Pooled analysis of 3,741 stool metagenomes from 18 cohorts for cross-stage and strain-level reproducible microbial biomarkers of colorectal cancer
Jazyk angličtina Země Spojené státy americké Médium print-electronic
Typ dokumentu časopisecké články
Grantová podpora
CGCATF-2023/100041
Cancer Research UK (CRUK)
U01 CA176726
NCI NIH HHS - United States
OT2 CA297205
NCI NIH HHS - United States
825410
EC | Horizon 2020 Framework Programme (EU Framework Programme for Research and Innovation H2020)
1OT2CA297205-01
U.S. Department of Health & Human Services | NIH | NCI | Division of Cancer Epidemiology and Genetics, National Cancer Institute (National Cancer Institute Division of Cancer Epidemiology and Genetics)
R35 CA253185
NCI NIH HHS - United States
U01 CA230551
NCI NIH HHS - United States
101045015
EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council)
OT2 CA297680
NCI NIH HHS - United States
U01 CA261961
NCI NIH HHS - United States
R01 CA263776
NCI NIH HHS - United States
CGCATF-2023/100036
Cancer Research UK (CRUK)
OT2CA297680
U.S. Department of Health & Human Services | NIH | NCI | Division of Cancer Epidemiology and Genetics, National Cancer Institute (National Cancer Institute Division of Cancer Epidemiology and Genetics)
PubMed
40461820
PubMed Central
PMC12283368
DOI
10.1038/s41591-025-03693-9
PII: 10.1038/s41591-025-03693-9
Knihovny.cz E-zdroje
- MeSH
- adenom mikrobiologie patologie genetika MeSH
- Faecalibacterium prausnitzii genetika MeSH
- feces * mikrobiologie MeSH
- Fusobacterium nucleatum genetika MeSH
- kohortové studie MeSH
- kolorektální nádory * mikrobiologie patologie genetika diagnóza MeSH
- lidé středního věku MeSH
- lidé MeSH
- metagenom * genetika MeSH
- metagenomika metody MeSH
- nádorové biomarkery * genetika MeSH
- Ruminococcus genetika MeSH
- senioři MeSH
- střevní mikroflóra * genetika MeSH
- Check Tag
- lidé středního věku MeSH
- lidé MeSH
- mužské pohlaví MeSH
- senioři MeSH
- ženské pohlaví MeSH
- Publikační typ
- časopisecké články MeSH
- Názvy látek
- nádorové biomarkery * MeSH
Associations between the gut microbiome and colorectal cancer (CRC) have been uncovered, but larger and more diverse studies are needed to assess their potential clinical use. We expanded upon 12 metagenomic datasets of patients with CRC (n = 930), adenomas (n = 210) and healthy control individuals (n = 976; total n = 2,116) with 6 new cohorts (n = 1,625) providing granular information on cancer stage and the anatomic location of tumors. We improved CRC prediction accuracy based solely on gut metagenomics (average area under the curve = 0.85) and highlighted the contribution of 19 newly profiled species and distinct Fusobacterium nucleatum clades. Specific gut species distinguish left-sided versus right-sided CRC (area under the curve = 0.66) with an enrichment of oral-typical microbes. We identified strain-specific CRC signatures with the commensal Ruminococcus bicirculans and Faecalibacterium prausnitzii showing subclades associated with late-stage CRC. Our analysis confirms that the microbiome can be a clinical target for CRC screening and characterizes it as a biomarker for CRC progression.
Biomedical Center Faculty of Medicine in Pilsen Charles University Prague Czech Republic
Candiolo Cancer Institute FPO IRCCS Candiolo Italy
Center of Clinical Investigations for In Situ Biotherapies of Cancer INSERM CIC1428 Villejuif France
Clinical and Translational Epidemiology Unit Massachusetts General Hospital Boston MA USA
Department CIBIO University of Trento Trento Italy
Department of Biophysics School of Medicine Yeditepe University Istanbul Turkey
Department of Biostatistics Harvard T H Chan School of Public Health Boston MA USA
Department of Clinical and Biological Sciences University of Torino Torino Italy
Department of Colorectal Surgery Clinica S Rita Vercelli Italy
Department of Computer Science University of Torino Torino Italy
Department of Medical Biology School of Medicine Yeditepe University Istanbul Turkey
Departments of Epidemiology and Nutrition Harvard T H Chan School of Public Health Boston MA USA
Faculté de Médecine Université Paris Saclay Kremlin Bicêtre France
Graduate School of Natural and Applied Sciences Yeditepe University Istanbul Turkey
Gustave Roussy Villejuif France
IEO European Institute of Oncology IRCCS Milan Italy
Infectious Disease and Microbiome Program Broad Institute of MIT and Harvard Cambridge MA USA
Italian Institute for Genomic Medicine c o IRCCS Candiolo Candiolo Italy
Masaryk Memorial Cancer Institute Brno Czech Republic
RECETOX Faculty of Science Masaryk University Brno Czech Republic
Zobrazit více v PubMed
Sung, H. et al. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. PubMed
Siegel, R. L., Wagle, N. S., Cercek, A., Smith, R. A. & Jemal, A. Colorectal cancer statistics, 2023. PubMed
Keum, N. & Giovannucci, E. Global burden of colorectal cancer: emerging trends, risk factors and prevention strategies. PubMed
Miller, K. D. et al. Cancer treatment and survivorship statistics, 2022. PubMed
Huels, D. J. & Sansom, O. J. Stem vs non-stem cell origin of colorectal cancer. PubMed PMC
Jones, S. et al. Comparative lesion sequencing provides insights into tumor evolution. PubMed PMC
Elinav, E. et al. Inflammation-induced cancer: crosstalk between tumours, immune cells and microorganisms. PubMed
Schmitt, M. & Greten, F. R. The inflammatory pathogenesis of colorectal cancer. PubMed
Hanahan, D. Hallmarks of cancer: new dimensions. PubMed
Wilson, M. R. et al. The human gut bacterial genotoxin colibactin alkylates DNA. PubMed PMC
Brennan, C. A. & Garrett, W. S. Fusobacterium nucleatum-symbiont, opportunist and oncobacterium. PubMed PMC
Feng, Q. et al. Gut microbiome development along the colorectal adenoma–carcinoma sequence. PubMed
Gupta, A. et al. Association of PubMed PMC
Vogtmann, E. et al. Colorectal cancer and the human gut microbiome: reproducibility with whole-genome shotgun sequencing. PubMed PMC
Yachida, S. et al. Metagenomic and metabolomic analyses reveal distinct stage-specific phenotypes of the gut microbiota in colorectal cancer. PubMed
Yu, J. et al. Metagenomic analysis of faecal microbiome as a tool towards targeted non-invasive biomarkers for colorectal cancer. PubMed
Zeller, G. et al. Potential of fecal microbiota for early-stage detection of colorectal cancer. PubMed PMC
Thomas, A. M. et al. Metagenomic analysis of colorectal cancer datasets identifies cross-cohort microbial diagnostic signatures and a link with choline degradation. PubMed PMC
Wirbel, J. et al. Meta-analysis of fecal metagenomes reveals global microbial signatures that are specific for colorectal cancer. PubMed PMC
Young, C. et al. The colorectal cancer-associated faecal microbiome of developing countries resembles that of developed countries. PubMed PMC
Zwinsová, B. et al. Colorectal tumour mucosa microbiome is enriched in oral pathogens and defines three subtypes that correlate with markers of tumour progression. PubMed PMC
Dejea, C. M. et al. Microbiota organization is a distinct feature of proximal colorectal cancers. PubMed PMC
Zepeda-Rivera, M. et al. A distinct PubMed PMC
Everett, C. et al. Overview of the Microbiome Among Nurses study (Micro-N) as an example of prospective characterization of the microbiome within cohort studies. PubMed PMC
Blanco-Míguez, A. et al. Extending and improving metagenomic taxonomic profiling with uncharacterized species using MetaPhlAn 4. PubMed PMC
Pasolli, E. et al. Extensive unexplored human microbiome diversity revealed by over 150,000 genomes from metagenomes spanning age, geography, and lifestyle. PubMed PMC
Pasolli, E. et al. Accessible, curated metagenomic data through ExperimentHub. PubMed PMC
Beghini, F. et al. Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3. PubMed PMC
Pasolli, E., Truong, D. T., Malik, F., Waldron, L. & Segata, N. Machine learning meta-analysis of large metagenomic datasets: tools and biological insights. PubMed PMC
Asnicar, F. et al. Precise phylogenetic analysis of microbial isolates and genomes from metagenomes using PhyloPhlAn 3.0. PubMed PMC
Human Microbiome Project. Structure, function and diversity of the healthy human microbiome. PubMed PMC
Nguyen, L. H. et al. Association between sulfur-metabolizing bacterial communities in stool and risk of distal colorectal cancer in men. PubMed PMC
Zhang, Y. et al. Oleic acid and insulin as key characteristics of T2D promote colorectal cancer deterioration in xenograft mice revealed by functional metabolomics. PubMed PMC
Bell, H. N. et al. Microenvironmental ammonia enhances T cell exhaustion in colorectal cancer. PubMed PMC
GBD 2019 Colorectal Cancer Collaborators. Global, regional, and national burden of colorectal cancer and its risk factors, 1990–2019: a systematic analysis for the Global Burden of Disease Study 2019. PubMed PMC
Asnicar, F. et al. Microbiome connections with host metabolism and habitual diet from 1,098 deeply phenotyped individuals. PubMed PMC
Thompson, K. N. et al. Alterations in the gut microbiome implicate key taxa and metabolic pathways across inflammatory arthritis phenotypes. PubMed
Lloyd-Price, J. et al. Multi-omics of the gut microbial ecosystem in inflammatory bowel diseases. PubMed PMC
Mashima, I. & Nakazawa, F. The influence of oral PubMed
Yusof, H. M., Ab-Rahim, S., Suddin, L. S., Saman, M. S. A. & Mazlan, M. Metabolomics profiling on different stages of colorectal cancer: a systematic review. PubMed PMC
Dougherty, M. W. & Jobin, C. Shining a light on colibactin biology. PubMed PMC
Karcher, N. et al. Analysis of 1321 PubMed PMC
Mukherjee, A., Lordan, C., Ross, R. P. & Cotter, P. D. Gut microbes from the phylogenetically diverse genus PubMed PMC
Ryu, S. W. et al. Gut microbiota PubMed PMC
Belcheva, A. & Martin, A. Gut microbiota and colon cancer: the carbohydrate link. PubMed PMC
Roelands, J. et al. An integrated tumor, immune and microbiome atlas of colon cancer. PubMed PMC
Xia, X. et al. Bacteria pathogens drive host colonic epithelial cell promoter hypermethylation of tumor suppressor genes in colorectal cancer. PubMed PMC
Bertolini, M. et al. Oral microorganisms and biofilms: new insights to defeat the main etiologic factor of oral diseases. PubMed PMC
Nguyen, L. H. et al. The sulfur microbial diet is associated with increased risk of early-onset colorectal cancer precursors. PubMed PMC
Yang, J. et al. Establishing high-accuracy biomarkers for colorectal cancer by comparing fecal microbiomes in patients with healthy families. PubMed PMC
Yang, Y. et al. Dysbiosis of human gut microbiome in young-onset colorectal cancer. PubMed PMC
Liu, N.-N. et al. Multi-kingdom microbiota analyses identify bacterial–fungal interactions and biomarkers of colorectal cancer across cohorts. PubMed PMC
Obón-Santacana, M. et al. Meta-analysis and validation of a colorectal cancer risk prediction model using deep sequenced fecal metagenomes. PubMed PMC
Amin, M. B. et al. (eds) in
Baran, B. et al. Difference between left-sided and right-sided colorectal cancer: a focused review of literature. PubMed PMC
Pardini, B. et al. A fecal microRNA signature by small RNA sequencing accurately distinguishes colorectal cancers: results from a multicenter study. PubMed
Langmead, B. & Salzberg, S. L. Fast gapped-read alignment with Bowtie 2. PubMed PMC
Bolger, A. M., Lohse, M. & Usadel, B. Trimmomatic: a flexible trimmer for Illumina sequence data. PubMed PMC
Benson, G. Tandem repeats finder: a program to analyze DNA sequences. PubMed PMC
Brito, I. L. et al. Mobile genes in the human microbiome are structured from global to individual scales. PubMed PMC
Ferretti, P. et al. Mother-to-infant microbial transmission from different body sites shapes the developing infant gut microbiome. PubMed PMC
Kartal, E. et al. A faecal microbiota signature with high specificity for pancreatic cancer. PubMed PMC
Nagata, N. et al. Metagenomic identification of microbial signatures predicting pancreatic cancer from a multinational study. PubMed
Hedges, L. V. Distribution theory for Glass’s estimator of effect size and related estimators.
Hartung, J. & Knapp, G. On tests of the overall treatment effect in meta-analysis with normally distributed responses. PubMed
Mallick, H. et al. Multivariable association discovery in population-scale meta-omics studies. PubMed PMC
Ghazi, A. R., et al. Quantifying metagenomic strain associations from microbiomes with Anpan. Preprint at
Karlsson, F. H. et al. Gut metagenome in European women with normal, impaired and diabetic glucose control. PubMed
Qin, J. et al. A metagenome-wide association study of gut microbiota in type 2 diabetes. PubMed
Forslund, S. K. et al. Combinatorial, additive and dose-dependent drug–microbiome associations. PubMed
Xu, Q. et al. Metagenomic and metabolomic remodeling in nonagenarians and centenarians and its association with genetic and socioeconomic factors. PubMed
Nielsen, H. B. et al. Identification and assembly of genomes and genetic elements in complex metagenomic samples without using reference genomes. PubMed
He, Q. et al. Two distinct metacommunities characterize the gut microbiota in Crohn’s disease patients. PubMed PMC
iMSMS Consortium. Gut microbiome of multiple sclerosis patients and paired household healthy controls reveal associations with disease risk and course. PubMed PMC
Zhang, X. et al. The oral and gut microbiomes are perturbed in rheumatoid arthritis and partly normalized after treatment. PubMed
Nagy-Szakal, D. et al. Fecal metagenomic profiles in subgroups of patients with myalgic encephalomyelitis/chronic fatigue syndrome. PubMed PMC
Zhou, C. et al. Metagenomic profiling of the pro-inflammatory gut microbiota in ankylosing spondylitis. PubMed
Xie, H. et al. Shotgun metagenomics of 250 adult twins reveals genetic and environmental impacts on the gut microbiome. PubMed PMC
Piccinno, G. et al. Pooled analysis of 3,741 stool metagenomes from 18 cohorts for cross-stage and strain-level reproducible microbial biomarkers of colorectal cancer. PubMed PMC