Department of Chronic Disease Epidemiology, School of Public Health, Yale University, New Haven, CT, 06510, USA.
Department of Biostatistics, School of Public Health, Yale University, New Haven, CT, 06510, USA.
BMC Genomics. 2023 Jun 5;24(1):302. doi: 10.1186/s12864-023-09390-6.
In light of previous studies that profiled breed-specific traits or used genome-wide association studies to refine loci associated with characteristic morphological features in dogs, the field has gained tremendous genetic insights for known dog traits observed among breeds. Here we aim to address the question from a reserve perspective: whether there are breed-specific genotypes that may underlie currently unknown phenotypes. This study provides a complete set of breed-specific genetic signatures (BSGS). Several novel BSGS with significant protein-altering effects were highlighted and validated.
Using the next generation whole-genome sequencing technology coupled with unsupervised machine learning for pattern recognitions, we constructed and analyzed a high-resolution sequence map for 76 breeds of 412 dogs. Genomic structures including novel single nucleotide polymorphisms (SNPs), SNP clusters, insertions, deletions (INDELs) and short tandem repeats (STRs) were uncovered mutually exclusively among breeds. We also partially validated some novel nonsense variants by Sanger sequencing with additional dogs. Four novel nonsense BSGS were found in the Bernese Mountain Dog, Samoyed, Bull Terrier, and Basset Hound, respectively. Four INDELs resulting in either frame-shift or codon disruptions were found in the Norwich Terrier, Airedale Terrier, Chow Chow and Bernese Mountain Dog, respectively. A total of 15 genomic regions containing three types of BSGS (SNP-clusters, INDELs and STRs) were identified in the Akita, Alaskan Malamute, Chow Chow, Field Spaniel, Keeshond, Shetland Sheepdog and Sussex Spaniel, in which Keeshond and Sussex Spaniel each carried one amino-acid changing BSGS in such regions.
Given the strong relationship between human and dog breed-specific traits, this study might be of considerable interest to researchers and all. Novel genetic signatures that can differentiate dog breeds were uncovered. Several functional genetic signatures might indicate potentially breed-specific unknown phenotypic traits or disease predispositions. These results open the door for further investigations. Importantly, the computational tools we developed can be applied to any dog breeds as well as other species. This study will stimulate new thinking, as the results of breed-specific genetic signatures may offer an overarching relevance of the animal models to human health and disease.
鉴于之前的研究描述了特定品种的特征或使用全基因组关联研究来细化与犬类特征形态相关的基因座,该领域已经在已知的犬种特征方面获得了巨大的遗传见解。在这里,我们旨在从保留的角度提出问题:是否存在可能构成目前未知表型的特定品种基因型。本研究提供了一套完整的特定品种遗传特征(BSGS)。突出并验证了几个具有显著蛋白改变效应的新的 BSGS。
使用下一代全基因组测序技术和无监督机器学习进行模式识别,我们构建和分析了 412 只 76 个品种犬的高分辨率序列图谱。在品种之间相互排他地发现了包括新的单核苷酸多态性(SNP)、SNP 簇、插入、缺失(INDEL)和短串联重复(STR)在内的基因组结构。我们还通过在其他犬中进行 Sanger 测序部分验证了一些新的无意义变异。在伯尔尼山犬、萨摩耶犬、牛头梗和巴吉度猎犬中分别发现了 4 个新的无意义 BSGS。在诺威奇梗、艾利戴尔梗、松狮犬和伯尔尼山犬中分别发现了导致移码或密码子破坏的 4 个 INDEL。在秋田犬、阿拉斯加雪橇犬、松狮犬、田野猎犬、凯斯梗、喜乐蒂牧羊犬和苏塞克斯梗中,共鉴定出 15 个包含 3 种 BSGS(SNP 簇、INDEL 和 STR)的基因组区域,其中凯斯梗和苏塞克斯梗在这些区域各携带一个氨基酸改变的 BSGS。
鉴于人类和犬种特异性特征之间的密切关系,本研究可能对研究人员和所有人都具有相当大的兴趣。揭示了可区分犬种的新型遗传特征。几个功能遗传特征可能表明潜在的特定品种未知表型特征或疾病易感性。这些结果为进一步研究打开了大门。重要的是,我们开发的计算工具可应用于任何犬种以及其他物种。这项研究将激发新的思考,因为特定品种遗传特征的结果可能为动物模型与人类健康和疾病的总体相关性提供依据。