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1.
Cancers (Basel) ; 15(20)2023 Oct 21.
Artigo em Inglês | MEDLINE | ID: mdl-37894458

RESUMO

This study aims to combine computed tomography (CT)-based texture analysis (QTA) and a microbiome-based biomarker signature to predict the overall survival (OS) of immune checkpoint inhibitor (ICI)-treated non-small cell lung cancer (NSCLC) patients by analyzing their CT scans (n = 129) and fecal microbiome (n = 58). One hundred and five continuous CT parameters were obtained, where principal component analysis (PCA) identified seven major components that explained 80% of the data variation. Shotgun metagenomics (MG) and ITS analysis were performed to reveal the abundance of bacterial and fungal species. The relative abundance of Bacteroides dorei and Parabacteroides distasonis was associated with long OS (>6 mo), whereas the bacteria Clostridium perfringens and Enterococcus faecium and the fungal taxa Cortinarius davemallochii, Helotiales, Chaetosphaeriales, and Tremellomycetes were associated with short OS (≤6 mo). Hymenoscyphus immutabilis and Clavulinopsis fusiformis were more abundant in patients with high (≥50%) PD-L1-expressing tumors, whereas Thelephoraceae and Lachnospiraceae bacterium were enriched in patients with ICI-related toxicities. An artificial intelligence (AI) approach based on extreme gradient boosting evaluated the associations between the outcomes and various clinicopathological parameters. AI identified MG signatures for patients with a favorable ICI response and high PD-L1 expression, with 84% and 79% accuracy, respectively. The combination of QTA parameters and MG had a positive predictive value of 90% for both therapeutic response and OS. According to our hypothesis, the QTA parameters and gut microbiome signatures can predict OS, the response to therapy, the PD-L1 expression, and toxicity in NSCLC patients treated with ICI, and a machine learning approach can combine these variables to create a reliable predictive model, as we suggest in this research.

2.
Nat Commun ; 14(1): 2673, 2023 05 09.
Artigo em Inglês | MEDLINE | ID: mdl-37160893

RESUMO

Candida species overgrowth in the human gut is considered a prerequisite for invasive candidiasis, but our understanding of gut bacteria promoting or restricting this overgrowth is still limited. By integrating cross-sectional mycobiome and shotgun metagenomics data from the stool of 75 male and female cancer patients at risk but without systemic candidiasis, bacterial communities in high Candida samples display higher metabolic flexibility yet lower contributional diversity than those in low Candida samples. We develop machine learning models that use only bacterial taxa or functional relative abundances to predict the levels of Candida genus and species in an external validation cohort with an AUC of 78.6-81.1%. We propose a mechanism for intestinal Candida overgrowth based on an increase in lactate-producing bacteria, which coincides with a decrease in bacteria that regulate short chain fatty acid and oxygen levels. Under these conditions, the ability of Candida to harness lactate as a nutrient source may enable Candida to outcompete other fungi in the gut.


Assuntos
Candida , Neoplasias Pulmonares , Humanos , Feminino , Masculino , Estudos Transversais , Disbiose , Ácido Láctico
3.
Oncoimmunology ; 12(1): 2204746, 2023.
Artigo em Inglês | MEDLINE | ID: mdl-37197440

RESUMO

Due to the high variance in response rates concerning anti-PD1 immunotherapy (IT), there is an unmet need to discover innovative biomarkers to predict immune checkpoint inhibitor (ICI)-efficacy. Our study included 62 Caucasian advanced-stage non-small cell lung cancer (NSCLC) patients treated with anti-PD1 ICI. Gut bacterial signatures were evaluated by metagenomic sequencing and correlated with progression-free survival (PFS), PD-L1 expression and other clinicopathological parameters. We confirmed the predictive role of PFS-related key bacteria with multivariate statistical models (Lasso- and Cox-regression) and validated on an additional patient cohort (n = 60). We find that alpha-diversity showed no significant difference in any comparison. However, there was a significant difference in beta-diversity between patients with long- (>6 months) vs. short (≤6 months) PFS and between chemotherapy (CHT)-treated vs. CHT-naive cases. Short PFS was associated with increased abundance of Firmicutes (F) and Actinobacteria phyla, whereas elevated abundance of Euryarchaeota was specific for low PD-L1 expression. F/Bacteroides (F/B) ratio was significantly increased in patients with short PFS. Multivariate analysis revealed an association between Alistipes shahii, Alistipes finegoldii, Barnesiella visceriola, and long PFS. In contrast, Streptococcus salivarius, Streptococcus vestibularis, and Bifidobacterium breve were associated with short PFS. Using Random Forest machine learning approach, we find that taxonomic profiles performed superiorly in predicting PFS (AUC = 0.74), while metabolic pathways including Amino Acid Synthesis and Fermentation were better predictors of PD-L1 expression (AUC = 0.87). We conclude that specific metagenomic features of the gut microbiome, including bacterial taxonomy and metabolic pathways might be suggestive of ICI efficacy and PD-L1 expression in NSCLC patients.


Assuntos
Antineoplásicos Imunológicos , Carcinoma Pulmonar de Células não Pequenas , Neoplasias Pulmonares , Humanos , Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Carcinoma Pulmonar de Células não Pequenas/patologia , Neoplasias Pulmonares/tratamento farmacológico , Neoplasias Pulmonares/patologia , Intervalo Livre de Progressão , Antígeno B7-H1 , Antineoplásicos Imunológicos/efeitos adversos , Imunoterapia , Redes e Vias Metabólicas
4.
PLoS One ; 16(11): e0259898, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34793492

RESUMO

Impaired exercise tolerance and lung function is a marker for increased mortality in lung cancer patients undergoing lung resection surgery. Recent data suggest that the gut-lung axis regulates systemic metabolic and immune functions, and microbiota might alter exercise tolerance. Here, we aimed to evaluate the associations between gut microbiota and outcomes in lung cancer patients who underwent lung resection surgery. We analysed stool samples, from 15 early-stage lung cancer patients, collected before and after surgical resection using shotgun metagenomic and Internal Transcribed Spacer (ITS) sequencing. We analysed microbiome and mycobiome associations with post-surgery lung function and cardiopulmonary exercise testing (CPET) to assess the maximum level of work achieved. There was a significant difference, between pre- and post-surgical resection samples, in microbial community functional profiles and several species from Alistipes and Bacteroides genus, associated with the production of SCFAs, increased significantly in abundance. Interestingly, an increase in VO2 coincides with an increase in certain species and the "GABA shunt" pathway, suggesting that treatment outcome might improve by enriching butyrate-producing species. Here, we revealed associations between specific gut bacteria, fungi, and their metabolic pathways with the recovery of lung function and exercise capacity.


Assuntos
Tolerância ao Exercício , Microbioma Gastrointestinal , Neoplasias Pulmonares/microbiologia , Neoplasias Pulmonares/fisiopatologia , Bactérias/classificação , Fenômenos Fisiológicos Bacterianos , Teste de Esforço , Fungos/classificação , Fungos/fisiologia , Humanos , Neoplasias Pulmonares/cirurgia , Recidiva Local de Neoplasia , Testes de Função Respiratória
5.
ISME J ; 15(11): 3207-3220, 2021 11.
Artigo em Inglês | MEDLINE | ID: mdl-34002024

RESUMO

Cachexia is associated with decreased survival in cancer patients and has a prevalence of up to 80%. The etiology of cachexia is poorly understood, and limited treatment options exist. Here, we investigated the role of the human gut microbiome in cachexia by integrating shotgun metagenomics and plasma metabolomics of 31 lung cancer patients. The cachexia group showed significant differences in the gut microbial composition, functional pathways of the metagenome, and the related plasma metabolites compared to non-cachectic patients. Branched-chain amino acids (BCAAs), methylhistamine, and vitamins were significantly depleted in the plasma of cachexia patients, which was also reflected in the depletion of relevant gut microbiota functional pathways. The enrichment of BCAAs and 3-oxocholic acid in non-cachectic patients were positively correlated with gut microbial species Prevotella copri and Lactobacillus gasseri, respectively. Furthermore, the gut microbiota capacity for lipopolysaccharides biosynthesis was significantly enriched in cachectic patients. The involvement of the gut microbiome in cachexia was further observed in a high-performance machine learning model using solely gut microbial features. Our study demonstrates the links between cachectic host metabolism and specific gut microbial species and functions in a clinical setting, suggesting that the gut microbiota could have an influence on cachexia with possible therapeutic applications.


Assuntos
Microbioma Gastrointestinal , Neoplasias Pulmonares , Caquexia , Humanos , Neoplasias Pulmonares/complicações , Prevotella
6.
Orv Hetil ; 145(28): 1473-8, 2004 Jul 11.
Artigo em Húngaro | MEDLINE | ID: mdl-15366714

RESUMO

INTRODUCTION: Lung cancer is responsible for most cancer deaths in the world. The main reason for the poor prognosis is late diagnosis. Many patients could be successfully treated in early stage. AIMS: The authors performed 369 bronchological examination on 336 patients using autofluorescence bronchoscopy between 1998 and 2003 to detect preinvasive lesions and early forms of lung cancer. METHODS: Storz D-Light autofluorescence system has been used to perform the examinations. RESULTS: In one third of these patients invasive lung cancer developed during follow-up. Combining traditional white light and autofluorescence technique 50% more intraepithelial lesions have been observed and sensitivity has been increased by 69% compared to the lone use of white light bronchoscopy. CONCLUSIONS: Supported by most international studies these results emphasise that autofluorescence bronchoscopy has a major role in the early diagnosis of preinvasive bronchial lesions and may help in the prevention and early therapy of lung cancer.


Assuntos
Neoplasias Brônquicas/diagnóstico , Broncoscopia/métodos , Carcinoma in Situ/diagnóstico , Fluorescência , Programas de Rastreamento/métodos , Neoplasias Brônquicas/prevenção & controle , Carcinoma in Situ/prevenção & controle , Diagnóstico Diferencial , Diagnóstico Precoce , Feminino , Humanos , Neoplasias Pulmonares/prevenção & controle , Masculino , Pessoa de Meia-Idade , Valor Preditivo dos Testes
7.
Orv Hetil ; 145(21): 1123-6, 2004 May 23.
Artigo em Húngaro | MEDLINE | ID: mdl-15206192

RESUMO

INTRODUCTION: The ineffectiveness of microbiological methods in the lower respiratory tract infections are caused by anachronistic sampling methods. Authors checked the protected specimen brush effectiveness and those of the influencing factors. MATERIALS AND METHODS: 103 patients were involved in the study. The causative agents were identified in 44 cases. These results were compared to last year's classic sampling techniques and they experienced 20.4% improvement of the sensitivity. Further increasing in effectiveness can be reached if we perform bacteriological sampling after the first unsuccessful antibiotic treatment was performed. Out of 103 examined patients only 69 underwent antibiotic treatment. In the case of 13 patients after the course of one type antibiotic treatment 10 positive bacteriological cultures were positive. In the case of 31 patients 2 types of antibiotics were administered sequentially and examined afterwards and the authors found 15 positive bacteriological cultures. In the case of 25 patients the administered sequentially 3 times of antibiotics and examined afterwards, 6 cultures were positive. CONCLUSION: The examinations prove that the protected specimen brush, used in time, raises the sensitivity of microbiological processes.


Assuntos
Broncoscópios , Broncoscopia/métodos , Doenças Respiratórias/diagnóstico , Doenças Respiratórias/microbiologia , Adulto , Idoso , Infecções Bacterianas/diagnóstico , Infecções Bacterianas/microbiologia , Desenho de Equipamento , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Doença Pulmonar Obstrutiva Crônica/diagnóstico , Doença Pulmonar Obstrutiva Crônica/microbiologia , Infecções Respiratórias/diagnóstico , Infecções Respiratórias/microbiologia , Neoplasias do Sistema Respiratório/diagnóstico , Neoplasias do Sistema Respiratório/microbiologia , Manejo de Espécimes/instrumentação , Manejo de Espécimes/métodos
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