{"title":"Exploring Genetic Markers for Cold-Heat Patterns: Integrating Traditional Medicine With Modern Genomic Research.","authors":"Seogyun Jeong, Sanghun Lee","doi":"10.1155/genr/4503515","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Temperature sensitivity has gained considerable attention in the era of precision medicine. This trait has long been used to identify cold-heat patterns (C-HPs), a diagnostic framework in Traditional Korean Medicine that categorizes individuals based on their thermal responses. C-HP helps understand an individual's inherent physical characteristics, which have been shown to be highly heritable and thus shaped by genetic factors. However, genetic markers that are significantly associated with this trait remain scarce. To address this gap, we aimed to identify candidate single-nucleotide polymorphisms (SNPs) based on previous genomewide association studies (GWASs) of related traits.</p><p><strong>Methods: </strong>Given the limited research directly addressing C-HP, we incorporated genetic studies related to traits such as \"Cold\" or \"Heat,\" as well as thyroid hormone, which plays a key role in thermogenesis through the activation of various metabolic pathways. After selecting the SNPs reported in previous GWAS from the GWAS Catalog (EMBL-EBI), we validated these findings using 90 Korean patients reporting C-HP, with statistical significance assessed through residual permutations. Gene set enrichment analysis (GSEA) was performed using the GO Biological Process 2023 dataset to identify the pathways associated with C-HP. Furthermore, we compared our findings with control traits in order to confirm that the observed associations were specific to C-HP-related traits rather than random correlations. Principal component analysis (PCA) was conducted on candidate SNPs from the 1000 Genomes reference dataset to illustrate the ethnic variation for C-HP across five populations.</p><p><strong>Results: </strong>Of 63 GWAS, we selected 548 SNPs for validation. Ultimately, 20 candidate SNPs associated with heat patterns and 19 candidate SNPs associated with cold patterns were identified. Of the heat-pattern SNPs, 18 were linked to thyroid hormone traits, with key SNPs including rs12409301 (<i>CAPZB</i>) and rs12855 (<i>CDKN2C</i>). For the cold-pattern trait, 16 SNPs were associated with thyroid hormones such as rs622474 (<i>PDE4B</i>) and rs11204752 (<i>GOLPH3L</i>). GSEA confirmed notable enrichment in vascular processes for the heat pattern and mitochondrial organization for the cold pattern. The most significant pathway was vascular smooth muscle cell development (<i>p</i> value = 1.28 × 10<sup>-5</sup>) in the heat pattern. The clear ethnic differences in C-HP were observed in the PCA of 1000 Genomes populations where East Asian and African populations formed distinct, well-separated clusters.</p><p><strong>Conclusion: </strong>Our study suggested a total of 39 candidate SNPs as genetic markers for C-HP that are plausible in the context of temperature sensitivity. We hope that our findings will provide a valuable basis for further biological research and potential clinical applications of C-HP.</p>","PeriodicalId":12778,"journal":{"name":"Genetics research","volume":"2025 ","pages":"4503515"},"PeriodicalIF":2.1000,"publicationDate":"2025-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12662677/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Genetics research","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1155/genr/4503515","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q4","JCRName":"GENETICS & HEREDITY","Score":null,"Total":0}
引用次数: 0
Abstract
Background: Temperature sensitivity has gained considerable attention in the era of precision medicine. This trait has long been used to identify cold-heat patterns (C-HPs), a diagnostic framework in Traditional Korean Medicine that categorizes individuals based on their thermal responses. C-HP helps understand an individual's inherent physical characteristics, which have been shown to be highly heritable and thus shaped by genetic factors. However, genetic markers that are significantly associated with this trait remain scarce. To address this gap, we aimed to identify candidate single-nucleotide polymorphisms (SNPs) based on previous genomewide association studies (GWASs) of related traits.
Methods: Given the limited research directly addressing C-HP, we incorporated genetic studies related to traits such as "Cold" or "Heat," as well as thyroid hormone, which plays a key role in thermogenesis through the activation of various metabolic pathways. After selecting the SNPs reported in previous GWAS from the GWAS Catalog (EMBL-EBI), we validated these findings using 90 Korean patients reporting C-HP, with statistical significance assessed through residual permutations. Gene set enrichment analysis (GSEA) was performed using the GO Biological Process 2023 dataset to identify the pathways associated with C-HP. Furthermore, we compared our findings with control traits in order to confirm that the observed associations were specific to C-HP-related traits rather than random correlations. Principal component analysis (PCA) was conducted on candidate SNPs from the 1000 Genomes reference dataset to illustrate the ethnic variation for C-HP across five populations.
Results: Of 63 GWAS, we selected 548 SNPs for validation. Ultimately, 20 candidate SNPs associated with heat patterns and 19 candidate SNPs associated with cold patterns were identified. Of the heat-pattern SNPs, 18 were linked to thyroid hormone traits, with key SNPs including rs12409301 (CAPZB) and rs12855 (CDKN2C). For the cold-pattern trait, 16 SNPs were associated with thyroid hormones such as rs622474 (PDE4B) and rs11204752 (GOLPH3L). GSEA confirmed notable enrichment in vascular processes for the heat pattern and mitochondrial organization for the cold pattern. The most significant pathway was vascular smooth muscle cell development (p value = 1.28 × 10-5) in the heat pattern. The clear ethnic differences in C-HP were observed in the PCA of 1000 Genomes populations where East Asian and African populations formed distinct, well-separated clusters.
Conclusion: Our study suggested a total of 39 candidate SNPs as genetic markers for C-HP that are plausible in the context of temperature sensitivity. We hope that our findings will provide a valuable basis for further biological research and potential clinical applications of C-HP.
期刊介绍:
Genetics Research is a key forum for original research on all aspects of human and animal genetics, reporting key findings on genomes, genes, mutations and molecular interactions, extending out to developmental, evolutionary, and population genetics as well as ethical, legal and social aspects. Our aim is to lead to a better understanding of genetic processes in health and disease. The journal focuses on the use of new technologies, such as next generation sequencing together with bioinformatics analysis, to produce increasingly detailed views of how genes function in tissues and how these genes perform, individually or collectively, in normal development and disease aetiology. The journal publishes original work, review articles, short papers, computational studies, and novel methods and techniques in research covering humans and well-established genetic organisms. Key subject areas include medical genetics, genomics, human evolutionary and population genetics, bioinformatics, genetics of complex traits, molecular and developmental genetics, Evo-Devo, quantitative and statistical genetics, behavioural genetics and environmental genetics. The breadth and quality of research make the journal an invaluable resource for medical geneticists, molecular biologists, bioinformaticians and researchers involved in genetic basis of diseases, evolutionary and developmental studies.