{"title":"Accurate and Early Diagnosis of NSCLC Using Aberrant Fragmentomic Features of Circulating Cell-Free Mitochondrial DNA.","authors":"Fan Peng,Siyuan Wang,Huanmin Jiao,Miao Dang,Huanqin Zhang,Kaixiang Zhou,Wenjie Guo,Shanshan Guo,Zhaolei Cui,Zhiyun Gong,Renquan Lu,Ke Dong,Xiumin Ma,Yang Liu,Jinliang Xing","doi":"10.1164/rccm.202411-2247oc","DOIUrl":null,"url":null,"abstract":"BACKGROUND\r\nEarly differential diagnosis of benign and malignant lung diseases is a critical challenge in the clinical oncology of non-small cell lung cancer (NSCLC). We aim to develop a novel strategy utilizing circulating cell free mtDNA (ccf-mtDNA) fragmentomics for accurate and early diagnosis of NSCLC.\r\n\r\nMETHODS\r\nWe analyzed capture-based ccf-mtDNA sequencing data of 2,306 plasma samples from 1,357 NSCLC patients, 432 benign lung diseases (BLD) patients, and 517 healthy controls (HCs) obtained from three hospitals. Subsequently, using ccf-mtDNA fragmentomic features, we developed models for Differential diagnosis of Benign and Malignant lung diseases (DBM) and Early Diagnosis of NSCLC (EDL).\r\n\r\nRESULTS\r\nOur analysis revealed significantly aberrant fragmentomic features of ccf-mtDNA in NSCLC patients compared with those in BLD patients and HCs. Remarkably, the DBM model demonstrated remarkable capability to distinguish NSCLC from BLD, outperforming serum biomarkers with an AUC exceeding 0.9551 in three validation cohorts. Still, the DBM model exhibited superior diagnostic performance even for small nodules (< 1 cm), achieving an AUC of 0.9151. Moreover, the DBM model demonstrated precise clinical management ability of pulmonary lesions, thereby avoiding unnecessary invasive procedures in BLD patients and preventing delayed treatment in NSCLC patients. Furthermore, the EDL model demonstrated outstanding performance in detecting stage 0 - Ⅰ NSCLC, with an AUC exceeding 0.9759.\r\n\r\nCONCLUSIONS\r\nOur multicenter study provides a novel non-invasive approach using ccf-mtDNA fragmentomics for the differential diagnosis of benign and malignant lung diseases and early diagnosis of NSCLC, with potential applications in clinical decision-making in the management of NSCLC.","PeriodicalId":7664,"journal":{"name":"American journal of respiratory and critical care medicine","volume":"55 1","pages":""},"PeriodicalIF":19.4000,"publicationDate":"2025-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"American journal of respiratory and critical care medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1164/rccm.202411-2247oc","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CRITICAL CARE MEDICINE","Score":null,"Total":0}
引用次数: 0
Abstract
BACKGROUND
Early differential diagnosis of benign and malignant lung diseases is a critical challenge in the clinical oncology of non-small cell lung cancer (NSCLC). We aim to develop a novel strategy utilizing circulating cell free mtDNA (ccf-mtDNA) fragmentomics for accurate and early diagnosis of NSCLC.
METHODS
We analyzed capture-based ccf-mtDNA sequencing data of 2,306 plasma samples from 1,357 NSCLC patients, 432 benign lung diseases (BLD) patients, and 517 healthy controls (HCs) obtained from three hospitals. Subsequently, using ccf-mtDNA fragmentomic features, we developed models for Differential diagnosis of Benign and Malignant lung diseases (DBM) and Early Diagnosis of NSCLC (EDL).
RESULTS
Our analysis revealed significantly aberrant fragmentomic features of ccf-mtDNA in NSCLC patients compared with those in BLD patients and HCs. Remarkably, the DBM model demonstrated remarkable capability to distinguish NSCLC from BLD, outperforming serum biomarkers with an AUC exceeding 0.9551 in three validation cohorts. Still, the DBM model exhibited superior diagnostic performance even for small nodules (< 1 cm), achieving an AUC of 0.9151. Moreover, the DBM model demonstrated precise clinical management ability of pulmonary lesions, thereby avoiding unnecessary invasive procedures in BLD patients and preventing delayed treatment in NSCLC patients. Furthermore, the EDL model demonstrated outstanding performance in detecting stage 0 - Ⅰ NSCLC, with an AUC exceeding 0.9759.
CONCLUSIONS
Our multicenter study provides a novel non-invasive approach using ccf-mtDNA fragmentomics for the differential diagnosis of benign and malignant lung diseases and early diagnosis of NSCLC, with potential applications in clinical decision-making in the management of NSCLC.
期刊介绍:
The American Journal of Respiratory and Critical Care Medicine focuses on human biology and disease, as well as animal studies that contribute to the understanding of pathophysiology and treatment of diseases that affect the respiratory system and critically ill patients. Papers that are solely or predominantly based in cell and molecular biology are published in the companion journal, the American Journal of Respiratory Cell and Molecular Biology. The Journal also seeks to publish clinical trials and outstanding review articles on areas of interest in several forms. The State-of-the-Art review is a treatise usually covering a broad field that brings bench research to the bedside. Shorter reviews are published as Critical Care Perspectives or Pulmonary Perspectives. These are generally focused on a more limited area and advance a concerted opinion about care for a specific process. Concise Clinical Reviews provide an evidence-based synthesis of the literature pertaining to topics of fundamental importance to the practice of pulmonary, critical care, and sleep medicine. Images providing advances or unusual contributions to the field are published as Images in Pulmonary, Critical Care, Sleep Medicine and the Sciences.
A recent trend and future direction of the Journal has been to include debates of a topical nature on issues of importance in pulmonary and critical care medicine and to the membership of the American Thoracic Society. Other recent changes have included encompassing works from the field of critical care medicine and the extension of the editorial governing of journal policy to colleagues outside of the United States of America. The focus and direction of the Journal is to establish an international forum for state-of-the-art respiratory and critical care medicine.