Jing Zhang, Taoli Suo, Yanli Cheng, Hongyu Shi, Haiyan Lu
{"title":"EXPRESS: Pediatric AML Prognostication with an m6A-Focused Lasso Model.","authors":"Jing Zhang, Taoli Suo, Yanli Cheng, Hongyu Shi, Haiyan Lu","doi":"10.1177/10815589251334964","DOIUrl":null,"url":null,"abstract":"<p><p>Acute myeloid leukemia (AML) presents varying prognoses in pediatric and adult patients, with dysregulated m6A-related genes playing a pivotal role in its pathogenesis. Through an analysis of single-cell RNA sequencing data from the Gene Expression Omnibus, we uncovered distinct patterns of m6A gene expression specific to pediatric AML cases. Additionally, we devised a Lasso risk regression model to evaluate prognosis within different AML subsets, showcasing the clinical utility of m6A-related genes in predicting AML outcomes. Our study underscores the unique and significant m6A gene expression profiles observed in pediatric AML, emphasizing their potential relevance in prognostic assessment. The demonstrated effectiveness of the Lasso risk regression model further underscores the importance of m6A-related genes as valuable predictors of AML outcomes. These findings not only unveil novel insights into the prognostic implications of m6A-related genes in pediatric AML but also advocate for their application as prognostic markers to enhance personalized treatment strategies in both pediatric and adult AML populations.</p>","PeriodicalId":16112,"journal":{"name":"Journal of Investigative Medicine","volume":" ","pages":"10815589251334964"},"PeriodicalIF":2.5000,"publicationDate":"2025-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Investigative Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1177/10815589251334964","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MEDICINE, GENERAL & INTERNAL","Score":null,"Total":0}
EXPRESS: Pediatric AML Prognostication with an m6A-Focused Lasso Model.
Acute myeloid leukemia (AML) presents varying prognoses in pediatric and adult patients, with dysregulated m6A-related genes playing a pivotal role in its pathogenesis. Through an analysis of single-cell RNA sequencing data from the Gene Expression Omnibus, we uncovered distinct patterns of m6A gene expression specific to pediatric AML cases. Additionally, we devised a Lasso risk regression model to evaluate prognosis within different AML subsets, showcasing the clinical utility of m6A-related genes in predicting AML outcomes. Our study underscores the unique and significant m6A gene expression profiles observed in pediatric AML, emphasizing their potential relevance in prognostic assessment. The demonstrated effectiveness of the Lasso risk regression model further underscores the importance of m6A-related genes as valuable predictors of AML outcomes. These findings not only unveil novel insights into the prognostic implications of m6A-related genes in pediatric AML but also advocate for their application as prognostic markers to enhance personalized treatment strategies in both pediatric and adult AML populations.
期刊介绍:
Journal of Investigative Medicine (JIM) is the official publication of the American Federation for Medical Research. The journal is peer-reviewed and publishes high-quality original articles and reviews in the areas of basic, clinical, and translational medical research.
JIM publishes on all topics and specialty areas that are critical to the conduct of the entire spectrum of biomedical research: from the translation of clinical observations at the bedside, to basic and animal research to clinical research and the implementation of innovative medical care.