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Characteristics of gut and lung microbiota in patients with lung masses and their relationship with clinical features
by
Xu, Nuo
, Zhou, Jian
, Shen, Jiacheng
, Hu, Jie
, Song, Yuanlin
, Yang, Yanping
, Tong, Lin
, Ye, Maosong
, Zhao, Xing
, Wei, Sulan
, Wu, Shengdi
in
Adult
/ Aged
/ Bacteria - classification
/ Bacteria - genetics
/ Bacteria - isolation & purification
/ Benign
/ Biological Microscopy
/ Biomarkers
/ Biomedical and Life Sciences
/ Bronchoalveolar Lavage Fluid - microbiology
/ Bronchoscopy
/ Bronchus
/ Care and treatment
/ Cell differentiation
/ Chemotherapy
/ Chronic obstructive pulmonary disease
/ Clinical features
/ Comparative analysis
/ Composition
/ Cyanobacteria
/ Decision making
/ Decision trees
/ Diagnosis
/ Dysbacteriosis
/ Dysbiosis - microbiology
/ Feces
/ Feces - microbiology
/ Female
/ Gastrointestinal Microbiome
/ Gut microbiota
/ Health aspects
/ Humans
/ Immunotherapy
/ Lavage
/ Life Sciences
/ Lung - microbiology
/ Lung - pathology
/ Lung cancer
/ Lung masses
/ Lung microbiota
/ Lung Neoplasms - diagnosis
/ Lung Neoplasms - microbiology
/ Lung Neoplasms - pathology
/ Male
/ Metabolism
/ Microbiology
/ Microbiota
/ Microbiota (Symbiotic organisms)
/ Microorganisms
/ Middle Aged
/ Mycology
/ Non-small cell lung carcinoma
/ Parasitology
/ Patient outcomes
/ Performance evaluation
/ Prediction models
/ Relative abundance
/ Risk factors
/ ROC Curve
/ Tumors
/ Virology
2025
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Characteristics of gut and lung microbiota in patients with lung masses and their relationship with clinical features
by
Xu, Nuo
, Zhou, Jian
, Shen, Jiacheng
, Hu, Jie
, Song, Yuanlin
, Yang, Yanping
, Tong, Lin
, Ye, Maosong
, Zhao, Xing
, Wei, Sulan
, Wu, Shengdi
in
Adult
/ Aged
/ Bacteria - classification
/ Bacteria - genetics
/ Bacteria - isolation & purification
/ Benign
/ Biological Microscopy
/ Biomarkers
/ Biomedical and Life Sciences
/ Bronchoalveolar Lavage Fluid - microbiology
/ Bronchoscopy
/ Bronchus
/ Care and treatment
/ Cell differentiation
/ Chemotherapy
/ Chronic obstructive pulmonary disease
/ Clinical features
/ Comparative analysis
/ Composition
/ Cyanobacteria
/ Decision making
/ Decision trees
/ Diagnosis
/ Dysbacteriosis
/ Dysbiosis - microbiology
/ Feces
/ Feces - microbiology
/ Female
/ Gastrointestinal Microbiome
/ Gut microbiota
/ Health aspects
/ Humans
/ Immunotherapy
/ Lavage
/ Life Sciences
/ Lung - microbiology
/ Lung - pathology
/ Lung cancer
/ Lung masses
/ Lung microbiota
/ Lung Neoplasms - diagnosis
/ Lung Neoplasms - microbiology
/ Lung Neoplasms - pathology
/ Male
/ Metabolism
/ Microbiology
/ Microbiota
/ Microbiota (Symbiotic organisms)
/ Microorganisms
/ Middle Aged
/ Mycology
/ Non-small cell lung carcinoma
/ Parasitology
/ Patient outcomes
/ Performance evaluation
/ Prediction models
/ Relative abundance
/ Risk factors
/ ROC Curve
/ Tumors
/ Virology
2025
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Characteristics of gut and lung microbiota in patients with lung masses and their relationship with clinical features
by
Xu, Nuo
, Zhou, Jian
, Shen, Jiacheng
, Hu, Jie
, Song, Yuanlin
, Yang, Yanping
, Tong, Lin
, Ye, Maosong
, Zhao, Xing
, Wei, Sulan
, Wu, Shengdi
in
Adult
/ Aged
/ Bacteria - classification
/ Bacteria - genetics
/ Bacteria - isolation & purification
/ Benign
/ Biological Microscopy
/ Biomarkers
/ Biomedical and Life Sciences
/ Bronchoalveolar Lavage Fluid - microbiology
/ Bronchoscopy
/ Bronchus
/ Care and treatment
/ Cell differentiation
/ Chemotherapy
/ Chronic obstructive pulmonary disease
/ Clinical features
/ Comparative analysis
/ Composition
/ Cyanobacteria
/ Decision making
/ Decision trees
/ Diagnosis
/ Dysbacteriosis
/ Dysbiosis - microbiology
/ Feces
/ Feces - microbiology
/ Female
/ Gastrointestinal Microbiome
/ Gut microbiota
/ Health aspects
/ Humans
/ Immunotherapy
/ Lavage
/ Life Sciences
/ Lung - microbiology
/ Lung - pathology
/ Lung cancer
/ Lung masses
/ Lung microbiota
/ Lung Neoplasms - diagnosis
/ Lung Neoplasms - microbiology
/ Lung Neoplasms - pathology
/ Male
/ Metabolism
/ Microbiology
/ Microbiota
/ Microbiota (Symbiotic organisms)
/ Microorganisms
/ Middle Aged
/ Mycology
/ Non-small cell lung carcinoma
/ Parasitology
/ Patient outcomes
/ Performance evaluation
/ Prediction models
/ Relative abundance
/ Risk factors
/ ROC Curve
/ Tumors
/ Virology
2025
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Characteristics of gut and lung microbiota in patients with lung masses and their relationship with clinical features
Journal Article
Characteristics of gut and lung microbiota in patients with lung masses and their relationship with clinical features
2025
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Overview
Objectives
The exploration of how dysbiosis relates to lung masses is still nascent, with few studies focusing on the microbial characteristics across various sites. Therefore, we categorized the microbiota into feces and bronchoalveolar fluid (BALF) groups to compare microbial characteristics between benign and malignant masses, analyze their clinical correlations, and develop predictive models for lung cancer.
Methods
A total of 238 fecal samples and 34 BALF samples were collected from patients with benign and malignant masses and then analyzed by 16 SrRNA. We explored the distinct composition of the gut and lung microbiota and their associations with clinical features. The diagnostic models were constructed using microbial features identified through two approaches: random forest algorithm with five-fold cross-validation and comparative analysis of significantly differential taxa. The performance evaluation was subsequently conducted using receiver operating characteristic (ROC) analysis.
Results
There was no significant difference in α-and β-diversity between feces and BALF groups. The relative abundance of
Lachnospiraceae_NK4A136_group
(
P
= 0.003232) and
Erysipelotrichaceae_UCG-003
(
P
= 0.01316) in feces group and Proteobacteria (
P
= 0.03654) in BALF group were significantly increased in lung cancer patients. We also found
Bacteroides
(
P
= 0.01458) was abundant in NSCLC than those of SCLC in feces group, while the BALF group was dominated by
norank_c_Cyanobacteria
(
P
= 0.03384). Smoking history appeared to be related to the distribution of microbiota, with enrichment of
Parabacteroides
(
P
= 0.02054) in feces and
Prevotella_1
(
P
= 0.03286) in BALF. Furthermore, the patients with
Sellimonas
(
P
= 0.04148) in feces and
Alloprevotella
(
P
= 0.04283) in BALF seemed to have better response to chemotherapy combined with immunotherapy. For differentiating benign and malignant masses, the combination of
Megasphaera
and
norank_p__Saccharibacteria
in BALF demonstrated superior predictive performance, with an AUC reaching 0.8 (95% CI 0.59-1).
Conclusion
The microbiota composition significantly differed between benign and malignant masses in both fecal and BALF groups, with minimal evidence supporting microbial migration between these two sites. Our findings suggest that BALF microbiota may serve as a more reliable biomarker for lung masses classification, offering valuable insights for early diagnosis and clinical decision-making.
Publisher
BioMed Central,BioMed Central Ltd,Springer Nature B.V,BMC
Subject
/ Aged
/ Bacteria - isolation & purification
/ Benign
/ Biomedical and Life Sciences
/ Bronchoalveolar Lavage Fluid - microbiology
/ Bronchus
/ Chronic obstructive pulmonary disease
/ Feces
/ Female
/ Humans
/ Lavage
/ Lung Neoplasms - microbiology
/ Male
/ Microbiota (Symbiotic organisms)
/ Mycology
/ Non-small cell lung carcinoma
/ Tumors
/ Virology
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