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The Complete Mitochondrial Genome of Macrocystis pyrifera (Linnaeus) C. Agardh 1820 and Phylogenetic Analysis 大囊藻(林尼厄斯)C. Agardh 1820 的完整线粒体基因组和系统发育分析
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-08-23 DOI: 10.1134/s1022795424700625
S. X. Liang, Y. Y. He, C. F. Qu, F. Y. Wang, J. L. Miao

Abstract

Macrocystis pyrifera (Linnaeus) C. Agardh 1820 is a type of algae widely located along the Chilean coastline with extensive biological value. Mitochondrial genome is 37 289 bp in length and consists of a circular DNA molecule. The circular genome is composed of 66 genes, including 38 protein coding genes, 25 tRNA genes, and 3 rRNA genes. The total content of G+C is 31.80%, lower than that of A+T. M. pyrifera formed a monophyletic clade together with Macrocystis integrifolia, which offer valuable insights into the phylogeny and gene functions within the family Laminariaceae andpromote novel references for the genetic and phylogenetic research of M. pyrifera through the provision of these data.

摘要Macrocystis pyrifera (Linnaeus) C. Agardh 1820是一种广泛分布于智利海岸线的藻类,具有广泛的生物学价值。线粒体基因组长 37 289 bp,由环状 DNA 分子组成。环状基因组由 66 个基因组成,包括 38 个蛋白质编码基因、25 个 tRNA 基因和 3 个 rRNA 基因。G+C 总含量为 31.80%,低于 A+T。这些数据为研究有孔虫科植物的系统发育和基因功能提供了有价值的信息,为有孔虫的遗传和系统发育研究提供了新的参考。
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引用次数: 0
Analysis of the Genetic Structures of 29 Horse Breeds of Russian Selection by STR Markers 通过 STR 标记分析俄罗斯 29 个马品种的遗传结构
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-08-23 DOI: 10.1134/s1022795424700510
N. V. Blohina, L. A. Khrabrova

Abstract—The current stage of genetic certification of horses of cultural and local breeds based on microsatellite analysis makes it possible to quite effectively carry out identification and genetic examination of the origin of breeding animals, as well as solve the problem of assessing and preserving genetic resources. With a reduction in the number of breeding stock to 200–300 mares observed in a number of breeds, the threat of a decrease in the genetic diversity of populations and the accumulation of genetic load increases, which necessitates the need to study and monitor the genetic structure of horse breeds. In this regard, our comparative genetic analysis of polymorphism of 17 microsatellite loci in 20 541 horses of 29 cultural and local breeds allows us to certify the basic part of the genetic resources of the horse breeding of the Russian Federation. including riding, trotter, draft, and local breeds. During the genetic population analysis of the studied breeds, basic parameters were assessed: the total number of allele variants (Na), the effective number of alleles (Ae), the average number of alleles per locus (MNA), the level of observed (Ho) and expected heterozygosity (He), as well as the coefficient of intrapopulation inbreeding Fis. Phylogenetic relationships of breeds were assessed using the R and R Studio software packages. Among horse breeds of different specializations, the highest values of all indicators of genetic diversity (Ae, Ho, He, and Na) were determined in aboriginal populations. In the allele pool of local horse breeds, there were rare alleles ASB2T, HMS7S, HMS6J, HMS6H, HMS2T, HMS1O, HTG7L, HTG6L, HTG6H, VHL20S, ASB17Z, ASB17X, ASB17U, LEX3S, LEX3R, and CA425E, which were absent in horses of stud breeds. Among the riding horse breeds created in Russia, the Budennovskaya, Donskaya, and Kabardian horse breeds stood out due to the presence of rare alleles. Alleles ASB2G, ASB2F, HMS2F, HTG7Q, and ASB23O were found in trotter horses, which were not identified in the genetic structure of other breeds. The phylogenetic analysis showed the division of horse breeds into two clear subclusters, the first of which included only stud breeds. The second cluster united all the native breeds, as well as the Orlov Trotter and a group of draft breeds, which were used for many years as improvers of the local horse population. The analysis of the genetic structure of domestic horse breeds revealed a fairly high reserve of diversity even in small populations, which is an indispensable condition for successful selection in horse breeding.

摘要--现阶段基于微卫星分析对文化和地方品种马匹进行遗传认证,可以相当有效地对繁殖动物的来源进行鉴定和遗传检查,并解决评估和保护遗传资源的问题。随着一些马种的种群数量减少到 200-300 头母马,种群遗传多样性下降和遗传负荷积累的威胁也随之增加,因此有必要研究和监测马种的遗传结构。为此,我们对 29 个文化马种和地方马种的 20 541 匹马的 17 个微卫星位点的多态性进行了比较遗传分析,从而对俄罗斯联邦马育种遗传资源的基本部分进行了认证。在对所研究品种进行遗传群体分析期间,对基本参数进行了评估:等位基因变异总数(Na)、有效等位基因数(Ae)、每个位点的平均等位基因数(MNA)、观察到的杂合度(Ho)和预期杂合度(He)水平,以及种群内近交系数 Fis。使用 R 和 R Studio 软件包评估了马种的系统发育关系。在不同专业的马匹品种中,遗传多样性的所有指标(Ae、Ho、He和Na)的最高值均出现在原住民种群中。在当地马种的等位基因库中,有稀有等位基因 ASB2T、HMS7S、HMS6J、HMS6H、HMS2T、HMS1O、HTG7L、HTG6L、HTG6H、VHL20S、ASB17Z、ASB17X、ASB17U、LEX3S、LEX3R 和 CA425E,这些等位基因在种马中是不存在的。在俄罗斯培育的骑马品种中,布杰诺夫斯卡娅(Budennovskaya)、东斯卡娅(Donskaya)和卡巴尔德(Kabardian)马品种因存在稀有等位基因而脱颖而出。在木马中发现了 ASB2G、ASB2F、HMS2F、HTG7Q 和 ASB23O 等位基因,这些等位基因在其他马种的遗传结构中没有发现。系统进化分析表明,马的品种分为两个明显的亚群,第一个亚群只包括种马品种。第二个亚群包括所有本地马种以及奥尔洛夫特罗特马和一组草种,这些马种多年来一直被用作当地马群的改良剂。对家养马品种遗传结构的分析表明,即使在小种群中,马的多样性储备也相当高,而这正是成功选育马匹不可或缺的条件。
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引用次数: 0
Delineating Genetic Variability: Comparative Analysis of Yak MHC-DQB Gene through cDNA Cloning 划定遗传变异:通过 cDNA 克隆对牦牛 MHC-DQB 基因进行比较分析
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-08-23 DOI: 10.1134/s1022795424700546
B. Wang, S. Memon, M. F. Li, Z. D. Gao, Y. Lu, J. Y. Hong, J. Wu, D. M. Xi, Y. Q. Chong

Abstract

Nested within the vast genetic landscape of the major histocompatibility complex (MHC), a cluster of genes assumes a pivotal role in pathogen recognition and orchestrating mechanisms for disease resistance. This investigation successfully cloned and sequenced the complete 786 bp cDNA entity corresponding to the MHC-DQB gene in yaks. A comprehensive analysis of the sequence unveiled distinct features, including highly conserved peptide binding sites (PBS) spanning 8 amino acids and specific nucleotide-binding regions at designated positions (–1, –28, 2, 3, 29, 64, 93, and 108). The pronounced uniformity and remarkable preservation demonstrated by the yak MHC-DQB gene underscore its potential in providing protection against pathogens and the inherent stability within the DQB genetic framework. Moreover, a comparison across six distinct domains of the Yak-DQB gene revealed notable similarities with closely related species. Particularly significant is the identification of a conserved peptide-binding region consisting of 16 amino acids, alongside the detection of multiple conserved nucleotide-binding regions. When conducting a comparative analysis of amino acid lengths in the Yak-DQB orthologous sequence, a substantial homology with cattle was observed, registering at 91.2%. Interestingly, however, the DQB gene in yaks exhibited discrepancies in 23 amino acids compared to the bovine sequence. Specifically, a detailed examination revealed that 15 of these variable amino acids were clustered within the Beta 1 (в1) domain. These insights provide valuable information about the distinct characteristics of the MHC gene in both ruminant and non-ruminant species, unraveling the complexities of their comparative molecular genetics.

摘要在主要组织相容性复合体(MHC)的庞大基因图谱中,有一组基因在病原体识别和抗病机制的协调方面发挥着关键作用。这项研究成功地克隆了与牦牛 MHC-DQB 基因相对应的 786 bp cDNA 实体,并对其进行了测序。对该序列的全面分析揭示了其独特的特征,包括跨越 8 个氨基酸的高度保守的肽结合位点(PBS)和指定位置(-1、-28、2、3、29、64、93 和 108)的特异性核苷酸结合区。牦牛 MHC-DQB 基因所表现出的明显一致性和显著的保存性突出表明了它在抵御病原体方面的潜力以及 DQB 基因框架内固有的稳定性。此外,通过对牦牛-DQB 基因的六个不同结构域进行比较,发现了与近缘物种的显著相似性。尤为重要的是,在发现多个保守的核苷酸结合区的同时,还发现了一个由 16 个氨基酸组成的保守的肽结合区。在对牦牛-DQB 同源序列的氨基酸长度进行比较分析时,观察到该序列与牛的同源性很高,达到 91.2%。但有趣的是,牦牛的 DQB 基因与牛的序列相比,有 23 个氨基酸存在差异。具体来说,详细的检查发现,这些可变氨基酸中有 15 个集中在 Beta 1(в1)结构域中。这些发现为了解反刍动物和非反刍动物MHC基因的不同特征提供了宝贵的信息,揭示了其分子遗传学比较的复杂性。
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引用次数: 0
The Molecular Genetic Characteristics of the Mutant Strain B-162/2 of the Bacteria Pseudomonas chlororaphis subsp. aurantiaca 绿假单胞菌亚种 B-162/2 突变菌株的分子遗传特征
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-08-23 DOI: 10.1134/s1022795424700480
K. S. Bondarava, A. I. Liaudanskaya, N. P. Maximova, K. G. Verameyenka

Abstract—The production of microorganisms that produce biologically active compounds for agriculture and the chemical, veterinary, and pharmaceutical industries, as well as for environmental protection, continues to be an important direction of microbial biotechnology. One of the most effective approaches to the production of producers is chemical mutagenesis, which, in combination with the correct breeding strategy, makes it possible to obtain highly productive strains. A significant disadvantage of chemical mutagenesis is the large number of induced mutations in the genomes of mutant strains, which makes it difficult to identify genes and, accordingly, biosynthetic pathways involved in the production of a given compound. The solution to this problem is modern technologies of genome sequencing and analysis, which make it possible to identify new genes and unknown biochemical pathways involved in the formation of biologically active compounds. The aim of the work was to analyze the genome of the mutant strain B-162/2 of the bacterium Pseudomonas chlororaphis subsp. aurantiaca, which is capable of increased production of biologically active compounds of the phenazine series and is resistant to hydrogen peroxide. When analyzing the genome of strain B-162/2 in full size, 6482 coding sequences and 64 coding RNA sequences were identified. Comparison of the genome of the B-162/2 strain with the genome of the wild type B-162 allowed the identification of 39 mutations, five of which are located in intergenic regions, and 34 affected coding sequences. Of the mutations detected, 14 led to a radical amino acid substitution in the proteins and two led to the formation of premature stop codons (methyl group sensor and MFS-type transporter). Several substitutions with high values of the Grantham coefficient were found, which could possibly lead to a change in the activity of the proteins. Three regions with phage genes in the genome of the B-162/2 strain were detected.

摘要 生产可产生生物活性化合物的微生物,用于农业、化学、兽医和制药业以及环境保护,仍然是微生物生物技术的一个重要方向。化学诱变是生产生产者的最有效方法之一,结合正确的育种策略,可以获得高产菌株。化学诱变的一个显著缺点是突变菌株基因组中存在大量诱导突变,因此很难确定基因,也就很难确定生产特定化合物所涉及的生物合成途径。解决这一问题的办法是采用现代基因组测序和分析技术,从而有可能确定参与生物活性化合物形成的新基因和未知生化途径。这项工作的目的是分析氯假单胞菌亚种(Pseudomonas chlororaphis subsp. aurantiaca)的突变菌株 B-162/2 的基因组,该菌株能够增加吩嗪系列生物活性化合物的产量,并对过氧化氢具有抗性。在对菌株 B-162/2 的基因组进行全尺寸分析时,发现了 6482 个编码序列和 64 个编码 RNA 序列。将 B-162/2 菌株的基因组与野生型 B-162 的基因组进行比较,发现了 39 个突变,其中 5 个位于基因间区,34 个编码序列受到影响。在检测到的突变中,14 个突变导致蛋白质中的氨基酸发生根性替换,两个突变导致过早终止密码子的形成(甲基基团传感器和 MFS 型转运体)。发现了几个格兰瑟姆系数值较高的取代,这可能会导致蛋白质活性的改变。在 B-162/2 菌株的基因组中发现了三个带有噬菌体基因的区域。
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引用次数: 0
Sequencing and Annotation of the Chloroplast Genome of Triticum militinae—A “Natural Mutant” of Tetraploid Wheat Triticum timopheevii Zhuk. Triticum militinae--四倍体小麦 Triticum timopheevii Zhuk 的 "天然突变体"--叶绿体基因组的测序和注释
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-08-23 DOI: 10.1134/s1022795424700601
A. R. Kuluev, R. T. Matniyazov, B. R. Kuluev, L. Yu. Privalov, A. V. Chemeris

Abstract

Triticum militinae Zhuk. et Migusch., a tetraploid wheat with the GAA genome, is considered a natural naked mutant of Triticum timopheevii Zhuk. Previously, the karyotype and crossing characteristics of this wheat were examined. To clarify the origin and relationships of T. militinae with other representatives of the wheat family, analysis of its chloroplast genome, which remained unexplored, is of great interest. In the present study, for the first time, sequencing and annotation of the complete chloroplast genome of T. militinae, the size of which was found to be 135 898 bp, was conducted. The plastome of this wheat is composed of two inverted repeats, each of 21 552 bp in length, the small single-copy (SSC) region of 12 791 bp, and the large single-copy (LSC) region of 80 003 bp. The chloroplast genome of T. militinae contains 132 annotated structural genes, of which 85 genes are protein-coding, 31 are tRNA genes, and four genes code for rRNA.

摘要-Triticum militinae Zhuk.此前,对这种小麦的核型和杂交特性进行了研究。为了弄清 T. militinae 的起源及其与小麦家族其他代表的关系,对其叶绿体基因组的分析是非常有意义的。本研究首次对 T. militinae 完整的叶绿体基因组进行了测序和注释,发现其大小为 135 898 bp。这种小麦的质粒体由两个长度各为 21 552 bp 的倒置重复序列、长度为 12 791 bp 的小单拷贝(SSC)区和长度为 80 003 bp 的大单拷贝(LSC)区组成。T. militinae 的叶绿体基因组包含 132 个注释结构基因,其中 85 个基因编码蛋白质,31 个基因编码 tRNA,4 个基因编码 rRNA。
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引用次数: 0
Polymorphism of Russian Populations of Rhopalosiphum padi L. Based on DNA Markers 基于 DNA 标记的俄罗斯 Rhopalosiphum padi L. 种群的多态性
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-08-23 DOI: 10.1134/s1022795424700522
E. E. Radchenko, I. N. Anisimova, N. V. Alpatieva

Abstract—Using the next-generation sequencing (NGS) technology, the nucleotide polymorphism in a fragment of the ND4 gene encoding NADH dehydrogenase subunit 4 was studied in 14 samples from three populations of the bird cherry-oat aphid (Rhopalosiphum padi L.) and the range of nucleotide polymorphism was determined. The insects were collected in 2021 and 2022 in the Northwest of Russia (in the vicinity of St. Petersburg) and in the northern Caucasus (Krasnodar Territory and Dagestan). Mitochondrial DNA haplotypes were identified, which have 97.95–99.80% sequence identity with the reference GenBank accession number KT447631.1. The level of intraspecific polymorphism of a 438 bp ND4 gene fragment in Rh. padi varied from 0.2 to 4.3%. In 2-year experiments, 33 polymorphic sites (17 transitions and 16 transversions) were found in the ND4 sequences, which made it possible to identify 30 mitochondrial DNA haplotypes. The Rh. padi populations collected simultaneously on different host plants or at different times on bird cherry (spring) and cereals (summer) differed in the proportion of the main haplotype, as well as in the composition of unique minor haplotypes. Analysis of the ratio of mitochondrial DNA haplotypes suggests the important role of the host plant genotype in the formation of the structure of Rh. padi populations.

摘要--利用新一代测序(NGS)技术,研究了鸟樱麦蚜(Rhopalosiphum padi L.)三个种群 14 个样本中编码 NADH 脱氢酶亚基 4 的 ND4 基因片段的核苷酸多态性,并确定了核苷酸多态性的范围。这些昆虫于 2021 年和 2022 年在俄罗斯西北部(圣彼得堡附近)和北高加索地区(克拉斯诺达尔边疆区和达吉斯坦)采集。已确定的线粒体 DNA 单倍型与参考 GenBank 编号 KT447631.1 的序列具有 97.95-99.80% 的一致性。Rh. padi 的 438 bp ND4 基因片段的种内多态性水平从 0.2% 到 4.3% 不等。在为期两年的实验中,在 ND4 序列中发现了 33 个多态位点(17 个转换位点和 16 个反转位点),从而确定了 30 个线粒体 DNA 单倍型。同时在不同寄主植物上或不同时间在稠李树(春季)和谷物(夏季)上采集到的 Rh. padi 群体,其主要单倍型的比例以及独特的次要单倍型的组成都有所不同。对线粒体 DNA 单倍型比例的分析表明,寄主植物基因型在 Rh. padi 种群结构的形成中起着重要作用。
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引用次数: 0
Polymorphism of Antioxidant Genes and Overweight in Children 抗氧化基因的多态性与儿童超重
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-07-27 DOI: 10.1134/s102279542470039x
M. A. Shkurat, E. V. Mashkina, N. P. Milyutina, E. D. Teplyakova, T. P. Shkurat

Abstract

Oxidative stress is one of the components of the pathological process leading to the development of obesity. The level of formation of free radical products is controlled by the antioxidant system. Antioxidant gene polymorphism influences the level and/or activity of the encoded enzymes. The purpose of this work was to investigate the association of SNP in the genes of the antioxidant system with the risk of overweight in children and adolescents. The material for the study were DNA samples from 279 overweight children and 131 children from the control group. Genotyping was performed for rs6721961 (–617G>T) NFE2L2, rs4998557 (7958G>A) SOD1, rs4880 (47C>T Ala16Val) SOD2, rs1001179 (–262C>T) CAT, rs713041 (718C>T) GPX4, rs662 (Gln192Arg) PON1. It has been shown that the –617GT genotype (rs6721961) NFE2L2 is associated with a decreased risk of overweight in children. An increased risk of developing overweight was detected for heterozygotes –262CT for rs1001179 CAT and the –262T allele. As a result of the analysis of intergenic interactions, a 6-locus genotype was identified that is associated with a reduced risk of overweight.

摘要-氧化应激是导致肥胖的病理过程的组成部分之一。自由基产物的形成水平由抗氧化系统控制。抗氧化基因的多态性会影响编码酶的水平和/或活性。这项工作的目的是调查抗氧化系统基因中的 SNP 与儿童和青少年超重风险的关系。研究材料是 279 名超重儿童和 131 名对照组儿童的 DNA 样本。对 rs6721961 (-617G>T) NFE2L2、rs4998557 (7958G>A) SOD1、rs4880 (47C>T Ala16Val) SOD2、rs1001179 (-262C>T) CAT、rs713041 (718C>T) GPX4、rs662 (Gln192Arg) PON1 进行了基因分型。研究表明,-617GT 基因型(rs6721961)NFE2L2 与儿童超重风险降低有关。检测发现,rs1001179 CAT 的-262CT 杂合子和-262T 等位基因发生超重的风险增加。通过对基因间相互作用的分析,确定了与超重风险降低相关的 6 个基因型。
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引用次数: 0
Karyotype and Molecular Genetic Differentiation of a 24-Chromosomal Form of the Gray Hamster Nothocricetulus migratorius from the Tien Shan 天山灰仓鼠 Nothocricetulus migratorius 24 染色体形式的核型和分子遗传分化
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-07-27 DOI: 10.1134/s1022795424700431
O. V. Brandler, A. V. Blekhman

Abstract

The widespread Palearctic rodent species gray hamster Nothocricetulus migratorius has a karyotype with a stable number of chromosomes 2n = 22 throughout the entire range of its habitat. We found gray hamsters with diploid number of chromosomes 2n = 24 locally distributed in the Qurama Ridge of the Tian Shan. A new karyotype and analysis of G- and NORs-bands of differentially stained chromosome sets were described for the first time. The described karyotype differs from the 22-chromosomal karyotype of gray hamsters by the Y-chromosome morphology and the presence of an additional pair of heteromorphic small chromosomes. Molecular genetic analysis revealed genetic divergence of 24- and 22-chromosomal forms of N. migratorius, and the differences between them in mitochondrial markers are comparable and in terms of nuclear markers exceed the differences between C. barabensis (2n = 20) and C. psevdogriseus (2n = 24). The data obtained give grounds to discuss the taxonomic status of the 24-chromosomal form of gray hamsters from the Qurama Ridge and consider the differentiation of N. migratorius karyomorphs as a stage of chromosomal speciation.

摘要--广布于古北界的啮齿类物种灰仓鼠(Nothocricetulus migratorius)在其整个栖息地范围内的核型染色体数目稳定在2n = 22。我们在天山曲麻莱山脊的局部分布区发现了染色体数目为 2n = 24 的二倍体灰仓鼠。我们首次描述了一种新的核型,并分析了不同染色染色体组的G带和NORs带。所描述的核型与灰仓鼠的 22 染色体核型的区别在于 Y 染色体的形态和另外一对异形小染色体的存在。分子遗传分析表明,N. migratorius 的 24 和 22 染色体型存在遗传分化,它们在线粒体标记上的差异相当,而在核标记上的差异超过了 C. barabensis(2n = 20)和 C. psevdogriseus(2n = 24)。所获得的数据为讨论克拉玛依海脊灰仓鼠 24 染色体形式的分类地位提供了依据,并认为 N. migratorius 核型的分化是染色体物种分化的一个阶段。
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引用次数: 0
Reconstruction of a Matrix of Genotypic Correlations between Variants within a Gene for Joint Analysis of Imputed and Sequenced Data 重构基因内变异基因型相关性矩阵,联合分析推算数据和测序数据
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-07-27 DOI: 10.1134/s1022795424700418
G. R. Svishcheva, A. V. Kirichenko, N. M. Belonogova, E. E. Elgaeva, Ya. A. Tsepilov, I. V. Zorkoltseva, T. I. Axenovich

Abstract

When combining imputed and sequenced data in a single gene-based association analysis, the problem of reconstructing genetic correlation matrices arises. It is related to the fact that the correlations between genotypes of all imputed variants and the correlations between genotypes of all sequenced variants are known for a gene but we do not know the correlations between genotypes of variants, one of which is imputed, and the other is sequenced. To recover these correlations, we propose an efficient method based on maximising the determinant of the matrix. This method has a number of useful properties and an analytical solution for our task. Approbation of the proposed method was performed by comparing reconstructed and real correlation matrices constructed on individual genotypes from the UK Biobank. Comparison of the results of gene-based association analysis performed by the SKAT, BT, and PCA methods on reconstructed and real matrices using modelled summary statistics and calculated summary statistics on real phenotypes showed high quality of reconstruction and robustness of the method to different gene structures.

摘要-在基于单个基因的关联分析中结合估算数据和测序数据时,会出现重建遗传相关矩阵的问题。这与以下事实有关:对于一个基因,所有估算变异体的基因型之间的相关性和所有测序变异体的基因型之间的相关性是已知的,但我们不知道变异体(其中一个是估算的,另一个是测序的)的基因型之间的相关性。为了恢复这些相关性,我们提出了一种基于矩阵行列式最大化的有效方法。该方法具有许多有用的特性,并为我们的任务提供了一个分析解决方案。通过比较在英国生物库的单个基因型上构建的重建相关矩阵和真实相关矩阵,对所提出的方法进行了验证。通过比较 SKAT、BT 和 PCA 方法对重建矩阵和真实矩阵进行的基于基因的关联分析结果(使用建模的汇总统计量和计算的真实表型汇总统计量),显示了该方法重建的高质量和对不同基因结构的鲁棒性。
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引用次数: 0
Artificial Intelligence and Classical Methods in Animal Genetics and Breeding 动物遗传学和育种中的人工智能与经典方法
IF 0.6 4区 生物学 Q4 GENETICS & HEREDITY Pub Date : 2024-07-27 DOI: 10.1134/s1022795424700297
A. D. Soloshenkov, E. A. Soloshenkova, M. T. Semina, N. N. Spasskaya, V. N. Voronkova, Y. A. Stolpovky

Abstract

Basic methods of population genetics and animal breeding and mathematical methods of machine learning used in animal breeding are analyzed. CatBoost library models were trained on the example of two domesticated species—horse (Equus caballus) and reindeer (Rangifer tarandus). Data from microsatellite panels of loci 16 and 17, respectively, were used to train the model using data on domesticated and wild reindeer, European and Russian horse breeds. The standard indicators (Accuracy, Precision, Recall, and F1) were calculated, and confusion matrices were constructed to assess the success of the model. New possibilities for identifying animal breed affiliation are shown.

摘要--分析了种群遗传学和动物育种的基本方法以及动物育种中使用的机器学习数学方法。以两个驯化物种--马(Equus caballus)和驯鹿(Rangifer tarandus)--为例,对CatBoost库模型进行了训练。利用驯鹿和野生驯鹿、欧洲马和俄罗斯马品种的数据,分别使用位点 16 和 17 的微卫星面板数据来训练模型。计算了标准指标(准确度、精确度、召回率和 F1),并构建了混淆矩阵来评估模型的成功与否。结果显示了识别动物品种隶属关系的新可能性。
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引用次数: 0
期刊
Russian Journal of Genetics
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