Alterations of the Human Lung and Gut Microbiomes in Non-Small Cell Lung Carcinomas and Distant Metastasis.
Actinobacteria
/ isolation & purification
Bacteria
/ classification
Bacteroidetes
/ isolation & purification
Biomarkers
Carcinoma, Non-Small-Cell Lung
/ pathology
Dysbiosis
/ microbiology
Feces
/ microbiology
Female
Firmicutes
/ isolation & purification
Fusobacteria
/ isolation & purification
Gastrointestinal Microbiome
/ physiology
Humans
Lung
/ microbiology
Lung Neoplasms
/ pathology
Male
Middle Aged
Neoplasm Metastasis
/ diagnosis
Proteobacteria
/ isolation & purification
Sputum
/ microbiology
NSCLC
brain metastasis
distant metastasis
gut microbiota
lung microbiota
machine learning
patient stratification
Journal
Microbiology spectrum
ISSN: 2165-0497
Titre abrégé: Microbiol Spectr
Pays: United States
ID NLM: 101634614
Informations de publication
Date de publication:
22 12 2021
22 12 2021
Historique:
pubmed:
18
11
2021
medline:
10
2
2022
entrez:
17
11
2021
Statut:
ppublish
Résumé
Non-small cell lung cancer (NSCLC) is the leading cause of cancer-related deaths worldwide. Although dysbiosis of the 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. We recruited in total 121 participants, including 87 newly diagnosed treatment-naive NSCLC patients of various stages and 34 healthy volunteers, and surveyed their fecal and sputum microbiota. We compared the microbial profiles between groups, identified microbial biomarkers, and generated machine learning models for distinguishing healthy individuals from patients with NSCLC and patients of various stages. We found significant perturbations of gut and sputum microbiota in patients with NSCLC and DM. A machine learning model combining both microbiota (combined model) performed better than an individual data set in patient stratification, with the highest area under the curve (AUC) value of 0.896. Sputum and gut microbiota both contributed to the combined model; in most cases, sputum-only models performed similar to the combined models. Several microbial biomarkers were shared by both microbiotas, indicating their similar roles at distinct body sites. Microbial biomarkers of distinct disease stages were mostly shared, suggesting biomarkers for DM could be acquired early. Furthermore, Pseudomonas aeruginosa, a species previously associated with wound infections, was significantly more abundant in brain metastasis, indicating that distinct types of DMs could have different microbes. Our results indicate that alterations of the sputum microbiota have stronger relationships with NSCLC and DM than the gut and strongly support the feasibility of metagenome-based noninvasive disease diagnosis and risk evaluation. (This study has been registered at ClinicalTrials.gov under registration no. NCT03454685).
Identifiants
pubmed: 34787462
doi: 10.1128/Spectrum.00802-21
pmc: PMC8597645
doi:
Substances chimiques
Biomarkers
0
Banques de données
ClinicalTrials.gov
['NCT03454685']
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
e0080221Références
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