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Long non-coding RNA (LncRNA) and epigenetic factors: their role in regulating the adipocytes in bovine. 长非编码 RNA (LncRNA) 和表观遗传因子:它们在调节牛脂肪细胞中的作用。
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-03 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1405588
Diba Dedacha Jilo, Belete Kuraz Abebe, Jianfang Wang, Juntao Guo, Anning Li, Linsen Zan

Investigating the involvement of long non-coding RNAs (lncRNAs) and epigenetic processes in bovine adipocytes can provide valuable new insights into controlling adipogenesis in livestock. Long non-coding RNAs have been associated with forming chromatin loops that facilitate enhancer-promoter interactions during adipogenesis, as well as regulating important adipogenic transcription factors like C/EBPα and PPARγ. They significantly influence gene expression regulation at the post-transcriptional level and are extensively researched for their diverse roles in cellular functions. Epigenetic modifications such as chromatin reorganization, histone alterations, and DNA methylation subsequently affect the activation of genes related to adipogenesis and the progression of adipocyte differentiation. By investigating how fat deposition is epigenetically regulated in beef cattle, scientists aim to unravel molecular mechanisms, identify key regulatory genes and pathways, and develop targeted strategies for modifying fat deposition to enhance desirable traits such as marbling and meat tenderness. This review paper delves into lncRNAs and epigenetic factors and their role in regulating bovine adipocytes while focusing on their potential as targets for genetic improvement to increase production efficiency. Recent genomics advancements, including molecular markers and genetic variations, can boost animal productivity, meeting global demands for high-quality meat products. This review establishes a foundation for future research on understanding regulatory networks linked to lncRNAs and epigenetic changes, contributing to both scholarly knowledge advancement and practical applications within animal agriculture.

研究牛脂肪细胞中长非编码 RNA(lncRNA)和表观遗传过程的参与,可以为控制家畜的脂肪生成提供有价值的新见解。长非编码 RNA 与染色质环路的形成有关,染色质环路可促进脂肪生成过程中增强子-启动子的相互作用,还可调节 C/EBPα 和 PPARγ 等重要的脂肪生成转录因子。它们在转录后水平上对基因表达调控产生重要影响,在细胞功能中发挥着多种作用,因此被广泛研究。染色质重组、组蛋白改变和 DNA 甲基化等表观遗传修饰随后会影响与脂肪生成相关基因的激活和脂肪细胞分化的进程。通过研究肉牛的脂肪沉积是如何受到表观遗传调控的,科学家们旨在揭示分子机制,确定关键的调控基因和途径,并制定有针对性的策略来改变脂肪沉积,从而提高肉牛的大理石花纹和肉质嫩度等理想性状。这篇综述论文深入探讨了 lncRNA 和表观遗传因子及其在调控牛脂肪细胞中的作用,同时重点探讨了它们作为遗传改良目标以提高生产效率的潜力。包括分子标记和遗传变异在内的最新基因组学进展可以提高动物的生产率,满足全球对高品质肉类产品的需求。这篇综述为今后了解与 lncRNAs 和表观遗传变化相关的调控网络的研究奠定了基础,有助于学术知识的进步和畜牧业的实际应用。
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引用次数: 0
Analysis of rare genetic variants in All of Us cohort patients with common variable immunodeficiency. 我们所有人队列中常见可变免疫缺陷患者的罕见基因变异分析。
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-02 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1409754
Troy von Beck, Meera Patel, Niraj C Patel, Joshy Jacob

Common variable immunodeficiency (CVID) is a group of genetic disorders involving more than a dozen genetic loci and characterized by a deficiency in specific antibody isotypes leading to poor immune responses and recurrent infection. CVID affects approximately 1 in 10,000 to 1 in 50,000 people worldwide with substantial heterogeneity in disease severity, including asymptomatic individuals designated as hypogammaglobulinemia of undetermined significance (HGUS). As expected of humoral immunodeficiency, the molecular causes of CVID primarily affect the maturation, activation, or survival of B cells and plasma cells. In this retrospective analysis, we defined a cohort of 21 patients with a primary CVID or HGUS diagnosis in the v7 release of the All of Us Research Program database and performed gene annotation and variant effect prediction. Our analysis identified both known disease-causing variants and rare genetic variants overlapping with other immunodeficiency syndromes.

常见变异性免疫缺陷病(CVID)是一组遗传性疾病,涉及十几个基因位点,其特点是缺乏特异性抗体同种型,导致免疫反应低下和反复感染。CVID 在全球的发病率约为万分之一到五万分之一,疾病的严重程度存在很大的异质性,其中包括无症状的低丙种球蛋白血症(HGUS)患者。与预期的体液免疫缺陷一样,CVID 的分子病因主要影响 B 细胞和浆细胞的成熟、活化或存活。在这项回顾性分析中,我们在 "我们所有人研究计划 "数据库 v7 版本中定义了 21 例原发性 CVID 或 HGUS 诊断患者,并进行了基因注释和变异效应预测。我们的分析发现了已知的致病变异和与其他免疫缺陷综合征重叠的罕见遗传变异。
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引用次数: 0
Improving long-term kidney allograft survival by rethinking HLA compatibility: from molecular matching to non-HLA genes. 通过重新思考 HLA 相容性提高肾脏异体移植的长期存活率:从分子匹配到非 HLA 基因。
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-02 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1442018
Aprajita Mattoo, Ian S Jaffe, Brendan Keating, Robert A Montgomery, Massimo Mangiola

Optimizing immunologic compatibility in organ transplantation extends beyond the conventional approach of Human Leukocyte Antigen (HLA) antigen matching, which exhibits significant limitations. A broader comprehension of the roles of classical and non-classical HLA genes in transplantation is imperative for enhancing long-term graft survival. High-resolution molecular HLA genotyping, despite its inherent challenges, has emerged as the cornerstone for precise patient-donor compatibility assessment. Leveraging understanding of eplet biology and indirect immune activation, eplet mismatch calculators and the PIRCHE-II algorithm surpass traditional methods in predicting allograft rejection. Understanding minor histocompatibility antigens may also present an opportunity to personalize the compatibility process. While the application of molecular matching in deceased donor organ allocation presents multiple technical, logistical, and conceptual barriers, rendering it premature for mainstream use, several other areas of donor-recipient matching and post-transplant management are ready to incorporate molecular matching. Provision of molecular mismatch scores to physicians during potential organ offer evaluations could potentially amplify long-term outcomes. The implementation of molecular matching in living organ donation and kidney paired exchange programs is similarly viable. This article will explore the current understanding of immunologic matching in transplantation and the potential applications of epitope and non-epitope molecular biology and genetics in clinical transplantation.

优化器官移植中的免疫相容性已超越了人类白细胞抗原(HLA)抗原配对的传统方法,因为这种方法有很大的局限性。要提高移植器官的长期存活率,就必须更广泛地了解经典和非经典 HLA 基因在移植中的作用。高分辨率分子 HLA 基因分型尽管存在固有的挑战,但已成为精确评估患者与供体相容性的基石。利用对外显子生物学和间接免疫激活的了解,外显子错配计算器和 PIRCHE-II 算法在预测异体移植排斥反应方面超越了传统方法。了解次要组织相容性抗原也为个性化配型过程提供了机会。虽然分子配型在已故捐献者器官分配中的应用存在技术、后勤和概念上的多重障碍,使其在主流应用中为时尚早,但在捐献者-受者配型和移植后管理的其他几个领域,分子配型已准备就绪。在对潜在器官提供者进行评估时,向医生提供分子不匹配评分可能会扩大长期结果。在活体器官捐献和肾脏配对交换计划中实施分子配型也同样可行。本文将探讨目前对移植中免疫学配型的理解,以及表位和非表位分子生物学和遗传学在临床移植中的潜在应用。
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引用次数: 0
Prenatal finding of isolated ventricular septal defect: genetic association, outcomes and counseling. 产前发现孤立性室间隔缺损:遗传关联、结果和咨询。
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-02 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1447216
Xin Chen, Qian Zhang, Man Lu, Qiuxia Feng, Litao Qin, Shixiu Liao

The innovation in ultrasound has greatly promoted the prenatal diagnosis of ventricular septal defect. As a minor lesion of congenital heart disease, the prenatal genetic counseling of isolated ventricular septal defect faces some challenges, including the true genetic correlationship, selection of appropriated testing methods to identify deleterious mutations, and avoidance of overdiagnosis and overintervention. Researchers have explored the prenatal diagnosis efficiency of commonly used cytogenetic and molecular genetic technologies. Small insertions/deletions and monogenic variants with phenotypic heterogeneity play important role and contribute to the comprehend of pathogenesis. Isolated ventricular septal defect fetuses without genetic finding and extracardiac structural abnormality generally have good pregnancy outcome. Long-term follow-up data is needed to describe the comprehensive map, such as the potential missed diagnosis especially late-onset syndromes, the impact on the quality of life and life expectancy. When conducting prenatal genetic counseling, strict adherence to ethical principles is needed to ensure that the rights of all parties involved are fully protected. Clinicians should carefully evaluate the risks and benefits and provide parents with sufficient information and advice to enable them to make informed decisions.

超声技术的革新极大地促进了室间隔缺损的产前诊断。作为先天性心脏病中的小病变,孤立性室间隔缺损的产前遗传咨询面临着一些挑战,包括真正的遗传相关性、选择合适的检测方法以识别有害突变、避免过度诊断和过度干预等。研究人员探索了常用细胞遗传学和分子遗传学技术的产前诊断效率。具有表型异质性的微小插入/缺失和单基因变异发挥着重要作用,有助于对发病机制的理解。无遗传学发现和心外结构异常的孤立室间隔缺损胎儿一般妊娠结局良好。需要长期的随访数据来描述全面的图谱,如潜在的漏诊(尤其是晚发综合征)、对生活质量和预期寿命的影响。在进行产前遗传咨询时,需要严格遵守伦理原则,以确保所有相关方的权利得到充分保护。临床医生应仔细评估风险和益处,为父母提供足够的信息和建议,使他们能够做出明智的决定。
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引用次数: 0
Molecular diagnosis of patients with syndromic short stature identified by trio whole-exome sequencing. 通过三重全外显子测序对综合征矮身材患者进行分子诊断。
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-02 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1399186
Huihui Sun, Geng Zhang, Na Li, Xiangfang Bu

Background: Short stature is a complex disorder with phenotypic and genetic heterogeneity. This study aimed to investigate clinical phenotypes and molecular basis of a cohort of patients with short stature.

Methods: Trio whole-exome sequencing (Trio-WES) was performed to explore the genetic aetiology and obtain a molecular diagnosis in twenty Chinese probands with syndromic and isolated short stature.

Results: Of the twenty probands, six (6/20, 30%) patients with syndromic short stature obtained a molecular diagnosis. One novel COMP pathogenic variant c.1359delC, p.N453fs*62 and one LZTR1 likely pathogenic variant c.509G>A, p.R170Q were identified in a patient with short stature and skeletal dysplasia. One novel de novo NAA15 pathogenic variant c.63T>G, p.Y21X and one novel de novo KMT2A pathogenic variant c.3516T>A, p.N1172K was identified in two probands with short stature, intellectual disability and abnormal behaviours, respectively. One patient with short stature, cataract, and muscle weakness had a de novo POLG pathogenic variant c.2863 T>C, p.Y955H. One PHEX pathogenic variant c.1104G>A, p.W368X was identified in a patient with short stature and rickets. Maternal uniparental disomy 7 (mUPD7) was pathogenic in a patient with pre and postnatal growth retardation, wide forehead, triangular face, micrognathia and clinodactyly. Thirteen patients with isolated short stature had negative results.

Conclusion: Trio-WES is an important strategy for identifying genetic variants and UPD in patients with syndromic short stature, in which dual genetic variants are existent in some individuals. It is important to differentiate between syndromic and isolated short stature. Genetic testing has a high yield for syndromic patients but low for isolated patients.

背景:身材矮小是一种复杂的疾病,具有表型和遗传异质性。本研究旨在调查一组身材矮小患者的临床表型和分子基础:方法:对 20 例中国综合征和孤立性身材矮小患者进行了三重全外显子测序(Trio-WES),以探索遗传病因并获得分子诊断:结果:在 20 名疑似患者中,6 名(6/20,30%)综合征身材矮小患者获得了分子诊断。在一名身材矮小和骨骼发育不良的患者中发现了一个新的COMP致病变体c.1359delC, p.N453fs*62和一个LZTR1可能致病变体c.509G>A, p.R170Q。在两名分别患有身材矮小、智力障碍和行为异常的患者中,发现了一个新的NAA15致病变体c.63T>G,p.Y21X和一个新的KMT2A致病变体c.3516T>A,p.N1172K。一名患有身材矮小、白内障和肌无力的患者的POLG致病变体为c.2863 T>C, p.Y955H。在一名身材矮小和佝偻病患者身上发现了一个 PHEX 致病变体 c.1104G>A,p.W368X。在一名患有产前和产后生长迟缓、宽额头、三角脸、小颌畸形和clinodactyly的患者中,发现了母体单亲裂殖症7(mUPD7)致病变体。13例孤立性身材矮小患者的结果均为阴性:结论:三重 WES 是鉴别综合征身材矮小患者遗传变异和 UPD 的重要策略,在综合征身材矮小患者中,部分个体存在双重遗传变异。区分综合征和孤立性身材矮小非常重要。基因检测对综合征患者的检测率较高,但对孤立型患者的检测率较低。
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引用次数: 0
TCRcost: a deep learning model utilizing TCR 3D structure for enhanced of TCR-peptide binding. TCRcost:利用 TCR 三维结构增强 TCR 肽结合的深度学习模型。
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-02 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1346784
Fan Li, Xinyang Qian, Xiaoyan Zhu, Xin Lai, Xuanping Zhang, Jiayin Wang

Introduction: Predicting TCR-peptide binding is a complex and significant computational problem in systems immunology. During the past decade, a series of computational methods have been developed for better predicting TCR-peptide binding from amino acid sequences. However, the performance of sequence-based methods appears to have hit a bottleneck. Considering the 3D structures of TCR-peptide complexes, which provide much more information, could potentially lead to better prediction outcomes.

Methods: In this study, we developed TCRcost, a deep learning method, to predict TCR-peptide binding by incorporating 3D structures. TCRcost overcomes two significant challenges: acquiring a sufficient number of high-quality TCR-peptide structures and effectively extracting information from these structures for binding prediction. TCRcost corrects TCR 3D structures generated by protein structure tools, significantly extending the available datasets. The main and side chains of a TCR structure are separately corrected using a long short-term memory (LSTM) model. This approach prevents interference between the chains and accurately extracts interactions among both adjacent and global atoms. A 3D convolutional neural network (CNN) is designed to extract the atomic features relevant to TCR-peptide binding. The spatial features extracted by the 3DCNN are then processed through a fully connected layer to estimate the probability of TCR-peptide binding.

Results: Test results demonstrated that predicting TCR-peptide binding from 3D TCR structures is both efficient and highly accurate with an average accuracy of 0.974 on precise structures. Furthermore, the average accuracy on corrected structures was 0.762, significantly higher than the average accuracy of 0.375 on uncorrected original structures. Additionally, the average root mean square distance (RMSD) to precise structures was significantly reduced from 12.753 Å for predicted structures to 8.785 Å for corrected structures.

Discussion: Thus, utilizing structural information of TCR-peptide complexes is a promising approach to improve the accuracy of binding predictions.

导言:预测 TCR 与肽的结合是系统免疫学中一个复杂而重要的计算问题。过去十年间,人们开发了一系列计算方法,以便更好地从氨基酸序列预测 TCR 肽结合。然而,基于序列的方法的性能似乎遇到了瓶颈。考虑到 TCR-多肽复合物的三维结构能提供更多信息,有可能带来更好的预测结果:在这项研究中,我们开发了一种深度学习方法 TCRcost,通过结合三维结构来预测 TCR 与多肽的结合。TCRcost克服了两个重大挑战:获取足够数量的高质量TCR-多肽结构,以及有效提取这些结构中的信息用于结合预测。TCRcost 修正了蛋白质结构工具生成的 TCR 三维结构,大大扩展了可用数据集。使用长短期记忆(LSTM)模型分别校正 TCR 结构的主链和侧链。这种方法可以防止链之间的干扰,并准确提取相邻原子和全局原子之间的相互作用。设计了一个三维卷积神经网络(CNN)来提取与 TCR 肽结合相关的原子特征。然后通过全连接层处理 3DCNN 提取的空间特征,以估计 TCR 肽结合的概率:测试结果表明,从三维 TCR 结构预测 TCR 肽结合既高效又准确,精确结构的平均准确率为 0.974。此外,校正结构的平均准确率为 0.762,明显高于未校正原始结构的平均准确率 0.375。此外,精确结构的平均均方根距离(RMSD)也从预测结构的 12.753 Å 显著减少到校正结构的 8.785 Å:因此,利用 TCR 肽复合物的结构信息是提高结合预测准确性的一种可行方法。
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引用次数: 0
A statistical model to identify hereditary and epigenetic fusion genes associated with dilated cardiomyopathy. 识别与扩张型心肌病相关的遗传和表观遗传融合基因的统计模型。
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-01 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1438887
Ling Fei, Jun Zhang, Degen Zhuo

Dilated cardiomyopathy (DCM) is a heart condition that causes enlarged and weakened left ventricles and affects the heart's ability to pump blood effectively. Most genetic etiology still needs to be understood. Previously, we have used the known germline hereditary fusion genes (HFGs) to identify HFGs associated with multiple myeloma and leukemia. In this study, we have developed a statistical model to study fusion transcripts discovered from the left ventricles of 122 DCM patients and 252 GTEx (Genotype Tissue Expression) healthy controls to discover novel HFGs, ranging from 4% to 87.7%, and EFGs, ranging from 4% to 99.2%, associated with DCM. This discovery of numerous novel HFGs and EFGs associated with DCM provides first-hand evidence that DCM results from interactive developmental consequences between germline genetic and environmental abnormalities and paves the way for future research and diagnostic and therapeutic applications, instilling hope for the future of DCM treatment.

扩张型心肌病(DCM)是一种心脏疾病,会导致左心室扩大和减弱,影响心脏有效泵血的能力。大多数遗传病因仍有待了解。此前,我们曾利用已知的种系遗传融合基因(HFGs)来确定与多发性骨髓瘤和白血病相关的 HFGs。在这项研究中,我们建立了一个统计模型,研究从 122 名 DCM 患者和 252 名 GTEx(基因型组织表达)健康对照者的左心室中发现的融合转录本,发现了与 DCM 相关的新型 HFGs(从 4% 到 87.7%)和 EFGs(从 4% 到 99.2%)。与 DCM 相关的大量新型 HFGs 和 EFGs 的发现提供了第一手证据,证明 DCM 是种系遗传和环境异常之间相互作用的发育结果,并为未来的研究、诊断和治疗应用铺平了道路,为未来的 DCM 治疗带来了希望。
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引用次数: 0
MicroRNA binding site variants-new potential markers of primary osteoporosis in men and women. 微 RNA 结合位点变异--男性和女性原发性骨质疏松症的新潜在标志物。
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-01 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1470310
Bulat Yalaev, Roman Deev, Anton Tyurin, Ramil Salakhov, Kirill Smirnov, Anna Eremkina, Natalia Mokrysheva, Ildar Minniakhmetov, Rita Khusainova

Introduction: The identification of significant DNA markers of primary osteoporosis may gain new insights by studying genome regions involved in mechanisms of epigenetic regulation through interactions with microRNAs.

Methods: The authors searched for associations of polymorphic variants of microRNA binding sites of mRNA target genes and polymorphic loci of microRNA genes with primary osteoporosis in a cohort of women and men from the Volga-Ural region of Russia (N = 1.177).

Results: Using case-control association analysis, the authors found that rs1061947 (COL1A1), rs10793442 (ZNF239), rs6854081 (FGF2), and rs11614913 (miR-196a) were associated with osteoporotic fractures; rs5854 (MMP1) and rs2910164 (miR-146a) were associated with low bone mineral density; and rs10098470 (TPD52), rs11540149 (VDR), rs1042673 (SOX9), rs1054204 (SPARC), and rs1712 (FBXO5) were markers of both fractures and low bone mineral density. Among the identified associations, ethno specific trends were found, as well as sex-specific associations. Prognostic models were developed, among which the model for predicting osteoporosis in general in women (Area Under Curve = 0.909) achieved the highest level of predictive value. Thus, the potential role of polymorphic variants of microRNA binding sites in the development of primary osteoporosis in men and women from the Volga-Ural region of Russia was demonstrated.

导言:原发性骨质疏松症的重要 DNA 标志物的鉴定可通过研究基因组区域与 microRNA 的相互作用的表观遗传调控机制获得新的见解:原发性骨质疏松症的重要 DNA 标志物的鉴定可通过研究与 microRNAs 相互作用的表观遗传调控机制相关的基因组区域获得新的见解:作者在俄罗斯伏尔加-乌拉尔地区的一组女性和男性(N = 1.177)中寻找mRNA靶基因结合位点的microRNA多态性变异和microRNA基因的多态性位点与原发性骨质疏松症的关联:通过病例对照关联分析,作者发现rs1061947(COL1A1)、rs10793442(ZNF239)、rs6854081(FGF2)和rs11614913(miR-196a)与骨质疏松性骨折有关;rs5854(MMP1)和 rs2910164(miR-146a)与低骨矿密度相关;rs10098470(TPD52)、rs11540149(VDR)、rs1042673(SOX9)、rs1054204(SPARC)和 rs1712(FBXO5)是骨折和低骨矿密度的标志物。在已确定的关联中,发现了种族特异性趋势和性别特异性关联。研究人员建立了预测模型,其中预测女性骨质疏松症的模型(曲线下面积 = 0.909)具有最高的预测价值。因此,微RNA结合位点的多态变异在俄罗斯伏尔加-乌拉尔地区男性和女性原发性骨质疏松症发病中的潜在作用得到了证实。
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引用次数: 0
Integrated PacBio SMRT and Illumina sequencing uncovers transcriptional and physiological responses to drought stress in whole-plant Nitraria tangutorum. 集成 PacBio SMRT 和 Illumina 测序技术,揭示全株 Nitraria tangutorum 对干旱胁迫的转录和生理反应。
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-01 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1474259
Meiying Wei, Bo Wang, Chaoqun Li, Xiaolan Li, Cai He, Yi Li

Introduction: Nitraria tangutorum Bobr., a prominent xerophytic shrub, exhibits remarkable adaptability to harsh environment and plays a significant part in preventing desertification in northwest China owing to its exceptional drought and salinity tolerance.

Methods: To investigate the drought-resistant mechanism underlying N. tangutorum, we treated 8-week-old seedlings with polyethylene glycol (PEG)-6000 (20%, m/m) to induce drought stress. 27 samples from different tissues (leaves, roots and stems) of N. tangutorum at 0, 6 and 24 h after drought stress treatment were sequenced using PacBio single-molecule real-time (SMRT) sequencing and Illumina RNA sequencing to obtain a comprehensive transcriptome.

Results: The PacBio SMRT sequencing generated 44,829 non-redundant transcripts and provided valuable reference gene information. In leaves, roots and stems, we identified 1162, 2024 and 232 differentially expressed genes (DEGs), respectively. The Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis revealed that plant hormone signaling and mitogen-activated protein kinase (MAPK) cascade played a pivotal role in transmitting stress signals throughout the whole N. tangutorum plant following drought stress. The interconversion of starch and sucrose, as well as the biosynthesis of amino acid and lignin, may represent adaptive strategies employed by N. tangutorum to effectively cope with drought. Transcription factor analysis showed that AP2/ERF-ERF, WRKY, bHLH, NAC and MYB families were mainly involved in the regulation of drought response genes. Furthermore, eight physiological indexes, including content of proline, hydrogen peroxide (H2O2), malondialdehyde (MDA), total amino acid and soluble sugar, and activities of three antioxidant enzymes were all investigate after PEG treatment, elucidating the drought tolerance mechanism from physiological perspective. The weighted gene co-expression network analysis (WGCNA) identified several hub genes serve as key regulator in response to drought through hormone participation, ROS cleavage, glycolysis, TF regulation in N. tangutorum.

Discussion: These findings enlarge genomic resources and facilitate research in the discovery of novel genes research in N. tangutorum, thereby establishing a foundation for investigating the drought resistance mechanism of xerophyte.

简介Nitraria tangutorum Bobr.是一种重要的旱生灌木,对恶劣环境具有显著的适应性,由于其卓越的耐旱性和耐盐碱性,在中国西北地区的荒漠化防治中发挥着重要作用:为了研究唐古拉山唐古拉山唐古拉山唐古拉山唐古拉山唐古拉山唐古拉山唐古拉山唐古拉山唐古拉山的抗旱机制,我们用聚乙二醇(PEG)-6000(20%,m/m)处理 8 周龄幼苗,诱导干旱胁迫。利用 PacBio 单分子实时(SMRT)测序技术和 Illumina RNA 测序技术对干旱胁迫处理后 0、6 和 24 小时的唐古拉不同组织(叶、根和茎)的 27 个样本进行测序,以获得全面的转录组:结果:PacBio SMRT测序产生了44 829个非冗余转录本,并提供了宝贵的参考基因信息。在叶、根和茎中,我们分别发现了 1162、2024 和 232 个差异表达基因(DEGs)。京都基因和基因组百科全书(KEGG)分析表明,植物激素信号转导和丝裂原活化蛋白激酶(MAPK)级联在干旱胁迫后整个唐古拉山豚鼠植株的胁迫信号转导中起着关键作用。淀粉和蔗糖的相互转化,以及氨基酸和木质素的生物合成,可能是唐古拉菌有效应对干旱的适应性策略。转录因子分析显示,AP2/ERF-ERF、WRKY、bHLH、NAC和MYB家族主要参与了干旱响应基因的调控。此外,PEG处理后,脯氨酸、过氧化氢(H2O2)、丙二醛(MDA)、总氨基酸和可溶性糖等8项生理指标以及3种抗氧化酶的活性均有所提高,从生理角度阐明了抗旱机理。通过加权基因共表达网络分析(WGCNA),确定了几个枢纽基因通过激素参与、ROS裂解、糖酵解、TF调控等途径对N. tangutorum的干旱响应起关键调控作用:这些发现扩大了基因组资源,促进了对唐古拉山豚草新基因的研究,从而为研究旱生植物的抗旱机制奠定了基础。
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引用次数: 0
Transparent sparse graph pathway network for analyzing the internal relationship of lung cancer. 用于分析肺癌内部关系的透明稀疏图路径网络
IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2024-10-01 eCollection Date: 2024-01-01 DOI: 10.3389/fgene.2024.1437174
Zhibin Jin, Yuhu Shi, Lili Zhou

While it is important to find the key biomarkers and improve the accuracy of disease models, it is equally important to understand their interaction relationships. In this study, a transparent sparse graph pathway network (TSGPN) is proposed based on the structure of graph neural networks. This network simulates the action of genes in vivo, adds to prior knowledge, and improves the model's accuracy. First, the graph connection was constructed according to protein-protein interaction networks and competing endogenous RNA (ceRNA) networks, from which some noise or unimportant connections were spontaneously removed based on the graph attention mechanism and hard concrete estimation. This realized the reconstruction of the ceRNA network representing the influence of other genes in the disease on mRNA. Next, the gene-based interpretation was transformed into a pathway-based interpretation based on the pathway database, and the hidden layer was added to realize the high-dimensional analysis of the pathway. Finally, the experimental results showed that the proposed TSGPN method is superior to other comparison methods in F1 score and AUC, and more importantly, it can effectively display the role of genes. Through data analysis applied to lung cancer prognosis, ten pathways related to LUSC prognosis were found, as well as the key biomarkers closely related to these pathways, such as HOXA10, hsa-mir-182, and LINC02544. The relationship between them was also reconstructed to better explain the internal mechanism of the disease.

找到关键生物标志物并提高疾病模型的准确性固然重要,但了解它们之间的相互作用关系也同样重要。本研究基于图神经网络的结构,提出了一种透明稀疏图通路网络(TSGPN)。该网络可模拟体内基因的作用,补充先验知识,提高模型的准确性。首先,根据蛋白质-蛋白质相互作用网络和竞争性内源性 RNA(ceRNA)网络构建图连接,并根据图注意机制和硬具体估计自发地从中剔除一些噪声或不重要的连接。这就实现了代表疾病中其他基因对 mRNA 影响的 ceRNA 网络的重建。接着,基于通路数据库,将基于基因的解释转化为基于通路的解释,并增加了隐藏层,实现了通路的高维分析。最后,实验结果表明,所提出的 TSGPN 方法在 F1 分数和 AUC 方面优于其他比较方法,更重要的是,它能有效显示基因的作用。通过对肺癌预后的数据分析,发现了与肺癌预后相关的十条通路,以及与这些通路密切相关的关键生物标志物,如 HOXA10、hsa-mir-182 和 LINC02544。同时还重建了它们之间的关系,从而更好地解释了该疾病的内在机制。
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Frontiers in Genetics
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