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Comprehensive analysis of somatic mutations and structural variations in domestic pig. 家猪体细胞突变和结构变异的综合分析。
IF 2.7 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-23 DOI: 10.1007/s00335-024-10058-z
Seong Gyu Kwon, Geon Hue Bae, Joo Hee Hong, Jeong-Woo Choi, June Hyug Choi, Nam Seop Lim, CheolMin Jeon, Nanda Maya Mali, Mee Sook Jun, JaeEun Shin, JinSoo Kim, Eun-Seok Cho, Man-Hoon Han, Ji Won Oh

Understanding somatic mutations and structural variations in domestic pigs (Sus scrofa domestica) is critical due to their increasing importance as model organisms in biomedical research. In this study, we conducted a comprehensive analysis through whole-genome sequencing of skin, organs, and blood samples. By examining two pig pedigrees, we investigated the inheritance and sharedness of structural variants among fathers, mothers, and offsprings. Utilizing single-cell clonal expansion techniques, we observed significant variations in the number of somatic mutations across different tissues. An in-house developed pipeline enabled precise filtering and analysis of these mutations, resulting in the construction of individual phylogenetic trees for two pigs. These trees explored the developmental relationships between different tissues, revealing insights into clonal expansions from various anatomical locations. This study enhances the understanding of pig genomes, affirming their increasing value in clinical and genomic research, and provides a foundation for future studies in other animals, paralleling previous studies in mice and humans. This approach not only deepens our understanding of mammalian genomic variations but also strengthens the role of pigs as a crucial model in human health and disease research.

由于家猪(Sus scrofa domestica)在生物医学研究中作为模式生物的重要性与日俱增,因此了解家猪的体细胞突变和结构变异至关重要。在本研究中,我们通过对皮肤、器官和血液样本进行全基因组测序进行了全面分析。通过研究两个猪血统,我们调查了结构变异在父亲、母亲和后代之间的遗传和共享性。利用单细胞克隆扩增技术,我们观察到不同组织的体细胞变异数量存在显著差异。通过内部开发的管道对这些突变进行了精确的过滤和分析,从而构建了两头猪的个体系统发生树。这些树探索了不同组织之间的发育关系,揭示了来自不同解剖位置的克隆扩增。这项研究加深了人们对猪基因组的了解,肯定了它们在临床和基因组研究中日益增长的价值,并为今后在其他动物身上的研究奠定了基础,与之前在小鼠和人类身上的研究并驾齐驱。这种方法不仅加深了我们对哺乳动物基因组变异的了解,还加强了猪在人类健康和疾病研究中作为重要模型的作用。
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引用次数: 0
Diverse wild-derived inbred strains provide a new community resource. 多样化的野生近交系提供了新的社区资源。
IF 2.7 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-19 DOI: 10.1007/s00335-024-10061-4
Michael W Nachman, Beth L Dumont
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引用次数: 0
Identification of prostate cancer associated genes for diagnosis and prognosis: a modernized in silico approach. 用于诊断和预后的前列腺癌相关基因鉴定:一种现代化的硅学方法。
IF 2.7 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-17 DOI: 10.1007/s00335-024-10060-5
Akilandeswari Ramu, Lekhashree Ak, Jayaprakash Chinnappan

Prostate cancer (PCa) ranks as the second leading cause of cancer-related deaths in men. Diagnosing PCa relies on molecular markers known as diagnostic biomarkers, while prognostic biomarkers are used to identify key proteins involved in PCa treatments. This study aims to gather PCa-associated genes and assess their potential as either diagnostic or prognostic biomarkers for PCa. A corpus of 152,064 PCa-related data from PubMed, spanning from May 1936 to December 2020, was compiled. Additionally, 4199 genes associated with PCa terms were collected from the National Center of Biotechnology Information (NCBI) database. The PubMed corpus data was extracted using pubmed.mineR to identify PCa-associated genes. Network and pathway analyses were conducted using various tools, such as STRING, DAVID, KEGG, MCODE 2.0, cytoHubba app, CluePedia, and ClueGO app. Significant marker genes were identified using Random Forest, Support Vector Machines, Neural Network algorithms, and the Cox Proportional Hazard model. This study reports 3062 unique PCa-associated genes along with 2518 corresponding unique PMIDs. Diagnostic markers such as IL6, MAPK3, JUN, FOS, ACTB, MYC, and TGFB1 were identified, while prognostic markers like ACTB and HDAC1 were highlighted in PubMed. This suggests that the potential target genes provided by PubMed data outweigh those in the NCBI database.

前列腺癌(PCa)是导致男性癌症相关死亡的第二大原因。PCa的诊断依赖于被称为诊断生物标志物的分子标志物,而预后生物标志物则用于确定参与PCa治疗的关键蛋白质。这项研究旨在收集与 PCa 相关的基因,并评估它们作为 PCa 诊断或预后生物标志物的潜力。研究人员从 PubMed 上收集了 152,064 条 PCa 相关数据,时间跨度为 1936 年 5 月至 2020 年 12 月。此外,还从美国国家生物技术信息中心(NCBI)数据库中收集了与 PCa 术语相关的 4199 个基因。使用 pubmed.mineR 提取了 PubMed 语料库数据,以确定 PCa 相关基因。使用各种工具,如 STRING、DAVID、KEGG、MCODE 2.0、cytoHubba 应用程序、CluePedia 和 ClueGO 应用程序,进行网络和通路分析。使用随机森林算法、支持向量机算法、神经网络算法和 Cox 比例危险模型确定了重要的标记基因。本研究报告了 3062 个独特的 PCa 相关基因和 2518 个相应的独特 PMID。研究发现了 IL6、MAPK3、JUN、FOS、ACTB、MYC 和 TGFB1 等诊断标记,而 ACTB 和 HDAC1 等预后标记则在 PubMed 中得到了强调。这表明,PubMed 数据提供的潜在靶基因多于 NCBI 数据库中的靶基因。
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引用次数: 0
Online Mendelian Inheritance in Animals (OMIA): a genetic resource for vertebrate animals. 在线动物孟德尔遗传(OMIA):脊椎动物遗传资源。
IF 2.7 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-14 DOI: 10.1007/s00335-024-10059-y
Imke Tammen, Marius Mather, Tosso Leeb, Frank W Nicholas

Online Mendelian Inheritance in Animals (OMIA) is a freely available curated knowledgebase that contains information and facilitates research on inherited traits and diseases in animals. For the past 29 years, OMIA has been used by animal geneticists, breeders, and veterinarians worldwide as a definitive source of information. Recent increases in curation capacity and funding for software engineering support have resulted in software upgrades and commencement of several initiatives, which include the enhancement of variant information and links to human data resources, and the introduction of ontology-based breed information and categories. We provide an overview of current information and recent enhancements to OMIA and discuss how we are expanding the integration of OMIA into other resources and databases via the use of ontologies and the adaptation of tools used in human genetics.

Online Mendelian Inheritance in Animals (OMIA) 是一个免费提供的知识库,其中包含有关动物遗传性状和疾病的信息,并为相关研究提供便利。在过去的 29 年中,OMIA 已被世界各地的动物遗传学家、育种家和兽医用作权威的信息来源。最近,由于软件工程支持能力和资金的增加,软件得到了升级,并开始实施多项计划,其中包括加强变异信息和与人类数据资源的链接,以及引入基于本体的品种信息和类别。我们将概述 OMIA 的当前信息和最新增强功能,并讨论我们如何通过使用本体论和调整人类遗传学中使用的工具,将 OMIA 扩展到其他资源和数据库中。
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引用次数: 0
In search of epigenetic hallmarks of different tissues: an integrative omics study of horse liver, lung, and heart. 寻找不同组织的表观遗传特征:对马肝、肺和心脏的综合全息研究。
IF 2.7 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-14 DOI: 10.1007/s00335-024-10057-0
Ewelina Semik-Gurgul, Klaudia Pawlina-Tyszko, Artur Gurgul, Tomasz Szmatoła, Justyna Rybińska, Tomasz Ząbek

DNA methylation and microRNA (miRNA) expression are epigenetic mechanisms essential for regulating tissue-specific gene expression and metabolic processes. However, high-resolution transcriptome, methylome, or miRNAome data is only available for a few model organisms and selected tissues. Up to date, only a few studies have reported on gene expression, DNA methylation, or miRNA expression in adult equine tissues at the genome-wide level. In the present study, we used RNA-Seq, miRNA-seq, and reduced representation bisulfite sequencing (RRBS) data from the heart, lung, and liver tissues of healthy cold-blooded horses to identify differentially expressed genes (DEGs), differentially expressed miRNA (DE miRNA) and differentially methylated sites (DMSs) between three types of horse tissues. Additionally, based on integrative omics analysis, we described the observed interactions of epigenetic mechanisms with tissue-specific gene expression alterations. The obtained data allowed identification from 4067 to 6143 DMSs, 9733 to 11,263 mRNAs, and 155 to 185 microRNAs, differentially expressed between various tissues. We pointed out specific genes whose expression level displayed a negative correlation with the level of CpG methylation and miRNA expression and revealed biological processes that they enrich. Furthermore, we confirmed and validated the accuracy of the Next-Generation Sequencing (NGS) results with bisulfite sequencing PCR (BSP) and quantitative PCR (qPCR). This comprehensive analysis forms a strong foundation for exploring the epigenetic mechanisms involved in tissue differentiation, especially the growth and development of the equine heart, lungs, and liver.

DNA 甲基化和 microRNA(miRNA)表达是调控组织特异性基因表达和代谢过程的重要表观遗传机制。然而,高分辨率的转录组、甲基化组或 miRNA 组数据只适用于少数模式生物和特定组织。迄今为止,只有少数研究报道了成年马组织中全基因组水平的基因表达、DNA甲基化或 miRNA 表达。在本研究中,我们利用来自健康冷血马心脏、肺和肝组织的 RNA-Seq、miRNA-seq 和还原表征亚硫酸氢盐测序(RRBS)数据,鉴定了三种马组织之间的差异表达基因(DEGs)、差异表达 miRNA(DE miRNA)和差异甲基化位点(DMSs)。此外,我们还基于综合全局分析描述了所观察到的表观遗传机制与组织特异性基因表达改变之间的相互作用。根据所获得的数据,我们鉴定出了在不同组织间差异表达的 4067 至 6143 个 DMS、9733 至 11,263 个 mRNA 和 155 至 185 个 microRNA。我们指出了其表达水平与 CpG 甲基化和 miRNA 表达水平呈负相关的特定基因,并揭示了它们所富集的生物过程。此外,我们还通过亚硫酸氢盐测序 PCR(BSP)和定量 PCR(qPCR)证实并验证了下一代测序(NGS)结果的准确性。这项综合分析为探索组织分化,尤其是马心脏、肺和肝脏的生长发育所涉及的表观遗传学机制奠定了坚实的基础。
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引用次数: 0
A map of canine sequence variation relative to a Greenland wolf outgroup. 相对于格陵兰狼外群的犬科序列变异图。
IF 2.7 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-08-01 DOI: 10.1007/s00335-024-10056-1
Anthony K Nguyen, Peter Z Schall, Jeffrey M Kidd

For over 15 years, canine genetics research relied on a reference assembly from a Boxer breed dog named Tasha (i.e., canFam3.1). Recent advances in long-read sequencing and genome assembly have led to the development of numerous high-quality assemblies from diverse canines. These assemblies represent notable improvements in completeness, contiguity, and the representation of gene promoters and gene models. Although genome graph and pan-genome approaches have promise, most genetic analyses in canines rely upon the mapping of Illumina sequencing reads to a single reference. The Dog10K consortium, and others, have generated deep catalogs of genetic variation through an alignment of Illumina sequencing reads to a reference genome obtained from a German Shepherd Dog named Mischka (i.e., canFam4, UU_Cfam_GSD_1.0). However, alignment to a breed-derived genome may introduce bias in genotype calling across samples. Since the use of an outgroup reference genome may remove this effect, we have reprocessed 1929 samples analyzed by the Dog10K consortium using a Greenland wolf (mCanLor1.2) as the reference. We efficiently performed remapping and variant calling using a GPU-implementation of common analysis tools. The resulting call set removes the variability in genetic differences seen across samples and breed relationships revealed by principal component analysis are not affected by the choice of reference genome. Using this sequence data, we inferred the history of population sizes and found that village dog populations experienced a 9-13 fold reduction in historic effective population size relative to wolves.

15 年来,犬类遗传学研究一直依赖于一只名叫塔莎的拳师种犬(即 canFam3.1)的参考组装。近来,随着长线程测序和基因组组装技术的进步,从不同犬科动物中开发出了许多高质量的组装结果。这些组装结果在完整性、连续性以及基因启动子和基因模型的表示方面都有显著的改进。尽管基因组图谱和泛基因组方法前景广阔,但大多数犬科动物的遗传分析都依赖于将 Illumina 测序读数映射到单一参考文献。Dog10K 联盟和其他机构通过将 Illumina 测序读数与从名为 Mischka 的德国牧羊犬(即 canFam4, UU_Cfam_GSD_1.0)获得的参考基因组进行比对,生成了遗传变异的深度目录。然而,与源于品种的基因组比对可能会在不同样本的基因型调用中产生偏差。由于使用外群参考基因组可以消除这种影响,我们使用格陵兰狼(mCanLor1.2)作为参考,重新处理了 Dog10K 联盟分析的 1929 个样本。我们使用通用分析工具的 GPU 实现,高效地进行了重映射和变异调用。由此产生的调用集消除了不同样本间遗传差异的变异性,主成分分析所揭示的品种关系不受参考基因组选择的影响。利用这些序列数据,我们推断了种群规模的历史,发现相对于狼,乡村犬种群的历史有效种群规模减少了 9-13 倍。
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引用次数: 0
Review on camel genetic diversity: ecological and economic perspectives. 骆驼遗传多样性综述:生态和经济视角。
IF 2.7 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Pub Date : 2024-07-29 DOI: 10.1007/s00335-024-10054-3
Meena Bagiyal, Ram Parsad, Sonika Ahlawat, Ritika Gera, Pooja Chhabra, Upasna Sharma, Reena Arora, Rekha Sharma

Camels, known as the "Ship of the Desert," play a vital role in the ecosystems and economies of arid and semi-arid regions. They provide meat, milk, transportation, and other essential services, and their resilience to harsh environments makes them invaluable. Despite their similarities, camel breeds exhibit notable differences in size, color, and structure, with over 40 million camels worldwide. This number is projected to increase, underscoring their growing significance. Economically, camels are crucial for food production, tourism, and trade, with camel racing being particularly significant in Arab countries. Their unique physiological traits, such as low disease susceptibility and efficient water conservation, further enhance their value. Camel products, especially meat and milk, offer substantial nutritional and therapeutic benefits, contributing to their high demand. Genetic diversity studies have advanced our understanding of camels' adaptation to extreme environments. Functional genomics and whole-genome sequencing have identified genes responsible for these adaptations, aiding breeding programs and conservation efforts. High-throughput sequencing has revealed genetic markers linked to traits like milk production and disease resistance. The development of SNP chips has revolutionized genetic studies by providing a cost-effective alternative to whole-genome sequencing. These tools facilitate large-scale genotyping, essential for conserving genetic diversity and improving breeding strategies. To prevent the depletion of camel genetic diversity, it is crucial to streamline in situ and ex situ conservation efforts to maintain their ecological and economic value. A comprehensive approach to camel conservation and genetic preservation, involving advanced genomic technologies, reproductive biotechniques, and sustainable management practices, will ensure their continued contribution to human societies.

骆驼被称为 "沙漠之舟",在干旱和半干旱地区的生态系统和经济中发挥着至关重要的作用。骆驼提供肉、奶、运输和其他基本服务,它们对恶劣环境的适应能力使其成为无价之宝。尽管骆驼品种相似,但它们在体型、颜色和结构上却有明显差异。预计这一数字还将增加,凸显了骆驼日益增长的重要性。在经济上,骆驼对粮食生产、旅游和贸易至关重要,赛骆驼在阿拉伯国家尤其重要。骆驼独特的生理特征,如疾病易感性低和高效节水,进一步提高了它们的价值。骆驼产品,尤其是肉类和奶类,具有很大的营养和治疗作用,因此需求量很大。遗传多样性研究加深了我们对骆驼适应极端环境的了解。功能基因组学和全基因组测序确定了这些适应性的基因,为育种计划和保护工作提供了帮助。高通量测序发现了与产奶量和抗病性等性状相关的遗传标记。SNP芯片的开发为全基因组测序提供了具有成本效益的替代方案,从而彻底改变了基因研究。这些工具有助于进行大规模基因分型,对保护遗传多样性和改进育种策略至关重要。为了防止骆驼遗传多样性的枯竭,必须简化原地和异地保护工作,以保持其生态和经济价值。采用先进的基因组技术、繁殖生物技术和可持续管理方法,对骆驼进行全面的保护和基因保存,将确保骆驼继续为人类社会做出贡献。
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引用次数: 0
Generation of a humanized mAce2 and a conditional hACE2 mouse models permissive to SARS-COV-2 infection. 产生允许感染 SARS-COV-2 的人源化 mAce2 和条件性 hACE2 小鼠模型。
IF 2.5 4区 生物学 Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-01 Epub Date: 2024-03-15 DOI: 10.1007/s00335-024-10033-8
I-Wen Song, Megan Washington, Carolina Leynes, Jason Hsu, Kempaiah Rayavara, Yangjin Bae, Nele Haelterman, Yuqing Chen, Ming-Ming Jiang, Aleksandra Drelich, Vivian Tat, Denise G Lanza, Isabel Lorenzo, Jason D Heaney, Chien-Te Kent Tseng, Brendan Lee, Ronit Marom

The Severe Acute Respiratory Syndrome Coronavirus-2 (SARS-CoV-2) remains a public health concern and a subject of active research effort. Development of pre-clinical animal models is critical to study viral-host interaction, tissue tropism, disease mechanisms, therapeutic approaches, and long-term sequelae of infection. Here, we report two mouse models for studying SARS-CoV-2: A knock-in mAce2F83Y,H353K mouse that expresses a mouse-human hybrid form of the angiotensin-converting enzyme 2 (ACE2) receptor under the endogenous mouse Ace2 promoter, and a Rosa26 conditional knock-in mouse carrying the human ACE2 allele (Rosa26hACE2). Although the mAce2F83Y,H353K mice were susceptible to intranasal inoculation with SARS-CoV-2, they did not show gross phenotypic abnormalities. Next, we generated a Rosa26hACE2;CMV-Cre mouse line that ubiquitously expresses the human ACE2 receptor. By day 3 post infection with SARS-CoV-2, Rosa26hACE2;CMV-Cre mice showed significant weight loss, a variable degree of alveolar wall thickening and reduced survival rates. Viral load measurements confirmed inoculation in lung and brain tissues of infected Rosa26hACE2;CMV-Cre mice. The phenotypic spectrum displayed by our different mouse models translates to the broad range of clinical symptoms seen in the human patients and can serve as a resource for the community to model and explore both treatment strategies and long-term consequences of SARS-CoV-2 infection.

严重急性呼吸系统综合症冠状病毒-2(SARS-CoV-2)仍然是一个公共卫生问题,也是一项积极的研究课题。临床前动物模型的开发对于研究病毒与宿主的相互作用、组织滋养、疾病机制、治疗方法以及感染后的长期后遗症至关重要。在这里,我们报告了两种用于研究 SARS-CoV-2 的小鼠模型:一种是在内源性小鼠 Ace2 启动子下表达小鼠与人杂合形式的血管紧张素转换酶 2(ACE2)受体的基因敲入 mAce2F83Y、H353K 小鼠,另一种是携带人 ACE2 等位基因的 Rosa26 条件基因敲入小鼠(Rosa26hACE2)。虽然mAce2F83Y,H353K小鼠对SARS-CoV-2鼻内接种易感,但它们并没有表现出严重的表型异常。接下来,我们产生了一个 Rosa26hACE2;CMV-Cre 小鼠品系,它能普遍表达人类 ACE2 受体。感染 SARS-CoV-2 后第 3 天,Rosa26hACE2;CMV-Cre 小鼠体重明显下降,肺泡壁出现不同程度的增厚,存活率降低。病毒载量测量结果证实,在受感染的 Rosa26hACE2;CMV-Cre 小鼠的肺部和脑组织中有病毒接种。我们的不同小鼠模型所表现出的表型谱与人类患者的各种临床症状相吻合,可作为社区建模和探索 SARS-CoV-2 感染的治疗策略和长期后果的资源。
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引用次数: 0
Genetic factors underlying host resistance to Rhipicephalus microplus tick infestation in Braford cattle: a systems biology perspective. 布拉福德牛宿主对 Rhipicephalus microplus 蜱虫侵扰抵抗力的遗传因素:系统生物学视角。
IF 2.5 4区 生物学 Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-01 Epub Date: 2024-03-13 DOI: 10.1007/s00335-024-10030-x
Wanessa A Carvalho, Emanuelle B Gaspar, Robert Domingues, Luciana C A Regitano, Fernando F Cardoso

Approximately 80% of the world's cattle are raised in regions with a high risk of tick-borne diseases, resulting in significant economic losses due to parasitism by Rhipicephalus (Boophilus) microplus. However, the lack of a systemic biology approach hampers a comprehensive understanding of tick-host interactions that mediate tick resistance phenotypes. Here, we conducted a genome-wide association study (GWAS) of 2933 Braford cattle and found 340 single-nucleotide polymorphisms (SNPs) associated with tick counts. Gene expression analyses were performed on skin samples obtained from previously tick-exposed heifers with extremely high or low estimated breeding values for R. microplus counts. Evaluations were performed both before and after artificial infestation with ticks. Differentially expressed genes were found within 1-Mb windows centered at significant SNPs from GWAS. A total of 330 genes were related to the breakdown of homeostasis that was induced by larval attachment to bovine skin. Enrichment analysis pointed to a key role of proteolysis and signal transduction via JAK/STAT, NFKB and WNT/beta catenin signaling pathways. Integrative analysis on matrixEQTL revealed two cis-eQTLs and four significant SNPs in the genes peptidyl arginine deiminase type IV (PADI4) and LOC11449251. The integration of genomic data from QTL maps and transcriptome analyses has identified a set of twelve key genes that show significant associations with tick loads. These genes could be key candidates to improve the accuracy of genomic predictions for tick resistance in Braford cattle.

全球约有 80% 的牛是在蜱传疾病高发地区饲养的,由于小加蜱的寄生,造成了巨大的经济损失。然而,系统生物学方法的缺乏阻碍了对蜱-宿主相互作用的全面了解,而这种相互作用是蜱抗性表型的介导因素。在这里,我们对 2933 头布拉福牛进行了全基因组关联研究(GWAS),发现了 340 个与蜱数量相关的单核苷酸多态性(SNPs)。基因表达分析是在先前接触过蜱虫的小母牛皮肤样本上进行的,这些小母牛的蜱虫数量估计育种值极高或极低。在蜱虫人工感染之前和之后都进行了评估。在以来自 GWAS 的重要 SNP 为中心的 1-Mb 窗口内发现了差异表达基因。共有 330 个基因与幼虫附着在牛皮肤上引起的平衡破坏有关。富集分析表明,蛋白分解和通过 JAK/STAT、NFKB 和 WNT/beta catenin 信号通路的信号转导起着关键作用。对 matrixEQTL 的整合分析表明,在肽基精氨酸脱氨酶 IV 型(PADI4)和 LOC11449251 基因中存在两个顺式-eQTL 和四个显著的 SNPs。通过整合 QTL 图谱和转录组分析的基因组数据,确定了一组与蜱载量有显著关联的 12 个关键基因。这些基因可能是提高布拉福牛抗蜱基因组预测准确性的关键候选基因。
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引用次数: 0
Identification of important gene signatures in schizophrenia through feature fusion and genetic algorithm. 通过特征融合和遗传算法识别精神分裂症的重要基因特征。
IF 2.5 4区 生物学 Q3 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-06-01 Epub Date: 2024-03-21 DOI: 10.1007/s00335-024-10034-7
Zhixiong Chen, Ruiquan Ge, Changmiao Wang, Ahmed Elazab, Xianjun Fu, Wenwen Min, Feiwei Qin, Gangyong Jia, Xiaopeng Fan

Schizophrenia is a debilitating psychiatric disorder that can significantly affect a patient's quality of life and lead to permanent brain damage. Although medical research has identified certain genetic risk factors, the specific pathogenesis of the disorder remains unclear. Despite the prevalence of research employing magnetic resonance imaging, few studies have focused on the gene level and gene expression profile involving a large number of screened genes. However, the high dimensionality of genetic data presents a great challenge to accurately modeling the data. To tackle the current challenges, this study presents a novel feature selection strategy that utilizes heuristic feature fusion and a multi-objective optimization genetic algorithm. The goal is to improve classification performance and identify the key gene subset for schizophrenia diagnostics. Traditional gene screening techniques are inadequate for accurately determining the precise number of key genes associated with schizophrenia. Our innovative approach integrates a filter-based feature selection method to reduce data dimensionality and a multi-objective optimization genetic algorithm for improved classification tasks. By combining the filtering and wrapper methods, our strategy leverages their respective strengths in a deliberate manner, leading to superior classification accuracy and a more efficient selection of relevant genes. This approach has demonstrated significant improvements in classification results across 11 out of 14 relevant datasets. The performance on the remaining three datasets is comparable to the existing methods. Furthermore, visual and enrichment analyses have confirmed the practicality of our proposed method as a promising tool for the early detection of schizophrenia.

精神分裂症是一种使人衰弱的精神疾病,会严重影响患者的生活质量,并导致永久性脑损伤。虽然医学研究已经发现了某些遗传风险因素,但该疾病的具体发病机制仍不清楚。尽管采用磁共振成像技术的研究十分普遍,但很少有研究关注基因水平和基因表达谱,其中涉及大量筛选出的基因。然而,基因数据的高维度给精确建模带来了巨大挑战。为了应对当前的挑战,本研究提出了一种利用启发式特征融合和多目标优化遗传算法的新型特征选择策略。其目标是提高分类性能,并确定精神分裂症诊断的关键基因子集。传统的基因筛选技术不足以准确确定与精神分裂症相关的关键基因的数量。我们的创新方法整合了基于滤波器的特征选择方法和多目标优化遗传算法,前者用于降低数据维度,后者用于改进分类任务。通过将过滤和包装方法结合起来,我们的策略有意识地利用了它们各自的优势,从而提高了分类的准确性,并更有效地选择了相关基因。这种方法在 14 个相关数据集中的 11 个数据集上的分类结果都有显著改善。其余三个数据集的表现与现有方法相当。此外,直观分析和富集分析也证实了我们提出的方法的实用性,它是一种很有前途的精神分裂症早期检测工具。
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引用次数: 0
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