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GTP cyclohydrolase II (gch2) and axanthism in ball pythons: A new vertebrate model for pterin-based pigmentation GTP环水解酶II (gch2)和球蟒的黄嘌呤:一种新的脊椎动物模型,以蝶呤为基础的色素沉着
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-04-15 DOI: 10.1111/age.70011
Alan García-Elfring, Heather L. Roffey, Jaren M. Abergas, Andrew P. Hendry, Rowan D. H. Barrett

Pterin pigments are responsible for many of the bright colors observed across the animal kingdom. However, unlike melanin, the genetics of pterin-based pigmentation has received relatively little attention in animal coloration studies. Here, we investigate a lineage of axanthic ball pythons (Python regius) found in captivity as a model system to study pterin pigmentation in vertebrates. By crowdsourcing shed skin samples from commercial breeders and applying a case–control study design, we used whole-genome pool sequencing (pool-seq) and variant annotation. We identified a premature stop codon in the gene GTP cyclohydrolase II (gch2), which is associated with the axanthic phenotype. GCH2 catalyzes the first rate-limiting step in riboflavin biosynthesis. This study provides the first identification of an axanthism-associated gene in vertebrates and highlights the utility of ball pythons as a model to study pterin-based pigmentation.

在动物王国中观察到的许多鲜艳的颜色都是由蝶呤色素造成的。然而,与黑色素不同的是,在动物着色研究中,基于羽翼蛋白的色素沉着的遗传学受到的关注相对较少。在这里,我们研究了在圈养环境中发现的一种黄球蟒(Python regius),作为研究脊椎动物中翼素色素沉着的模型系统。通过众包商业育种者的蜕皮样本,并采用病例对照研究设计,我们使用了全基因组池测序(pool-seq)和变异注释。我们在基因GTP环水解酶II (gch2)中发现了一个过早停止密码子,这与黄质表型有关。GCH2催化核黄素生物合成的第一个限速步骤。这项研究首次在脊椎动物中发现了一种与斑虫有关的基因,并强调了球蟒作为研究基于斑虫蛋白的色素沉着的模型的实用性。
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引用次数: 0
Development of a panel of microhaplotype markers for giant panda 大熊猫微单倍型标记组的建立
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-04-07 DOI: 10.1111/age.70008
Wei Xu, Xue Jiang, Minghua Chen, Daxin Xie, Lin Tang, Weide Wang, Xiuyue Zhang, Fujun Shen

The giant panda is a vulnerable species endemic to China and serves as a flagship species for biodiversity conservation. Accurately assessing population size in small populations has always been the foundation of conservation efforts. Owing to higher dropout rate and instability, the microsatellite marker has always caused the overestimation of the population size. The microhaplotype genetic marker, which is made from several adjacent SNPs, is as stable as the SNP marker and as polymorphic as the microsatellite marker. This study screened a panel of 32 candidate microhaplotype markers with an average polymorphic information content of 0.628 from a whole-genome sequencing dataset of 195 giant pandas. Afterwards, we successfully demonstrated the feasibility and reliability of the microhaplotype markers by genotyping half of them via the Illumina paired-end sequencing, with the markers amplified in four quadruplex PCR reactions, ranging from 142 and 234 bp in length. The cumulative non-exclusion probabilities for the full and half panel of markers are 6.477 × 10−27 and 1.444 × 10−13, respectively. These markers offer a potential tool for individual identification, sex determination, the management and conservation of giant pandas.

大熊猫是中国特有的脆弱物种,也是生物多样性保护的旗舰物种。准确评估小种群的种群数量一直是保护工作的基础。微卫星标记由于其较高的丢失率和不稳定性,一直以来都会造成种群数量的高估。由多个相邻 SNP 组成的微单体型遗传标记与 SNP 标记一样稳定,与微卫星标记一样具有多态性。本研究从 195 只大熊猫的全基因组测序数据集中筛选出 32 个候选微单体型标记,其平均多态性信息含量为 0.628。随后,我们通过Illumina成对端测序对其中一半的微单体型标记进行了基因分型,成功地证明了微单体型标记的可行性和可靠性。全组和半组标记的累积非排除概率分别为 6.477 × 10-27 和 1.444 × 10-13。这些标记为大熊猫的个体识别、性别鉴定、管理和保护提供了潜在的工具。
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引用次数: 0
Detecting chromosomal rearrangements in boars using Hi-C 利用Hi-C检测公猪染色体重排
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-04-04 DOI: 10.1111/age.70009
Frances Burden, Claudia Rathje, Peter Ellis, Justin Holl, Craig R. G. Lewis, Marta Farré

A chromosomal rearrangement such as a reciprocal translocation (RT) in a breeding boar can produce unbalanced gametes during meiosis, leading to a decreased litter size with detrimental economic implications for breeders. FISH and standard karyotyping are currently used to detect RTs, but a fresh sample is required, limiting the shipping conditions. Here, we investigated Hi-C as an alternative technique to diagnose chromosome rearrangements. We show that Hi-C can be used to detect such RTs from either a fresh or a frozen blood sample and therefore this technique represents an alternative to FISH for RT detection.

在繁殖公猪中,染色体重排如互惠易位(RT)可以在减数分裂期间产生不平衡的配子,导致产仔数减少,对育种者有不利的经济影响。FISH和标准核型目前用于检测RTs,但需要新鲜样品,限制了运输条件。在这里,我们研究了Hi-C作为诊断染色体重排的替代技术。我们发现Hi-C可用于从新鲜或冷冻血液样本中检测此类RT,因此该技术代表了FISH检测RT的替代方法。
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引用次数: 0
RNA sequencing analysis reveals key genes and pathways associated with feather pigmentation in mule ducks RNA测序分析揭示了与骡鸭羽毛色素沉着相关的关键基因和途径
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-03-17 DOI: 10.1111/age.70007
Yifei Wang, Chunhong Zhu, Zhicheng Wang, Weitao Song, Lizhi Lu, Zhiyun Tao, Wenjuan Xu, Shuangjie Zhang, Wei Zhou, Hongxiang Liu, Huifang Li

Feather color is an important morphological trait of poultry. At present, the reports on the inheritance of plumage color of mule ducks at the molecular level are few, and the regulatory mechanism in white plumage rates of different mule ducks remains unclear. This study aimed to broaden the understanding of the white plumage rates in mule ducks to improve their production value. We used RNA sequencing to analyze and compare the mRNA expression profiles in hair follicle tissues from 10-week-old mule ducks with black and white plumages, thereby revealing the temporal gene expression patterns and pathways associated with plumage color regulation. In total, 1672 annotated differentially expressed genes (DEGs) were identified in black and white plumages from different databases between mule ducks with the 2 plumage colors. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes enrichment in hair follicle tissues indicated that the aforementioned DEGs were mainly involved in the melanin signaling pathway. Concurrently, we use weighted gene co-expression network analysis to detect core modules and hub genes associated with melanin biosynthesis in feathers. The green module exhibited the strongest correlation with the phenotypic traits, encompassing a total of 1049 genes. Subsequent Kyoto Encyclopedia of Genes and Genomes enrichment analysis identified 11 genes as pivotal in the melanin biosynthetic pathway, including EDRNB2, TYR, KIT, EDNRB, and MC1R. The differential expression of eight selected DEGs was verified using quantitative reverse transcription–PCR, and the results were consistent with RNA-seq data. This study provides a basis for understanding the differences in plumage color development in mule ducks.

羽毛颜色是家禽重要的形态特征。目前,在分子水平上对骡鸭羽毛颜色遗传的报道较少,不同骡鸭白羽率的调控机制尚不清楚。本研究旨在拓宽对母鸭白羽率的认识,提高母鸭的生产价值。本研究采用RNA测序技术对10周龄黑白羽骡鸭毛囊组织的mRNA表达谱进行了分析和比较,从而揭示了与羽毛颜色调控相关的时间基因表达模式和途径。在两种羽毛颜色的骡鸭不同的数据库中,共鉴定出1672个带注释的差异表达基因(DEGs)。毛囊组织基因本体和京都基因基因组富集百科全书显示上述deg主要参与黑色素信号通路。同时,我们使用加权基因共表达网络分析来检测羽毛中与黑色素生物合成相关的核心模块和中心基因。绿色模块与表型性状的相关性最强,共包含1049个基因。随后的京都基因百科和基因组富集分析确定了11个基因在黑色素生物合成途径中起关键作用,包括EDRNB2、TYR、KIT、EDNRB和MC1R。采用定量逆转录pcr验证了8个选择的deg的差异表达,结果与RNA-seq数据一致。本研究为了解骡鸭羽毛颜色发育的差异提供了基础。
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引用次数: 0
Two novel SNP variants at ASIP and SNAI2 genes are associated with yellow coat color in rabbits ASIP和SNAI2基因上的两个新的SNP变异与家兔的黄色毛色有关
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-03-06 DOI: 10.1111/age.70006
Yuan Chen, Hui Wang, Xinxin Ping, Ahamba Ifeanyi Solomon, Zhanjun Ren, Xianggui Dong

Rabbits display a wide range of coat colors, with yellow being a particular phenotype that aids in exploring the molecular mechanisms of coat pigmentation. The Fujian yellow (FJY) rabbit, as China's only indigenous breed with a yellow coat, serves as a valuable genetic resource. Fujian yellow rabbits have predominantly yellow fur, with a diluted white hue on the distal limbs and tail. However, the genetic mechanism underlying yellow coat color remains unclear. To address this, we conducted selection signature analysis to identify candidate genes and potential casual mutations underlying the yellow phenotype in rabbits. Utilizing whole-genome resequencing, a total of 22 486 177 high-quality SNPs were identified from 30 individuals belonging to three Chinese indigenous rabbit breeds featured with yellow or non-yellow phenotype. The results revealed that the ASIP gene on chromosome 4 and the SNAI2 gene on chromosome 3 were under strong selection pressure, both of which play pivotal roles in determining coat color phenotypes. The ASIP gene is involved in melanogenesis across various livestock species, while the SNAI2 gene is linked to hypopigmentation in the distal regions such as the limbs and tail. We further identified two SNP variants, g.23870943C>T in the fourth intron of the ASIP gene, which is closely associated with the yellow phenotype, and g.73725380A>G downstream of the SNAI2 gene, probably contributing to the white shading in Fujian yellow rabbits’ limb and tail regions. These variants are key determinants in the development of the yellow coat color in rabbits. These findings advance the understanding of coat color pigmentation in domestic animals.

兔子的被毛颜色范围很广,黄色是一种特殊的表型,有助于探索被毛色素沉着的分子机制。福建黄兔(FJY)是中国唯一的本土黄毛品种,是一种宝贵的遗传资源。福建黄兔的毛主要是黄色的,四肢和尾巴的远端有一层稀释的白色。然而,黄色毛色的遗传机制尚不清楚。为了解决这个问题,我们进行了选择特征分析,以确定兔黄色表型的候选基因和潜在的偶然突变。利用全基因组重测序技术,从3个黄色或非黄色表型的中国本土兔品种的30个个体中共鉴定出22 486 177个高质量snp。结果表明,4号染色体上的ASIP基因和3号染色体上的SNAI2基因受到强烈的选择压力,它们在毛色表型的决定中起着关键作用。ASIP基因与多种牲畜的黑色素形成有关,而SNAI2基因与远端区域(如四肢和尾巴)的色素沉着减少有关。我们进一步发现了与黄色表型密切相关的ASIP基因第四个内含子中的G . 23870943c>;T和SNAI2基因下游的G . 73725380a >;G两个SNP变异,可能与福建黄兔肢体和尾巴区域的白色阴影有关。这些变异是兔黄色毛色形成的关键决定因素。这些发现促进了对家畜毛色色素沉着的认识。
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引用次数: 0
A frameshift variant in the SLC6A5 gene is associated with startle disease in a family of Old English Sheepdogs SLC6A5基因的移码变异与古英国牧羊犬家族的惊吓病有关
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-02-26 DOI: 10.1111/age.70003
Fréderique Boeykens, Michelle Hermans, Laura Adant, Bert De Jonge, Koen Chiers, Kenny Bossens, Bart J. G. Broeckx

A 2-week-old litter of three Old English Sheepdog puppies presented with episodic generalised muscle hypertonia and cyanosis triggered by touch and noise. Owing to poor response to therapy and progression of symptoms, the puppies were euthanised. Post-mortem histology revealed perineuronal incrustations in the spinal cord, suggestive of ischemia or neuronal necrosis. Clinical symptoms, combined with necropsy and histopathology findings, led to a suspicion of startle disease, prompting a referral to a specialised clinical genetics centre. Whole exome sequencing (WES) of the nuclear family identified a homozygous truncating variant in the SLC6A5 gene in affected individuals, with both unaffected parents being heterozygous. Additional population screening found three phenotypically unaffected carriers, indicating that the variant segregates within the Old English Sheepdog breed. This raises concerns about the management of carriers and their breeding contributions if not properly guided by DNA testing. This study addresses a frameshift variant SLC6A5:c.1322del found in Old English Sheepdogs. Next to this, the value of genetic counselling and clinical genetics services in breeding programmes is highlighted to identify carriers and guide informed breeding decisions. Finally, the findings demonstrate the utility of WES in veterinary diagnostics and provide practical insights for breeders, veterinarians and geneticists to improve the health and welfare of Old English Sheepdogs.

一窝两周大的三只古英国牧羊犬幼犬表现出由触摸和噪音引起的间歇性全身性肌肉亢进和发绀。由于对治疗的不良反应和症状的进展,小狗被安乐死。死后组织学显示脊髓周围神经元包积,提示缺血或神经元坏死。临床症状,结合尸检和组织病理学检查结果,导致怀疑惊吓病,促使转诊到专门的临床遗传学中心。核心家族的全外显子组测序(WES)在受影响个体中发现SLC6A5基因的纯合子截断变异,未受影响的父母均为杂合子。额外的群体筛选发现三个表型未受影响的携带者,表明该变异在古英国牧羊犬品种中分离。这引起了人们对携带者管理的担忧,如果没有DNA测试的正确指导,他们对繁殖的贡献。本研究针对移码变体SLC6A5:c。1322del,见于古英语Sheepdogs。其次,遗传咨询和临床遗传学服务在育种计划中的价值被强调,以确定携带者和指导明智的育种决策。最后,研究结果证明了WES在兽医诊断中的效用,并为育种者、兽医和遗传学家提供了实用的见解,以改善古英国牧羊犬的健康和福利。
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引用次数: 0
Standards in wildlife forensic science, with a focus on non-human DNA analysis 野生动物法医科学标准,重点是非人类DNA分析
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-02-24 DOI: 10.1111/age.70005
Greta J. Frankham, Rob Ogden, Barry W. Baker, Kyle M. Ewart, Rebecca N. Johnson, Irene Kuiper, Christina D. Lindquist, M. Katherine Moore, Arame Ndiaye, Lucy M. I. Webster

For genetic data to be used in forensic casework, it has to be produced within a controlled environment that follows strict quality standards. However, recent reviews have suggested that wildlife forensic laboratories are behind in the development and adherence to appropriate standards for casework. This paper will address these concerns by documenting the standards that have been produced, highlighting the systems of assessment and competency testing available, and reviewing the status of validated reference genetic databases. Networks of dedicated wildlife forensic scientists across the globe, represented in part by the author list for this paper, illustrate the strides taken to build capacity in this field, and an ongoing commitment to present quality wildlife forensic evidence in court.

为了将基因数据用于法医案件工作,它必须在遵循严格质量标准的受控环境中产生。然而,最近的评论表明,野生动物法医实验室在制定和遵守案件工作的适当标准方面落后。本文将通过记录已经产生的标准,强调可用的评估和能力测试系统,以及回顾经过验证的参考遗传数据库的状态来解决这些问题。全球专门的野生动物法医科学家网络,部分由本文的作者名单所代表,说明了在这一领域建设能力所取得的进展,以及在法庭上提供高质量野生动物法医证据的持续承诺。
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引用次数: 0
Characterization of DNA methylation profile of the entire CpG island spanning the 5′ untranslated region to intron 1 of the Oct4/POU5F1 gene in bovine gametes, embryos, and somatic cells 牛配子、胚胎和体细胞中横跨Oct4/POU5F1基因5 '未翻译区内含子1的整个CpG岛的DNA甲基化特征
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-02-15 DOI: 10.1111/age.70002
Amanda Oliveira Moura, Thainara Christie Ferreira Silva, Alexandre Rodrigues Caetano, Nayara Ribeiro Kussano, Margot Alves Nunes Dode, Maurício Machaim Franco

Stem cells are undifferentiated cells that exhibit a bivalent chromatin state that determines their fate. These cells have potential applications in human and animal health and livestock production. Somatic cell nuclear transfer or cloning is currently being used to produce genetically edited animals. A highly differentiated genome is the main obstacle to correcting epigenetic reprogramming by enucleated oocytes during cloning. Activation of pluripotency genes in the somatic genome is a promising strategy to contribute to more efficient epigenetic reprogramming, improving this technique. Recently, epigenome editing has emerged as a new generation of clustered regularly interspaced short palindromic repeats–clustered regularly interspaced short palindromic repeats-associated protein 9 technology with the aim of modifying the cellular epigenome to turn genes on or off without modifying DNA. Here, we characterize the DNA methylation profile of the CpG island spanning the 5′ untranslated region to intron 1 of the bovine octamer-binding transcription factor (Oct4) gene in gametes, embryos, and fibroblasts. DNA methylation patterns were categorized into three levels: low (0%–20%), moderate (21%–50%), and high (51%–100%). Sperm and embryos showed a hypomethylation pattern, whereas oocytes exhibited a hypo- to moderate methylation pattern. Fetal and adult skin fibroblasts were hypomethylated and moderately methylated, respectively. These results are essential for future studies aimed at manipulating the expression of Oct4. Thus, epigenome editing can be used to turn on the Oct4 in somatic cells to generate induced pluripotent stem cells. This strategy could potentially convert a fully differentiated cell into a cell with certain degree of pluripotency, facilitating nuclear reprogramming by the enucleated oocyte and improving cloning success rates.

干细胞是一种未分化细胞,其染色质呈二价状态,决定着细胞的命运。这些细胞在人类和动物健康以及畜牧业生产中具有潜在的应用价值。体细胞核移植或克隆目前正被用于生产基因编辑动物。高度分化的基因组是克隆过程中纠正有核卵母细胞表观遗传重编程的主要障碍。激活体细胞基因组中的多能基因是一种很有前途的策略,有助于更有效地进行表观遗传重编程,从而改进这项技术。最近,表观基因组编辑作为新一代簇状规则间隔短回文重复序列-簇状规则间隔短回文重复序列-相关蛋白9技术出现,其目的是修改细胞表观基因组,在不修改DNA的情况下开启或关闭基因。在这里,我们描述了配子、胚胎和成纤维细胞中牛八聚体结合转录因子(Oct4)基因 5′非翻译区至内含子 1 跨 CpG 岛的 DNA 甲基化特征。DNA 甲基化模式分为三个水平:低(0%-20%)、中(21%-50%)和高(51%-100%)。精子和胚胎表现出低甲基化模式,而卵母细胞则表现出低至中度甲基化模式。胎儿和成人皮肤成纤维细胞分别呈现低甲基化和中度甲基化。这些结果对今后旨在操纵 Oct4 表达的研究至关重要。因此,表观基因组编辑可用于打开体细胞中的Oct4,生成诱导多能干细胞。这种策略有可能将完全分化的细胞转化为具有一定多能性的细胞,促进无核卵母细胞的核重编,提高克隆成功率。
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引用次数: 0
A missense mutation in the KCNE4 gene is not predictive of equine anhidrosis KCNE4基因的错义突变不能预测马无汗症
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-02-15 DOI: 10.1111/age.70004
Lexie van der Graaf, Wesley Leigh, Tomasz Szmatoła, Kelsey Roberts, Stephanie Ryan, Briana Brown, Samantha Van Buren, Carrie J. Finno, Jessica L. Petersen

Anhidrosis is defined as a decreased or absent ability to sweat in response to heat and exercise. In horses, this condition can increase the risk of life-threatening hyperthermia. A prior study has suggested that equine anhidrosis is associated with a missense variant (rs68643109) in the Potassium Voltage-Gated Channel Subfamily E Regulatory Subunit 4 (KCNE4) gene. This project aimed to validate this association in a population of well-phenotyped horses and to determine the allele frequency of this variant in publicly available whole-genome sequence data. Fifty horses within the University of California Davis Center for Equine Health herd were evaluated for anhidrosis using a series of intradermal terbutaline injections. From existing whole-genome sequence data, the rs68643109 genotype of each horse was identified. When stimulated with terbutaline, all 50 horses produced sweat. All three genotypes at rs68643109 were present in this population of horses; the allele previously associated with anhidrosis (G) was present at a frequency of 0.72. No statistical difference in total sweat score was found (p = 0.31). In whole-genome sequences from 820 other horses reported across three prior studies, the alternative (candidate) allele frequency was similarly high, ranging from 0.52 to 0.68. Since all 50 horses tested in our population produced sweat regardless of genotype, and the previously associated allele is present at a high frequency across datasets, these data fail to validate the missense variant within the KCNE4 gene as causative of or contributing to equine anhidrosis.

无汗症的定义是在高温和运动时出汗能力下降或丧失。在马匹中,这种情况会增加发生危及生命的高热惊厥的风险。之前的一项研究表明,马体热症与钾电压门控通道 E 亚族调控亚基 4 (KCNE4) 基因中的一个错义变体 (rs68643109) 有关。本项目的目的是在表型良好的马群中验证这种关联,并确定该变异在公开全基因组序列数据中的等位基因频率。对加州大学戴维斯分校马健康中心(University of California Davis Center for Equine Health)马群中的 50 匹马进行了一系列皮内注射特布他林(terbutaline)的体热评估。通过现有的全基因组序列数据,确定了每匹马的 rs68643109 基因型。在特布他林的刺激下,所有 50 匹马都会出汗。在这批马中,rs68643109 的三种基因型都存在;以前与无汗症相关的等位基因(G)出现的频率为 0.72。汗液总分没有统计学差异(p = 0.31)。在之前三项研究报告的其他 820 匹马的全基因组序列中,替代(候选)等位基因频率同样很高,从 0.52 到 0.68 不等。由于在我们的研究群体中,无论基因型如何,所有接受测试的 50 匹马都会出汗,而且以前相关的等位基因在所有数据集中都存在很高的频率,因此这些数据未能证实 KCNE4 基因中的错义变体是马汗症的致病因子或致病原因。
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引用次数: 0
Integrating QTL and expression QTL of PigGTEx to improve the accuracy of genomic prediction for small population in Yorkshire pigs 整合PigGTEx的QTL和表达QTL,提高约克郡猪小群体基因组预测的准确性
IF 1.8 3区 生物学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Pub Date : 2025-02-06 DOI: 10.1111/age.70001
Haoran Shi, He Geng, Bin Yang, Zongjun Yin, Yang Liu

The size of the reference population and sufficient phenotypic records are crucial for the accuracy of genomic selection. However, for small-to-medium-sized pig farms or breeds with limited population sizes, conducting genomic breeding programs presents significant challenges. In this study, 2295 Yorkshire pigs were selected from three distinct regions, including 1500 from an American line, 500 from a Canadian line, and 295 from a Danish line. All populations were genotyped using the GeneSeek 50K GGP Porcine HD chip. To enhance genomic selection accuracy, we proposed strategies that combined multiple populations and leveraged multi-omics prior information. Cis-QTL from the PigGTEx database and QTL identified through genome-wide association studies were incorporated into the genomic feature best linear unbiased prediction (GFBLUP) model to predict the ADG100 and the BF100 traits. Results demonstrated that combining multiple populations effectively improved prediction accuracy for small population, accuracy for ADG100 increased by an average of 0.29 and accuracy for BF100 by 0.05. The GFBLUP model, which integrates biological priors, showed some improvements in prediction accuracy for the BF100 trait. Specifically, for the small population, accuracy increased by 0.09 in Scheme 1, where each population size was predicted independently. In Scheme 3, where the large population was used as a reference group to predict the small population, accuracy increased by 0.03. However, the GFBLUP model did not provide additional benefits in predicting the ADG100 trait. These findings offer effective strategies for genetic improvement in developing regions and highlight the potential of multi-omics integration to enhance prediction models.

参考群体的大小和充分的表型记录对基因组选择的准确性至关重要。然而,对于种群规模有限的中小型养猪场或品种,进行基因组育种计划面临重大挑战。在这项研究中,从三个不同的地区选择了2295头约克郡猪,其中1500头来自美国品系,500头来自加拿大品系,295头来自丹麦品系。所有群体使用GeneSeek 50K GGP猪HD芯片进行基因分型。为了提高基因组选择的准确性,我们提出了结合多种群和利用多组学先验信息的策略。将PigGTEx数据库中的顺式QTL和全基因组关联研究鉴定的QTL纳入基因组特征最佳线性无偏预测(GFBLUP)模型,预测ADG100和BF100性状。结果表明,多种群组合有效提高了小种群的预测精度,ADG100的预测精度平均提高0.29,BF100的预测精度平均提高0.05。结合生物学先验的GFBLUP模型对BF100性状的预测精度有一定提高。具体而言,对于小群体,方案1的准确性提高了0.09,其中每个群体的规模都是独立预测的。在方案3中,使用大群体作为参考群体来预测小群体,准确率提高了0.03。然而,GFBLUP模型在预测ADG100性状方面没有提供额外的好处。这些发现为发展中地区的遗传改良提供了有效的策略,并突出了多组学整合在增强预测模型方面的潜力。
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引用次数: 0
期刊
Animal genetics
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