Alterations of human lung and gut microbiome in non-small cell lung carcinomas and distant metastasis
W.-H. Chen, H. Lu, N. L. Gao, C. Wei, J. Wang, F. Tong, H. Li, R. Zhang, H. Ma, N. Yang, Y. Zhang, Y. Wang, Z. Liang, H. Zeng, X. Dong
Abstract
BackgroundNon-small cell lung cancer (NSCLC) is the leading cause of cancer-related deaths worldwide. Although dysbiosis of lung and gut microbiota have been associated with NSCLC, their relative contributions are unclear; in addition, their roles in distant metastasis (DM) are still illusive. ResultsWe surveyed the fecal and sputum (as a proxy for lung) microbiota in healthy controls and NSCLC patients of various stages, and found significant perturbations of gut- and sputum-microbiota in patients with NSCLC and DM. Machine-learning models combining both microbiota (mixed models) performed better than either dataset in patient stratification, with the highest area under the curve (AUC) value of 0.842. Sputum-microbiota contributed more than the gut in the mixed models; in addition, sputum-only models performed similarly to the mixed models in most cases. Several microbial-biomarkers were shared by both microbiota, indicating their similar roles at distinct body sites. Microbial-biomarkers of distinct disease stages were mostly shared, suggesting biomarkers for distant metastasis could be acquired early. Furthermore, Pseudomonas aeruginosa, a species previously associated with wound infections, was significantly more abundant in brain metastasis, indicating distinct types of DMs could have different microbial-biomarkers. ConclusionOur results indicate that alterations of sputum-microbiota have stronger relationships with NSCLC and distant metastasis than the gut, and strongly support the feasibility of metagenome-based non-invasive disease diagnosis and risk evaluation.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Alteration of Gut Microbiome in Lung Cancer Patients
- Machine learning analysis of lung adenocarcinoma and squamous cell carcinoma microbiome datasets reveals biomarkers for early diagnosis
Pragya Kashyap, Kalbhavi Vadhi Raj, … Pankaj Yadav·bioRxiv·Nov 25, 2023
- Alternations of fecal microbes and lung tissue microbes in Lung Cancer patients is more consistent than that of sputum.
- Metabolomic-based biomarker discovery for non-invasive lung cancer screening: A case study
Keiron O'Shea, Simon JS Cameron, … Luis AJ Mur·bioRxiv·Jul 12, 2016
- Microbiota and Small Cell Lung Cancer.A casual bystander or a hidden culprit?
Inês Rolim, Antonio López-Beltrán, … Carlos Penha‐Gonçalves·bioRxiv·Sep 26, 2025
- Prediction of microscopic metastases in patients with metachronous oligo-metastases after curative treatment of Non-Small Cell Lung Cancer.
H. B. Wolff, L. Alberts, … V. M. H. Coupe·bioRxiv·Jul 5, 2019