William G. Kearns , Joe Glick , Lawrence Baisch , Andrew Benner , Dalton Brough , Luke Du , Chandra Germain , Laura Kearns , Georgios Stamoulis
{"title":"Biomimetic Digital Twins and Multiomics","authors":"William G. Kearns , Joe Glick , Lawrence Baisch , Andrew Benner , Dalton Brough , Luke Du , Chandra Germain , Laura Kearns , Georgios Stamoulis","doi":"10.1016/j.jmoldx.2024.12.012","DOIUrl":null,"url":null,"abstract":"<div><div>The National Academies of Sciences, Engineering, and Medicine issued a report on December 15, 2023, “Foundational Research Gaps and Future Directions for Digital Twins.” This described the importance of using biomimetic digital twins and multiomics in research. These were incorporated in the current analysis of patients with rheumatoid arthritis (RA). Exome sequencing, genotype-phenotype ranking, and biomimetic digital twin analysis were used to identify five pathogenic and one likely pathogenic DNA variants in patient samples analyzed, which were absent from controls. The variants identified in these genes, <em>P2RX7</em>, <em>HTRA2</em>, <em>PTPN22</em>, <em>FLG</em>, <em>CD46</em>, and <em>EIF4G1</em>, play a role in the development of RA. Additionally, 3172 variants of unknown clinical significance (VUSs) were identified in patient samples, which were absent from controls. All VUSs appeared to be associated with RA. Hidden or dark data were identified from six genes. These genes, often found in patient samples, included <em>HIF1A</em>, <em>HLA-DOA</em>, <em>PTGER3</em>, <em>HIPK3</em>, <em>TGFBR3</em>, and <em>HIF1A-AS3</em>. VUSs identified in genes <em>HIF1A</em>, <em>HLA-DOA</em>, <em>PTGER3</em>, and <em>HIPK3</em> were directly related to the pathogenesis of RA, whereas VUSs identified in genes <em>TGFBR3</em> and <em>HIF1A-AS3</em> were indirectly related. The current results suggest that biomimetic digital twins and multiomics can provide further insight into the development of RA. This may also potentially help with the process of reclassifying VUSs. The reclassification of VUSs will play a critical role in complex molecular diagnostics and drug development.</div></div>","PeriodicalId":50128,"journal":{"name":"Journal of Molecular Diagnostics","volume":"27 4","pages":"Pages 256-269"},"PeriodicalIF":3.4000,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Molecular Diagnostics","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1525157825000376","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PATHOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
The National Academies of Sciences, Engineering, and Medicine issued a report on December 15, 2023, “Foundational Research Gaps and Future Directions for Digital Twins.” This described the importance of using biomimetic digital twins and multiomics in research. These were incorporated in the current analysis of patients with rheumatoid arthritis (RA). Exome sequencing, genotype-phenotype ranking, and biomimetic digital twin analysis were used to identify five pathogenic and one likely pathogenic DNA variants in patient samples analyzed, which were absent from controls. The variants identified in these genes, P2RX7, HTRA2, PTPN22, FLG, CD46, and EIF4G1, play a role in the development of RA. Additionally, 3172 variants of unknown clinical significance (VUSs) were identified in patient samples, which were absent from controls. All VUSs appeared to be associated with RA. Hidden or dark data were identified from six genes. These genes, often found in patient samples, included HIF1A, HLA-DOA, PTGER3, HIPK3, TGFBR3, and HIF1A-AS3. VUSs identified in genes HIF1A, HLA-DOA, PTGER3, and HIPK3 were directly related to the pathogenesis of RA, whereas VUSs identified in genes TGFBR3 and HIF1A-AS3 were indirectly related. The current results suggest that biomimetic digital twins and multiomics can provide further insight into the development of RA. This may also potentially help with the process of reclassifying VUSs. The reclassification of VUSs will play a critical role in complex molecular diagnostics and drug development.
期刊介绍:
The Journal of Molecular Diagnostics, the official publication of the Association for Molecular Pathology (AMP), co-owned by the American Society for Investigative Pathology (ASIP), seeks to publish high quality original papers on scientific advances in the translation and validation of molecular discoveries in medicine into the clinical diagnostic setting, and the description and application of technological advances in the field of molecular diagnostic medicine. The editors welcome for review articles that contain: novel discoveries or clinicopathologic correlations including studies in oncology, infectious diseases, inherited diseases, predisposition to disease, clinical informatics, or the description of polymorphisms linked to disease states or normal variations; the application of diagnostic methodologies in clinical trials; or the development of new or improved molecular methods which may be applied to diagnosis or monitoring of disease or disease predisposition.