A Highly Sensitive and Specific Non-Invasive Test through Genome-Wide 5-Hydroxymethylation Mapping for Early Detection of Lung Cancer

Yijiu Ren, Zhou Zhang, Yunlang She, Yayi He, Dongdong Li, Yixiang Shi, Chuan He, Yang Yang*, Wei Zhang*, Chang Chen*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

9 Scopus citations

Abstract

Low-dose computed tomography screening can increase the detection for non-small-cell lung cancer (NSCLC). To improve the diagnostic accuracy of early-stage NSCLC detection, ultrasensitive methods are used to detect cell-free DNA (cfDNA) 5-hydroxymethylcytosine (5hmC) in plasma. Genome-wide 5hmC is profiled in 1990 cfDNA samples collected from patients with non-small cell lung cancer (NSCLC, n = 727), healthy controls (HEA, n = 1,092), as well as patients with small cell lung cancer (SCLC, n = 41), followed by sample randomization, differential analysis, feature selection, and modeling using a machine learning approach. Differentially modified features reflecting tissue origin. A weighted diagnostic model comprised of 105 features is developed to compute a detection score for each individual, which showed an area under the curve (AUC) range of 86.4%–93.1% in the internal and external validation sets for distinguishing lung cancer from HEA controls, significantly outperforming serum biomarkers (p < 0.001). The 5hmC-based model detected high-risk pulmonary nodules (AUC: 82%)and lung cancer of different subtypes with high accuracy as well. A highly sensitive and specific blood-based test is developed for detecting lung cancer. The 5hmC biomarkers in cfDNA offer a promising blood-based test for lung cancer.

Original languageEnglish (US)
Article number2300747
JournalSmall Methods
Volume8
Issue number3
DOIs
StatePublished - Mar 20 2024

Funding

This study was partially supported by the projects from Shanghai Pulmonary Hospital Innovation Team (FKCX1906 and FKXY1902); and Shanghai Science and Technology Committee (20YF1441100 and 20XD1403000). C.H. is an investigator of the Howard Hughes Medical Institute.

Keywords

  • 5-hydroxymethylcytosine
  • cell-free DNA
  • diagnosis
  • lung cancer
  • non-small cell lung cancer

ASJC Scopus subject areas

  • General Chemistry
  • General Materials Science

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