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The Utah NeoSeq Project: a collaborative multidisciplinary program to facilitate genomic diagnostics in the neonatal intensive care unit. 犹他州NeoSeq项目:一个多学科合作项目,以促进新生儿重症监护病房的基因组诊断。
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-03-23 DOI: 10.1038/s41525-025-00483-7
Sabrina Malone Jenkins, Rachel N Palmquist, Barry Moore, Steven E Boyden, Thomas J Nicholas, Pinar Bayrak-Toydemir, Rong Mao, J Andrew R Farrell, Carson H Holt, Shawn G Rynearson, Chelsea M Solorzano, Alistair Ward, D Hunter Best, Najla Al-Sweel, Dawn L Bentley, Luca Brunelli, Clement Y Chow, Devin W Close, Michael J Cormier, Malia J Deshotel, Jacob Durtschi, Erik J Eide, Luaiva Floyd, Eric K Fredrickson, Makenzie L Fulmer, Edgar J Hernandez, Ashley L Kapron, Mary Anne Karren, Robert G Lewis, Christine E Miller, L Charles Murtaugh, Kelsey E Nicholson, Katherine Noble, Brendan D O'Fallon, John M O'Shea, David C Pattison, Brent S Pedersen, Brandy J Petersen, Bennet D Peterson, Lucilla Pizzo, Hayley M Reynolds, Paul Rindler, Carrie B Torr, Ting Wen, H Joseph Yost, Jian Zhao, Mark Yandell, Gabor T Marth, Aaron R Quinlan, John C Carey, Brian J Shayota, Martin Tristani-Firouzi, Joshua L Bonkowsky

Rapid genomic diagnostics in the Neonatal Intensive Care Unit represents a paradigm shift in medicine with increasing evidence of the utility of early diagnosis, impacting management. The goal of the Utah NeoSeq Project was to implement and evaluate a multidisciplinary and longitudinal rapid sequencing program while transitioning to CLIA-certified sequencing. Enrollment of 65 infants resulted in 26 (40%) with a diagnostic variant(s) and 7 (11%) harboring a strong candidate. This includes re-analyses resulting in four additional diagnoses. Parental surveys indicated that 7% (4/59) of parents had a decisional conflict after consent, and 3% (2/59) experienced decisional regret after the results. Fifty-two provider surveys were conducted. Seventy-nine percent (41/52) of results and 86% (19/22) of diagnostic results were "very useful" or "useful" and associated with management changes. The NeoSeq Project demonstrates that a multidisciplinary collaborative approach to diagnosis is feasible. We have developed a generalizable, collaborative protocol that addresses the need for expedited genetic evaluation with emerging technologies.

新生儿重症监护病房的快速基因组诊断代表了医学范式的转变,越来越多的证据表明早期诊断的效用,影响管理。犹他州NeoSeq项目的目标是实施和评估一个多学科和纵向快速测序项目,同时过渡到clia认证的测序。纳入的65名婴儿中,26名(40%)患有诊断变异,7名(11%)具有强候选。这包括重新分析导致4个额外的诊断。家长调查显示,7%(4/59)的家长在同意后发生了决定冲突,3%(2/59)的家长在结果后感到决定后悔。对52家供应商进行了调查。79%(41/52)的结果和86%(19/22)的诊断结果“非常有用”或“有用”,并与管理变化有关。NeoSeq项目表明,多学科合作的诊断方法是可行的。我们已经开发了一种通用的协作协议,以解决新兴技术快速遗传评估的需求。
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引用次数: 0
Non-canonical splice variants in thoracic aortic dissection cases and Marfan syndrome with negative genetic testing. 胸主动脉夹层病例和马凡综合征中的非典型剪接变体,基因检测结果呈阴性。
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-03-21 DOI: 10.1038/s41525-025-00472-w
David R Murdock, Dong-Chuan Guo, John S DePaolo, Ulrike Schwarze, Xue-Yan Duan, Alana C Cecchi, Isabella C Marin, YingYing Tang, Jessica X Chong, Michael J Bamshad, Kathleen A Leppig, Peter H Byers, Scott M Damrauer, Dianna M Milewicz

Individuals with heritable thoracic aortic disease (HTAD) face a high risk of deadly aortic dissections, but genetic testing identifies causative variants in only a minority of cases. We explored the contribution of non-canonical splice variants (NCVAS) to thoracic aortic disease (TAD) using SpliceAI and sequencing data from diverse cohorts, including 551 early-onset sporadic dissection cases and 437 HTAD probands with exome sequencing, 57 HTAD pedigrees with whole genome sequencing, and select sporadic cases with clinical panel testing. NCVAS were identified in syndromic HTAD genes such as FBN1, SMAD3, and COL3A1, including intronic variants in FBN1 in two Marfan syndrome (MFS) families. Validation in the Penn Medicine BioBank and UK Biobank showed enrichment of NCVAS in HTAD-associated genes among dissections. These findings suggest NCVAS are an underrecognized contributor to TAD, particularly in sporadic dissection and unsolved MFS cases, highlighting the potential of advanced splice prediction tools in genetic diagnostics.

患有遗传性胸主动脉疾病(HTAD)的人面临着致命的主动脉夹层的高风险,但基因检测只能在少数病例中确定致病变体。我们利用 SpliceAI 和来自不同队列的测序数据探讨了非典型剪接变异(NCVAS)对胸主动脉疾病(TAD)的影响,这些队列包括 551 例早发散发性主动脉夹层病例和 437 例通过外显子组测序的 HTAD 疑似病例、57 例通过全基因组测序的 HTAD pedigrees,以及通过临床面板测试的部分散发性病例。在FBN1、SMAD3和COL3A1等HTAD综合征基因中发现了NCVAS,包括两个马凡综合征(MFS)家族中FBN1的内含子变异。宾夕法尼亚医学生物库和英国生物库的验证结果表明,NCVAS富集在HTAD相关基因中。这些研究结果表明,NCVAS是导致TAD的一个未被充分认识的因素,尤其是在散发性解剖和未解决的MFS病例中,这凸显了先进的剪接预测工具在基因诊断中的潜力。
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引用次数: 0
NGS-based Aspergillus detection in plasma and lung lavage of children with invasive pulmonary aspergillosis. 侵袭性肺曲霉病患儿血浆及肺灌洗中曲霉检测。
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-03-17 DOI: 10.1038/s41525-025-00482-8
Emmy Wesdorp, Laura Rotte, Li-Ting Chen, Myrthe Jager, Nicolle Besselink, Carlo Vermeulen, Ferry Hagen, Tjomme van der Bruggen, Caroline Lindemans, Tom Wolfs, Louis Bont, Jeroen de Ridder

In immunocompromised pediatric patients, diagnosing invasive pulmonary aspergillosis (IPA) poses a significant challenge. Next-Generation Sequencing (NGS) shows promise for detecting fungal DNA but lacks standardization. This study aims to advance towards clinical evaluation of liquid biopsy NGS for Aspergillus detection, through an evaluation of wet-lab procedures and computational analysis. Our findings support using both CHM13v2.0 and GRCh38.p14 in host-read mapping to reduce fungal false-positives. We demonstrate the sensitivity of our custom kraken2 database, cRE.21, in detecting Aspergillus species. Additionally, cell-free DNA sequencing shows superior performance to whole-cell DNA sequencing by recovering higher fractions of fungal DNA in lung fluid (bronchoalveolar lavage [BAL] fluid) and plasma samples from pediatric patients with probable IPA. In a proof-of-principle, A. fumigatus was identified in 5 out of 7 BAL fluid samples and 3 out of 5 plasma samples. This optimized workflow can advance fungal-NGS research and represents a step towards enhancing diagnostic certainty by enabling more sensitive and accurate species-level diagnosis of IPA in immunocompromised patients.

在免疫功能低下的儿科患者中,诊断侵袭性肺曲霉病(IPA)是一个重大挑战。下一代测序(NGS)显示出检测真菌DNA的希望,但缺乏标准化。本研究旨在通过对湿实验室程序的评估和计算分析,推进液体活检NGS检测曲霉的临床评估。我们的研究结果支持使用CHM13v2.0和GRCh38。P14在宿主读图中减少真菌假阳性。我们演示了自定义kraken2数据库cRE的敏感性。21、检测曲霉种类。此外,通过从可能患有IPA的儿科患者的肺液(支气管肺泡灌洗液[BAL]液)和血浆样本中恢复更高比例的真菌DNA,无细胞DNA测序显示出比全细胞DNA测序更优异的性能。在一项原理证明中,在7个BAL液体样本中的5个和5个血浆样本中的3个中鉴定出烟曲霉。这种优化的工作流程可以推进真菌- ngs的研究,并代表着通过在免疫功能低下患者中实现更敏感和准确的IPA物种水平诊断来提高诊断确定性的一步。
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引用次数: 0
Unraveling MECP2 structural variants in previously elusive Rett syndrome cases through IGV interpretation. 通过IGV解释揭示先前难以捉摸的Rett综合征病例中的MECP2结构变异。
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-03-13 DOI: 10.1038/s41525-025-00481-9
Tomer Poleg, Noam Hadar, Gali Heimer, Vadim Dolgin, Ilana Aminov, Amit Safran, Nadav Agam, Matan M Jean, Ofek Freund, Simran Kaur, John Christodoulou, Bruria Ben-Zeev, Ohad S Birk

Rett syndrome (RTT) is a severe neurodevelopmental disorder, with MECP2 mutations accounting for 90-95% of classic and 50-70% of atypical cases. However, many clinically diagnosed RTT patients remain without molecular diagnoses. While point mutations and large rearrangements in MECP2 are well studied, the role of small-intermediate structural variants (SVs) remains mostly elusive. Using standard short-read whole genome sequencing, we identified novel de novo SVs in three out of three previously unresolved RTT cases: a complex SV with two deletions ( ~ 5Kbp and ~60Kbp) and a ~105Kbp inversion; a ~200Kbp translocation; and a ~3Kbp deletion. These findings suggest that such elusive SVs might be a common cause for "MECP2-negative" RTT. Incorporating SV detection into routine genetic testing through bioinformatic analysis of short-read sequencing or manual review using IGV could improve diagnostic rates and expand our understanding of RTT and similar disorders.

雷特综合征(RTT)是一种严重的神经发育障碍,MECP2突变占典型病例的90-95%和非典型病例的50-70%。然而,许多经临床诊断的 RTT 患者仍未得到分子诊断。虽然对MECP2的点突变和大重排进行了深入研究,但对小的中间结构变异(SV)的作用大多仍难以捉摸。利用标准短线程全基因组测序,我们在三个先前未解决的 RTT 病例中的三个病例中鉴定出了新的全新 SV:一个复杂 SV,其中有两个缺失(约 5Kbp 和约 60Kbp)和一个约 105Kbp 的倒位;一个约 200Kbp 的易位;以及一个约 3Kbp 的缺失。这些发现表明,这种难以捉摸的 SV 可能是导致 "MECP2 阴性 "RTT 的常见原因。通过对短线程测序进行生物信息学分析或使用 IGV 进行人工复查,将 SV 检测纳入常规基因检测,可提高诊断率并扩大我们对 RTT 和类似疾病的了解。
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引用次数: 0
PD-1 transcriptomic landscape across cancers and implications for immune checkpoint blockade outcome. 癌症中的PD-1转录组学景观及其对免疫检查点阻断结果的影响
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-03-11 DOI: 10.1038/s41525-025-00465-9
Hui-Zi Chen, Na Hyun Kim, Daisuke Nishizaki, Mary K Nesline, Jeffrey M Conroy, Paul DePietro, Sarabjot Pabla, Shumei Kato, Razelle Kurzrock

Programmed cell death protein 1 (PD-1) is a critical immune checkpoint receptor and a target for cancer immune checkpoint inhibitors (ICI). We investigated PD-1 transcript expression across cancer types and its correlations to clinical outcomes. Using a reference population, PD-1 expression was calculated as percentiles in 489 of 514 patients (31 cancer types) with advanced/metastatic disease. PD-1 RNA expression varied across and within cancer types; pancreatic and liver/bile duct malignancies displayed the highest rates of high PD-1 (21.82% and 21.05%, respectively). Elevated CTLA-4, LAG-3, and TIGIT RNA expression were independently correlated with high PD-1. Although high PD-1 was not associated with outcome in immunotherapy-naïve patients (n = 272), in patients who received ICIs (n = 217), high PD-1 transcript expression was independently correlated with prolonged survival (hazard ratio 0.40; 95%CI, 0.18-0.92). This study identifies PD-1 as an important biomarker in predicting ICI outcomes, and advocates for comprehensive immunogenomic profiling in cancer management.

程序性细胞死亡蛋白1 (PD-1)是一种重要的免疫检查点受体,也是癌症免疫检查点抑制剂(ICI)的靶点。我们研究了PD-1转录物在不同癌症类型中的表达及其与临床结果的相关性。使用参考人群,在514例晚期/转移性疾病患者(31种癌症类型)中的489例中以百分位数计算PD-1表达。PD-1 RNA的表达在不同类型的癌症中存在差异;胰腺和肝脏/胆管恶性肿瘤的PD-1高表达率最高(分别为21.82%和21.05%)。CTLA-4、LAG-3和TIGIT RNA表达升高与PD-1升高独立相关。虽然在immunotherapy-naïve患者(n = 272)中,高PD-1与预后无关,但在接受ICIs的患者(n = 217)中,高PD-1转录物表达与延长生存期独立相关(风险比0.40;95%可信区间,0.18 - -0.92)。本研究确定PD-1是预测ICI结果的重要生物标志物,并倡导在癌症管理中进行全面的免疫基因组分析。
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引用次数: 0
Targeted long-read sequencing enables higher diagnostic yield of ADPKD by accurate PKD1 genetic analysis. 通过精确的PKD1遗传分析,靶向长读测序能够提高ADPKD的诊断率。
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-03-11 DOI: 10.1038/s41525-025-00477-5
Qian Sun, Peiwen Xu, Aiping Mao, Sexin Huang, Jie Li, Libao Chen, Jing Li, Haopeng Kan, Ju Huang, Wenkai Ji, Dayong Si, Junhao Yan, Zi-Jiang Chen, Xuan Gao, Yuan Gao

Genetic diagnosis of ADPKD has been challenging due to the variant heterogeneity, presence of duplicated segments, and high GC content of exon 1 in PKD1. In our reproductive center, 40 patients were still genetically undiagnosed or diagnosed without single-nucleotide resolution after testing with a short-read sequencing panel in 312 patients with ADPKD phenotype. A combination of long-range PCR and long-read sequencing approach for PKD1 was performed on these 40 patients. LRS additionally identified 10 pathogenic or likely pathogenic PKD1 variants, including four patients with microgene conversion (c.160_166dup, c.2180T>C, and c.8161+1G>A) between PKD1 and its pseudogenes, three with indels (c.-49_43del, c.2985+2_2985+4del, and c.10709_10760dup), one with likely pathogenic deep intronic variant (c.2908-107G>A) and two with large deletions. LRS also identified nine PKD1 CNVs and precisely determined the breakpoints, while SRS failed to identify two of these CNVs. Therefore, LRS enables higher diagnostic yield of ADPKD and provides significant benefits for genetic counseling.

由于变异异质性、重复片段的存在以及PKD1外显子1的高GC含量,ADPKD的遗传诊断一直具有挑战性。在我们的生殖中心,在312例ADPKD表型患者中,使用短读测序面板检测后,40例患者仍未被遗传诊断或诊断为无单核苷酸分辨率。对这40例患者进行了PKD1的远程PCR和长读测序相结合的方法。LRS还鉴定出10种致病或可能致病的PKD1变异,包括4例PKD1与其假基因之间存在微基因转换(C .160_166dup、C . 2180t >C和C .8161+1G>A)的患者,3例存在indels (C .-49_43del、C .2985+2_2985+4del和C .10709_10760dup)的患者,1例可能存在致病性深内含子变异(C .2908- 107g >A)的患者,2例存在大缺失的患者。LRS还鉴定出9个PKD1 CNVs,并精确地确定了断点,而SRS未能鉴定出其中2个CNVs。因此,LRS提高了ADPKD的诊断率,并为遗传咨询提供了显著的好处。
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引用次数: 0
Discovery of ancestry-specific variants associated with clopidogrel response among Caribbean Hispanics. 在加勒比海西班牙裔中发现与氯吡格雷反应相关的祖先特异性变异。
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-03-07 DOI: 10.1038/s41525-025-00479-3
Guang Yang, Pablo González, Mariangeli Moneró, Kelvin Carrasquillo, Jessicca Y Renta, Dagmar F Hernandez-Suarez, Mariana R Botton, Kyle Melin, Stuart A Scott, Gualberto Ruaño, Abiel Roche-Lima, Cristina Alarcon, Marylyn D Ritchie, Minoli A Perera, Jorge Duconge

High on-treatment platelet reactivity (HTPR) with clopidogrel predicts ischemic events in adults with coronary artery disease, and while HTPR varies by ethnicity, no genome-wide association study (GWAS) of clopidogrel response has been conducted in Caribbean Hispanics. This study aimed to identify genetic predictors of HTPR in a cohort of 511 Puerto Rican cardiovascular patients treated with clopidogrel, stratified by P2Y12 reaction units (PRU) into responders and non-responders (HTPR). Local ancestry inference (LAI) and traditional GWAS identified variants in the CYP2C19 region associated with HTPR, primarily in individuals with European ancestry. Three variants (OSBPL10 rs1376606, DERL3 rs5030613, RGS6 rs9323567) showed suggestive significance, and a variant in UNC5C was linked to increased HTPR risk. These findings highlight the unique genetic landscape of Caribbean Hispanics and challenge the significance of CYP2C19*2 in predicting clopidogrel response in patients with high non-European ancestry. Further studies are needed to replicate these results in other diverse cohorts.

氯吡格雷治疗时的高血小板反应性(HTPR)可预测成人冠状动脉疾病患者的缺血事件,虽然HTPR因种族而异,但尚未在加勒比海西班牙裔人群中进行氯吡格雷反应的全基因组关联研究(GWAS)。本研究旨在确定511名接受氯吡格雷治疗的波多黎各心血管患者HTPR的遗传预测因子,按P2Y12反应单位(PRU)分为反应者和无反应者(HTPR)。本地祖先推断(LAI)和传统的GWAS发现了与HTPR相关的CYP2C19区域的变异,主要发生在欧洲血统的个体中。三个变异(OSBPL10 rs1376606, DERL3 rs5030613, RGS6 rs9323567)显示了提示意义,UNC5C的一个变异与HTPR风险增加有关。这些发现突出了加勒比海西班牙裔人独特的遗传景观,并挑战了CYP2C19*2在预测高非欧洲血统患者氯吡格雷反应中的重要性。需要进一步的研究来在其他不同的队列中复制这些结果。
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引用次数: 0
Uncovering the genetic architecture of inherited retinal disease in a consanguineous Iranian cohort. 揭示了伊朗近亲队列中遗传性视网膜疾病的遗传结构。
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-03-07 DOI: 10.1038/s41525-025-00473-9
Lieselot Vincke, Kristof Van Schil, Hamid Ahmadieh, Afrooz Moghaddasi, Hamideh Sabbaghi, Narsis Daftarian, Tahmineh Motevasseli, Leila Javanparast Sheykhani, Mohammadreza Dehghani, Mohammad Yahya Vahidi Mehrjardi, Julie De Zaeytijd, Marieke De Bruyne, Quinten Mahieu, Ebrahim Al-Hajj, Marta Del Pozo-Valero, Toon Rosseel, Mattias Van Heetvelde, Reza Maroofian, Fatemeh Suri, Miriam Bauwens, Elfride De Baere

An integrated approach combining whole exome sequencing (WES) and autozygosity mapping was used to molecularly diagnose inherited retinal disease (IRD) in 192 unrelated Iranian families, 76.1% of which originate from a consanguineous background. Data analysis was performed using an in-house pipeline to detect single-nucleotide variants (SNVs), small insertions and deletions, copy number variants (CNVs) and runs of homozygosity (ROHs). Using this approach, we obtained a molecular diagnosis for 72.9% of the cohort. In total, 209 variants were identified in 78 IRD-associated genes. The majority occurred only once (81.8%) and 52.9% were novel. Variants in ROHs were found in 82.8% of patients from consanguineous backgrounds. The importance of structural variation (SV) was demonstrated, with CNVs identified in 5.3%, including several novel CNVs. Multilocus genomic variation was observed in two families. This integrated study using WES and in-depth variant assessment significantly expanded the molecular spectrum of IRD in Iran, an understudied population.

采用全外显子组测序(WES)和自合子定位相结合的综合方法,对192个无血缘关系的伊朗家庭进行了遗传性视网膜疾病(IRD)的分子诊断,其中76.1%来自近亲背景。数据分析使用内部管道进行,以检测单核苷酸变异(snv)、小插入和缺失、拷贝数变异(cnv)和纯合性(ROHs)。使用这种方法,我们对72.9%的队列患者进行了分子诊断。总共在78个ird相关基因中鉴定出209个变异。大多数病例仅发生一次(81.8%),52.9%为新发病例。亲属背景的患者中有82.8%存在ROHs变异。结构变异(SV)的重要性得到了证明,在5.3%的变异中发现了CNVs,其中包括一些新的CNVs。在两个家族中观察到多位点基因组变异。这项综合研究使用WES和深度变异评估显著扩展了伊朗IRD的分子谱,这是一个研究不足的人群。
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引用次数: 0
Understanding rare variant contributions to autism: lessons from dystrophin-deficient model. 了解罕见变异对自闭症的贡献:来自营养不良蛋白缺乏模型的教训。
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-03-06 DOI: 10.1038/s41525-025-00469-5
Claudia Ismania Samogy Costa, Luciana Madanelo, Jaqueline Yu Ting Wang, Gabriele da Silva Campos, Ana Cristina De Sanctis Girardi, Marília Scliar, Frederico Monfardini, Rita de Cássia Mingroni Pavanello, Vivian Romanholi Cória, Maria Dulcetti Vibranovski, Ana Cristina Krepischi, Naila Cristina Vilaça Lourenço, Mayana Zatz, Guilherme Lopes Yamamoto, Elaine Cristina Zachi, Maria Rita Passos-Bueno

Duchenne and Becker Muscular Dystrophy are dystrophinopathies with a prevalence of 1:5000-6000 males, caused by pathogenic variants in DMD. These conditions are often accompanied by neurodevelopmental disorders (NDDs) like autism (ASD; ~20%) and intellectual disability (ID; ~30%). However, their low penetrance in dystrophinopathies suggests additional contributing factors. In our study, 83 individuals with dystrophinopathies were clinically evaluated and categorized based on ASD (36 individuals), ID risk (12 individuals), or controls (35 individuals). Exome sequencing analysis revealed an enrichment of risk de novo variants (DNVs) in ASD-DMD individuals (adjusted p value = 0.0356), with the number of DNVs correlating with paternal age (p value = 0.0133). Additionally, DMD-ASD individuals showed a higher average of rare risk variants (RRVs) compared to DMD-Controls (adjusted p value = 0.0285). Gene ontology analysis revealed an enrichment of extracellular matrix-related genes, especially collagens, and Ehlers-Danlos syndrome genes in ASD-DMD and DMD-ID groups. These findings support an oligogenic model for ASD in dystrophinopathies, highlighting the importance of investigating homogenized samples to elucidate ASD's genetic architecture.

杜氏肌营养不良症和贝克尔肌营养不良症是由DMD致病性变异引起的肌营养不良症,男性患病率为1:50 000-6000。这些情况通常伴有神经发育障碍(ndd),如自闭症(ASD);~20%)和智力残疾(ID;~ 30%)。然而,它们在肌营养不良症中的低外显率表明还有其他因素。在我们的研究中,83例肌营养不良症患者进行了临床评估,并根据ASD(36例)、ID风险(12例)或对照组(35例)进行了分类。外显子组测序分析显示,ASD-DMD个体中风险新生变异(dnv)富集(校正p值= 0.0356),且dnv数量与父亲年龄相关(p值= 0.0133)。此外,与DMD-ASD对照组相比,DMD-ASD个体显示出更高的罕见风险变异(RRVs)平均值(调整后p值= 0.0285)。基因本体论分析显示,ASD-DMD和DMD-ID组细胞外基质相关基因(尤其是胶原)和ehers - danlos综合征基因富集。这些发现支持了肌营养不良症中ASD的寡基因模型,强调了研究均质样品以阐明ASD遗传结构的重要性。
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引用次数: 0
Discordance between a deep learning model and clinical-grade variant pathogenicity classification in a rare disease cohort. 罕见病队列中深度学习模型与临床级变体致病性分类之间的不一致。
IF 4.7 2区 医学 Q1 GENETICS & HEREDITY Pub Date : 2025-02-28 DOI: 10.1038/s41525-025-00480-w
Sek Won Kong, In-Hee Lee, Lauren V Collen, Michael Field, Arjun K Manrai, Scott B Snapper, Kenneth D Mandl

Genetic testing is essential for diagnosing and managing clinical conditions, particularly rare Mendelian diseases. Although efforts to identify rare phenotype-associated variants have focused on protein-truncating variants, interpreting missense variants remains challenging. Deep learning algorithms excel in various biomedical tasks1,2, yet distinguishing pathogenic from benign missense variants remains elusive3-5. Our investigation of AlphaMissense (AM)5, a deep learning tool for predicting the potential functional impact of missense variants and assessing gene essentiality, reveals limitations in identifying pathogenic missense variants over 45 rare diseases, including very early onset inflammatory bowel disease. For the expert-curated pathogenic variants identified in our cohort, AM's precision was 32.9%, and recall was 57.6%. Notably, AM struggles to evaluate pathogenicity in intrinsically disordered regions (IDRs), resulting in unreliable gene-level essentiality scores for genes containing IDRs. This observation underscores ongoing challenges in clinical genetics, highlighting the need for continued refinement of computational methods in variant pathogenicity prediction.

基因检测对于诊断和管理临床疾病,特别是罕见的孟德尔疾病至关重要。尽管鉴定罕见表型相关变异的努力主要集中在蛋白质截断变异上,但解释错义变异仍然具有挑战性。深度学习算法在各种生物医学任务中表现出色1,2,但区分致病性和良性错义变体仍然难以实现3-5。我们对AlphaMissense (AM)5(一种用于预测错义变异的潜在功能影响和评估基因必要性的深度学习工具)的研究揭示了在45种罕见疾病(包括非常早发性炎症性肠病)中识别致病性错义变异的局限性。对于我们的队列中鉴定的专家整理的致病变异,AM的准确率为32.9%,召回率为57.6%。值得注意的是,AM很难评估内在无序区(idr)的致病性,导致含有idr的基因在基因水平上的重要性评分不可靠。这一观察结果强调了临床遗传学正在面临的挑战,强调了在变异致病性预测中不断改进计算方法的必要性。
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引用次数: 0
期刊
NPJ Genomic Medicine
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