Zeyneb Azra Özmen , Fatma Nilsu Çaylı , Vladimir N. Uversky , Junga Alexa Woo , David E. Kang , Orkid Coskuner-Weber
{"title":"病理突变对CHCHD2单体结构的影响:与构象集合产生相关的AlphaFold3研究","authors":"Zeyneb Azra Özmen , Fatma Nilsu Çaylı , Vladimir N. Uversky , Junga Alexa Woo , David E. Kang , Orkid Coskuner-Weber","doi":"10.1016/j.compbiomed.2025.110810","DOIUrl":null,"url":null,"abstract":"<div><div>CHCHD2 is a mitochondrial protein linked to neurodegenerative diseases such as Parkinson's disease (PD), Alzheimer's disease (AD), and frontotemporal dementia (FTD). To investigate the structural effects of disease-associated mutations, we analyzed 19 pathogenic variants using AlphaFold3 and conformational ensemble modeling with AFflecto. While the radius of gyration and end-to-end distances remained largely unchanged, mutations significantly altered secondary structure elements and contact maps, particularly in local folding. Intrinsic disorder and LLPS analyses revealed that mutations modulate the protein's droplet-forming capacity and interaction flexibility. These changes may impact protein-protein interactions, phase behavior, and mitochondrial function. Our findings indicate that pathogenic CHCHD2 mutations cause subtle but functionally relevant structural perturbations rather than global destabilization. This study underscores the importance of ensemble-based modeling in understanding mutation-induced dysfunction in intrinsically disordered proteins involved in neurodegeneration.</div></div>","PeriodicalId":10578,"journal":{"name":"Computers in biology and medicine","volume":"196 ","pages":"Article 110810"},"PeriodicalIF":6.3000,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Effects of pathological mutations on the CHCHD2 monomer structure: A study by AlphaFold3 linked to the generation of conformational ensembles\",\"authors\":\"Zeyneb Azra Özmen , Fatma Nilsu Çaylı , Vladimir N. Uversky , Junga Alexa Woo , David E. Kang , Orkid Coskuner-Weber\",\"doi\":\"10.1016/j.compbiomed.2025.110810\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>CHCHD2 is a mitochondrial protein linked to neurodegenerative diseases such as Parkinson's disease (PD), Alzheimer's disease (AD), and frontotemporal dementia (FTD). To investigate the structural effects of disease-associated mutations, we analyzed 19 pathogenic variants using AlphaFold3 and conformational ensemble modeling with AFflecto. While the radius of gyration and end-to-end distances remained largely unchanged, mutations significantly altered secondary structure elements and contact maps, particularly in local folding. Intrinsic disorder and LLPS analyses revealed that mutations modulate the protein's droplet-forming capacity and interaction flexibility. These changes may impact protein-protein interactions, phase behavior, and mitochondrial function. Our findings indicate that pathogenic CHCHD2 mutations cause subtle but functionally relevant structural perturbations rather than global destabilization. This study underscores the importance of ensemble-based modeling in understanding mutation-induced dysfunction in intrinsically disordered proteins involved in neurodegeneration.</div></div>\",\"PeriodicalId\":10578,\"journal\":{\"name\":\"Computers in biology and medicine\",\"volume\":\"196 \",\"pages\":\"Article 110810\"},\"PeriodicalIF\":6.3000,\"publicationDate\":\"2025-07-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computers in biology and medicine\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0010482525011618\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computers in biology and medicine","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0010482525011618","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BIOLOGY","Score":null,"Total":0}
Effects of pathological mutations on the CHCHD2 monomer structure: A study by AlphaFold3 linked to the generation of conformational ensembles
CHCHD2 is a mitochondrial protein linked to neurodegenerative diseases such as Parkinson's disease (PD), Alzheimer's disease (AD), and frontotemporal dementia (FTD). To investigate the structural effects of disease-associated mutations, we analyzed 19 pathogenic variants using AlphaFold3 and conformational ensemble modeling with AFflecto. While the radius of gyration and end-to-end distances remained largely unchanged, mutations significantly altered secondary structure elements and contact maps, particularly in local folding. Intrinsic disorder and LLPS analyses revealed that mutations modulate the protein's droplet-forming capacity and interaction flexibility. These changes may impact protein-protein interactions, phase behavior, and mitochondrial function. Our findings indicate that pathogenic CHCHD2 mutations cause subtle but functionally relevant structural perturbations rather than global destabilization. This study underscores the importance of ensemble-based modeling in understanding mutation-induced dysfunction in intrinsically disordered proteins involved in neurodegeneration.
期刊介绍:
Computers in Biology and Medicine is an international forum for sharing groundbreaking advancements in the use of computers in bioscience and medicine. This journal serves as a medium for communicating essential research, instruction, ideas, and information regarding the rapidly evolving field of computer applications in these domains. By encouraging the exchange of knowledge, we aim to facilitate progress and innovation in the utilization of computers in biology and medicine.