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Methylation index of the DLK1 and MKRN3 genes in precocious puberty. 性早熟患者DLK1和MKRN3基因的甲基化指数。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.18699/vjgb-25-47
E A Sazhenova, O Yu Vasilyeva, D A Fedotov, M B Kankanam Pathiranage, A D Lobanov, A Yu Sambyalova, E E Khramova, L V Rychkova, S A Vasilyev, I N Lebedev

Precocious puberty (PP, OMIM 176400, 615346) is an autosomal dominant disorder caused by the premature reactivation of the hypothalamic-pituitary-gonadal axis. Genetic, epigenetic, and environmental factors play a decisive role in determining the timing of puberty. In recent years, genetic variants in the KISS1, KISS1R, MKRN3, and DLK1 genes have been identified as genetic causes of PP. The MKRN3 and DLK1 genes are imprinted, and therefore epigenetic modifications, such as DNA methylation, which alter the expression of these genes, can also contribute to the development of PP. The aim of this study is to determine the methylation index of the imprinting centers of the DLK1 and MKRN3 genes in girls with a clinical presentation of PP. The methylation index of the imprinting centers of the DLK1 and MKRN3 genes was analyzed in a group of 45 girls (age 7.2 ± 1.9 years) with a clinical presentation of PP and a normal karyotype using targeted massive parallel sequencing after sodium bisulfite treatment of DNA. The control group consisted of girls without PP (n = 15, age 7.9 ± 1.6 years). No significant age differences were observed between the groups (p > 0.8). Analysis of the methylation index of the imprinting centers of the DLK1 and MKRN3 genes revealed no significant differences between patients with PP and the control group. However, in the group of patients with isolated adrenarche, an increased methylation index of the imprinting center of the MKRN3 gene was observed (72 ± 7.84 vs 56.92 ± 9.44 %, p = 0.005). In the group of patients with central PP, 3.8 % of patients showed a decreased methylation index of the imprinting center of the DLK1 gene, and 11.5 % of probands had a decreased methylation index of the imprinting center of the MKRN3 gene. Thus, this study demonstrates that not only genetic variants but also alterations in the methylation index of the imprinting centers of the DLK1 and MKRN3 genes can contribute to the development of PP.

性早熟(PP, OMIM 176400,615346)是一种常染色体显性遗传病,由下丘脑-垂体-性腺轴过早再激活引起。遗传、表观遗传和环境因素在决定青春期的时间方面起着决定性的作用。近年来,KISS1、KISS1R、MKRN3和DLK1基因的遗传变异已被确定为PP的遗传原因。MKRN3和DLK1基因是印迹基因,因此表观遗传修饰,如DNA甲基化,会改变这些基因的表达。也可以导致PP的发展。本研究的目的是确定甲基化指数的印记中心DLK1在女孩和MKRN3基因的甲基化索引页。临床表现的印记中心DLK1和MKRN3基因分析一组45女孩(7.2±1.9岁)与PP的临床表现和正常核型使用针对性的大规模并行测序亚硫酸氢钠治疗后的DNA。对照组为无PP的女童15例,年龄7.9±1.6岁。各组间年龄差异无统计学意义(p < 0.05)。对DLK1和MKRN3基因印迹中心的甲基化指数分析显示,PP患者与对照组之间无显著差异。然而,在孤立性肾上腺素患者组,MKRN3基因印迹中心的甲基化指数升高(72±7.84 vs 56.92±9.44%,p = 0.005)。在中央性PP患者组中,3.8%的患者DLK1基因印迹中心甲基化指数下降,11.5%的先显子MKRN3基因印迹中心甲基化指数下降。因此,本研究表明,除了遗传变异外,DLK1和MKRN3基因印迹中心甲基化指数的改变也可以促进PP的发生。
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引用次数: 0
The key role of heterochromatin in the phenotypic manifestation of the In(1)sc8 inversion disrupting the achaete-scute complex in Drosophila melanogaster. 异染色质在黑腹果蝇in (1)sc8反转破坏毛囊-鳞片复合体表型表现中的关键作用。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.18699/vjgb-25-44
T D Kolesnikova, M N Balantaeva, G V Pokholkova, O V Antonenko, I F Zhimulev

The achaete-scute complex (AS-C) is a locus approximately 90 kbp in length, containing multiple enhancers. The local expression of the achaete and scute genes in proneural clusters of Drosophila melanogaster imaginal discs results in the formation of a well-defined pattern of macrochaetae in adult flies. A wide variety of easily analyzed phenotypes, along with the direct connection between individual regulatory elements and the development of specific setae make this locus a classic model in developmental genetics. One classic AS-C allele is sc8, which arose as a result of the In(1) sc8 inversion. One breakpoint of this inversion lies between the ac and sc genes, while the second is in the pericentromeric heterochromatin of chromosome X, within satellite block 1.688. The heterochromatic position of the breakpoint raised the question of whether position effect variegation contributes to the disruption of normal locus function in the In(1)sc8 flies. However, conflicting results were obtained. Previously, we found that a secondary inversion, In(1)19EHet, arose spontaneously in one of the stocks of the In(1)sc8 BDSC line, transferring most of the heterochromatin from the ac gene to the 19E region of the X chromosome. Here, we demonstrate that the In(1)19EHet inversion leads to complete rescue of the number of posterior supraalar (PSA) and partial rescue of the number of dorsocentral (DC) macrochaetes observed in the original In(1)sc8 line. The same rescue of the macrochaetes pattern was observed when the In(1)sc8 inversion was introduced into a strain with the Su(var)3-906 position effect modifier. Combining the inversion with the Rif11 mutation, a conserved factor determining late replication and underreplication, does not restore the normal pattern of bristles. Our data indicate that the phenotype of flies carrying the In(1) sc8 inversion, associated with a disturbance in bristle development, is determined by the effect of heterochromatin on the distal part of the locus. This model can be used to test the influence of various factors on the position effect variegation caused by heterochromatin. Another phenotypic manifestation of In(1)sc8, a decreased proportion of males in the offspring, was independent of the proximity of the distal part of AS-C to heterochromatin and was not affected by the Rif11 mutation.

无毛鳞片复合体(AS-C)是一个长度约90 kbp的基因座,包含多个增强子。在黑腹果蝇影像盘的前毛簇中,无毛和鳞片基因的局部表达导致成年果蝇形成了一个定义明确的大毛纲模式。各种易于分析的表型,以及个体调控元件与特定刚毛发育之间的直接联系,使该位点成为发育遗传学的经典模型。一个典型的as - c等位基因是sc8,它是由In(1) sc8反转引起的。该反转的一个断点位于ac和sc基因之间,而第二个断点位于X染色体的近中心异染色质中,位于卫星区1.688内。断点的异色位置提出了一个问题,即位置效应变异是否导致了in (1)sc8果蝇正常基因座功能的破坏。然而,得到了相互矛盾的结果。在此之前,我们发现在In(1)sc8 BDSC系的一个种群中自发地出现了In(1) 19eet的二次反转,将大部分异染色质从ac基因转移到X染色体的19E区域。在这里,我们证明In(1) 19eheet倒置导致原始In(1)sc8系中观察到的后腭上(PSA)的数量完全恢复,背中央(DC)的数量部分恢复。采用Su(var)3-906位置效应修饰符将In(1)sc8逆转录引入菌株时,也观察到同样的大毛线虫模式的恢复。将逆转录与Rif11突变(一个决定复制后期和复制不足的保守因子)结合,并不能恢复猪鬃的正常模式。我们的数据表明,携带In(1) sc8反转的果蝇的表型与刚毛发育障碍有关,是由异染色质对该位点远端部分的影响决定的。该模型可用于检验各因素对异染色质引起的位置效应变异的影响。In(1)sc8的另一种表型表现是后代雄性比例下降,这与AS-C远端与异染色质的接近无关,也不受Rif11突变的影响。
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引用次数: 0
Genomic prediction of plant traits by popular machine learning methods. 利用流行的机器学习方法进行植物性状的基因组预测。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.18699/vjgb-25-49
K N Kozlov, M P Bankin, E A Semenova, M G Samsonova

A rapid growth of the available body of genomic data has made it possible to obtain extensive results in genomic prediction and identification of associations of SNPs with phenotypic traits. In many cases, to identify new relationships between phenotypes and genotypes, it is preferable to use machine learning, deep learning and artificial intelligence, especially explainable artificial intelligence, capable of recognizing complex patterns. 80 sources were manually selected; while there were no restrictions on the release date, the main attention was paid to the originality of the proposed approach for use in genomic prediction. The article considers models for genomic prediction, convolutional neural networks, explainable artificial intelligence and large language models. Attention is paid to Data Augmentation, Transfer Learning, Dimensionality Reduction methods and hybrid methods. Research in the field of model-specific and model-independent methods for interpretation of model solutions is represented by three main categories: sensing, perturbation, and surrogate model. The considered examples reflect the main modern trends in this area of research. The growing role of large language models, including those based on transformers, for genetic code processing, as well as the development of data augmentation methods, are noted. Among hybrid approaches, the prospect of combining machine learning models and models of plant development based on biophysical and biochemical processes is emphasized. Since the methods of machine learning and artificial intelligence are the focus of attention of both specialists in various applied fields and fundamental scientists, and also cause public resonance, the number of works devoted to these topics is growing explosively.

基因组数据的快速增长使得在基因组预测和鉴定snp与表型性状的关联方面获得广泛的结果成为可能。在许多情况下,为了确定表型和基因型之间的新关系,最好使用机器学习、深度学习和人工智能,特别是能够识别复杂模式的可解释人工智能。人工选择80个来源;虽然对发布日期没有限制,但主要关注的是用于基因组预测的拟议方法的独创性。本文考虑了基因组预测模型、卷积神经网络、可解释人工智能和大型语言模型。重点研究了数据增强、迁移学习、降维方法和混合方法。在模型解解释的特定模型和独立模型方法领域的研究主要分为三类:感知模型、摄动模型和替代模型。所考虑的例子反映了这一研究领域的主要现代趋势。报告指出,大型语言模型,包括那些基于转换器的模型,在遗传密码处理方面的作用越来越大,数据增强方法的发展也越来越大。在混合方法中,强调了将机器学习模型与基于生物物理和生化过程的植物发育模型相结合的前景。由于机器学习和人工智能的方法是各个应用领域的专家和基础科学家关注的焦点,也引起了公众的共鸣,因此致力于这些主题的作品的数量正在爆炸式增长。
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引用次数: 0
Expression of DNA repair and cell cycle control genes in HPV infection. HPV感染中DNA修复和细胞周期控制基因的表达。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.18699/vjgb-25-46
E V Mashkina, V V Volchik, E S Muzlaeva, E G Derevyanchuk

One of the main etiological factors in the development of cervical cancer is infection with human papillomavirus (HPV). At the same time, the risk of developing a malignant process increases with an increase in viral load. The aim of this study was to investigate the transcription level of DNA repair and cell cycle control genes in the cervical epithelial cells of women with a clinically significant HPV viral load. The material for the study was DNA and RNA samples isolated from cervical epithelial cells in women. A total of 107 samples were analyzed. 55 women were HPV-positive (with a clinically significant viral load - more than 103 HPV genomes per 100 thousand human cells); the control group consisted of 52 HPV-negative women. All women were over 30 years old. The transcription level of the APEX1, ERCC2, CHEK2, TP53, TP73, CDKN2A, SIRT1 genes was determined using RT-PCR. It was shown that the detection frequency of the APEX1 and ERCC2 gene transcripts was increased in the group of women with a clinically significant viral load. The transcription level of all the studied genes did not differ between the control group and the group with clinically significant HPV concentrations. However, the transcription level of the TP53 and TP73 genes decreased with increasing viral load. In the control, a correlation between the transcription levels of genes involved in the functioning of the p53 protein was revealed. An increase in viral load during HPV infection is associated with a change in the coexpression of DNA repair and cell cycle control genes.

宫颈癌发生的主要原因之一是人乳头瘤病毒(HPV)感染。同时,发生恶性过程的风险随着病毒载量的增加而增加。本研究的目的是研究具有临床显著HPV病毒载量的女性宫颈上皮细胞中DNA修复和细胞周期控制基因的转录水平。该研究的材料是从女性宫颈上皮细胞中分离出的DNA和RNA样本。共分析了107份样本。55名妇女HPV阳性(具有临床显著的病毒载量——每10万个人类细胞中超过103个HPV基因组);对照组由52名hpv阴性妇女组成。所有女性都在30岁以上。RT-PCR检测APEX1、ERCC2、CHEK2、TP53、TP73、CDKN2A、SIRT1基因的转录水平。研究表明,APEX1和ERCC2基因转录本的检测频率在具有临床显著病毒载量的女性组中增加。所有研究基因的转录水平在对照组和临床显著HPV浓度组之间没有差异。然而,TP53和TP73基因的转录水平随着病毒载量的增加而下降。在对照组中,揭示了参与p53蛋白功能的基因转录水平之间的相关性。HPV感染期间病毒载量的增加与DNA修复和细胞周期控制基因共表达的变化有关。
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引用次数: 0
Great Bolgar's historical genetics: a genomic study of individuals from burials close to the Greek Chamber in the 14th century. 大博尔加的历史遗传学:对14世纪希腊墓室附近墓葬中个体的基因组研究。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.18699/vjgb-25-45
T V Andreeva, A D Soshkina, S S Kunizheva, A D Manakhov, D V Pezhemsky, E I Rogaev

Bolgar was one of the most significant mediaeval cities in Eastern Europe. Before the Mongol conquest, it served as a major administrative centre of Volga Bulgaria, and after 1236, it temporarily functioned as the capital of the Golden Horde. Historical, archaeological, and paleoanthropological evidence indicates a mixed population of this city during the 13th-15th centuries; however, the contributions of exact ethnic groups into its genetic structure remain unclear. To date, there are no genetic data for this medieval group. For the first time, using massive parallel sequencing methods, we determined whole-genome sequences for three individuals from Bolgar who were buried in the early 14th century close to the so-called "Greek Chamber". The average coverage of the studied genomes ranged from x0.5 to x1.5. We identified the genetic sex of the people (two men and one woman), and performed a population genetic analysis. The authenticity of the DNA studied and the low level of contamination were confirmed, and the mitochondrial DNA haplogroups of all three individuals as well as the Y-chromosome haplogroups of two male individuals were determined. We used more than 2.7 thousand DNA samples from representatives of ancient and modern populations that had been previously published to perform a comparative population-genetic analysis. Whole-genome data analysis employing uniparental markers (mitochondrial DNA and Y chromosome) and autosomal markers revealed genetic heterogeneity in this population. Based on PCA and f4- statistics analysis, a genetic connection was identified between one of the individuals (female) and modern Finno-Ugric peoples of the Volga-Ural region. Genomic analysis of the other two individuals suggests their Armenian origin and indicates migrant influx from the Caucasus or Anatolia. The results align well with archaeological and paleoanthropological findings and significantly enhance them by reconstructing the contributions of the indigenous population to the formation of the mediaeval Bolgar population structure.

博尔加尔是东欧最重要的中世纪城市之一。在蒙古人征服之前,它是伏尔加保加利亚的主要行政中心,1236年后,它暂时成为金帐汗国的首都。历史、考古和古人类学证据表明,在13 -15世纪期间,这个城市的人口是混合的;然而,确切的种族群体对其遗传结构的贡献仍不清楚。到目前为止,还没有这个中世纪群体的基因数据。我们首次使用大规模平行测序方法,确定了Bolgar三个人的全基因组序列,他们被埋葬在14世纪早期所谓的“希腊墓室”附近。研究基因组的平均覆盖率从x0.5到x1.5不等。我们确定了这些人的遗传性别(两男一女),并进行了群体遗传分析。证实了所研究DNA的真实性和低污染水平,并确定了所有三个个体的线粒体DNA单倍群以及两个男性个体的y染色体单倍群。我们使用了2700多份来自古代和现代人口代表的DNA样本,这些样本之前已经发表,用于进行人口遗传分析的比较。采用单代标记(线粒体DNA和Y染色体)和常染色体标记的全基因组数据分析揭示了该人群的遗传异质性。通过主成分分析和f4-统计分析,鉴定了其中一个个体(女性)与伏尔加-乌拉尔地区现代芬兰-乌戈尔人之间的遗传联系。另外两个人的基因组分析表明他们的亚美尼亚血统,并表明来自高加索或安纳托利亚的移民涌入。这些结果与考古和古人类学的发现很好地吻合,并通过重建土著人口对中世纪Bolgar人口结构形成的贡献,大大增强了这些发现。
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引用次数: 0
The IIIVmrMLM method uncovers new genetic variants associated with resistance to Fusarium wilt in flax. IIIVmrMLM方法揭示了与亚麻枯萎病抗性相关的新遗传变异。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.18699/vjgb-25-41
М A Duk, A A Kanapin, A A Samsonova, M P Bankin, М G Samsonova

Flax (Linum usitatissimum) is an important agricultural crop grown for fiber and oil production, playing a key role in various industries such as production of paints, linoleum, food, clothes and composite materials. Fusarium wilt caused by the fungus Fusarium oxysporum f. sp. lini is a reason of significant economic damage in flax cultivation. The spores of the fungus can persist in the soil for a long time, so obtaining resistant varieties is important. Here we used data on the resistance of 297 flax accessions from the collection of the Federal Center for Bast Crops in Torzhok (Russian Federation) to infection by a highly virulent isolate of the fungus MI39 in 2019-2021. Genotype resistance to infection was assessed by calculating the DSI index, a normalized proportion of genotypes with the same disease symptoms. The IIIVmrMLM program in Single_env mode was used to search for regions of the flax genome associated with resistance. The IIIVmrMLM model was designed to address methodological shortcomings in identifying all types of interactions between alleles, genes and environment, and to unbiasedly estimate their genetic effects. Being a multilocus MLM model, it estimates the effects of all genes as well as the effects of all interactions simultaneously. A total of 111 QTNs were found, of which 34 fell within the body of a known gene or were located in flanking regions within 1,000 bp. The genes into which the detected variants fell were associated with resistance to abiotic and biotic stresses, root, shoot and flower growth and development. Ten of the QTNs found mapped to regions of previously identified QTLs controlling the synthesis of palmitic, oleic, and other fatty acids. QTN Chr1_1706865/Chr1_1706872 and QTN Chr8_22542741 mark regions identified previously in an association search by the GAPIT program. The allelic effect was confirmed for all the QTNs found: a Mann-Whitney test was performed, which confirmed significant differences between the DSI index value in carriers of the reference and alternative allele. An increase in the number of alleles with negative effects in the genotype leads to a statistically significant decrease in the DSI value for all three years of testing. The groups of varieties with a large number of alleles reducing the DSI index had the best resistance. A total of 5 varieties were selected from the collection for which the number of alleles reducing the DSI index value did not exceed the number of alleles with the opposite effect for all three years. These varieties can be used further in breeding programs.

亚麻(Linum usitatissimum)是一种重要的生产纤维和油脂的农作物,在油漆、油毡、食品、服装和复合材料的生产等各个行业中发挥着关键作用。由尖孢镰刀菌(Fusarium oxysporum f. sp. lini)引起的枯萎病(Fusarium wilt)是造成亚麻栽培重大经济损失的原因之一。真菌的孢子可以在土壤中存留很长时间,因此获得抗真菌的品种是很重要的。在这里,我们使用了来自俄罗斯联邦托尔若克联邦麻类作物中心收集的297份亚麻材料在2019-2021年对高毒力真菌MI39分离物感染的抗性数据。通过计算DSI指数(具有相同疾病症状的基因型的标准化比例)来评估基因型对感染的抗性。使用Single_env模式下的IIIVmrMLM程序搜索亚麻基因组中与抗性相关的区域。IIIVmrMLM模型旨在解决在识别等位基因、基因和环境之间所有类型的相互作用方面的方法学缺陷,并无偏倚地估计其遗传效应。作为一个多位点MLM模型,它同时估计了所有基因的影响以及所有相互作用的影响。共发现111个QTNs,其中34个位于已知基因主体内或位于1000 bp以内的侧翼区域。检测到的变异基因与对非生物和生物胁迫的抗性,根,芽和花的生长发育有关。发现的十个QTNs映射到先前确定的控制棕榈酸、油酸和其他脂肪酸合成的qttl的区域。QTN Chr1_1706865/Chr1_1706872和QTN Chr8_22542741标记了GAPIT程序先前在关联搜索中确定的区域。所有发现的qtn均证实了等位基因效应:进行Mann-Whitney检验,证实参比等位基因携带者与替代等位基因携带者的DSI指数值存在显著差异。基因型中具有负面影响的等位基因数量的增加导致所有三年测试中DSI值的统计显着下降。降低DSI指数的等位基因数量较多的品种群体具有最好的抗性。共筛选出5个降低DSI指数的等位基因数量3年都不超过降低DSI指数的等位基因数量的品种。这些品种可以进一步用于育种计划。
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引用次数: 0
Modern methods in peach (Prunus persica) genome research. 桃树基因组研究的现代方法。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.18699/vjgb-25-39
I V Rozanova, E A Vodiasova

Peach (Prunus persica (L.) Batsch) is one of the main agricultural stone fruit crops of the family Rosaceae. Modern breeding is aimed at improving the quality of the fruit, extending the period of its production, increasing its resistance to unfavorable environmental conditions and reducing the total cost of production of cultivated varieties. However, peach breeding is an extremely long process: it takes 10-15 years from hybridization of the parental forms to obtaining fruit-bearing trees. Research into peach varieties as donors of desirable traits began in the 1980s. The first version of the peach genome was presented in 2013, and its appearance contributed to the identification and localization of loci, followed by the identification of candidate genes that control the desired trait. The development of NGS has accelerated the development of methods based on the use of diagnostic DNA markers. Approaches that allow accelerating classical breeding processes include marker-oriented selection (MOS) and genomic selection. In order to develop DNA markers associated with the traits under investigation, it is necessary to carry out preliminary mapping of loci controlling economically desirable traits and to develop linkage maps. SNP-chip approaches and genotyping by sequencing (GBS) methods are being developed. In recent years, genome-wide association analysis (GWAS) has been actively used to identify genomic loci associated with economically important traits, which requires screening of large samples of varieties for hundreds and thousands of SNPs. Study on the pangenome has shown the need to analyze a larger number of samples, since there is still not enough data to identify polymorphic regions of the genome. The aim of this review was to systematize and summarize the major advances in peach genomic research over the last 40 years: linkage and physical map construction, development of different molecular markers, full genome sequencing for peach, and existing methods for genome-wide association studies with high-density SNP markers. This review provides a theoretical basis for future GWAS analysis in order to identify high-performance markers of economically valuable traits for peach and to develop genomic selection of this crop.

桃(Prunus persica, L.)是蔷薇科主要的农业核果作物之一。现代育种的目的是提高果实的品质,延长其生育期,增强其对不利环境条件的抵抗力,降低栽培品种的总生产成本。然而,桃的育种是一个极其漫长的过程:从亲本杂交到获得结果树需要10-15年。桃品种作为理想性状供体的研究始于20世纪80年代。第一个版本的桃基因组于2013年提出,它的出现有助于位点的鉴定和定位,随后鉴定控制所需性状的候选基因。NGS的发展加速了基于诊断性DNA标记的方法的发展。加速经典育种过程的方法包括标记导向选择(MOS)和基因组选择。为了开发与所研究性状相关的DNA标记,有必要对控制经济性状的位点进行初步定位,并建立连锁图谱。snp芯片方法和基因分型测序(GBS)方法正在开发中。近年来,全基因组关联分析(GWAS)被广泛用于鉴定与重要经济性状相关的基因组位点,这需要对大量品种样本进行成百上千个snp的筛选。对泛基因组的研究表明,需要分析更多的样本,因为仍然没有足够的数据来识别基因组的多态性区域。本文对近40年来桃树基因组研究的主要进展进行了系统总结,包括桃树基因组图谱的连锁和物理图谱的构建、不同分子标记的开发、桃树全基因组测序以及高密度SNP标记的全基因组关联研究等。该综述为今后的GWAS分析提供了理论依据,为桃树经济价值性状的高效标记鉴定和桃树基因组选择提供了理论依据。
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引用次数: 0
Deep learning approach to the estimation of the ratio of reproductive modes in a partially clonal population. 用深度学习方法估计部分克隆群体中生殖模式的比例。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-06-01 DOI: 10.18699/vjgb-25-50
T A Nikolaeva, A A Poroshina, D Yu Sherbakov

Genetic diversity among biological entities, including populations, species, and communities, serves as a fundamental source of information for understanding their structure and functioning. However, many ecological and evolutionary problems arise from limited and complex datasets, complicating traditional analytical approaches. In this context, our study applies a deep learning-based approach to address a crucial question in evolutionary biology: the balance between sexual and asexual reproduction. Sexual reproduction often disrupts advantageous gene combinations favored by selection, whereas asexual reproduction allows faster proliferation without the need for males, effectively maintaining beneficial genotypes. This research focuses on exploring the coexistence patterns of sexual and asexual reproduction within a single species. We developed a convolutional neural network model specifically designed to analyze the dynamics of populations exhibiting mixed reproductive strategies within changing environments. The model developed here allows one to estimate the ratio of population members who originate from sexual reproduction to the clonal organisms produced by parthenogenetic females. This model assumes the reproductive ratio remains constant over time in populations with dual reproductive strategies and stable population sizes. The approach proposed is suitable for neutral multiallelic marker traits such as microsatellite repeats. Our results demonstrate that the model estimates the ratio of reproductive modes with an accuracy as high as 0.99, effectively handling the complexities posed by small sample sizes. When the training dataset's dimensionality aligns with the actual data, the model converges to the minimum error much faster, highlighting the significance of dataset design in predictive performance. This work contributes to the understanding of reproductive strategy dynamics in evolutionary biology, showcasing the potential of deep learning to enhance genetic data analysis. Our findings pave the way for future research examining the nuances of genetic diversity and reproductive modes in fluctuating ecological contexts, emphasizing the importance of advanced computational methods in evolutionary studies.

生物实体(包括种群、物种和群落)之间的遗传多样性是了解其结构和功能的基本信息来源。然而,许多生态和进化问题产生于有限和复杂的数据集,使传统的分析方法复杂化。在这种背景下,我们的研究应用了基于深度学习的方法来解决进化生物学中的一个关键问题:有性繁殖和无性繁殖之间的平衡。有性生殖通常会破坏选择所支持的有利基因组合,而无性生殖无需雄性就能更快地增殖,有效地保持有益的基因型。本研究的重点是探索单一物种内有性繁殖和无性繁殖的共存模式。我们开发了一个卷积神经网络模型,专门用于分析在变化的环境中表现出混合生殖策略的种群动态。这里开发的模型允许人们估计来自有性生殖的种群成员与由孤雌生殖的雌性产生的无性生殖生物的比例。该模型假设在具有双重繁殖策略和稳定的种群规模的种群中,生殖比率随时间保持不变。该方法适用于微卫星重复序列等中性多等位基因标记性状。结果表明,该模型估计生殖模式比例的精度高达0.99,有效地处理了小样本量带来的复杂性。当训练数据集的维度与实际数据一致时,模型收敛到最小误差的速度要快得多,这凸显了数据集设计对预测性能的重要性。这项工作有助于理解进化生物学中的生殖策略动力学,展示了深度学习在增强遗传数据分析方面的潜力。我们的发现为未来在波动的生态环境中研究遗传多样性和生殖模式的细微差别铺平了道路,强调了先进的计算方法在进化研究中的重要性。
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引用次数: 0
Transcriptomic analysis of the symbiotic responsivity trait in pea (Pisum sativum L.). 豌豆(Pisum sativum L.)共生响应性状的转录组学分析。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-04-01 DOI: 10.18699/vjgb-25-28
D O Kuzmina, E A Zorin, A S Sulima, D A Romanyuk, M L Gordon, A I Zhernakov, O A Kulaeva, G A Akhtemova, O Y Shtark, I A Tikhonovich, V A Zhukov

Pea (Pisum sativum L.) is an important crop culture and a model object for studying the molecular genetic bases of nitrogen-fixing symbiosis and arbuscular mycorrhiza (AM). Pea genotypes with high and low responsivity to inoculation with nodule bacteria (rhizobia) and AM fungi have been described: the 'responsive' genotypes demonstrate an increase in seed weight under inoculation, while 'non-responsive' ones do not show such a reaction. In order to get insight into the molecular genetic mechanisms underlying the symbiotic responsivity, a transcriptomic analysis of whole root systems of pea plants of the 'responsive' genotype k-8274 (cv. Vendevil, France) and 'non-responsive' genotype k-3358 (unnamed cultivar, Saratov region, Russia) grown in soil without inoculation (control) and inoculated either with rhizobia (single inoculation) or with rhizobia together with AM fungi (double inoculation) was performed. It was shown that the 'responsive' genotype, indeed, demonstrated a pronounced transcriptomic response to single and double inoculation, in contrast to the 'non-responsive' genotype. In k-8274, single inoculation led to specific up-regulation of genes related to catabolism of polyamines, lipid metabolism, and jasmonic acid and salicylic acid signaling. Under double inoculation, the specifically up-regulated genes in k-8274 were related to arbuscular mycorrhiza infection, and the down-regulated genes were related to nodulation. This fact matches the phenotype of the plants: the number of nodules was lower in k-8274 under double inoculation as compared to the control. Thus, strict control over the nodule number may be one of the mechanisms underlying the symbiotic responsivity of pea. Finally, a comparison of expression profiles in k-8274 and k-3358 roots under double inoculation also allowed us to identify the transcriptomic signatures characteristic of the symbiotically responsive genotype. Further work will be focused on validation of these transcriptomic markers of the symbiotic responsivity trait in pea.

豌豆(Pisum sativum L.)是一种重要的作物栽培,是研究固氮共生和丛枝菌根(AM)分子遗传基础的模式对象。豌豆基因型对接种根瘤菌(根瘤菌)和AM真菌具有高和低的应答性:“应答”基因型在接种后表现出种子重量的增加,而“无应答”基因型则没有表现出这种反应。为了深入了解共生响应性的分子遗传机制,对“响应”基因型k-8274豌豆植株的整个根系进行了转录组学分析。Vendevil,法国)和“无反应”基因型k-3358(未命名品种,俄罗斯萨拉托夫地区)在没有接种的土壤中生长(对照),分别接种根瘤菌(单次接种)或根瘤菌与AM真菌(双次接种)。结果表明,与“无反应”基因型相比,“反应性”基因型确实对单次和双次接种表现出明显的转录组反应。在k-8274中,单次接种导致与多胺分解代谢、脂质代谢以及茉莉酸和水杨酸信号相关的基因特异性上调。在双接种条件下,k-8274特异性上调的基因与丛枝菌根感染相关,下调的基因与结瘤相关。这一事实与植株的表型相吻合:与对照相比,双重接种k-8274的根瘤数量较低。因此,严格控制根瘤数可能是豌豆产生共生反应的机制之一。最后,通过比较k-8274和k-3358根在双重接种下的表达谱,我们也确定了共生应答基因型的转录组特征。进一步的工作将集中在验证这些豌豆共生响应性状的转录组标记上。
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引用次数: 0
3D cell culture models: how to obtain and characterize the main models. 三维细胞培养模型:主要模型的获取和表征。
IF 0.9 Q3 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2025-04-01 DOI: 10.18699/vjgb-25-21
М M Abdurakhmanova, A A Leonteva, N S Vasilieva, E V Kuligina, A A Nushtaeva

For many years, the gold standard in the study of malignant tumors has been the in vitro culture of tumor cells, in vivo xenografts or genetically modified animal models. Meanwhile, three-dimensional cell models (3D cultures) have been added to the arsenal of modern biomedical research. 3D cultures reproduce tissue-specific features of tissue topology. This makes them relevant tissue models in terms of cell differentiation, metabolism and the development of drug resistance. Such models are already being used by many research groups for both basic and translational research, and may substantially reduce the number of animal studies, for example in the field of oncological research. In the current literature, 3D cultures are classified according to the technique of their formation (with or without a scaffold), cultivation conditions (static or dynamic), as well as their cellular organization and function. In terms of cellular organization, 3D cultures are divided into "spheroid models", "organoids", "organs-on-a-chip" and "microtissues". Each of these models has its own unique features, which should be taken into account when using a particular model in an experiment. The simplest 3D cultures are spheroid models which are floating spherical cell aggregates. An organoid is a more complex 3D model, in which a self-organizing 3D structure is formed from stem cells (SCs) capable of self-renewal and differentiation within the model. Organ-on-a-chip models are chips of microfluidic systems that simulate dynamic physical and biological processes found in organs and tissues in vitro. By combining different cell types into a single structure, spheroids and organoids can act as a basis for the formation of a microtissue - a hybrid 3D model imitating a specific tissue phenotype and containing tissue-specific extracellular matrix (ECM) components. This review presents a brief history of 3D cell culture. It describes the main characteristics and perspectives of the use of "spheroid models", "organoids", "organ-on-a-chip" models and "microtissues" in immune oncology research of solid tumors.

多年来,恶性肿瘤研究的金标准一直是肿瘤细胞的体外培养、体内异种移植或转基因动物模型。与此同时,三维细胞模型(3D培养)已被添加到现代生物医学研究的武器库中。3D培养再现组织拓扑结构的组织特异性特征。这使得它们在细胞分化、代谢和耐药发展方面成为相关的组织模型。这种模型已经被许多研究小组用于基础研究和转化研究,并且可能大大减少动物研究的数量,例如在肿瘤学研究领域。在目前的文献中,3D培养物根据其形成技术(有或没有支架),培养条件(静态或动态)以及其细胞组织和功能进行分类。在细胞组织方面,3D培养分为“球体模型”、“类器官”、“芯片上的器官”和“微组织”。每种模型都有其独特的特征,在实验中使用特定模型时应考虑到这些特征。最简单的3D培养是球形模型,它是漂浮的球形细胞聚集体。类器官是一种更复杂的3D模型,其中自组织的3D结构是由能够在模型内自我更新和分化的干细胞(SCs)形成的。器官芯片模型是微流体系统的芯片,模拟在体外器官和组织中发现的动态物理和生物过程。通过将不同的细胞类型结合到一个单一的结构中,球体和类器官可以作为形成微组织的基础,微组织是一种模仿特定组织表型并包含组织特异性细胞外基质(ECM)成分的混合3D模型。本文综述了三维细胞培养的简史。介绍了“球体模型”、“类器官模型”、“芯片上器官模型”和“微组织”在实体瘤免疫肿瘤学研究中的主要特点和应用前景。
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