Nicole Schwarz , Rudolf E. Leube , Stefan Düsterhöft
{"title":"角蛋白异二聚化的综合计算机分析","authors":"Nicole Schwarz , Rudolf E. Leube , Stefan Düsterhöft","doi":"10.1016/j.ejcb.2025.151513","DOIUrl":null,"url":null,"abstract":"<div><div>Keratins are the largest and most diverse group of intermediate filament proteins, providing structural integrity and mechanical strength to epithelial cells. Although their assembly as heterodimers is well established, the specific pairing preferences and molecular basis of keratin dimerisation remain largely unknown. Here, we employ a high-throughput computational pipeline that integrates AlphaFold Multimer (AFM) modelling, VoroIF-GNN interaction interface quality assessment, interaction energy calculations and structural comparisons with experimentally solved structures to systematically investigate keratin heterodimerisation and to provide a guideline for further analysis of intermediate filament assembly. To validate our in silico approach, we include the well-studied vimentin homodimer as a reference. The predicted vimentin homodimer shows strong agreement with available experimental data, supporting the accuracy of our modelling pipeline. Our results show that keratin heterodimers generally have lower interaction energies, indicating more favourable interactions, than their homodimer counterparts, and exhibit structural configurations that closely resemble known intermediate filament structures. Comparative analyses of different keratin pairs also reveal the importance of the coil 1 region for dimer stability. Furthermore, co-expression of keratin pairings is demonstrated by analysis of spatial transcriptomics data in skin under physiological and pathological conditions. Collectively, these findings highlight structural principles underlying canonical keratin heterodimerisation and establish a robust computational workflow for elucidating alternative keratin dimerisations.</div></div>","PeriodicalId":12010,"journal":{"name":"European journal of cell biology","volume":"104 4","pages":"Article 151513"},"PeriodicalIF":4.3000,"publicationDate":"2025-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Comprehensive in silico analyses of keratin heterodimerisation\",\"authors\":\"Nicole Schwarz , Rudolf E. Leube , Stefan Düsterhöft\",\"doi\":\"10.1016/j.ejcb.2025.151513\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Keratins are the largest and most diverse group of intermediate filament proteins, providing structural integrity and mechanical strength to epithelial cells. Although their assembly as heterodimers is well established, the specific pairing preferences and molecular basis of keratin dimerisation remain largely unknown. Here, we employ a high-throughput computational pipeline that integrates AlphaFold Multimer (AFM) modelling, VoroIF-GNN interaction interface quality assessment, interaction energy calculations and structural comparisons with experimentally solved structures to systematically investigate keratin heterodimerisation and to provide a guideline for further analysis of intermediate filament assembly. To validate our in silico approach, we include the well-studied vimentin homodimer as a reference. The predicted vimentin homodimer shows strong agreement with available experimental data, supporting the accuracy of our modelling pipeline. Our results show that keratin heterodimers generally have lower interaction energies, indicating more favourable interactions, than their homodimer counterparts, and exhibit structural configurations that closely resemble known intermediate filament structures. Comparative analyses of different keratin pairs also reveal the importance of the coil 1 region for dimer stability. Furthermore, co-expression of keratin pairings is demonstrated by analysis of spatial transcriptomics data in skin under physiological and pathological conditions. Collectively, these findings highlight structural principles underlying canonical keratin heterodimerisation and establish a robust computational workflow for elucidating alternative keratin dimerisations.</div></div>\",\"PeriodicalId\":12010,\"journal\":{\"name\":\"European journal of cell biology\",\"volume\":\"104 4\",\"pages\":\"Article 151513\"},\"PeriodicalIF\":4.3000,\"publicationDate\":\"2025-08-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"European journal of cell biology\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S017193352500038X\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"CELL BIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"European journal of cell biology","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S017193352500038X","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"CELL BIOLOGY","Score":null,"Total":0}
Comprehensive in silico analyses of keratin heterodimerisation
Keratins are the largest and most diverse group of intermediate filament proteins, providing structural integrity and mechanical strength to epithelial cells. Although their assembly as heterodimers is well established, the specific pairing preferences and molecular basis of keratin dimerisation remain largely unknown. Here, we employ a high-throughput computational pipeline that integrates AlphaFold Multimer (AFM) modelling, VoroIF-GNN interaction interface quality assessment, interaction energy calculations and structural comparisons with experimentally solved structures to systematically investigate keratin heterodimerisation and to provide a guideline for further analysis of intermediate filament assembly. To validate our in silico approach, we include the well-studied vimentin homodimer as a reference. The predicted vimentin homodimer shows strong agreement with available experimental data, supporting the accuracy of our modelling pipeline. Our results show that keratin heterodimers generally have lower interaction energies, indicating more favourable interactions, than their homodimer counterparts, and exhibit structural configurations that closely resemble known intermediate filament structures. Comparative analyses of different keratin pairs also reveal the importance of the coil 1 region for dimer stability. Furthermore, co-expression of keratin pairings is demonstrated by analysis of spatial transcriptomics data in skin under physiological and pathological conditions. Collectively, these findings highlight structural principles underlying canonical keratin heterodimerisation and establish a robust computational workflow for elucidating alternative keratin dimerisations.
期刊介绍:
The European Journal of Cell Biology, a journal of experimental cell investigation, publishes reviews, original articles and short communications on the structure, function and macromolecular organization of cells and cell components. Contributions focusing on cellular dynamics, motility and differentiation, particularly if related to cellular biochemistry, molecular biology, immunology, neurobiology, and developmental biology are encouraged. Manuscripts describing significant technical advances are also welcome. In addition, papers dealing with biomedical issues of general interest to cell biologists will be published. Contributions addressing cell biological problems in prokaryotes and plants are also welcome.