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Genomic and molecular evidence that the LncRNA DSP-AS1 modulates desmoplakin expression. 基因组和分子证据表明,LncRNA DSP-AS1调节桥蛋白的表达。
IF 3.6 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-08-01 Epub Date: 2025-07-30 DOI: 10.1007/s00439-025-02761-x
Luisa Foco, Marzia De Bortoli, Fabiola Del Greco M, Laura S Frommelt, Chiara Volani, Diana A Riekschnitz, Benedetta M Motta, Christian Fuchsberger, Thomas Delerue, Uwe Völker, Tianxiao Huan, Martin Gögele, Juliane Winkelmann, Marcus Dörr, Daniel Levy, Melanie Waldenberger, Alexander Teumer, Peter P Pramstaller, Alessandra Rossini, Cristian Pattaro

Cardiac desmosomes are specialized cell junctions responsible for cardiomyocytes mechanical coupling. Mutation in desmosomal genes cause autosomal dominant and recessive familial arrhythmogenic cardiomyopathy. Motivated by evidence that Mendelian diseases share genetic architecture with common complex traits, we assessed whether common variants in any desmosomal gene were associated with cardiac conduction traits in the general population. We analysed data of N = 4342 Cooperative Health Research in South Tyrol (CHRIS) study participants. We tested associations between genotype imputed variants covering the five desmosomal genes Desmoplakin (DSP), junction plakoglobin (JUP), plakophilin 2 (PKP2), desmoglein 2 (DSG2), and desmocollin 2 (DSC2), and P-wave, PR, QRS, and QT electrocardiographic intervals, using linear mixed models. Functional annotation and interrogation of publicly available genome-wide association study resources implicated potential connection with antisense long non-coding RNAs (lncRNAs), DNA methylation sites, and complex traits. Causality was tested via two-sample Mendelian randomization (MR) analysis and validated with functional in vitro follow-up in human induced pluripotent stem cell derived cardiomyocytes (hiPSC-CMs). DSP variant rs2744389 was associated with QRS (P = 3.5 × 10-6), with replication in the Microisolates in South Tyrol (MICROS) study (n = 636; P = 0.010). Observing that rs2744389 was associated with DSP-AS1 antisense lncRNA but not with DSP expression in multiple Genotype-Tissue Expression (GTEx) v8 tissues, we conducted two-sample Mendelian randomization analyses that identified causal effects of DSP-AS1 on DSP expression (P = 6.33 × 10-5; colocalization posterior probability = 0.91) and QRS (P = 0.015). In hiPSC-CMs, DSP-AS1 expression downregulation through a specific GapmerR matching sequence led to significant DSP upregulation at both mRNA and protein levels. The evidence that DSP-AS1 has a regulatory role on DSP opens the venue for further investigations on DSP-AS1's therapeutic potential for conditions caused by reduced desmoplakin production.

心脏桥粒是负责心肌细胞机械偶联的特化细胞连接点。桥粒体基因突变可引起常染色体显性和隐性家族性心律失常心肌病。由于有证据表明孟德尔疾病具有共同复杂性状的遗传结构,我们评估了普通人群中任何桥粒基因的常见变异是否与心脏传导性状相关。我们分析了南蒂罗尔合作卫生研究(CHRIS)研究参与者N = 4342的数据。我们使用线性混合模型测试了基因型输入变异与p波、PR、QRS和QT心电图间隔之间的关系,这些变异包括五种桥粒基因桥粒蛋白(DSP)、连接板蛋白(JUP)、亲血小板蛋白2 (PKP2)、桥粒蛋白2 (DSG2)和桥粒蛋白2 (DSC2)。公开的全基因组关联研究资源的功能注释和询问涉及与反义长非编码rna (lncRNAs), DNA甲基化位点和复杂性状的潜在联系。通过两样本孟德尔随机化(MR)分析检验因果关系,并通过人类诱导多能干细胞来源的心肌细胞(hiPSC-CMs)的功能体外随访验证。DSP变异rs2744389与QRS相关(P = 3.5 × 10-6),在南蒂罗尔(MICROS)研究的微分离株中存在重复(n = 636;p = 0.010)。观察到rs2744389在多个基因型组织表达(GTEx) v8组织中与DSP- as1反义lncRNA相关,但与DSP表达无关,我们进行了两样本孟德尔随机化分析,以确定DSP- as1对DSP表达的因果关系(P = 6.33 × 10-5;共定位后验概率= 0.91)和QRS (P = 0.015)。在hiPSC-CMs中,通过特定的GapmerR匹配序列下调DSP- as1的表达,导致DSP在mRNA和蛋白水平上显著上调。关于DSP- as1对DSP具有调节作用的证据为进一步研究DSP- as1对由桥细胞蛋白产生减少引起的疾病的治疗潜力打开了大门。
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引用次数: 0
Characterizing the HLA region's genetic architecture through local heritability and correlation analyses across complex traits in diverse ancestries. 通过不同祖先的复杂性状的局部遗传力和相关性分析来表征HLA区域的遗传结构。
IF 3.6 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-08-01 Epub Date: 2025-07-17 DOI: 10.1007/s00439-025-02763-9
Menghan Wei, Yunjia Liu, Yunqi Huang, Ana Vazquez, Xing Zhao, Miaoxin Li, Pak-Chung Sham, Hongsheng Gui, Qiang Wang

The human leukocyte antigen (HLA) region is a critical genetic locus associated with diverse complex traits, yet its intricate genetic architecture poses significant challenges to elucidation. Leveraging recent advances in regional heritability estimation and extensive datasets from the Million Veteran Program (MVP), we conducted a comprehensive investigation of the HLA region's genetic architecture. This involved heritability estimation and genetic correlation analyses within the HLA region across European Americans (EAs) and African Americans (AAs). Our analyses demonstrated that in EAs, the HLA region exhibited significantly greater local heritability than other genomic regions of comparable length for lipid metabolic traits (triglycerides [TG], total cholesterol [TC], high-density lipoprotein [HDL], low-density lipoprotein [LDL]), anthropometric measures (body mass index [BMI]), and suicide-related traits (suicidal ideation without suicide attempts [IDE] and suicidal thoughts and behaviors [SITB]) (false discovery rate [FDR]-adjusted empirical p-values < 0.05). Notably, this enrichment was not observed in AAs. Genetic correlation analyses revealed disparities between local HLA and genome-wide findings. EAs exhibited 16 significant local HLA correlations and 32 genome-wide correlations. Conversely, AAs displayed more significant local genetic correlations within the HLA region (14 pairs) than genome-wide (3 pairs), with two pairs (IDE-SITB, LDL-TC) concordantly significant. These findings underscore the HLA region's substantial contribution to the variance of these lipid metabolic traits, BMI, and suicide-related traits. Further investigation into the genetic mechanisms by which HLA-mediated pathways influence these phenotypes is crucial for elucidating the complex role of this region, particularly concerning lipid metabolism and suicidal behaviors.

人类白细胞抗原(HLA)区域是一个与多种复杂性状相关的关键遗传位点,但其复杂的遗传结构对阐明提出了重大挑战。利用区域遗传力估计的最新进展和来自百万退伍军人计划(MVP)的广泛数据集,我们对HLA区域的遗传结构进行了全面的调查。这包括在欧洲裔美国人(EAs)和非洲裔美国人(AAs)的HLA区域内的遗传力估计和遗传相关性分析。我们的分析表明,在东亚地区,HLA区域在脂质代谢性状(甘油三酯[TG]、总胆固醇[TC]、高密度脂蛋白[HDL]、低密度脂蛋白[LDL])、人体测量指标(体重指数[BMI])、自杀相关特征(无自杀企图的自杀意念[IDE]和自杀想法和行为[SITB])(错误发现率[FDR]调整的经验p值)
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引用次数: 0
Disentangling horizontal and vertical Pleiotropy in genetic correlation estimation: introducing the HVP model. 遗传相关估计中水平和垂直多效性的分离——引入HVP模型。
IF 3.6 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-08-01 Epub Date: 2025-09-16 DOI: 10.1007/s00439-025-02762-w
Lamessa Dube Amente, Natalie T Mills, Thuc Duy Le, Elina Hyppönen, S Hong Lee

Genome-wide genetic correlation studies have demonstrated widespread shared genetic architecture between complex traits, yet the impact of vertical pleiotropy on these genetic correlation estimates remains unclear. To address this, we propose the Horizontal and Vertical Pleiotropy (HVP) model, designed to disentangle horizontal from vertical pleiotropy effects. This approach provides unbiased genetic correlation estimates specifically attributed to horizontal pleiotropy. Through simulations, we verify that the HVP model corrects biases introduced by vertical pleiotropy-particularly the causal influence of exposure on outcomes-across various scenarios, improving the accuracy of heritability and genetic correlation estimates. Vertical pleiotropy biases genetic variances and covariances, influencing essential estimates such as SNP-based heritability and genetic correlation in traditional methods. By addressing these biases, the HVP model enhances accuracy in parameter estimation. Real data analysis shows that horizontal pleiotropy significantly contributes to genetic correlations between metabolic syndrome (MetS) and traits such as type 2 diabetes, C-reactive protein (CRP), sleep apnoea, and cholelithiasis, whereas vertical pleiotropy is more relevant between body mass index (BMI) and MetS, and MetS and cardiovascular diseases. These findings suggest that action on modifiable factors like lowering BMI may effectively reduce MetS risk, while CRP-though not causative-serves as a useful marker in risk prediction through horizontal pleiotropic genes. These results confirm the HVP model's relevance and utility in revealing the complex genetic architecture underlying traits such as metabolic syndrome, highlighting its potential to inform precision healthcare.

全基因组遗传相关研究表明,复杂性状之间普遍存在共同的遗传结构,但垂直多效性对这些遗传相关估计的影响尚不清楚。为了解决这个问题,我们提出了水平和垂直多效性(HVP)模型,旨在区分水平和垂直多效性效应。这种方法提供了无偏的遗传相关性估计,特别是归因于水平多效性。通过模拟,我们验证了HVP模型纠正了垂直多效性(特别是暴露对结果的因果影响)在各种情况下引入的偏差,提高了遗传性和遗传相关性估计的准确性。垂直多效性偏倚遗传方差和协方差,影响传统方法中基于snp的遗传力和遗传相关性等基本估计。通过解决这些偏差,HVP模型提高了参数估计的准确性。实际数据分析表明,水平多效性显著促进代谢综合征(MetS)与2型糖尿病、c反应蛋白(CRP)、睡眠呼吸暂停和胆石症等性状之间的遗传相关性,而垂直多效性在体重指数(BMI)与MetS、MetS与心血管疾病之间的相关性更大。这些发现表明,通过降低BMI等可改变因素的行动可以有效降低MetS风险,而crp(尽管不是致病因素)可以作为通过水平多效性基因预测风险的有用标记。这些结果证实了HVP模型在揭示代谢综合征等特征的复杂遗传结构方面的相关性和实用性,突出了其为精准医疗提供信息的潜力。
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引用次数: 0
Efficacy of delandistrogene moxeparvovec on Duchenne muscular dystrophy: a systematic review and meta-analysis. 德兰德消霉素莫西帕沃韦克治疗杜氏肌营养不良的疗效:系统回顾和荟萃分析。
IF 3.6 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-08-01 Epub Date: 2025-06-26 DOI: 10.1007/s00439-025-02758-6
Carlos Pascual-Morena, Silvana Patiño-Cardona, Irene Martínez-García, Jaime Fernández-Bravo-Rodrigo, Miriam Garrido-Miguel
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引用次数: 0
Expanding the phenotypic spectrum of PROK2/PROKR2: a recall-by-genotype study. 扩大PROK2/PROKR2表型谱:一项基于基因型的回忆研究
IF 3.6 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-07-01 Epub Date: 2025-06-11 DOI: 10.1007/s00439-025-02754-w
Maria I Stamou, Crystal J Chiu, Shreya V Jadhav, Kathryn B Salnikov, Lacey Plummer, Stephanie B Seminara, Ravikumar Balasubramanian

Rare variants in prokineticin 2 pathway genes (PROK2; PROKR2), cause isolated hypogonadotropic hypogonadism (IHH) in humans, leading to pubertal failure and infertility. In addition to reproduction, this pathway is also implicated in cardiovascular, metabolic, and inflammatory regulation. The role of naturally occurring PROK2/R2 variants in the general population remains unknown. Thus, we aimed to investigate the role of PROK2/R2 variants in the overall human health. We performed a recall-by-genotype study in rare PROK2/R2 variant carriers and non-carrier controls from a large hospital dataset [Massachusetts General Brigham Biobank (MGBB)]. All recalled participants underwent medical history, physical exam, completed detailed questionnaires and laboratory evaluation including a frequently sampled intravenous glucose tolerance test. Continuous and categorical variables were analyzed with a t-test/non-parametric Wilcoxon rank sum test and a Fisher's exact test, respectively. Twenty-five rare PROKR2 variant carriers (11 males and 14 females, mean age 45.6 years ± SD 11.7) and 24 non-carrier controls (16 males and 8 females, mean age 44.8 years ± SD 10) were recruited. Male variant carriers were more likely to seek fertility evaluation compared to non-carrier controls (p = 0.03) and carriers of the founder PROKR2 (p.L173R) variant (44% of the cohort) in both sexes were more likely to be diagnosed with lower gastrointestinal phenotypes compared to controls (p = 0.02). This novel clinical association is in line with the reported role of prokineticin 2 in intestinal smooth muscle function in preclinical models. Rare heterozygous PROK2/R2 variants contribute to known reproductive and novel gastrointestinal phenotypes within a hospital-based population cohort.

促运动素2通路基因(PROK2;PROKR2),在人类中引起孤立性促性腺功能低下(IHH),导致青春期发育失败和不孕。除了生殖外,这条通路还涉及心血管、代谢和炎症调节。自然发生的PROK2/R2变异在普通人群中的作用仍然未知。因此,我们的目的是研究PROK2/R2变异在整体人类健康中的作用。我们对来自大型医院数据集[马萨诸塞州布里格姆生物库(Massachusetts General Brigham Biobank, MGBB)]的罕见PROK2/R2变异携带者和非携带者对照进行了一项基因型召回研究。所有被召回的参与者都接受了病史、体格检查、完成了详细的问卷调查和实验室评估,包括频繁取样的静脉葡萄糖耐量试验。对连续变量和分类变量分别采用t检验/非参数Wilcoxon秩和检验和Fisher精确检验进行分析。纳入25例罕见PROKR2变异携带者(男性11例,女性14例,平均年龄45.6岁±SD 11.7)和24例非携带者对照(男性16例,女性8例,平均年龄44.8岁±SD 10)。与非携带者对照组相比,男性变异携带者更有可能寻求生育能力评估(p = 0.03),而创始PROKR2 (p.L173R)变异携带者(占队列的44%)在两性中更有可能被诊断为胃肠道表型较低(p = 0.02)。这种新的临床关联与prokineticin 2在临床前模型中对肠道平滑肌功能的作用一致。在以医院为基础的人群队列中,罕见的杂合PROK2/R2变异有助于已知的生殖和新的胃肠道表型。
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引用次数: 0
Current perspectives on gene therapy and its involvement in curing genetic disorders. 基因治疗及其在遗传性疾病治疗中的作用。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-07-01 Epub Date: 2025-06-18 DOI: 10.1007/s00439-025-02757-7
Shireen Nishad, Dipali Dongare, Sayani Saha, Raskar Dhanashri Anil, Nidhi Srivastava, Abhishek Dey

Genomics is revolutionizing medical science, offering transformative potential for the future of medicine. Advances in whole-genome sequencing have deepened our understanding of genome structure and function, paving the way for genomic medicine. The Human Genome Project has been instrumental in identifying genetic variations linked to increased disease risks, such as cancer, enabling genome-based diagnostics and personalized therapeutic strategies. Human genomics research focuses on developing precise therapies to enhance public health and address rare genetic disorders, including Spinal muscular atrophy, Duchenne muscular dystrophy, Parkinson's disease, and Huntington's disease. Cutting-edge gene-editing tools like CRISPR allow precise and targeted modifications with minimal side effects, improving treatment efficacy. By examining the interplay of genetic factors in health and disease, genomics lays the foundation for personalized medicine. This review highlights the impact of genomics on public health and its potential to reshape healthcare through innovative treatment strategies.

基因组学正在彻底改变医学科学,为医学的未来提供变革的潜力。全基因组测序的进展加深了我们对基因组结构和功能的认识,为基因组医学的发展铺平了道路。人类基因组计划在确定与癌症等疾病风险增加有关的基因变异、实现基于基因组的诊断和个性化治疗策略方面发挥了重要作用。人类基因组学研究的重点是开发精确的治疗方法,以加强公共卫生和解决罕见的遗传疾病,包括脊髓性肌萎缩症、杜氏肌营养不良症、帕金森病和亨廷顿病。像CRISPR这样的尖端基因编辑工具可以在副作用最小的情况下进行精确和有针对性的修改,从而提高治疗效果。通过研究健康和疾病中遗传因素的相互作用,基因组学为个性化医疗奠定了基础。这篇综述强调了基因组学对公共卫生的影响及其通过创新治疗策略重塑医疗保健的潜力。
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引用次数: 0
APM-Related gene signature model to predict prognosis and immunotherapy response in hepatocellular carcinoma. apm相关基因标记模型预测肝细胞癌的预后和免疫治疗反应。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-07-01 Epub Date: 2025-05-27 DOI: 10.1007/s00439-025-02753-x
Shangdi Zhang, Kewei Du, Shan Gao, Zejing Liu, Linmei Chen, Xue Wu, Linjing Li

Hepatocellular carcinoma (HCC) is a primary liver malignancy with a dismal prognosis. This study established and validated a prognostic model based on antigen-processing and presenting machinery (APM)-related genes through Mendelian randomization and publicly available datasets. Systematic analysis revealed CXCL5, SGPP2, and GLP1R as critical prognostic biomarkers, which were subsequently integrated into a risk model. The model demonstrated significant associations with pathways linked to bile acid, fatty acid, and amino acid metabolism, alongside variations in immune cell infiltration and genomic mutations, including TTN, TP53, and MUC16. Patient stratification into high- and low-risk groups indicated that low-risk individuals exhibited reduced immune infiltration, potentially correlating with enhanced immunotherapy sensitivity. These findings offer a robust gene signature for HCC prognosis and a framework for evaluating responses to immunotherapy.

肝细胞癌(HCC)是一种预后不良的原发性肝脏恶性肿瘤。本研究通过孟德尔随机化和公开数据集建立并验证了基于抗原加工和呈递机制(APM)相关基因的预后模型。系统分析显示CXCL5、SGPP2和GLP1R是关键的预后生物标志物,随后将其整合到风险模型中。该模型显示了与胆汁酸、脂肪酸和氨基酸代谢相关的途径的显著相关性,以及免疫细胞浸润和基因组突变的变化,包括TTN、TP53和MUC16。将患者分为高风险和低风险组表明,低风险个体表现出免疫浸润减少,这可能与增强的免疫治疗敏感性相关。这些发现为HCC预后提供了强有力的基因标记,并为评估免疫治疗反应提供了框架。
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引用次数: 0
Is cross-border transfer of China's human genetic data an impossible mission? 中国人类基因数据的跨境转移是不可能完成的任务吗?
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-07-01 Epub Date: 2025-06-09 DOI: 10.1007/s00439-025-02756-8
Jiajv Chen, Wei Li

Cross-border transfer of human genetic data is a crucial prerequisite for sharing such data globally. However, given the unique nature of human genetic data, this aspiration may not be easily realized. China, a country rich in biological resources, possesses a vast wealth of human genetic data. However, due to China's domestic laws and policies, human genetic data is considered both personal information, subject to regulations like the Personal Information Protection Law, and human genetic resources, governed by the Regulations on Management of Human Genetic Resources. This dual nature necessitates a double security review of human genetic data for cross-border transfer, rendering cross-border transfer of China's human genetic data a seemingly impossible mission. However, in recent years, China has refined its security review rules for cross-border data transfer to increase transparency and, in practice, has eased review criteria, issuing numerous administrative licenses. Such a shift of stance is not fortuitous but rather a planned and purposeful reflection of China's top-level design to promote self-reliance and self-improvement in science and technology, as well as its strategic goal of joining international digital economy organizations.

人类基因数据的跨境转移是全球共享此类数据的关键先决条件。然而,鉴于人类基因数据的独特性,这一愿望可能不容易实现。中国是一个生物资源丰富的国家,拥有大量的人类基因数据。然而,由于中国国内的法律和政策,人类遗传数据既被视为个人信息,受《个人信息保护法》等法规的约束,又被视为人类遗传资源,受《人类遗传资源管理条例》的约束。这种双重性质需要对跨境转移的人类基因数据进行双重安全审查,使得中国人类基因数据的跨境转移似乎是一项不可能完成的任务。然而,近年来,中国完善了跨境数据传输的安全审查规则,以提高透明度,并在实践中放宽了审查标准,发放了大量行政许可。这种立场的转变不是偶然的,而是有计划、有目的地反映了中国推动科技自主自强的顶层设计,以及加入国际数字经济组织的战略目标。
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引用次数: 0
Whole genome sequencing identifies monogenic disease in 56.1% of families with early-onset steroid-resistant nephrotic syndrome. 全基因组测序确定56.1%的早发性类固醇抵抗性肾病综合征家庭存在单基因疾病。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-07-01 Epub Date: 2025-05-22 DOI: 10.1007/s00439-025-02752-y
Neveen A Soliman, Mohamed A Elmonem, Ahmed F El-Sayed, Eman Ramadan, Ahmed M Badr, Fatma M Atia, Rasha Helmy, May O Amer, Ahmed Abd El-Raouf, Fadya M El-Garhy, Omnia M Abdel-Haseb, Tokka M Hassan, Yasmeen K Farouk, Ahmed El-Hosseiny, Usama Bakry, Asmaa Ali, Sheri Saleeb, Tasnim A Ghanim, Mahynour Albarbary, Ahmed Elmahy, Tarek Elnagdy, Amira Ragheb, Wael A Hassan, Ahmed Moustafa, Khaled Amer

Genetic causes of steroid-resistant-nephrotic-syndrome (SRNS) represent a rapidly growing number of monogenic diseases. The reported diagnostic yield of various studies applying genetic panels and exome-sequencing to diagnose SRNS is usually < 30%. We performed genome-sequencing in a cohort of Egyptian SRNS patients. We recruited 47 SRNS patients belonging to 41 unrelated families [28 males/19 females; median (range): 6 (0.5-22 years)]. We established a pipeline for genome sequencing, bioinformatics analysis, variant curation and protein modeling at the Egypt Center for Research and Regenerative Medicine (ECRRM). Disease-causing variants were detected in 27/47 patients (57.4%) belonging to 23/41 families (56.1%), including nine novel variants in NPHS1, NPHS2, COL4A3, MYO1E, NUP93, PLCE1, PODXL, SMARCAL1 and WT1. Novel variants were confirmed by Sanger sequencing and were segregated in families of affected patients. NPHS2 was the most common causative gene in 8/23 (34.8%) of confirmed families, followed by NPHS1, WT1, and SMARCAL1 in 2/23 families (8.7%) each. All detected missense variants were evaluated through protein modeling and were predicted deleterious. Our study expanded the spectrum of SRNS disease-causing variants and revealed a monogenic cause in 56.1% of investigated families. In our cohort, no deep intronic or regulatory variants were detected by genome-sequencing. Pursuing genetic diagnosis in SRNS patients is crucial to inform clinical decision making, genetic counseling, transplantation strategy and prenatal diagnosis thus improving clinical outcome of affected patients.

激素抵抗肾病综合征(SRNS)的遗传原因代表了数量迅速增长的单基因疾病。应用遗传面板和外显子组测序诊断SRNS的各种研究报告的诊断率通常为
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引用次数: 0
Integrating gene mutation spectra from tumors and the general population with gene expression topological networks to identify novel cancer driver genes. 整合来自肿瘤和普通人群的基因突变谱与基因表达拓扑网络,以识别新的癌症驱动基因。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-07-01 Epub Date: 2025-06-14 DOI: 10.1007/s00439-025-02755-9
Shuangyu Yang, Dan He, Ling Li, Zhiya Lu, Shaoying Li, Tianjun Lan, Feiyi Liu, Huasong Zhang, David N Cooper, Huiying Zhao

Discovering cancer driver genes is critical for improving survival rates. Current methods often overlook the varying functional impacts of mutations. It is necessary to develop a method integrating mutation pathogenicity and gene expression data, enhancing the identification of novel cancer drivers. To predict cancer drivers, we have developed a framework (DGAT-cancer) that integrates the pathogenicity of somatic mutation in tumors and germline variants in the healthy population, with topological networks of gene expression in tumors, and the gene expressions in tumor and paracancerous tissues. This integration overcomes the limitations of current methods that assume a uniform impact of all mutations by leveraging a comprehensive view of mutation function within its biological context. These features were filtered by an unsupervised approach, Laplacian selection, and combined by Hotelling and Box-Cox transformations to score genes. By using gene scores as weights, Gibbs sampling was performed to identify cancer drivers. DGAT-cancer was applied to seven types of cancer cohorts, and achieved the best area under the precision-recall curve (AUPRC ranging from 0.646 to 0.862) compared to five commonly used methods (AUPRC ranging from 0.357 to 0.629). DGAT-cancer has identified 505 cancer drivers. Knockdown of the top ranked gene, EEF1A1 indicated a ~ 41-50% decrease in glioma size and improved the temozolomide sensitivity of glioma cells. By combining heterogeneous genomics and transcriptomics data, DGAT-cancer has significantly improved our ability to detect novel cancer drivers, and is an innovative approach revealing cancer therapeutic targets, thereby advancing the development of more precise and effective cancer treatments.

发现癌症驱动基因对提高生存率至关重要。目前的方法往往忽略了突变对不同功能的影响。有必要开发一种整合突变致病性和基因表达数据的方法,以加强对新型癌症驱动因素的识别。为了预测癌症驱动因素,我们开发了一个框架(DGAT-cancer),该框架整合了肿瘤中体细胞突变和健康人群中种系变异的致病性,肿瘤中基因表达的拓扑网络,以及肿瘤和癌旁组织中的基因表达。这种整合克服了当前方法的局限性,即通过利用突变功能在其生物学背景下的综合观点来假设所有突变的统一影响。这些特征通过一种无监督的方法来过滤,即拉普拉斯选择,并通过Hotelling和Box-Cox转换相结合来对基因进行评分。通过使用基因评分作为权重,吉布斯抽样来确定癌症驱动因素。将DGAT-cancer应用于7种类型的癌症队列,与常用的5种方法(AUPRC为0.357 ~ 0.629)相比,精确召回率曲线下面积(AUPRC为0.646 ~ 0.862)最佳。DGAT-cancer已经确定了505个癌症驱动因素。EEF1A1基因敲除后,胶质瘤的大小减少了约41-50%,胶质瘤细胞对替莫唑胺的敏感性提高。通过结合异质性基因组学和转录组学数据,DGAT-cancer显著提高了我们检测新型癌症驱动因素的能力,是一种揭示癌症治疗靶点的创新方法,从而推动了更精确、更有效的癌症治疗的发展。
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Human Genetics
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