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Objective: The phenome-wide association study (PheWAS) systematically examines the phenotypic spectrum extracted from electronic health records (EHRs) to uncover correlations between phenotypes and exposures. This review explores methodologies, highlights challenges, and outlines future directions for EHR-driven PheWAS.
Materials And Methods: We searched the PubMed database for articles spanning from 2010 to 2023, and we collected data regarding exposures, phenotypes, cohorts, terminologies, replication, and ancestry.
Results: Our search yielded 690 articles. Following exclusion criteria, we identified 291 articles published between January 1, 2010, and December 31, 2023. A total number of 162 (55.6%) articles defined phenomes using phecodes, indicating that research is reliant on the organization of billing codes. Moreover, 72.8% of articles utilized exposures consisting of genetic data, and the majority (69.4%) of PheWAS lacked replication analyses.
Discussion: Existing literature underscores the need for deeper phenotyping, variability in PheWAS exposure variables, and absence of replication in PheWAS. Current applications of PheWAS mainly focus on cardiovascular, metabolic, and endocrine phenotypes; thus, applications of PheWAS in uncommon diseases, which may lack structured data, remain largely understudied.
Conclusions: With modern EHRs, future PheWAS should extend beyond diagnosis codes and consider additional data like clinical notes or medications to create comprehensive phenotype profiles that consider severity, temporality, risk, and ancestry. Furthermore, data interoperability initiatives may help mitigate the paucity of PheWAS replication analyses. With the growing availability of data in EHR, PheWAS will remain a powerful tool in precision medicine.
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http://dx.doi.org/10.1093/jamiaopen/ooaf006 | DOI Listing |
Diabetes Obes Metab
September 2025
Phase I Clinical Trial Research Ward, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, Shaanxi Province, People's Republic of China.
Background: Metabolic dysfunction-associated steatotic liver disease (MASLD) is an emerging global health concern, and its presence increases the risk of multi-system diseases. This study aimed to investigate the multimorbidity trajectories of chronic diseases in people living with MASLD.
Methods: We identified 137 859 MASLD patients in UK Biobank and used 'propensity score matching' to match an equal number of non-MASLD controls.
Zhonghua Kou Qiang Yi Xue Za Zhi
September 2025
Department of Orthodontics, The Affiliated Stomatological Hospital of Nanjing Medical University & State Key Laboratory Cultivation Base of Research, Prevention and Treatment for Oral Diseases (Nanjing Medical University) & Jiangsu Province Engineering Research Center of Stomatological Translational
To systematically investigate the causal effects of exposure factors on nonsyndromic cleft lip with or without cleft palate (NSCL/P) using a phenome-wide Mendelian randomization (MR-PheWAS) framework and identify pleiotropic loci. This study integrated genome-wide association study (GWAS) data for NSCL/P, including 1 069 cases and 1 724 controls, and systematically evaluated causal associations between exposures and NSCL/P using the MR-PheWAS framework. GWAS summary data for 2 106 Asian population-exposure phenotypes were obtained from the IEU OpenGWAS database.
View Article and Find Full Text PDFJ Gene Med
September 2025
Genetic Center, Department of Medical Research, China Medical University Hospital, Taichung, Taiwan.
Background: Elevated serum levels of alanine aminotransferase (ALT) and aspartate aminotransferase (AST) are biomarkers of liver dysfunction and predictors of cirrhosis and liver cancer. While European-ancestry GWAS have identified hundreds of loci influencing these enzymes and driven drug discovery and personalized interventions, comparable genetic studies in Han Taiwanese and other East Asian populations remain lacking.
Methods: We performed GWAS of ALT (n = 137,312) and AST (n = 111,527) in Han Taiwanese to characterize liver enzyme genetics.
Eur J Gastroenterol Hepatol
July 2025
Department of Hygiene and Epidemiology, University of Ioannina School of Medicine, Ioannina, Greece.
Objective: Refractory celiac disease-type II (RCDII) is the more severe and adverse form of celiac disease; however, its association with other autoimmune diseases remains unclear. We conducted a phenome-wide association study (PheWAS) to examine the association between the polygenic risk score (PRS) for RCDII and autoimmune diseases.
Methods: To construct the PRS-RCDII, we extracted summary statistics for three non-human leukocyte antigen genetic variants, which were independently associated with RCDII (r2 < 0.
Pain
September 2025
Department of Population Health Sciences, University of Leicester, Leicester, United Kingdom.
Neuropathic pain is a common and debilitating symptom with limited treatment options. Genetic studies, which can provide vital evidence for drug development, have identified only 3 genome-wide significant signals for neuropathic pain traits. To address this, we performed the largest genome-wide association study (GWAS) to date of all-cause neuropathic pain and neuropathic pain subtypes.
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