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Human organoids for rapid validation of gene variants linked to cochlear malformations. 用于快速验证与耳蜗畸形相关的基因变异的人类类器官。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-04-01 Epub Date: 2025-01-09 DOI: 10.1007/s00439-024-02723-9
Mohammad Faraz Zafeer, Memoona Ramzan, Duygu Duman, Ahmet Mutlu, Serhat Seyhan, M Tayyar Kalcioglu, Suat Fitoz, Brooke A DeRosa, Shengru Guo, Derek M Dykxhoorn, Mustafa Tekin

Developmental anomalies of the hearing organ, the cochlea, are diagnosed in approximately one-fourth of individuals with congenital. The majority of patients with cochlear malformations remain etiologically undiagnosed due to insufficient knowledge about underlying genes or the inability to make conclusive interpretations of identified genetic variants. We used exome sequencing for the genetic evaluation of hearing loss associated with cochlear malformations in three probands from unrelated families deafness. We subsequently generated monoclonal induced pluripotent stem cell (iPSC) lines, bearing patient-specific knockins and knockouts using CRISPR/Cas9 to assess pathogenicity of candidate variants. We detected FGF3 (p.Arg165Gly) and GREB1L (p.Cys186Arg), variants of uncertain significance in two recognized genes for deafness, and PBXIP1(p.Trp574*) in a candidate gene. Upon differentiation of iPSCs towards inner ear organoids, we observed developmental aberrations in knockout lines compared to their isogenic controls. Patient-specific single nucleotide variants (SNVs) showed similar abnormalities as the knockout lines, functionally supporting their causality in the observed phenotype. Therefore, we present human inner ear organoids as a potential tool to validate the pathogenicity of DNA variants associated with cochlear malformations.

听力器官发育异常,耳蜗,诊断在大约四分之一的人患有先天性。由于对潜在基因的了解不足或无法对已确定的遗传变异作出结论性解释,大多数耳蜗畸形患者在病因学上仍未得到诊断。我们使用外显子组测序对来自无亲缘关系耳聋家庭的三个先证者进行耳蜗畸形相关听力损失的遗传评估。随后,我们产生了单克隆诱导多能干细胞(iPSC)系,使用CRISPR/Cas9来评估候选变体的致病性,这些细胞系携带患者特异性敲除蛋白和敲除蛋白。我们检测到FGF3 (p.a g165gly)和GREB1L (p.Cys186Arg)这两个已知的耳聋基因的不确定意义变异,以及候选基因PBXIP1(p.Trp574*)。在iPSCs向内耳类器官分化后,我们观察到与等基因对照相比,敲除系的发育异常。患者特异性单核苷酸变异(snv)表现出与基因敲除系相似的异常,从功能上支持了它们在观察到的表型中的因果关系。因此,我们提出人类内耳类器官作为一种潜在的工具来验证与耳蜗畸形相关的DNA变异的致病性。
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引用次数: 0
The genetic footprint of the European Roma diaspora: evidence from the Balkans to the Iberian Peninsula. 欧洲罗姆移民的基因足迹:从巴尔干到伊比利亚半岛的证据。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-04-01 Epub Date: 2025-03-17 DOI: 10.1007/s00439-025-02735-z
Giacomo Francesco Ena, Aaron Giménez, Annabel Carballo-Mesa, Petra Lišková, Marcos Araújo Castro E Silva, David Comas

The Roma people have a complex demographic history shaped by their recent dispersal from a South Asian origin into Europe, accompanied by continuous population bottlenecks and gene flow. After settling in the Balkans around 1,000 years ago, the Roma gradually dispersed across Europe, and approximately 500 years ago, they established in the Iberian Peninsula what is now one of the largest Roma populations in Western Europe. Focusing specifically on the Iberian Roma, we conducted the most comprehensive genome-wide analysis of European Roma populations to date. Using allele frequency and haplotype-based methods, we analysed 181 individuals to investigate their genetic diversity, social dynamics, and migration histories at both continental and local scales. Our findings demonstrate significant gene flow from populations encountered during the Roma's dispersal and confirm their South Asian origins. We show that, between the 14th and 19th centuries, the Roma spread westward from the Balkans in various waves, with multiple admixture events. Furthermore, our findings refute previous hypotheses of a North African dispersal route into Iberia and genetic connections to Jewish populations. The Iberian Roma exhibit ten times greater genetic differentiation compared to non-Roma Iberians, indicating significant regional substructure. Additionally, we provide the first genetic evidence of assortative mating within Roma groups, highlighting distinct mating patterns and suggesting a gradual shift towards increased integration with non-Roma individuals. This study significantly enhances our understanding of how demographic history and complex genetic structure have shaped the genetic diversity of Roma populations, while also highlighting the influence of their evolving social dynamics.

罗姆人有一个复杂的人口历史,他们最近从南亚移居到欧洲,伴随着持续的人口瓶颈和基因流动。大约1000年前,罗姆人在巴尔干定居下来,之后逐渐分散到欧洲各地,大约500年前,他们在伊比利亚半岛建立了现在西欧最大的罗姆人聚居区之一。我们特别关注伊比利亚罗姆人,对欧洲罗姆人进行了迄今为止最全面的全基因组分析。利用等位基因频率和基于单倍型的方法,我们分析了181个个体,研究了他们在大陆和地方尺度上的遗传多样性、社会动态和迁移历史。我们的研究结果表明,罗姆人在传播过程中遇到的人群中有显著的基因流动,并证实了他们的南亚起源。我们表明,在14世纪和19世纪之间,罗姆人从巴尔干半岛向西传播,经历了多次混合事件。此外,我们的研究结果驳斥了之前关于北非人进入伊比利亚半岛的传播路线以及与犹太人口的遗传联系的假设。伊比利亚罗姆人表现出比非罗姆伊比利亚人高10倍的遗传分化,表明显著的区域亚结构。此外,我们提供了罗姆人群体内分类交配的第一个遗传证据,突出了不同的交配模式,并表明逐渐转向与非罗姆人的融合。这项研究大大增强了我们对人口历史和复杂遗传结构如何塑造罗姆人口遗传多样性的理解,同时也突出了他们不断发展的社会动态的影响。
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引用次数: 0
Global dysregulation of circular RNAs in frontal cortex and whole blood from DM1 and DM2. 额叶皮质和全血中DM1和DM2环状rna的全局失调。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-04-01 Epub Date: 2025-02-04 DOI: 10.1007/s00439-025-02729-x
Arvind Srinivasan, Dorota Magner, Piotr Kozłowski, Anna Philips, Arkadiusz Kajdasz, Paweł Wojciechowski, Marzena Wojciechowska

Myotonic dystrophy type 1 (DM1) and type 2 (DM2) are autosomal dominant neuromuscular disorders associated with expansions of microsatellites, respectively, in DMPK and CNBP. Their pathogenesis is linked to the global aberrant alternative splicing (AAS) of many genes and marks mostly muscular and neuronal tissues, while blood is the least affected. Recent data in DM1 skeletal muscles indicated that abnormalities in RNA metabolism also include global upregulation of circular RNAs (circRNAs). CircRNAs are a heterogeneous group considered splicing errors and by-products of canonical splicing. To elucidate whether circRNA dysregulation is an inherent feature of the myotonic environment, we perform their analysis in the frontal cortex and whole blood of DM1 and DM2 patients. We find a global elevation of circRNAs in both tissues, and its magnitude is neither correlated with the differences in their parental gene expression nor is associated with AAS published earlier. Aberrantly spliced cassette exons of linear transcripts affected in DM1 and DM2 are not among the circularized exons, which unique genomic features prerequisite back-splicing. However, the blueprint of the AAS of linear RNAs is found in a variety of circRNA isoforms. The heterogeneity of circRNAs also originates from the utilization of exonic and intronic cryptic donors/acceptors in back splice junctions, and intron-containing circRNAs are more characteristic of the blood. Overall, this study reveals circRNA dysregulation in various tissues from DM1 and DM2; however, their levels do not correlate with the AAS in linear RNAs, suggesting a potential independent regulatory mechanism underlying circRNA upregulation in myotonic dystrophy.

1型肌强直性营养不良(DM1)和2型(DM2)分别是常染色体显性神经肌肉疾病,与DMPK和CNBP的微卫星扩增有关。它们的发病机制与许多基因的全局异常选择性剪接(AAS)有关,主要标志着肌肉和神经组织,而血液受影响最小。DM1骨骼肌的最新数据表明,RNA代谢异常还包括环状RNA (circRNAs)的全局上调。环状rna是一个异质组,被认为是剪接错误和规范剪接的副产物。为了阐明circRNA失调是否是肌强直环境的固有特征,我们在DM1和DM2患者的额叶皮层和全血中进行了分析。我们发现两种组织中环状rna的整体升高,其幅度与亲本基因表达的差异无关,也与先前发表的AAS无关。在DM1和DM2中受影响的线性转录本的异常剪接的盒式外显子不在环状外显子中,而环状外显子具有独特的基因组特征,先决条件是反向剪接。然而,线性rna的AAS蓝图存在于各种circRNA亚型中。环状rna的异质性还源于后剪接中外显子和内含子的隐供体/受体的使用,含内含子的环状rna更具有血液的特征。总的来说,这项研究揭示了DM1和DM2在各种组织中的circRNA失调;然而,它们的水平与线性rna中的AAS无关,这表明在肌强直性营养不良中circRNA上调的潜在独立调节机制。
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引用次数: 0
Conventional and genetic association between migraine and stroke with druggable genome-wide Mendelian randomization. 偏头痛和中风与可用药全基因组孟德尔随机化之间的传统和遗传关联。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-04-01 Epub Date: 2025-01-22 DOI: 10.1007/s00439-024-02725-7
Xiaoyu Wang, Wendu Pang, Xin Hu, Tao Shu, Yaxin Luo, Junhong Li, Lan Feng, Ke Qiu, Yufang Rao, Yao Song, Minzi Mao, Yuyang Zhang, Jianjun Ren, Yu Zhao

The genetic relationship between migraine and stroke remains underexplored, particularly in the context of druggable targets. Previous studies have been limited by small sample sizes and a lack of focus on genetic-targeted therapies for these conditions. We analyzed the association and causality between migraine and stroke using multivariable logistic regression in the UK Biobank cohort and Mendelian randomization (MR) analyses based on genome-wide association study (GWAS) data. Integrating expression quantitative trait loci (eQTLs) data from blood and brain regions, we explored the phenotypic and genetic links between migraine medications, drug target, and stroke. Additionally, we explored novel druggable genes for migraine and evaluated their effects on migraine signaling molecules and stroke risk. Migraine was significantly associated with stroke, particularly ischemic stroke (IS) and intracerebral hemorrhage (ICH), with MR analysis confirming a causal link to ICH. HTR1A emerged as a potential link between antidepressants (preventive medications for migraine) and stroke. We identified 17 migraine-related druggable genes, with 5 genes (HMGCR, TGFB1, TGFB3, KCNK5, IMPDH2) associated with nine existing drugs. Further MR analysis identified correlation of CELSR3 and IMPDH2 with cGMP pathway marker PRKG1, and identified KCNK5, PLXNB1, and MDK as novel migraine-associated druggable genes significantly linked to the stroke risks. These findings established the phenotypic and genetic link between migraine, its medication and stroke, identifying potential targets for single and dual-purpose therapies for migraine and stoke, and emphasized the need for further research to validate these associations.

偏头痛和中风之间的遗传关系仍未得到充分探讨,特别是在可药物靶点的背景下。以前的研究受到样本量小和缺乏对这些疾病的基因靶向治疗的关注的限制。我们在英国生物银行队列中使用多变量逻辑回归分析偏头痛和中风之间的关联和因果关系,并基于全基因组关联研究(GWAS)数据进行孟德尔随机化(MR)分析。整合来自血液和大脑区域的表达数量性状位点(eqtl)数据,我们探索了偏头痛药物、药物靶点和中风之间的表型和遗传联系。此外,我们探索了新的偏头痛药物基因,并评估了它们对偏头痛信号分子和中风风险的影响。偏头痛与中风,特别是缺血性中风(IS)和脑出血(ICH)显著相关,磁共振分析证实了与ICH的因果关系。HTR1A被认为是抗抑郁药(偏头痛的预防药物)和中风之间的潜在联系。我们鉴定了17个偏头痛相关的可药物基因,其中5个基因(HMGCR、TGFB1、TGFB3、KCNK5、IMPDH2)与9种现有药物相关。进一步的MR分析发现CELSR3和IMPDH2与cGMP通路标记物PRKG1相关,并发现KCNK5、PLXNB1和MDK是与卒中风险显著相关的新型偏头痛相关药物基因。这些发现建立了偏头痛及其药物与中风之间的表型和遗传联系,确定了偏头痛和中风的单一和双重目的治疗的潜在靶点,并强调需要进一步研究来验证这些关联。
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引用次数: 0
Healthcare professionals' perspectives on and experiences with non-invasive prenatal testing: a systematic review. 医疗保健专业人员对非侵入性产前检查的看法和经验:系统回顾。
IF 3.6 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-04-01 Epub Date: 2025-04-09 DOI: 10.1007/s00439-025-02736-y
Chanelle Warton, Danya F Vears

Background: The increasing integration of non-invasive prenatal testing (NIPT) into antenatal practice and public healthcare systems globally raises both significant challenges in standardising service delivery and important ethical questions around routinisation and reproductive autonomy. This systematic review aims to synthesise existing primary empirical research on healthcare professionals' views on and experiences with NIPT.

Methods: A systematic search was conducted across four major databases in September 2023 and repeated in December 2024. Studies that reported findings from primary empirical research, including quantitative, qualitative and mixed methods research were included.

Results: Searches returned 65 eligible articles, spanning 38 countries and 1 special administrative region and at least 12 professions. Views on who NIPT should have access to and which conditions should be screened for were influenced by perceived clinical utility. While healthcare professionals acknowledged NIPT as beneficial for supporting reproductive autonomy, concerns were raised about the amount and complexity of information to be conveyed during prenatal counseling and potential pressure to test. Cost was also identified as a significant barrier. Challenges reported during post-test counseling included communicating test failures and gaining information from laboratories. Views on the implications of NIPT for decision-making around abortion and for people with disabilities varied.

Conclusions: Healthcare professionals play a critical role in facilitating the access to and decisions by pregnant people around prenatal genetic testing. Addressing barriers in clinical practice and increasing consistency across and access to clinical guidelines and education resources may support healthcare professionals in supporting reproductive autonomy.

背景:在全球范围内,无创产前检测(NIPT)越来越多地融入产前实践和公共卫生系统,这既对服务提供的标准化提出了重大挑战,也对常规化和生殖自主提出了重要的伦理问题。本系统回顾的目的是综合现有的主要实证研究的医疗专业人员对NIPT的看法和经验。方法:于2023年9月和2024年12月对4个主要数据库进行系统检索。报告初步实证研究结果的研究,包括定量、定性和混合方法研究。结果:搜索返回65篇符合条件的文章,涵盖38个国家和1个特别行政区,以及至少12个行业。关于NIPT应该接触谁以及应该筛查哪些条件的观点受到临床效用的影响。虽然医疗保健专业人员承认NIPT有利于支持生殖自主,但人们对产前咨询期间要传达的信息的数量和复杂性以及测试的潜在压力提出了担忧。成本也被认为是一个重大障碍。在测试后咨询中报告的挑战包括沟通测试失败和从实验室获取信息。关于NIPT对堕胎决策和残疾人决策的影响的看法各不相同。结论:卫生保健专业人员在促进孕妇获得产前基因检测和做出产前基因检测决定方面发挥着关键作用。解决临床实践中的障碍,提高临床指南和教育资源的一致性和可及性,可能有助于医疗保健专业人员支持生殖自主。
{"title":"Healthcare professionals' perspectives on and experiences with non-invasive prenatal testing: a systematic review.","authors":"Chanelle Warton, Danya F Vears","doi":"10.1007/s00439-025-02736-y","DOIUrl":"10.1007/s00439-025-02736-y","url":null,"abstract":"<p><strong>Background: </strong>The increasing integration of non-invasive prenatal testing (NIPT) into antenatal practice and public healthcare systems globally raises both significant challenges in standardising service delivery and important ethical questions around routinisation and reproductive autonomy. This systematic review aims to synthesise existing primary empirical research on healthcare professionals' views on and experiences with NIPT.</p><p><strong>Methods: </strong>A systematic search was conducted across four major databases in September 2023 and repeated in December 2024. Studies that reported findings from primary empirical research, including quantitative, qualitative and mixed methods research were included.</p><p><strong>Results: </strong>Searches returned 65 eligible articles, spanning 38 countries and 1 special administrative region and at least 12 professions. Views on who NIPT should have access to and which conditions should be screened for were influenced by perceived clinical utility. While healthcare professionals acknowledged NIPT as beneficial for supporting reproductive autonomy, concerns were raised about the amount and complexity of information to be conveyed during prenatal counseling and potential pressure to test. Cost was also identified as a significant barrier. Challenges reported during post-test counseling included communicating test failures and gaining information from laboratories. Views on the implications of NIPT for decision-making around abortion and for people with disabilities varied.</p><p><strong>Conclusions: </strong>Healthcare professionals play a critical role in facilitating the access to and decisions by pregnant people around prenatal genetic testing. Addressing barriers in clinical practice and increasing consistency across and access to clinical guidelines and education resources may support healthcare professionals in supporting reproductive autonomy.</p>","PeriodicalId":13175,"journal":{"name":"Human Genetics","volume":"144 4","pages":"343-374"},"PeriodicalIF":3.6,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12003526/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143999424","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
QAFI: a novel method for quantitative estimation of missense variant impact using protein-specific predictors and ensemble learning. QAFI:一种利用蛋白质特异性预测因子和集合学习定量估计错义变体影响的新方法。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-03-01 Epub Date: 2024-07-24 DOI: 10.1007/s00439-024-02692-z
Selen Ozkan, Natàlia Padilla, Xavier de la Cruz

Next-generation sequencing (NGS) has revolutionized genetic diagnostics, yet its application in precision medicine remains incomplete, despite significant advances in computational tools for variant annotation. Many variants remain unannotated, and existing tools often fail to accurately predict the range of impacts that variants have on protein function. This limitation restricts their utility in relevant applications such as predicting disease severity and onset age. In response to these challenges, a new generation of computational models is emerging, aimed at producing quantitative predictions of genetic variant impacts. However, the field is still in its early stages, and several issues need to be addressed, including improved performance and better interpretability. This study introduces QAFI, a novel methodology that integrates protein-specific regression models within an ensemble learning framework, utilizing conservation-based and structure-related features derived from AlphaFold models. Our findings indicate that QAFI significantly enhances the accuracy of quantitative predictions across various proteins. The approach has been rigorously validated through its application in the CAGI6 contest, focusing on ARSA protein variants, and further tested on a comprehensive set of clinically labeled variants, demonstrating its generalizability and robust predictive power. The straightforward nature of our models may also contribute to better interpretability of the results.

下一代测序(NGS)为基因诊断带来了革命性的变化,然而,尽管用于变异注释的计算工具取得了重大进展,但其在精准医疗中的应用仍不全面。许多变异体仍未被注释,现有工具往往无法准确预测变异体对蛋白质功能的影响范围。这种局限性限制了它们在预测疾病严重程度和发病年龄等相关应用中的实用性。为了应对这些挑战,新一代计算模型正在出现,旨在对遗传变异的影响进行定量预测。然而,这一领域仍处于早期阶段,有几个问题需要解决,包括提高性能和更好的可解释性。本研究介绍了 QAFI,这是一种在集合学习框架内整合蛋白质特异性回归模型的新方法,利用了从 AlphaFold 模型中提取的基于保护和结构相关的特征。我们的研究结果表明,QAFI 能显著提高各种蛋白质定量预测的准确性。通过在 CAGI6 竞赛中的应用,我们对该方法进行了严格验证,重点关注 ARSA 蛋白变异,并在一组全面的临床标记变异上进行了进一步测试,证明了该方法的通用性和强大的预测能力。我们的模型简单明了,也有助于更好地解释结果。
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引用次数: 0
Assessing predictions on fitness effects of missense variants in HMBS in CAGI6. 评估 CAGI6 中 HMBS 的错义变异对健康影响的预测。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-03-01 Epub Date: 2024-08-07 DOI: 10.1007/s00439-024-02680-3
Jing Zhang, Lisa Kinch, Panagiotis Katsonis, Olivier Lichtarge, Milind Jagota, Yun S Song, Yuanfei Sun, Yang Shen, Nurdan Kuru, Onur Dereli, Ogun Adebali, Muttaqi Ahmad Alladin, Debnath Pal, Emidio Capriotti, Maria Paola Turina, Castrense Savojardo, Pier Luigi Martelli, Giulia Babbi, Rita Casadio, Fabrizio Pucci, Marianne Rooman, Gabriel Cia, Matsvei Tsishyn, Alexey Strokach, Zhiqiang Hu, Warren van Loggerenberg, Frederick P Roth, Predrag Radivojac, Steven E Brenner, Qian Cong, Nick V Grishin

This paper presents an evaluation of predictions submitted for the "HMBS" challenge, a component of the sixth round of the Critical Assessment of Genome Interpretation held in 2021. The challenge required participants to predict the effects of missense variants of the human HMBS gene on yeast growth. The HMBS enzyme, critical for the biosynthesis of heme in eukaryotic cells, is highly conserved among eukaryotes. Despite the application of a variety of algorithms and methods, the performance of predictors was relatively similar, with Kendall's tau correlation coefficients between predictions and experimental scores around 0.3 for a majority of submissions. Notably, the median correlation (≥ 0.34) observed among these predictors, especially the top predictions from different groups, was greater than the correlation observed between their predictions and the actual experimental results. Most predictors were moderately successful in distinguishing between deleterious and benign variants, as evidenced by an area under the receiver operating characteristic (ROC) curve (AUC) of approximately 0.7 respectively. Compared with the recent two rounds of CAGI competitions, we noticed more predictors outperformed the baseline predictor, which is solely based on the amino acid frequencies. Nevertheless, the overall accuracy of predictions is still far short of positive control, which is derived from experimental scores, indicating the necessity for considerable improvements in the field. The most inaccurately predicted variants in this round were associated with the insertion loop, which is absent in many orthologs, suggesting the predictors still heavily rely on the information from multiple sequence alignment.

本文介绍了对 "HMBS "挑战赛所提交预测的评估,该挑战赛是 2021 年举行的第六轮基因组解读关键评估的一个组成部分。这项挑战要求参赛者预测人类 HMBS 基因的错义变体对酵母生长的影响。HMBS 酶对真核细胞中血红素的生物合成至关重要,在真核生物中高度保守。尽管采用了多种算法和方法,但预测结果的性能相对相似,大多数提交的预测结果和实验得分之间的 Kendall's tau 相关系数都在 0.3 左右。值得注意的是,在这些预测器之间观察到的相关性中值(≥ 0.34),尤其是来自不同组别的顶级预测器,比它们的预测与实际实验结果之间观察到的相关性更大。大多数预测因子在区分有害变异体和良性变异体方面取得了中等程度的成功,接收者操作特征曲线(ROC)下面积(AUC)约为 0.7。与最近两轮 CAGI 竞赛相比,我们注意到有更多的预测结果优于仅基于氨基酸频率的基线预测结果。尽管如此,预测的总体准确率仍远低于根据实验分数得出的正向对照,这表明该领域仍有很大的改进空间。本轮预测最不准确的变体与插入环有关,而许多直向同源物中都不存在插入环,这表明预测器仍然严重依赖多序列比对的信息。
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引用次数: 0
CAGI6 ID panel challenge: assessment of phenotype and variant predictions in 415 children with neurodevelopmental disorders (NDDs). CAGI6 ID小组挑战:评估415名神经发育障碍(ndd)儿童的表型和变异预测。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-03-01 Epub Date: 2025-01-09 DOI: 10.1007/s00439-024-02722-w
Maria Cristina Aspromonte, Alessio Del Conte, Shaowen Zhu, Wuwei Tan, Yang Shen, Yexian Zhang, Qi Li, Maggie Haitian Wang, Giulia Babbi, Samuele Bovo, Pier Luigi Martelli, Rita Casadio, Azza Althagafi, Sumyyah Toonsi, Maxat Kulmanov, Robert Hoehndorf, Panagiotis Katsonis, Amanda Williams, Olivier Lichtarge, Su Xian, Wesley Surento, Vikas Pejaver, Sean D Mooney, Uma Sunderam, Rajgopal Srinivasan, Alessandra Murgia, Damiano Piovesan, Silvio C E Tosatto, Emanuela Leonardi

The Genetics of Neurodevelopmental Disorders Lab in Padua provided a new intellectual disability (ID) Panel challenge for computational methods to predict patient phenotypes and their causal variants in the context of the Critical Assessment of the Genome Interpretation, 6th edition (CAGI6). Eight research teams submitted a total of 30 models to predict phenotypes based on the sequences of 74 genes (VCF format) in 415 pediatric patients affected by Neurodevelopmental Disorders (NDDs). NDDs are clinically and genetically heterogeneous conditions, with onset in infant age. Here, we assess the ability and accuracy of computational methods to predict comorbid phenotypes based on clinical features described in each patient and their causal variants. We also evaluated predictions for possible genetic causes in patients without a clear genetic diagnosis. Like the previous ID Panel challenge in CAGI5, seven clinical features (ID, ASD, ataxia, epilepsy, microcephaly, macrocephaly, hypotonia), and variants (Pathogenic/Likely Pathogenic, Variants of Uncertain Significance and Risk Factors) were provided. The phenotypic traits and variant data of 150 patients from the CAGI5 ID Panel Challenge were provided as training set for predictors. The CAGI6 challenge confirms CAGI5 results that predicting phenotypes from gene panel data is highly challenging, with AUC values close to random, and no method able to predict relevant variants with both high accuracy and precision. However, a significant improvement is noted for the best method, with recall increasing from 66% to 82%. Several groups also successfully predicted difficult-to-detect variants, emphasizing the importance of variants initially excluded by the Padua NDD Lab.

帕多瓦的神经发育障碍遗传学实验室提供了一个新的智力残疾(ID)小组挑战,用于在基因组解释的关键评估,第6版(CAGI6)的背景下预测患者表型及其因果变异的计算方法。8个研究团队共提交了30个模型,基于415名神经发育障碍(ndd)患儿的74个基因序列(VCF格式)预测表型。ndd是临床上和遗传上的异质性疾病,在婴儿时期发病。在这里,我们评估了计算方法的能力和准确性,以预测共病表型为基础的临床特征描述在每个病人和他们的因果变异。我们还评估了对没有明确遗传诊断的患者可能的遗传原因的预测。与CAGI5中之前的ID Panel挑战一样,提供了7个临床特征(ID、ASD、共济失调、癫痫、小头畸形、大头畸形、张力低下)和变异(致病/可能致病、不确定意义变异和危险因素)。来自CAGI5 ID Panel Challenge的150名患者的表型性状和变异数据被提供作为预测者的训练集。CAGI6的挑战证实了CAGI5的结果,即从基因面板数据预测表型是极具挑战性的,AUC值接近随机,没有一种方法能够同时高精度地预测相关变异。然而,最好的方法有一个显著的改进,召回率从66%增加到82%。几个小组也成功地预测了难以检测的变异,强调了帕多瓦NDD实验室最初排除的变异的重要性。
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引用次数: 0
Assessing the predicted impact of single amino acid substitutions in MAPK proteins for CAGI6 challenges. 评估单氨基酸取代MAPK蛋白对cag6挑战的预测影响。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-03-01 Epub Date: 2025-02-20 DOI: 10.1007/s00439-024-02724-8
Paola Turina, Maria Petrosino, Carlos A Enriquez Sandoval, Leonore Novak, Alessandra Pasquo, Emil Alexov, Muttaqi Ahmad Alladin, David B Ascher, Giulia Babbi, Constantina Bakolitsa, Rita Casadio, Jianlin Cheng, Piero Fariselli, Lukas Folkman, Akash Kamandula, Panagiotis Katsonis, Minghui Li, Dong Li, Olivier Lichtarge, Sajid Mahmud, Pier Luigi Martelli, Debnath Pal, Shailesh Kumar Panday, Douglas E V Pires, Stephanie Portelli, Fabrizio Pucci, Carlos H M Rodrigues, Marianne Rooman, Castrense Savojardo, Martin Schwersensky, Yang Shen, Alexey V Strokach, Yuanfei Sun, Junwoo Woo, Predrag Radivojac, Steven E Brenner, Roberta Chiaraluce, Valerio Consalvi, Emidio Capriotti

New thermodynamic and functional studies have been recently conducted to evaluate the impact of amino acid substitutions on the Mitogen Activated Protein Kinases 1 and 3 (MAPK1/3). The Critical Assessment of Genome Interpretation (CAGI) data provider, at Sapienza University of Rome, measured the unfolding free energy and the enzymatic activity of a set of variants (MAPK challenge dataset). Thermodynamic measurements for the denaturant-induced equilibrium unfolding of the phosphorylated and unphosphorylated forms of the MAPKs were obtained by monitoring the far-UV circular dichroism and intrinsic fluorescence changes as a function of denaturant concentration. These values have been used to calculate the change in unfolding free energy between the variant and wild-type proteins at zero concentration of denaturant ( Δ Δ G H 2 O ). The enzymatic activity of the phosphorylated MAPKs variants was also measured using Chelation-Enhanced Fluorescence to monitor the phosphorylation of a peptide substrate. The MAPK challenge dataset, composed of a total of 23 single amino acid substitutions (11 and 12 for MAPK1 and MAPK3, respectively), was used to assess the effectiveness of the computational methods in predicting the Δ Δ G H 2 O values, associated with the variants, and categorize them as destabilizing and not destabilizing. The data on the enzymatic activity of the MAPKs mutants were used to assess the performance of the methods for predicting the functional impact of the variants. For the sixth edition of CAGI, thirteen independent research groups from four continents (Asia, Australia, Europe and North America) submitted > 80 sets of predictions, obtained from different approaches. In this manuscript, we summarized the results of our assessment to highlight the possible limitations of the available algorithms.

最近进行了新的热力学和功能研究,以评估氨基酸取代对有丝分裂原活化蛋白激酶1和3 (MAPK1/3)的影响。罗马Sapienza大学的基因组解释关键评估(CAGI)数据提供商测量了一组变体(MAPK挑战数据集)的展开自由能和酶活性。通过监测远紫外圆二色性和作为变性剂浓度函数的固有荧光变化,获得了变性剂诱导的磷酸化和未磷酸化形式的MAPKs平衡展开的热力学测量。这些值被用来计算在零浓度变性剂(Δ Δ gh2o)下变异蛋白和野生型蛋白之间展开自由能的变化。磷酸化的MAPKs变体的酶活性也使用螯合增强荧光来监测肽底物的磷酸化。MAPK挑战数据集由23个单氨基酸取代组成(MAPK1和MAPK3分别为11个和12个),用于评估计算方法在预测与变异相关的Δ Δ h2o值方面的有效性,并将其分类为不稳定和不稳定。MAPKs突变体的酶活性数据被用来评估预测变异功能影响的方法的性能。在第六届全球气候预测大会上,来自四大洲(亚洲、澳大利亚、欧洲和北美)的13个独立研究小组提交了80套预测,这些预测来自不同的方法。在本文中,我们总结了我们的评估结果,以突出现有算法可能存在的局限性。
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引用次数: 0
Critical assessment of missense variant effect predictors on disease-relevant variant data. 错义变异效应预测因子对疾病相关变异数据的关键评估。
IF 3.8 2区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2025-03-01 Epub Date: 2025-03-21 DOI: 10.1007/s00439-025-02732-2
Ruchir Rastogi, Ryan Chung, Sindy Li, Chang Li, Kyoungyeul Lee, Junwoo Woo, Dong-Wook Kim, Changwon Keum, Giulia Babbi, Pier Luigi Martelli, Castrense Savojardo, Rita Casadio, Kirsley Chennen, Thomas Weber, Olivier Poch, François Ancien, Gabriel Cia, Fabrizio Pucci, Daniele Raimondi, Wim Vranken, Marianne Rooman, Céline Marquet, Tobias Olenyi, Burkhard Rost, Gaia Andreoletti, Akash Kamandula, Yisu Peng, Constantina Bakolitsa, Matthew Mort, David N Cooper, Timothy Bergquist, Vikas Pejaver, Xiaoming Liu, Predrag Radivojac, Steven E Brenner, Nilah M Ioannidis

Regular, systematic, and independent assessments of computational tools that are used to predict the pathogenicity of missense variants are necessary to evaluate their clinical and research utility and guide future improvements. The Critical Assessment of Genome Interpretation (CAGI) conducts the ongoing Annotate-All-Missense (Missense Marathon) challenge, in which missense variant effect predictors (also called variant impact predictors) are evaluated on missense variants added to disease-relevant databases following the prediction submission deadline. Here we assess predictors submitted to the CAGI 6 Annotate-All-Missense challenge, predictors commonly used in clinical genetics, and recently developed deep learning methods. We examine performance across a range of settings relevant for clinical and research applications, focusing on different subsets of the evaluation data as well as high-specificity and high-sensitivity regimes. Our evaluations reveal notable advances in current methods relative to older, well-cited tools in the field. While meta-predictors tend to outperform their constituent individual predictors, several newer individual predictors perform comparably to commonly used meta-predictors. Predictor performance varies between high-specificity and high-sensitivity regimes, highlighting that different methods may be optimal for different use cases. We also characterize two potential sources of bias. Predictors that incorporate allele frequency as a predictive feature tend to have reduced performance when distinguishing pathogenic variants from very rare benign variants, and predictors trained on pathogenicity labels from curated variant databases often inherit gene-level label imbalances. Our findings help illuminate the clinical and research utility of modern missense variant effect predictors and identify potential areas for future development.

对用于预测错义变异致病性的计算工具进行定期、系统和独立的评估,对于评估其临床和研究效用并指导未来的改进是必要的。基因组解释的关键评估(CAGI)进行了正在进行的注释-全错义(错义马拉松)挑战,其中错义变异效应预测因子(也称为变异影响预测因子)是在预测提交截止日期后添加到疾病相关数据库中的错义变异进行评估的。在这里,我们评估了提交给CAGI 6 Annotate-All-Missense挑战的预测因子,临床遗传学中常用的预测因子,以及最近开发的深度学习方法。我们在一系列与临床和研究应用相关的设置中检查性能,重点关注评估数据的不同子集以及高特异性和高灵敏度制度。我们的评估揭示了当前方法相对于该领域中较老的、被广泛引用的工具的显著进步。虽然元预测因子往往优于其组成的个体预测因子,但一些较新的个体预测因子的表现与常用的元预测因子相当。预测器的性能在高特异性和高灵敏度制度之间有所不同,强调不同的方法可能适合不同的用例。我们还描述了两种潜在的偏见来源。将等位基因频率作为预测特征的预测器在区分致病性变异和非常罕见的良性变异时往往表现不佳,而根据来自精心设计的变异数据库的致病性标签进行训练的预测器通常继承基因水平的标签不平衡。我们的发现有助于阐明现代错义变异效应预测因子的临床和研究效用,并确定未来发展的潜在领域。
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引用次数: 0
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Human Genetics
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