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Topic:Genotyping

Genotyping in horses involves analyzing the genetic makeup of individual horses to identify specific genetic markers. This process aids in understanding genetic variations that may influence traits such as coat color, disease susceptibility, and performance capabilities. Genotyping can be used in breeding programs to select for desirable traits and manage genetic diversity within populations. Common methods for genotyping include single nucleotide polymorphism (SNP) analysis and microsatellite markers. This page compiles peer-reviewed research studies and scholarly articles that explore the methodologies, applications, and implications of genotyping in equine genetics and breeding.
Uncovering Genetic Diversity and Adaptive Candidate Genes in the Mugalzhar Horse Breed Using Whole-Genome Sequencing Data.
Animals : an open access journal from MDPI    September 11, 2025   Volume 15, Issue 18 2667 doi: 10.3390/ani15182667
Kassymbekova SN, Bimenova ZZ, Iskhan KZ, Sobiech P, Jastrzebski JP, Brym P, Babis W, Kalykova AS, Otebayev ZM, Kabylbekova DI, Baneh H, Romanov MN.Mugalzhar horses are a relatively young native breed of Kazakhstan, prized for meat and milk production and adaptation. This study was conducted to investigate genetic diversity and pinpoint genomic regions associated with selection signatures in this breed using whole-genome sequence data. Variant calling yielded a total of 21,722,393 high-quality variants, including 19,495,163 SNPs and 2,227,230 indels. Most variants were located in introns and intergenic regions, while only 1.94% were exonic. Estimates of genetic diversity were moderate, with expected and observed heterozygosity and nucleot...
Insights into Genomic Patterns of Homozygosity in the Endangered Dülmen Wild Horse Population.
Genes    September 8, 2025   Volume 16, Issue 9 1054 doi: 10.3390/genes16091054
Duderstadt S, Distl O.Dülmen wild horses are kept in a fenced wooden and marsh area around Dülmen in Westphalia, Germany, since 1856. Previous analyses supported early genetic divergence from other domesticated horse populations and the Przewalski horse. Therefore, the objective of this study was to evaluate genetic diversity using high-density genomic data. Methods: We collected 337 one-year-old male Dülmen wild horses, captured at 12 annual auctions, for genotyping on the Illumina GGP Equine Plus Beadchip. All analyses were performed for 63,123 autosomal SNPs. Results: On average, each horse had 27.96 ROH with...
High-quality, haplotype-resolved reference genomes of the Dutch warmblood horse and Friesian horse using trio binning.
BMC genomics    September 1, 2025   Volume 26, Issue 1 790 doi: 10.1186/s12864-025-11985-0
Steensma MJ, Ducro BJ, Dibbits B, Doekes HP, van Schipstal JGC, Kalblfleisch T, Groenen MAM, Derks MFL.In horses, genetic diversity is predominantly observed between breeds, with little variation within breeds. The studbooks of the two largest horse populations in the Netherlands, the Dutch Warmblood horse and Friesian horse population, have ongoing conservation projects including collecting large-scale genotype and sequence data. The current reference genome, derived from a Thoroughbred horse can lead to bias in genetic analyses of other horse breeds. Therefore, the aim of this study was to create high-quality breed-specific reference genomes of Dutch Warmblood and Friesian horses. We performe...
The rise of rideable horses.
Science (New York, N.Y.)    August 28, 2025   Volume 389, Issue 6763 874-875 doi: 10.1126/science.aea6151
Frantz L.Early horse riders selected a rare mutation in a single gene to enhance rideability.
Selection at the GSDMC locus in horses and its implications for human mobility.
Science (New York, N.Y.)    August 28, 2025   Volume 389, Issue 6763 925-930 doi: 10.1126/science.adp4581
Liu X, Jia Y, Pan J, Zhang Y, Gong Y, Wang X, Ma Y, Alvarez N, Jiang L, Orlando L.Horsepower revolutionized human history through enhanced mobility, transport, and warfare. However, the suite of biological traits that reshaped horses during domestication remains unclear. We scanned an extensive horse genome time series for selection signatures at 266 markers associated with key traits. We detected a signature of positive selection at -known to be a modulator of behavior in mice-occurring ~5000 years ago (ya), suggesting that taming was one of the earliest steps toward domestication of horses. Intensive selection at began ~4750 ya with the domestication bottleneck, leading ...
Population Structure and Genetic Diversity Among Shagya Arabian Horse Genealogical Lineages in Bulgaria Based on Microsatellite Genotyping.
Veterinary sciences    August 19, 2025   Volume 12, Issue 8 776 doi: 10.3390/vetsci12080776
The Shagya Arabian horse breed was created to address the need of Imperial Hussars (Hungarian light horsemen) for a horse with the intelligence, essential characteristics, and endurance of the Arabian breed, but also of a bigger size and having a better weight-carrying capacity and jumping ability. The present study aimed to explore the genetic variability and population structure of the uninvestigated Shagya Arabian horse population in Bulgaria based on genotyping at 15 equine microsatellite markers. A total of 140 horses belonging to six genealogical lines (Dahoman, Gazal, Ibrahim, Kuhailan ...
Genotype concordance and trait mapping efficacy comparing data from the Equine 670 K SNP array with whole genome sequence in 21 horses.
Animal genetics    August 16, 2025   Volume 56, Issue 4 e70037 doi: 10.1111/age.70037
Van Buren SL, Petersen JL, Brown CT, Finno CJ.With advancing genomic technologies, single-nucleotide polymorphism (SNP) arrays and whole genome sequencing (WGS) have become essential tools in equine genetic research. In this study, we assessed the concordance in SNP calls and trait-mapping efficacy by comparing data of 21 horses both genotyped on the Equine 670 K SNP array and sequenced at either ~12× or ~30× depth. Our analysis revealed that higher sequencing depths were significantly associated with fewer discordant calls between platforms. Additionally, we investigated the most frequent no-call and discordant positions and identifi...
Identification of a Novel Haplotype Associated with Roan Coat Color in American Quarter Horses.
Animals : an open access journal from MDPI    August 14, 2025   Volume 15, Issue 16 2386 doi: 10.3390/ani15162386
Everts RE, Caron R, Foster G, McLoone K, Simiele L, Martin K, Brooks SA, Lafayette C.Roan coat color is described as the dispersion of white hairs within an otherwise solid background-color coat. This phenotype is primarily expressed on the body of the horse, with the head and legs exhibiting few or no white hairs. Previous studies mapped the locus for roan to the region and observed linked variants in a small number of breeds. Recently, we reported evidence for two independent haplotypes, and , in the region, which account for approximately 38% and 36% of roan horses, respectively. In the current report, using whole genome sequencing for unknown roan samples. We present a ...
Whole-Genome Resequencing Analysis of Athletic Traits in Grassland-Thoroughbred.
Animals : an open access journal from MDPI    August 7, 2025   Volume 15, Issue 15 2323 doi: 10.3390/ani15152323
Ding W, Gong W, Bou T, Shi L, Lin Y, Shi X, Li Z, Wu H, Dugarjaviin M, Bai D.Speed is not only the primary objective of racehorse breeding but also a crucial indicator for evaluating racehorse performance. This study investigates a newly developed racehorse breed in China. Through whole-genome resequencing, we selected 60 offspring obtained from the crossbreeding of Thoroughbred horses and Xilingol horses for this study. This breed is tentatively named "Grassland-Thoroughbred", and the samples were divided into two groups based on racing ability: 30 racehorses and 30 non-racehorses. Based on whole-genome sequencing data, the study achieved an average sequencing depth o...
The genomic history of Iberian horses since the last Ice Age.
Nature communications    August 2, 2025   Volume 16, Issue 1 7098 doi: 10.1038/s41467-025-62266-z
Horses have inhabited Iberia (present-day Spain and Portugal) since the Middle Pleistocene, shaping a complex history in the region. Iberia has been proposed as a potential domestication centre and is renowned for producing world-class bloodlines. Here, we generate genome-wide sequence data from 87 ancient horse specimens (median coverage = 0.97X) from Iberia and the broader Mediterranean to reconstruct their genetic history over the last ~26,000 years. Here, we report that wild horses of the divergent IBE lineage inhabited Iberia from the Late Pleistocene, while domesticated DOM2 horses, nati...
Population structure and signature of selection for body size in some Iranian and exotic horse breeds.
Journal of equine veterinary science    July 29, 2025   Volume 152 105658 doi: 10.1016/j.jevs.2025.105658
Bazvand B, Rashidi A, Zandi MB, Moradi MH, Rostamzadeh J, Mahmoudi P.Iran is home to genetically distinct horse breeds shaped by geography and history. Breeds like the Kurdish, Caspian pony, and Turkmen reflect deep-rooted diversity and unique adaptive traits. Objective: This study aimed to identify genomic regions exhibiting signatures of selection and to detect candidate genes and biological pathways related to body size that may influence performance in various Iranian and exotic horse breeds. Methods: Samples were collected from three Iranian native breeds (Caspian pony, Turkmen, and Kurdish) and three exotic breeds (Fell pony, Arabian, and Akhal-Teke) orig...
Analysis of ROH Characteristics Across Generations in Grassland-Thoroughbred Horses and Identification of Loci Associated with Athletic Traits.
Animals : an open access journal from MDPI    July 13, 2025   Volume 15, Issue 14 2068 doi: 10.3390/ani15142068
Ding W, Gong W, Bou T, Shi L, Lin Y, Shi X, Li Z, Wu H, Dugarjaviin M, Bai D.The core objective of racehorse breeding is to enhance the speed and endurance of the horses. The Grassland-Thoroughbred is an emerging horse breed developed in northern China in recent years, characterized by excellent speed performance, enduring stamina, and strong environmental adaptability. However, research on the genetic characteristics within this breed and the genes associated with athletic performance remains relatively limited. We conducted whole-genome resequencing of Grassland-Thoroughbred F1, F2, F3, and the crossbred population (CY) and obtained a total of 4056.23 Gb of high-qual...
Two Cases of Chromosome 27 Trisomy in Horses Detected Using Illumina BeadChip Genotyping.
Animals : an open access journal from MDPI    June 22, 2025   Volume 15, Issue 13 1842 doi: 10.3390/ani15131842
Ryan CA, Berry DP, Bugno-Poniewierska M, Burke MK, Raudsepp T, Egan S, Doyle JL.Autosomal trisomy, a genetic disorder characterized by the presence of an extra autosome, is a rare but important chromosomal abnormality in horses, often associated with infertility, developmental abnormalities, and reduced life expectancy. This study represents the largest population-level screening for autosomal trisomy in horses; the analysis used single nucleotide polymorphism (SNP) panel genotype intensity data from 17,078 horses, 6601 of which were juveniles (i.e., ≤12 months of age) when genotyped. Using methodologies adapted from similar screening studies in cattle, the only aneuplo...
Preimplantation genetic testing in horses: biopsy of Piezo-ICSI embryos for sex, coat color, and disease alleles.
Theriogenology    June 11, 2025   Volume 246 117525 doi: 10.1016/j.theriogenology.2025.117525
Barandalla M, Colleoni S, Perota A, Galli C, Lazzari G.The introduction of ovum pick-up, Intracytoplasmic Sperm Injection (ICSI) and in vitro embryo production in equine reproduction offers significant advantages, including overcoming infertility, high blastocyst yields, embryo cryopreservation, and preimplantation genetic testing (PGT) by collecting few cells extruded spontaneously during embryo growth using a mouth pipette. PGT enables embryo selection before transfer and is particularly useful in breeds with a preference for specific offspring genders, coat color, and detecting genetic diseases. Here, we present the first large-scale validation...
Identification of Two Genetic Haplotypes Associated with the Roan Coat Color in the American Quarter Horse and Other Equine Breeds.
Animals : an open access journal from MDPI    June 9, 2025   Volume 15, Issue 12 1705 doi: 10.3390/ani15121705
Everts RE, Caron R, Foster G, McLoone K, Martin K, Brooks SA, Lafayette C.The roan coat color is described as the dispersion of white hairs within an otherwise solid background color coat. This phenotype is primarily expressed on the body of the horse, with the head and legs exhibiting few to no white hairs. Previous studies mapped the locus for roan to the KIT region and observed linked variants in a small number of breeds. However, utilizing those linked markers to determine the roan genotype in other breeds has seen limited success. In this communication we identify a second roan allele (RN2) which, in conjunction with a previously observed roan allele (RN1) disc...
Selection signatures and inbreeding: exploring genetic diversity in five native horse breeds.
BMC veterinary research    May 16, 2025   Volume 21, Issue 1 346 doi: 10.1186/s12917-025-04794-w
Asti V, Summer A, Ablondi M, Sartori C, Giontella A, Pilastro V, Mecocci S, Cappelli K, Mancin E, Oian A, Mantovani R, Capomaccio S, Sabbioni A.Horses have undergone extensive natural and artificial selection, shaping the diversity of breeds observed today. Native Italian breeds present unique traits influenced by natural selection, such as adaptation to harsh climates, or hoof strength, but face challenges due to population declines and the reduction of their original breeding purpose. This study focuses on five local Italian breeds: Bardigiano, Haflinger, Maremmano, Murgese, and Italian Heavy Draught Horse, to understand how selection has shaped their populations. A total of 1620 individuals were genotyped with a medium-density SNP ...
Enhanced Reliability of the Evaluation of Fertility Traits in Pura Raza Española Horses Using Single-Step Genomic Best Linear Unbiased Prediction.
Genes    May 9, 2025   Volume 16, Issue 5 562 doi: 10.3390/genes16050562
Ziadi C, Valera M, Laseca N, Perdomo-González D, Demyda-Peyrás S, de Los Terreros AR, Molina A. By simultaneously integrating both genotyped and non-genotyped animals into genetic evaluation, the single-step genomic BLUP method enhanced the accuracy of genetic assessments. This study aimed to compare the increase in prediction reliability (R) between restricted maximum likelihood (REML) and single-step genomic REML (ssGREML) in the Pura Raza Española (PRE) horse breed. The dataset comprised reproductive records for seven fertility traits from 47,502 females, with a total of 57,316 animals represented in the pedigree. A total of 4009 animals were genotyped using the EQUIGENE 90K SNP ar...
Genetic susceptibility to sarcoid in Arabian horses: associations with MHC class II and compound MHC class I/KLRA genotypes.
Veterinary research communications    May 1, 2025   Volume 49, Issue 3 184 doi: 10.1007/s11259-025-10748-2
Vychodilova L, Plasil M, Futas J, Kopecka A, Molinkova D, Wijacki T, Jahn P, Knoll A, Horin P.Although the Major Histocompatibility Complex (MHC) has been repeatedly associated with susceptibility to equine sarcoid, a disease associated with bovine papillomavirus infection, the role of the MHC in the mechanisms of the disease is not fully understood. The objectives of our work were to analyze associations between polymorphic markers of the MHC genomic subregions and of the Natural Killer Complex (NKC) genomic region and the presence of sarcoid in Arabian horses. Microsatellite loci located in the MHC class I, II and III subregions and two MHC class II genes (DRA, DQA1), along with a se...
Allele Frequencies and Genotypes for the Ryanodine Receptor 1 Variant Causing Malignant Hyperthermia and Fatal Rhabdomyolysis With Hyperthermia in Horses.
Journal of veterinary internal medicine    April 29, 2025   Volume 39, Issue 3 e70081 doi: 10.1111/jvim.70081
Aleman M, McCue M, Bellone RR.Fatal anesthesia-induced malignant hyperthermia (MH) and rhabdomyolysis with hyperthermia documented in Quarter Horses (QH) breeds are caused by a missense variant in the ryanodine receptor 1 gene (RYR1: XP_023505430.1.:p.(R2454G), designated as MH). The reported cases to date have all been heterozygous, and the allele frequency is suspected to be low. Objective: To determine an accurate estimate of MH allele frequency in multiple horse breeds and investigate whether homozygous animals exist in the population. Methods: In total, 159 227 horses from 16 breeds who were either submitted for cli...
Exploring the genetic influences on equine analgesic efficacy through genome-wide association analysis of ranked pain responses.
Veterinary journal (London, England : 1997)    April 10, 2025   Volume 312 106347 doi: 10.1016/j.tvjl.2025.106347
Bacon EK, Donnelly CG, Finno CJ, Haase B, Velie BD.Multimodal analgesic administration is a promising strategy for mitigating side effects typically associated with analgesia; nevertheless, variation in analgesic effectiveness still poses a considerable safety concern for both horses and veterinarians. Pharmacogenomic studies have started delving into genetic influences on varying drug effectiveness and related side effects. However, current findings have narrow implications and are limited in their ability to individualize analgesic dosages in horses. Hydromorphone and detomidine were administered to a cohort of 48 horses at standardized time...
Genetic influence of a STAU2 frameshift mutation and RELN regulatory elements on performance in Icelandic horses.
Scientific reports    April 4, 2025   Volume 15, Issue 1 11641 doi: 10.1038/s41598-025-95593-8
Sigurðardóttir H, Eriksson S, Niazi A, Rhodin M, Albertsdóttir E, Kristjansson T, Lindgren G.Selection for performance in horse breeding benefits from precise genetic insights at a molecular level, but knowledge remains limited. This study used whole-genome sequences of 39 elite and non-elite Icelandic horses to identify candidate causal variants linked to previously identified haplotypes in the STAU2 and RELN genes affecting pace and other gaits. A frameshift variant in linkage disequilibrium with the previously identified haplotypes in the STAU2 gene (r2 = 0.85) was identified within a predicted STAU2 transcript. This variant alters the amino acid sequence and introduces a prema...
Equine Rotavirus A Outbreaks in Ireland (2023-2024): An Epidemiological Investigation and Virus Genotyping.
Viruses    March 31, 2025   Volume 17, Issue 4 511 doi: 10.3390/v17040511
Cullinane A, Garvey M, Dayot L, Lukaseviciute G.Equine rotavirus A (RVA) is a major cause of debilitating diarrhoea in neonatal foals globally. The aim of this study was to characterise RVA viruses currently circulating in Ireland and to identify risk factors associated with disease outbreaks. Of the 377 samples submitted during 2023 and 2024, 48 foals from 36 outbreaks were confirmed to be RVA-positive by real-time PCR. The viruses detected were genotyped by VP7 and VP4 gene sequencing. In 2024, the attending veterinary surgeon was contacted, and epidemiological data were collected. These included the vaccination status of the foal's dam a...
Genetic characteristics of local horse breeds by microsatellite DNA loci.
Vavilovskii zhurnal genetiki i selektsii    March 27, 2025   Volume 29, Issue 1 113-121 doi: 10.18699/vjgb-25-13
Blohina NV, Khrabrova LA.Russia has a significant pedigree diversity of horse breeds with unique gene pools that are well adapted to a wide variety of harsh natural and climatic conditions, are characterized by universal performance and high productive qualities, and are of significant interest to the world horse breeding. Genetic studies of population diversity in horse breeding are very relevant, since many domestic horse breeds are under threat of extinction. Biomaterials (hair, blood, semen) from horses of 15 local breeds bred in the Russian Federation and neighboring countries (CIS) were selected for the research...
Studying the Impact of the DDB2 T338M Missense Mutation on the Development of Equine Squamous Cell Carcinoma and Sarcoid.
Animals : an open access journal from MDPI    March 22, 2025   Volume 15, Issue 7 doi: 10.3390/ani15070911
Quatember H, Nell B, Richter B, Rigler D, Dolezal M, Sykora S, Wallner B.A missense mutation in damage-specific DNA binding protein 2 (DDB2 c.1013 C>T; p.Thr338Met) has been described as a risk factor for ocular squamous cell carcinoma (OSCC) in the Haflinger breed. Here, we examined the impact of DDB2 C>T allele status on the development of OSCC, squamous cell carcinoma (SCC) at other localisations, or equine sarcoid (ES) in Haflingers and other breeds with a high incidence of these tumour types. We genotyped affected Haflinger, Noriker, Warmblood, and Icelandic horses. Results based on 56 Haflingers confirmed the significantly higher risk for OSCC in DDB2-TT Hafl...
Three Novel KIT Polymorphisms Found in Horses with White Coat Color Phenotypes.
Animals : an open access journal from MDPI    March 22, 2025   Volume 15, Issue 7 doi: 10.3390/ani15070915
Obradovic NA, McFadden A, Martin K, Vierra M, McLoone K, Martin E, Thomas A, Everts RE, Brooks SA, Lafayette C.This paper reports three novel KIT variants likely responsible for previously unexplained white patterning phenotypes observed in three groups of horses. White spots and markings may have substantial consequences on the value and health of domesticated horses. This study aims to elucidate the genetic mechanisms underlying depigmented coat colors to aid in producing prosperous herds. Aligned whole genome sequences were manually screened to identify three polymorphisms in a family of Anglo-Arabian horses (N = 7), a family of Warmblood horses (N = 5), and a single stock-type mare with unexplained...
A Systematic Literature Review of Mitochondrial DNA Analysis for Horse Genetic Diversity.
Animals : an open access journal from MDPI    March 20, 2025   Volume 15, Issue 6 885 doi: 10.3390/ani15060885
Agbani A, Aminou O, Machmoum M, Germot A, Badaoui B, Petit D, Piro M.This Systematic Literature Review (SLR) consolidates current research on mitochondrial DNA (mtDNA) analysis in horses, focusing on genetic variation, maternal lineage tracing, and haplogroup identification. The article selection process screened 1380 articles, with 76 fulfilling the inclusion criteria. Data extraction covered sampling techniques, studied mtDNA regions, sequencing methods, and haplogroup identification. Following the methodology of the PRISMA guidelines, this review encompasses studies published since 2012, obtained from Scopus, PubMed, Research4Life, Web of Science, and Scienc...
The Effect of Selection on the Two Important Myostatin Gene Mutations in the Dareshouri Horse in the Middle East.
Veterinary medicine and science    March 19, 2025   Volume 11, Issue 2 e70300 doi: 10.1002/vms3.70300
Moroudi RS, Mahboudi H, Mahboudi F.The Dareshouri horse breed is one of Iran's native equine breeds, originating from the Dareshouri tribe, a subgroup of the Qashqai nomads. This breed has a history spanning over 500 years. Horses of this breed have smooth nates, tall stature, raised tails and strong skeletal muscles. This is the first study to investigate the effect of genetics on athletic performance in the Dareshouri breed. For this purpose, in this study, the genotype combination of two important variants, including the rs397152648Single nucleotide polymorphism (SNP) and Short interspersed nuclear element (SINE) insertion, ...
Multifaceted analysis of equine cystic echinococcosis: genotyping, immunopathology, and screening of repurposed drugs against E. equinus protoscolices.
BMC veterinary research    March 17, 2025   Volume 21, Issue 1 178 doi: 10.1186/s12917-025-04616-z
Taha NM, Salem MA, El-Saied MA, Mohammed FF, Kamel M, El-Bahy MM, Ramadan RM.Cystic echinococcosis (CE) is a neglected zoonotic disease that causes significant economic losses in livestock and poses health risks to humans, necessitating improved diagnostic and therapeutic strategies. This study investigates CE in donkeys using a multifaceted approach that includes molecular identification, gene expression analysis, serum biochemical profiling, histopathological and immunohistochemical examination, and in vitro drug efficacy evaluation. Molecular analysis of hydatid cyst protoscolices (HC-PSCs) from infected donkey livers and lungs revealed a high similarity to Echinoco...
LCORL and STC2 Variants Increase Body Size and Growth Rate in Cattle and Other Animals.
Genomics, proteomics & bioinformatics    March 17, 2025   Volume 23, Issue 3 qzaf025 doi: 10.1093/gpbjnl/qzaf025
Bai F, Cai Y, Qiu M, Liang C, Pan L, Liu Y, Feng Y, Cao X, Yang Q, Ren G, Jiao S, Gao S, Lu M, Wang X, Heller R, Lenstra JA, Jiang Y.Natural variants can significantly improve growth traits in livestock and serve as safe targets for gene editing, thus being applied in animal molecular design breeding. However, such safe and large-effect mutations are severely lacking. Using ancestral recombination graphs, we investigated recent selection signatures in beef cattle breeds, pinpointing sweep-driving variants in the LCORL and STC2 loci with notable effects on body size and growth rate. The ACT-to-A frameshift mutation in LCORL occurs mainly in central-European cattle, and stimulates growth. Remarkably, convergent truncating mut...
Potential Genetic Markers Associated with Environmental Adaptability in Herbivorous Livestock.
Animals : an open access journal from MDPI    March 5, 2025   Volume 15, Issue 5 748 doi: 10.3390/ani15050748
Liu X, Peng Y, Zhang X, Chen W, Chen Y, Wei L, Zhu Q, Khan MZ, Wang C.Herbivorous livestock, such as cattle, sheep, goats, horses, and donkeys, play a crucial role in agricultural production and possess remarkable resilience to extreme environmental conditions, driven by complex genetic mechanisms. Recent advancements in high-throughput sequencing, genome assembly, and environmental data integration have enabled a deeper understanding of the genetic basis of their environmental adaptation. This review identifies key genes associated with high-altitude, heat, cold, and drought adaptation, providing insights into the molecular mechanisms underlying these traits. B...