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Biomarkers for non-small cell lung cancer risk using multi-omics approaches: a nested case-control study

Authors
 Han, Youngmin  ;  Jung, Keum Ji  ;  Choi, Seong Gyu  ;  Yang, Yeun Soo  ;  Lee, Kwangbae  ;  Jee, Sun Ha 
Citation
 TRANSLATIONAL LUNG CANCER RESEARCH, Vol.14(9) : 3645-3658, 2025-09 
Journal Title
TRANSLATIONAL LUNG CANCER RESEARCH
ISSN
 2218-6751 
Issue Date
2025-09
Keywords
Non-small cell lung cancer (NSCLC) ; hierarchical density-based spatial clustering of applications with noise (HDBSCAN) ; predictive biomarkers ; multi-omics ; dietary vegetables
Abstract
Background: Lung cancer poses a major public health challenge, accounting for the highest cancer-related mortality worldwide. This study aimed to identify non-invasive biomarkers for the early detection of non-small cell lung cancer (NSCLC) risk. Methods: We randomly selected 150 incident NSCLC cases during follow-up from the Korean Cancer Prevention Study-II. Controls (n=150) were matched to cases by age, gender, and the time of blood collection. Non-targeted metabolite screening by ultra-high-performance liquid chromatography (UHPLC)/ mass spectrometry (MS) was conducted on the pre-diagnostic biological samples. The 11 reported lung cancer-associated single-nucleotide polymorphisms (SNPs) in Koreans were extracted from DNA genotyping data of the study population. Metabolite markers related to NSCLC risk were identified through clustering using hierarchical density-based spatial clustering of applications with noise. The associations between smoking, dietary factors, and NSCLC were also examined. Results: Six discriminative serum metabolites were identified as having an association with NSCLC incidence. Notably, the relationship between specific metabolite levels and NSCLC risk differed by rs7086803 genotype. Smoking status and occupational exposures appear to influence specific metabolite profiles, while dietary vegetable intake may modulate the risk of NSCLC among smokers. Conclusions: The meaningful biomarkers revealed in the current research could be used to enhance the predictive ability for NSCLC risk. Furthermore, we suggest that the protective role of dietary vegetables against NSCLC may be attenuated or absent in smokers.
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DOI
10.21037/tlcr-2025-603
Appears in Collections:
4. Graduate School of Public Health (보건대학원) > Graduate School of Public Health (보건대학원) > 1. Journal Papers
5. Graduate School of Transdisciplinary Health Sciences (융합보건의료대학원) > Graduate School of Transdisciplinary Health Sciences (융합보건의료대학원) > 1. Journal Papers
Yonsei Authors
Yang, Yeun Soo(양연수)
Jung, Keum Ji(정금지) ORCID logo https://orcid.org/0000-0003-4993-0666
Jee, Sun Ha(지선하) ORCID logo https://orcid.org/0000-0001-9519-3068
Han, Youngmin(한영민)
URI
https://ir.ymlib.yonsei.ac.kr/handle/22282913/209614
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