max (L.) Merr.] using multi-locus genome-wide association studies under Ethiopian conditions
inferred← citeshttps://doi.org/10.1007/s11103-025-01576-8openalex-snapshot
Detection of genes associated with soybean protein content using a genome-wide association study
inferred← citeshttps://doi.org/10.1007/s12298-025-01624-zopenalex-snapshot
Comprehensive analysis of genomic loci associated with glaucousness in wheat (Triticum aestivum L.) through Genome-wide association study
inferred← citeshttps://doi.org/10.1016/j.cj.2021.07.008openalex-snapshot
Genetic architecture of maize yield traits dissected by QTL mapping and GWAS in maize
inferred← citeshttps://doi.org/10.1016/j.cj.2026.01.014openalex-snapshot
Fine-mapping of a gene associated with pod number in the lower parts of soybean plants and evaluating molecular-design breeding schemes
inferred← citeshttps://doi.org/10.1016/j.cj.2026.07.016openalex-snapshot
A genome-wide association study identifies LuMED25/PFT1 as a major locus controlling stem diameter in flax (Linum usitatissimum L.)
inferred← citeshttps://doi.org/10.1016/j.cj.2026.09.006openalex-snapshot
Stable QTNs for soybean seed protein content support genomic selection and simulation-based molecular breeding
inferred← citeshttps://doi.org/10.1016/j.csbj.2022.06.014openalex-snapshot
Domestication and improvement genes reveal the differences of seed size- and oil-related traits in soybean domestication and improvement
inferred← citeshttps://doi.org/10.1016/j.csbj.2023.03.022openalex-snapshot
A multi-locus linear mixed model methodology for detecting small-effect QTLs for quantitative traits in MAGIC, NAM, and ROAM populations
inferred← citeshttps://doi.org/10.1016/j.envexpbot.2022.105019openalex-snapshot
Integrating multi-locus genome-wide association studies with transcriptomic data to identify genetic loci underlying adult root trait responses to drought stress in flax (Linum usitatissimum L.)
inferred← citeshttps://doi.org/10.1016/j.fcr.2023.109165openalex-snapshot
Genetic analysis of genotype-specific parameters in the DSSAT-CROPGRO-soybean phenology simulation model via a multi-GWAS method
inferred← citeshttps://doi.org/10.1016/j.fochms.2025.100313openalex-snapshot
Genome-wide association studies for identification of QTLs and key candidate genes to improve grain quality in rice (Oryza sativa L.)
inferred← citeshttps://doi.org/10.1016/j.gpb.2020.06.006openalex-snapshot
mrMLM v4.0.2: An R Platform for Multi-Locus Genome-Wide Association Studies
inferred← citeshttps://doi.org/10.1016/j.indcrop.2019.04.010openalex-snapshot
Candidate quantitative trait loci and genes for fiber quality in Gossypium hirsutum L. detected using single- and multi-locus association mapping
inferred← citeshttps://doi.org/10.1016/j.indcrop.2019.111877openalex-snapshot
Genome-wide association studies in the genetic dissection of ovule number, seed number, and seed weight in Brassica napus L.
inferred← citeshttps://doi.org/10.1016/j.indcrop.2020.113004openalex-snapshot
Decryption of favourable haplotypes and potential candidate genes for five fibre quality properties using a relatively novel genome-wide association study procedure in upland cotton
inferred← citeshttps://doi.org/10.1016/j.indcrop.2022.115886openalex-snapshot
Identification of superior haplotypes and candidate genes for yield-related traits in tobacco (Nicotiana tabacum L.) using association mapping
inferred← citeshttps://doi.org/10.1016/j.plantsci.2019.110338openalex-snapshot
Genetic dissection of zinc, iron, copper, manganese and phosphorus in wheat (Triticum aestivum L.) grain and rachis at two developmental stages
inferred← citeshttps://doi.org/10.1016/j.pmpp.2025.102978openalex-snapshot
Uncovering genetic architecture of powdery mildew resistance in wheat-Aegilops derivatives via multi-locus genome wide association mapping
inferred← citeshttps://doi.org/10.1016/j.stress.2024.100707openalex-snapshot
Deciphering the genomic regions associated with seedling cold tolerance traits in rice (Oryza sativa L.)
inferred← citeshttps://doi.org/10.1016/j.ygeno.2020.08.006openalex-snapshot
Multi-locus genome-wide association studies reveal novel genomic regions associated with vegetative stage salt tolerance in bread wheat (Triticum aestivum L.)
inferred← citeshttps://doi.org/10.1016/j.ygeno.2021.07.014openalex-snapshot
Genome-wide association mapping reveals key genomic regions for physiological and yield-related traits under salinity stress in wheat (Triticum aestivum L.)
inferred← citeshttps://doi.org/10.1017/s1479262120000313openalex-snapshot
Molecular characterization of QTL-allele system for drought tolerance at seedling stage and optimal genotype design using multi-locus multi-allele genome-wide association analysis in a half-sib population of soybean (Glycine max (L.) Merr.)
inferred← citeshttps://doi.org/10.1038/s41437-022-00525-1openalex-snapshot
Multi-locus genome-wide association studies (ML-GWAS) reveal novel genomic regions associated with seedling and adult plant stage leaf rust resistance in bread wheat (Triticum aestivum L.)
inferred← citeshttps://doi.org/10.1038/s41598-019-49737-2openalex-snapshot
Core set construction and association analysis of Pinus massoniana from Guangdong province in southern China using SLAF-seq
inferred← citeshttps://doi.org/10.1038/s41598-020-69890-3openalex-snapshot
QTL mapping and GWAS for field kernel water content and kernel dehydration rate before physiological maturity in maize
inferred← citeshttps://doi.org/10.1038/s41598-020-78907-wopenalex-snapshot
Genome-wide association identifies several QTLs controlling cysteine and methionine content in soybean seed including some promising candidate genes
inferred← citeshttps://doi.org/10.1038/s41598-020-80391-1openalex-snapshot
Detection of QTNs for kernel moisture concentration and kernel dehydration rate before physiological maturity in maize using multi-locus GWAS
inferred← citeshttps://doi.org/10.1038/s41598-021-03566-4openalex-snapshot
Association analysis for resistance to Striga hermonthica in diverse tropical maize inbred lines
inferred← citeshttps://doi.org/10.1038/s41598-021-86127-zopenalex-snapshot
Uncovering genomic regions controlling plant architectural traits in hexaploid wheat using different GWAS models
inferred← citeshttps://doi.org/10.1038/s41598-021-95629-9openalex-snapshot
Favorable pleiotropic loci for fiber yield and quality in upland cotton (Gossypium hirsutum)
inferred← citeshttps://doi.org/10.1038/s41598-023-42856-xopenalex-snapshot
Exploring GWAS and genomic prediction to improve Septoria tritici blotch resistance in wheat
inferred← citeshttps://doi.org/10.1038/s41598-024-71593-yopenalex-snapshot
Identification and analysis of low light responsive yield enhancing QTLs in rice
inferred← citeshttps://doi.org/10.1038/s41598-025-91199-2openalex-snapshot
Identification of quantitative trait nucleotides for grain quality in bread wheat under heat stress
inferred← citeshttps://doi.org/10.1038/s41598-025-95099-3openalex-snapshot
Exploring the polygenic landscape of wool traits in Turkish Merinos through multi-locus GWAS approaches: middle Anatolian Merino
inferred← citeshttps://doi.org/10.1038/s41598-025-99012-wopenalex-snapshot
Multi-locus genome-wide association study reveals genomic regions underlying root system architecture traits early growth stage of sorghum germplasm
inferred← citeshttps://doi.org/10.1071/cp21128openalex-snapshot
SNP-bin linkage analysis and genome-wide association study of plant height in soybean
inferred← citeshttps://doi.org/10.1080/13102818.2022.2155569openalex-snapshot
QTL for yield per plant under water deficit and well-watered conditions and drought susceptibility index in soybean ( Glycine max (L.) Merr.)
inferred← citeshttps://doi.org/10.1093/g3journal/jkag116openalex-snapshot
Association mapping integrated with image-based phenomics identifies SNPs and candidate genes underpinning fruit morphology and development in chile pepper ( Capsicum annum L.)
inferred← citeshttps://doi.org/10.1093/genetics/iyaf167openalex-snapshot
Harnessing cytonuclear diversity to map barley spike traits using the cytonuclear multi-parent population
inferred← citeshttps://doi.org/10.1093/jas/skad121openalex-snapshot
Identification of candidate genes associated with carcass component weights in commercial crossbred pigs through a combined GWAS approach
inferred← citeshttps://doi.org/10.1101/2023.02.25.530014openalex-snapshot
An associative transcriptomics study on rice bean ( Vigna umbellata ) provides new insights into genetic basis and candidate genes governing flowering, maturity and seed weight
inferred← citeshttps://doi.org/10.1101/2025.04.08.647843openalex-snapshot
Cytonuclear analysis of barley spike traits using a cytoplasm-aware population
inferred← citeshttps://doi.org/10.1111/age.13169openalex-snapshot
A study using single‐locus and multi‐locus genome‐wide association study to identify genes associated with teat number in Hu sheep
inferred← citeshttps://doi.org/10.1111/pbr.13014openalex-snapshot
Application of multi‐locus GWAS for the detection of bruchid resistance loci in cowpea ( Vigna unguiculata )
inferred← citeshttps://doi.org/10.1111/pbr.70002openalex-snapshot
Multilocus Genome‐Wide Association Identifies QTL and Candidate Genes Associated With Resistance to Flower Bud Thrips ( Megalurothrips sjostedti ) in Cowpea Minicore Population
inferred← citeshttps://doi.org/10.1111/tpj.14999openalex-snapshot
Genome‐wide dissection of hybridization for fiber quality‐ and yield‐related traits in upland cotton
inferred← citeshttps://doi.org/10.1186/s12864-020-6742-6openalex-snapshot
Genome-wide association analyses identify known and novel loci for teat number in Duroc pigs using single-locus and multi-locus models
inferred← citeshttps://doi.org/10.1186/s12864-024-11037-zopenalex-snapshot
Genomic regions associated with flag leaf and panicle architecture in rice (Oryza sativa L.)
inferred← citeshttps://doi.org/10.1186/s12864-025-11344-zopenalex-snapshot
Genome-wide association study of fat content and fatty acid composition of shea tree (Vitellaria paradoxa C.F. Gaertn subsp. paradoxa)
inferred← citeshttps://doi.org/10.1186/s12864-025-11458-4openalex-snapshot
Multi-locus genome-wide association mapping for major agronomic and yield-related traits in sorghum (Sorghum bicolor (L.) moench) landraces
inferred← citeshttps://doi.org/10.1186/s12864-026-12956-9openalex-snapshot
Multi-locus genome-wide association study on the rheological traits in wheat flour dough
inferred← citeshttps://doi.org/10.1186/s12870-020-02603-0openalex-snapshot
Genome-wide association studies of ionomic and agronomic traits in USDA mini core collection of rice and comparative analyses of different mapping methods
inferred← citeshttps://doi.org/10.1186/s12870-020-02604-zopenalex-snapshot
Identification of quantitative trait nucleotides and candidate genes for soybean seed weight by multiple models of genome-wide association study
inferred← citeshttps://doi.org/10.1186/s12870-020-02676-xopenalex-snapshot
Genome-wide association studies and whole-genome prediction reveal the genetic architecture of KRN in maize
inferred← citeshttps://doi.org/10.1186/s12870-021-03046-xopenalex-snapshot
Genome-wide association study and its applications in the non-model crop Sesamum indicum
inferred← citeshttps://doi.org/10.1186/s12870-021-03093-4openalex-snapshot
Identification and validation of a novel locus, Qpm-3BL, for adult plant resistance to powdery mildew in wheat using multilocus GWAS
inferred← citeshttps://doi.org/10.1186/s12870-021-03127-xopenalex-snapshot
Exploiting natural variation in crown root traits via genome-wide association studies in maize
inferred← citeshttps://doi.org/10.1186/s12870-021-03146-8openalex-snapshot
Multi-locus genome-wide association studies for five yield-related traits in rice
inferred← citeshttps://doi.org/10.1186/s12870-021-03314-wopenalex-snapshot
Identification of quantitative trait nucleotides and candidate genes for tuber yield and mosaic virus tolerance in an elite population of white guinea yam (Dioscorea rotundata) using genome-wide association scan
inferred← citeshttps://doi.org/10.1186/s12870-022-03900-6openalex-snapshot
Unlocking the molecular basis of wheat straw composition and morphological traits through multi-locus GWAS
inferred← citeshttps://doi.org/10.1186/s12870-023-04215-wopenalex-snapshot
Genetic diversity, population structure, and genome-wide association study for the flowering trait in a diverse panel of 428 moth bean (Vigna aconitifolia) accessions using genotyping by sequencing
inferred← citeshttps://doi.org/10.1186/s12870-023-04350-4openalex-snapshot
Association mapping in multiple yam species (Dioscorea spp.) of quantitative trait loci for yield-related traits
inferred← citeshttps://doi.org/10.1186/s12870-024-04810-5openalex-snapshot
New insights into QTNs and potential candidate genes governing rice yield via a multi-model genome-wide association study
inferred← citeshttps://doi.org/10.1186/s12870-024-04976-yopenalex-snapshot
Transcriptome-wide association mapping provides insights into the genetic basis and candidate genes governing flowering, maturity and seed weight in rice bean (Vigna umbellata)
inferred← citeshttps://doi.org/10.1186/s12870-024-05097-2openalex-snapshot
Insights into the genetic architecture of Phytophthora capsici root rot resistance in chile pepper (Capsicum spp.) from multi-locus genome-wide association study
inferred← citeshttps://doi.org/10.1186/s12870-025-06135-3openalex-snapshot
Genome-wide association mapping and genomic prediction analyses reveal the genetic architecture of grain yield and agronomic traits under drought and optimum conditions in maize
inferred← citeshttps://doi.org/10.1186/s12870-025-06285-4openalex-snapshot
Unraveling the genetic basis of heat tolerance and yield in bread wheat: QTN discovery and Its KASP-assisted validation
inferred← citeshttps://doi.org/10.1186/s12870-025-06330-2openalex-snapshot
Genetic dissection of leaf rust resistance in a diversity panel of tetraploid wheat (Triticum turgidum)
inferred← citeshttps://doi.org/10.1186/s12870-025-06918-8openalex-snapshot
Mapping, validation, and development of markers for the major adult plant stripe rust resistance locus QYr.hnk-7DL in Henan wheat
inferred← citeshttps://doi.org/10.1186/s12870-025-07271-6openalex-snapshot
Multi-locus genome-wide association studies for root system architectural traits in Ethiopian sorghum (Sorghum bicolor L.) landraces
inferred← citeshttps://doi.org/10.1186/s12870-026-08475-0openalex-snapshot
Multi-locus genome-wide association studies of aluminum stress indices in shoot and root traits at seedling stage in Ethiopian durum wheat (Triticum turgidum ssp. durum) genotypes
inferred← citeshttps://doi.org/10.1186/s12870-026-08622-7openalex-snapshot
Multilocus genome-wide association study reveals genomic regions associated with resistance to red leaf blotch in soybean
inferred← citeshttps://doi.org/10.1186/s12870-026-08788-0openalex-snapshot
Multi-locus GWAS to unravel the genetic architecture of grain iron, zinc and protein contents in wheat (Triticum aestivum L.) genotypes evaluated over multiple locations and years
inferred← citeshttps://doi.org/10.1186/s12870-026-09201-6openalex-snapshot
Genome-wide association study identifies loci controlling grain yield and protein content in mungbean (Vigna radiata (L.) R. Wilczek var. radiata) using DArTseq SNP markers
inferred← citeshttps://doi.org/10.1186/s12917-024-04428-7openalex-snapshot
Investigation of growth traits in Turkish Merino lambs using multi-locus GWAS approaches: Middle Anatolian Merino
inferred← citeshttps://doi.org/10.1186/s12917-025-04719-7openalex-snapshot
Discovery of host genetic factors through multi-locus GWAS against toxoplasmosis in sheep: addressing one health perspectives
inferred← citeshttps://doi.org/10.1186/s12917-025-05069-0openalex-snapshot
Exploring the polygenic landscape of wool traits in Turkish merinos through multi-locus GWAS approaches: Karacabey Merino
inferred← citeshttps://doi.org/10.1371/journal.pone.0322203openalex-snapshot
Genome-wide association study of biological nitrogen fixation traits in mini-core cowpea germplasm
inferred← citeshttps://doi.org/10.1371/journal.pone.0325224openalex-snapshot
Multi-locus GWAS analysis identifies genomic regions associated with resistance to ergot (Claviceps africana) in sorghum
inferred← citeshttps://doi.org/10.1590/1984-70332024v24n2a25openalex-snapshot
A new set of quantitative trait loci linked to lipid content in Coffea arabica
inferred← citeshttps://doi.org/10.20900/cbgg20220002openalex-snapshot
Multi-Locus Association Mapping Uncovers the Genetic Basis of Yield and Agronomic Traits in Chile Pepper (Capsicum spp.)
inferred← citeshttps://doi.org/10.21203/rs.2.23079/v1openalex-snapshot
Uncovering genomic regions controlling plant architectural traits in hexaploid wheat using GWAS
inferred← citeshttps://doi.org/10.21203/rs.3.rs-1373191/v1openalex-snapshot
Multi-locus genome-wide association study for phosphorus use efficiency in a tropical maize germplasm
inferred← citeshttps://doi.org/10.21203/rs.3.rs-1373191/v2openalex-snapshot
Multi-locus genome-wide association study for phosphorus use efficiency in a tropical maize germplasm
inferred← citeshttps://doi.org/10.21203/rs.3.rs-3093318/v1openalex-snapshot
Insights into the genetic architecture of Phytophthora capsici root rot resistance in chile pepper (Capsicum spp.) from multi-locus genomewide association study
inferred← citeshttps://doi.org/10.21203/rs.3.rs-9601429/v1openalex-snapshot
Harnessing superior haplotypes from landraces to breeding lines for enhanced yield in rice
inferred← citeshttps://doi.org/10.3389/fagro.2025.1537871openalex-snapshot
Association mapping for total phenols, total flavonoids and antioxidant activity in a Mesoamerican bean diversity panel
inferred← citeshttps://doi.org/10.3389/fgene.2020.00689openalex-snapshot
Identification of QTNs Controlling 100-Seed Weight in Soybean Using Multilocus Genome-Wide Association Studies
inferred← citeshttps://doi.org/10.3389/fgene.2021.701658openalex-snapshot
Validation of Genes Affecting Rice Grain Zinc Content Through Candidate Gene-Based Association Analysis
inferred← citeshttps://doi.org/10.3389/fgene.2022.811924openalex-snapshot
Identification of QTNs Associated With Flowering Time, Maturity, and Plant Height Traits in Linum usitatissimum L. Using Genome-Wide Association Study
inferred← citeshttps://doi.org/10.3389/fhort.2024.1365567openalex-snapshot
Genome-wide mapping uncovers significant quantitative trait loci associated with yam mosaic virus infection, yield and dry matter content in White Guinea yam (Dioscorea rotundata Poir.)
inferred← citeshttps://doi.org/10.3389/fhort.2024.1373327openalex-snapshot
Genetic architecture of post-harvest tuber quality traits in bush yam (Dioscorea praehensilis Benth.) germplasm through association mapping
inferred← citeshttps://doi.org/10.3389/fhort.2024.1448159openalex-snapshot
Marker-trait association analysis for easy fruit destemming and mechanical harvestability traits in New Mexican chile pepper (Capsicum annuum L.)
inferred← citeshttps://doi.org/10.3389/fpls.2018.01169openalex-snapshot
Multi-Locus Genome-Wide Association Studies of Fiber-Quality Related Traits in Chinese Early-Maturity Upland Cotton
inferred← citeshttps://doi.org/10.3389/fpls.2018.01226openalex-snapshot
Genome-Wide Association Studies of Photosynthetic Traits Related to Phosphorus Efficiency in Soybean
inferred← citeshttps://doi.org/10.3389/fpls.2018.01464openalex-snapshot
The Application of Multi-Locus GWAS for the Detection of Salt-Tolerance Loci in Rice
inferred← citeshttps://doi.org/10.3389/fpls.2018.01683openalex-snapshot
Multi-Locus Genome-Wide Association Studies for 14 Main Agronomic Traits in Barley
inferred← citeshttps://doi.org/10.3389/fpls.2019.00100openalex-snapshot
Editorial: The Applications of New Multi-Locus GWAS Methodologies in the Genetic Dissection of Complex Traits
inferred← citeshttps://doi.org/10.3389/fpls.2019.00964openalex-snapshot
Genetic Detection of Lint Percentage Applying Single-Locus and Multi-Locus Genome-Wide Association Studies in Chinese Early-Maturity Upland Cotton
inferred← citeshttps://doi.org/10.3389/fpls.2020.00070openalex-snapshot
Genome-Wide Association Study and QTL Meta-Analysis Identified Novel Genomic Loci Controlling Potassium Use Efficiency and Agronomic Traits in Bread Wheat
inferred← citeshttps://doi.org/10.3389/fpls.2020.01091openalex-snapshot
Multi-Locus GWAS of Quality Traits in Bread Wheat: Mining More Candidate Genes and Possible Regulatory Network
inferred← citeshttps://doi.org/10.3389/fpls.2020.583738openalex-snapshot
Identification of New Leaf Rust Resistance Loci in Wheat and Wild Relatives by Array-Based SNP Genotyping and Association Genetics
inferred← citeshttps://doi.org/10.3389/fpls.2021.635914openalex-snapshot
Genome-Wide Association Study of Brown Rot (Monilinia spp.) Tolerance in Peach
inferred← citeshttps://doi.org/10.3389/fpls.2021.644799openalex-snapshot
Multi-Locus Genome-Wide Association Studies Reveal Fruit Quality Hotspots in Peach Genome
inferred← citeshttps://doi.org/10.3389/fpls.2021.695503openalex-snapshot
Genome-Wide Association Analysis Reveals Loci and Candidate Genes Involved in Fiber Quality Traits Under Multiple Field Environments in Cotton (Gossypium hirsutum)
inferred← citeshttps://doi.org/10.3389/fpls.2021.697688openalex-snapshot
Multi-Locus Genome-Wide Association Study and Genomic Selection of Kernel Moisture Content at the Harvest Stage in Maize
inferred← citeshttps://doi.org/10.3389/fpls.2021.744175openalex-snapshot
Identification of Novel Quantitative Trait Nucleotides and Candidate Genes for Bacterial Wilt Resistance in Tobacco (Nicotiana tabacum L.) Using Genotyping-by-Sequencing and Multi-Locus Genome-Wide Association Studies
inferred← citeshttps://doi.org/10.3389/fpls.2021.748829openalex-snapshot
Genome-Wide Association Study Identifies Genomic Regions for Important Morpho-Agronomic Traits in Mesoamerican Common Bean
inferred← citeshttps://doi.org/10.3389/fpls.2021.803820openalex-snapshot
Detecting QTL and Candidate Genes for Plant Height in Soybean via Linkage Analysis and GWAS
inferred← citeshttps://doi.org/10.3389/fpls.2022.788593openalex-snapshot
Genome-Wide Association and Genomic Prediction for Stripe Rust Resistance in Synthetic-Derived Wheats
inferred← citeshttps://doi.org/10.3389/fpls.2022.969301openalex-snapshot
A multi-locus genome-wide association study reveals the genetics underlying muscadine antioxidant in berry skin
inferred← citeshttps://doi.org/10.3389/fpls.2023.1118777openalex-snapshot
Mapping quantitative trait loci and developing their KASP markers for pre-harvest sprouting resistance of Henan wheat varieties in China
inferred← citeshttps://doi.org/10.3389/fpls.2023.1139574openalex-snapshot
Multi-locus genome-wide association study of chickpea reference set identifies genetic determinants of Pratylenchus thornei resistance
inferred← citeshttps://doi.org/10.3389/fpls.2023.1166282openalex-snapshot
Multi-locus genome-wide association study of fusarium head blight in relation to days to anthesis and plant height in a spring wheat association panel
inferred← citeshttps://doi.org/10.3389/fpls.2023.1166728openalex-snapshot
Genetic dissection of thousand-seed weight in linseed (Linum usitatissimum L.) using multi-locus genome-wide association study
inferred← citeshttps://doi.org/10.3389/fpls.2023.1182548openalex-snapshot
Multi-locus genome-wide association studies reveal the genetic architecture of Fusarium head blight resistance in durum wheat
inferred← citeshttps://doi.org/10.3389/fpls.2023.1194119openalex-snapshot
Validation of genes affecting rice mesocotyl length through candidate association analysis and identification of the superior haplotypes
inferred← citeshttps://doi.org/10.3389/fpls.2023.1221395openalex-snapshot
Identification of southern corn rust resistance QTNs in Chinese summer maize germplasm via multi-locus GWAS and post-GWAS analysis
inferred← citeshttps://doi.org/10.3389/fpls.2023.1241908openalex-snapshot
Comparing modeling methods of genomic prediction for growth traits of a tropical timber species, Shorea macrophylla
inferred← citeshttps://doi.org/10.3389/fpls.2023.1247181openalex-snapshot
Improving power of genome-wide association studies via transforming ordinal phenotypes into continuous phenotypes
inferred← citeshttps://doi.org/10.3389/fpls.2023.1250854openalex-snapshot
Genome-wide association study of cooking-caused grain expansion in rice (Oryza sativa L.)
inferred← citeshttps://doi.org/10.3389/fpls.2023.1304388openalex-snapshot
Multi-model genome-wide association studies for appearance quality in rice
inferred← citeshttps://doi.org/10.3389/fpls.2024.1272326openalex-snapshot
Superior haplotypes towards the development of blast and bacterial blight-resistant rice
inferred← citeshttps://doi.org/10.3389/fpls.2024.1366173openalex-snapshot
Multi-locus genome-wide association study for phosphorus use efficiency in a tropical maize germplasm
inferred← citeshttps://doi.org/10.3389/fpls.2024.1403276openalex-snapshot
Genome-wide association study and genomic selection of flax powdery mildew in Xinjiang Province
inferred← citeshttps://doi.org/10.3390/agriculture15050445openalex-snapshot
Weighted Kernel Ridge Regression to Improve Genomic Prediction
inferred← citeshttps://doi.org/10.3390/agronomy12040782openalex-snapshot
Genome-Wide Association Study for Resistance to Rhynchosporium in a Diverse Collection of Spring Barley Germplasm
inferred← citeshttps://doi.org/10.3390/agronomy14061183openalex-snapshot
Genome-Wide Association Study and Candidate Gene Mining of Seed Size Traits in Soybean
inferred← citeshttps://doi.org/10.3390/agronomy15040792openalex-snapshot
Genome-Wide Association Analysis and Candidate Gene Prediction of Wheat Grain Copper Concentration
inferred← citeshttps://doi.org/10.3390/agronomy15122806openalex-snapshot
Mining Candidate Genes for Kernel-Related Traits and General Combining Ability in Maize Based on Multi-Locus Genome-Wide Association Studies
inferred← citeshttps://doi.org/10.3390/ani9110927openalex-snapshot
A Study of Genomic Prediction of 12 Important Traits in the Domesticated Yak (Bos grunniens)
inferred← citeshttps://doi.org/10.3390/genes11070714openalex-snapshot
Identification of QTNs and Their Candidate Genes for 100-Seed Weight in Soybean (Glycine max L.) Using Multi-Locus Genome-Wide Association Studies
inferred← citeshttps://doi.org/10.3390/genes11121496openalex-snapshot
Genome-Wide Association Study (GWAS) for Resistance to Sclerotinia sclerotiorum in Common Bean
inferred← citeshttps://doi.org/10.3390/genes14051053openalex-snapshot
Single-Locus and Multi-Locus Genome-Wide Association Studies Identify Genes Associated with Liver Cu Concentration in Merinoland Sheep
inferred← citeshttps://doi.org/10.3390/genes14122126openalex-snapshot
Single Nucleotide Polymorphisms Associated with AA-Amyloidosis in Siamese and Oriental Shorthair Cats
inferred← citeshttps://doi.org/10.3390/ijms21165649openalex-snapshot
Appraising the Genetic Architecture of Kernel Traits in Hexaploid Wheat Using GWAS
inferred← citeshttps://doi.org/10.3390/ijms22137188openalex-snapshot
Genetic Dissection of Seedling Root System Architectural Traits in a Diverse Panel of Hexaploid Wheat through Multi-Locus Genome-Wide Association Mapping for Improving Drought Tolerance
inferred← citeshttps://doi.org/10.3390/ijms242417624openalex-snapshot
The Genetic Dissection of Nitrogen Use-Related Traits in Flax (Linum usitatissimum L.) at the Seedling Stage through the Integration of Multi-Locus GWAS, RNA-seq and Genomic Selection
inferred← citeshttps://doi.org/10.3390/plants10102039openalex-snapshot
Genome-Wide Association Study of QTLs Conferring Resistance to Bacterial Leaf Streak in Rice
inferred← citeshttps://doi.org/10.3390/plants11192504openalex-snapshot
Genetic Dissection of Epistatic Interactions Contributing Yield-Related Agronomic Traits in Rice Using the Compressed Mixed Model
inferred← citeshttps://doi.org/10.3390/plants11233277openalex-snapshot
Dissecting Complex Traits Using Omics Data: A Review on the Linear Mixed Models and Their Application in GWAS
inferred← citeshttps://doi.org/10.3390/plants13131784openalex-snapshot
Identification of PgRg1-3 Gene for Ginsenoside Rg1 Biosynthesis as Revealed by Combining Genome-Wide Association Study and Gene Co-Expression Network Analysis of Jilin Ginseng Core Collection
inferred← citeshttps://doi.org/10.3390/plants13182638openalex-snapshot
Genome-Wide Association for Morphological and Agronomic Traits in Phaseolus vulgaris L. Accessions
inferred← citeshttps://doi.org/10.3390/plants14142169openalex-snapshot
Multi-Locus GWAS Mapping and Candidate Gene Analysis of Anticancer Peptide Lunasin in Soybean (Glycine max L. Merr.)
inferred← citeshttps://doi.org/10.3390/plants14152315openalex-snapshot
Development and Validation of Multi-Locus GWAS-Based KASP Markers for Maize Ustilago maydis Resistance
inferred← citeshttps://doi.org/10.6084/m9.figshare.15086003openalex-snapshot
Additional file 1 of Identification and validation of a novel locus, Qpm-3BL, for adult plant resistance to powdery mildew in wheat using multilocus GWAS
inferred← citeshttps://doi.org/10.6084/m9.figshare.15086006openalex-snapshot
Additional file 2 of Identification and validation of a novel locus, Qpm-3BL, for adult plant resistance to powdery mildew in wheat using multilocus GWAS
inferred← citeshttps://doi.org/10.6084/m9.figshare.15086009openalex-snapshot
Additional file 3 of Identification and validation of a novel locus, Qpm-3BL, for adult plant resistance to powdery mildew in wheat using multilocus GWAS
inferred← citeshttps://doi.org/10.6084/m9.figshare.15086012openalex-snapshot
Additional file 4 of Identification and validation of a novel locus, Qpm-3BL, for adult plant resistance to powdery mildew in wheat using multilocus GWAS
inferred← citeshttps://doi.org/10.6084/m9.figshare.15086015openalex-snapshot
Additional file 5 of Identification and validation of a novel locus, Qpm-3BL, for adult plant resistance to powdery mildew in wheat using multilocus GWAS
Editorial review for independent work. ICSAC — the Institute for Complexity Science and Advanced Computing — runs a structured editorial panel for researchers publishing outside journals, and publishes on CiteStamp rails. Submission is free and goes through ORCID: icsacinstitute.org/submit.