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Grant Details

Grant Number: 2R01CA230551-06 Interpret this number
Primary Investigator: Waldron, Levi
Organization: Graduate School Of Public Health And Health Policy
Project Title: Exploiting Public Metagenomic Data to Uncover Cancer-Microbiome Relationships
Fiscal Year: 2024


Abstract

Abstract Dysbiosis of the host microbiome is now recognized as a hallmark of cancer and a factor in the systemic response to immunotherapy. While a large volume of literature and data resources on microbiome research are available, systemic comparison and analysis are limited due to the heterogeneity in data and reporting schema. To enable rapid and cost-effective elucidation of the roles of microorganisms in the etiology and progression of cancer, we have developed high-quality harmonized databases of public microbiome data and microbial signatures. This proposal expands and creates new features of these microbiome databases through four aims. First, it will enhance the analytic scope of BugSigDB, a Semantic Mediawiki for manual curation and review of microbial signatures by incorporating microbial physiologies and morphologies, predicted metabolic functions, automatic identification of similar signatures, and creation of user-friendly Bug Set Enrichment Analysis workflows. Second, it will establish the next generation of curatedMetagenomicData, a microbiome database of large-scale manual curation and uniformly processed shotgun sequencing data, supporting FAIR principles. We will create a federated, ontology-based curation system and distributed computing metagenomic profiling workflow, both applicable to all Sequence Read Archive (SRA) records. Third, it will expand curatedMetagenomicData and BugSigDB with data from thousands of published studies and perform meta-analyses using these resources. Lastly, we will mobilize hundreds of data curators from diverse backgrounds by participating in established internship programs and mobilize the microbiome research community to adopt reporting standards for publication. This contribution is significant because it increases the likelihood of developing effective public health interventions to prevent and detect microbiota-linked cancers by providing methods for improved mechanistic interpretation of microbiome studies, extracting new information from published raw metagenomic shotgun sequencing data and metadata, and enabling re-use of existing data by a much broader range of researchers and methodologies. The proposed research is innovative because it identifies and corrects important deficiencies in how microbiome data are published, increasing the utility of public data and published results on a large scale by other research teams.



Publications

CoCas9 is a compact nuclease from the human microbiome for efficient and precise genome editing.
Authors: Pedrazzoli E. , Demozzi M. , Visentin E. , Ciciani M. , Bonuzzi I. , Pezzè L. , Lucchetta L. , Maule G. , Amistadi S. , Esposito F. , et al. .
Source: Nature Communications, 2024-04-24 00:00:00.0; 15(1), p. 3478.
EPub date: 2024-04-24 00:00:00.0.
PMID: 38658578
Related Citations

Machine learning for microbiologists.
Authors: Asnicar F. , Thomas A.M. , Passerini A. , Waldron L. , Segata N. .
Source: Nature Reviews. Microbiology, 2024 Apr; 22(4), p. 191-205.
EPub date: 2023-11-15 00:00:00.0.
PMID: 37968359
Related Citations

Microbial composition associated with biliary stents in patients undergoing pancreatic resection for cancer.
Authors: Blanco-Míguez A. , Carloni S. , Cardenas C. , Dioguardi C.C. , Lambroia L. , Capretti G. , Nappo G. , Fugazza A. , Capogreco A. , Armanini F. , et al. .
Source: Npj Biofilms And Microbiomes, 2024-03-30 00:00:00.0; 10(1), p. 35.
EPub date: 2024-03-30 00:00:00.0.
PMID: 38555334
Related Citations

Integrated annotation prioritizes metabolites with bioactivity in inflammatory bowel disease.
Authors: Bhosle A. , Bae S. , Zhang Y. , Chun E. , Avila-Pacheco J. , Geistlinger L. , Pishchany G. , Glickman J.N. , Michaud M. , Waldron L. , et al. .
Source: Molecular Systems Biology, 2024-03-11 00:00:00.0; , .
EPub date: 2024-03-11 00:00:00.0.
PMID: 38467837
Related Citations

Discovering and exploring the hidden diversity of human gut viruses using highly enriched virome samples.
Authors: Zolfo M. , Silverj A. , Blanco-Míguez A. , Manghi P. , Rota-Stabelli O. , Heidrich V. , Jensen J. , Maharjan S. , Franzosa E. , Menni C. , et al. .
Source: Biorxiv : The Preprint Server For Biology, 2024-02-19 00:00:00.0; , .
EPub date: 2024-02-19 00:00:00.0.
PMID: 38464031
Related Citations

Longitudinal gut microbiome changes in immune checkpoint blockade-treated advanced melanoma.
Authors: Björk J.R. , Bolte L.A. , Maltez Thomas A. , Lee K.A. , Rossi N. , Wind T.T. , Smit L.M. , Armanini F. , Asnicar F. , Blanco-Miguez A. , et al. .
Source: Nature Medicine, 2024-02-16 00:00:00.0; , .
EPub date: 2024-02-16 00:00:00.0.
PMID: 38365950
Related Citations

Neuroblastoma is associated with alterations in gut microbiome composition subsequent to maternal microbial seeding.
Authors: Valles-Colomer M. , Manghi P. , Cumbo F. , Masetti G. , Armanini F. , Asnicar F. , Blanco-Miguez A. , Pinto F. , Punčochář M. , Garaventa A. , et al. .
Source: Ebiomedicine, 2024 Jan; 99, p. 104917.
EPub date: 2023-12-16 00:00:00.0.
PMID: 38104504
Related Citations

Diet and gut microbial associations in irritable bowel syndrome according to disease subtype.
Authors: Wang Y. , Ma W. , Mehta R. , Nguyen L.H. , Song M. , Drew D.A. , Asnicar F. , Huttenhower C. , Segata N. , Wolf J. , et al. .
Source: Gut Microbes, 2023 Dec; 15(2), p. 2262130.
EPub date: 2023-10-02 00:00:00.0.
PMID: 37786251
Related Citations

Extension of the Segatella copri complex to 13 species with distinct large extrachromosomal elements and associations with host conditions.
Authors: Blanco-Míguez A. , Gálvez E.J.C. , Pasolli E. , De Filippis F. , Amend L. , Huang K.D. , Manghi P. , Lesker T.R. , Riedel T. , Cova L. , et al. .
Source: Cell Host & Microbe, 2023-11-08 00:00:00.0; 31(11), p. 1804-1819.e9.
EPub date: 2023-10-25 00:00:00.0.
PMID: 37883976
Related Citations

BugSigDB captures patterns of differential abundance across a broad range of host-associated microbial signatures.
Authors: Geistlinger L. , Mirzayi C. , Zohra F. , Azhar R. , Elsafoury S. , Grieve C. , Wokaty J. , Gamboa-Tuz S.D. , Sengupta P. , Hecht I. , et al. .
Source: Nature Biotechnology, 2023-09-11 00:00:00.0; , .
EPub date: 2023-09-11 00:00:00.0.
PMID: 37697152
Related Citations

Gut OncoMicrobiome Signatures (GOMS) as next-generation biomarkers for cancer immunotherapy.
Authors: Thomas A.M. , Fidelle M. , Routy B. , Kroemer G. , Wargo J.A. , Segata N. , Zitvogel L. .
Source: Nature Reviews. Clinical Oncology, 2023 Sep; 20(9), p. 583-603.
EPub date: 2023-06-26 00:00:00.0.
PMID: 37365438
Related Citations

Translating the Microbiome: What's the Target?
Authors: O'Toole P.W. , Ghosh T.S. , Goswami S. , Manghi P. , Segata N. , Shanahan F. .
Source: Gastroenterology, 2023 Aug; 165(2), p. 317-319.
EPub date: 2023-04-23 00:00:00.0.
PMID: 37094661
Related Citations

MetaPhlAn 4 profiling of unknown species-level genome bins improves the characterization of diet-associated microbiome changes in mice.
Authors: Manghi P. , Blanco-Míguez A. , Manara S. , NabiNejad A. , Cumbo F. , Beghini F. , Armanini F. , Golzato D. , Huang K.D. , Thomas A.M. , et al. .
Source: Cell Reports, 2023-05-30 00:00:00.0; 42(5), p. 112464.
EPub date: 2023-05-03 00:00:00.0.
PMID: 37141097
Related Citations

Maternal and food microbial sources shape the infant microbiome of a rural Ethiopian population.
Authors: Manara S. , Selma-Royo M. , Huang K.D. , Asnicar F. , Armanini F. , Blanco-Miguez A. , Cumbo F. , Golzato D. , Manghi P. , Pinto F. , et al. .
Source: Current Biology : Cb, 2023-05-22 00:00:00.0; 33(10), p. 1939-1950.e4.
EPub date: 2023-04-27 00:00:00.0.
PMID: 37116481
Related Citations

Cardiometabolic health, diet and the gut microbiome: a meta-omics perspective.
Authors: Valles-Colomer M. , Menni C. , Berry S.E. , Valdes A.M. , Spector T.D. , Segata N. .
Source: Nature Medicine, 2023 Mar; 29(3), p. 551-561.
EPub date: 2023-03-17 00:00:00.0.
PMID: 36932240
Related Citations

Extending and improving metagenomic taxonomic profiling with uncharacterized species using MetaPhlAn 4.
Authors: Blanco-Míguez A. , Beghini F. , Cumbo F. , McIver L.J. , Thompson K.N. , Zolfo M. , Manghi P. , Dubois L. , Huang K.D. , Thomas A.M. , et al. .
Source: Nature Biotechnology, 2023-02-23 00:00:00.0; , .
EPub date: 2023-02-23 00:00:00.0.
PMID: 36823356
Related Citations

The person-to-person transmission landscape of the gut and oral microbiomes.
Authors: Valles-Colomer M. , Blanco-Míguez A. , Manghi P. , Asnicar F. , Dubois L. , Golzato D. , Armanini F. , Cumbo F. , Huang K.D. , Manara S. , et al. .
Source: Nature, 2023 Feb; 614(7946), p. 125-135.
EPub date: 2023-01-18 00:00:00.0.
PMID: 36653448
Related Citations

Automated identification of sequence-tailored Cas9 proteins using massive metagenomic data.
Authors: Ciciani M. , Demozzi M. , Pedrazzoli E. , Visentin E. , Pezzè L. , Signorini L.F. , Blanco-Miguez A. , Zolfo M. , Asnicar F. , Casini A. , et al. .
Source: Nature Communications, 2022-10-29 00:00:00.0; 13(1), p. 6474.
EPub date: 2022-10-29 00:00:00.0.
PMID: 36309502
Related Citations

Variability of strain engraftment and predictability of microbiome composition after fecal microbiota transplantation across different diseases.
Authors: Ianiro G. , Punčochář M. , Karcher N. , Porcari S. , Armanini F. , Asnicar F. , Beghini F. , Blanco-Míguez A. , Cumbo F. , Manghi P. , et al. .
Source: Nature Medicine, 2022-09-15 00:00:00.0; , .
EPub date: 2022-09-15 00:00:00.0.
PMID: 36109637
Related Citations

Cross-cohort gut microbiome associations with immune checkpoint inhibitor response in advanced melanoma.
Authors: Lee K.A. , Thomas A.M. , Bolte L.A. , Björk J.R. , de Ruijter L.K. , Armanini F. , Asnicar F. , Blanco-Miguez A. , Board R. , Calbet-Llopart N. , et al. .
Source: Nature Medicine, 2022-02-28 00:00:00.0; , .
EPub date: 2022-02-28 00:00:00.0.
PMID: 35228751
Related Citations

Intestinal Akkermansia muciniphila predicts clinical response to PD-1 blockade in patients with advanced non-small-cell lung cancer.
Authors: Derosa L. , Routy B. , Thomas A.M. , Iebba V. , Zalcman G. , Friard S. , Mazieres J. , Audigier-Valette C. , Moro-Sibilot D. , Goldwasser F. , et al. .
Source: Nature Medicine, 2022 02; 28(2), p. 315-324.
EPub date: 2022-02-03 00:00:00.0.
PMID: 35115705
Related Citations

Variation and transmission of the human gut microbiota across multiple familial generations.
Authors: Valles-Colomer M. , Bacigalupe R. , Vieira-Silva S. , Suzuki S. , Darzi Y. , Tito R.Y. , Yamada T. , Segata N. , Raes J. , Falony G. .
Source: Nature Microbiology, 2022 Jan; 7(1), p. 87-96.
EPub date: 2021-12-30 00:00:00.0.
PMID: 34969979
Related Citations

Hallstatt miners consumed blue cheese and beer during the Iron Age and retained a non-Westernized gut microbiome until the Baroque period.
Authors: Maixner F. , Sarhan M.S. , Huang K.D. , Tett A. , Schoenafinger A. , Zingale S. , Blanco-Míguez A. , Manghi P. , Cemper-Kiesslich J. , Rosendahl W. , et al. .
Source: Current Biology : Cb, 2021-12-06 00:00:00.0; 31(23), p. 5149-5162.e6.
EPub date: 2021-10-13 00:00:00.0.
PMID: 34648730
Related Citations

Reporting guidelines for human microbiome research: the STORMS checklist.
Authors: Mirzayi C. , Renson A. , Genomic Standards Consortium , Massive Analysis and Quality Control Society , Zohra F. , Elsafoury S. , Geistlinger L. , Kasselman L.J. , Eckenrode K. , van de Wijgert J. , et al. .
Source: Nature Medicine, 2021-11-17 00:00:00.0; , .
EPub date: 2021-11-17 00:00:00.0.
PMID: 34789871
Related Citations

Prevotella diversity, niches and interactions with the human host.
Authors: Tett A. , Pasolli E. , Masetti G. , Ercolini D. , Segata N. .
Source: Nature Reviews. Microbiology, 2021 09; 19(9), p. 585-599.
EPub date: 2021-05-28 00:00:00.0.
PMID: 34050328
Related Citations

Genomic diversity and ecology of human-associated Akkermansia species in the gut microbiome revealed by extensive metagenomic assembly.
Authors: Karcher N. , Nigro E. , Punčochář M. , Blanco-Míguez A. , Ciciani M. , Manghi P. , Zolfo M. , Cumbo F. , Manara S. , Golzato D. , et al. .
Source: Genome Biology, 2021-07-14 00:00:00.0; 22(1), p. 209.
EPub date: 2021-07-14 00:00:00.0.
PMID: 34261503
Related Citations

Genes Encoding Microbial Acyl Coenzyme A Binding Protein/Diazepam-Binding Inhibitor Orthologs Are Rare in the Human Gut Microbiome and Show No Links to Obesity.
Authors: Thomas A.M. , Asnicar F. , Kroemer G. , Segata N. .
Source: Applied And Environmental Microbiology, 2021-05-26 00:00:00.0; 87(12), p. e0047121.
EPub date: 2021-05-26 00:00:00.0.
PMID: 33837018
Related Citations

Integrating taxonomic, functional, and strain-level profiling of diverse microbial communities with bioBakery 3.
Authors: Beghini F. , McIver L.J. , Blanco-Míguez A. , Dubois L. , Asnicar F. , Maharjan S. , Mailyan A. , Manghi P. , Scholz M. , Thomas A.M. , et al. .
Source: Elife, 2021-05-04 00:00:00.0; 10, .
EPub date: 2021-05-04 00:00:00.0.
PMID: 33944776
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Blue poo: impact of gut transit time on the gut microbiome using a novel marker.
Authors: Asnicar F. , Leeming E.R. , Dimidi E. , Mazidi M. , Franks P.W. , Al Khatib H. , Valdes A.M. , Davies R. , Bakker E. , Francis L. , et al. .
Source: Gut, 2021-03-15 00:00:00.0; , .
EPub date: 2021-03-15 00:00:00.0.
PMID: 33722860
Related Citations

High intake of vegetables is linked to lower white blood cell profile and the effect is mediated by the gut microbiome.
Authors: Menni C. , Louca P. , Berry S.E. , Vijay A. , Astbury S. , Leeming E.R. , Gibson R. , Asnicar F. , Piccinno G. , Wolf J. , et al. .
Source: Bmc Medicine, 2021-02-11 00:00:00.0; 19(1), p. 37.
EPub date: 2021-02-11 00:00:00.0.
PMID: 33568158
Related Citations

Microbiome connections with host metabolism and habitual diet from 1,098 deeply phenotyped individuals.
Authors: Asnicar F. , Berry S.E. , Valdes A.M. , Nguyen L.H. , Piccinno G. , Drew D.A. , Leeming E. , Gibson R. , Le Roy C. , Khatib H.A. , et al. .
Source: Nature Medicine, 2021 02; 27(2), p. 321-332.
EPub date: 2021-01-11 00:00:00.0.
PMID: 33432175
Related Citations

Assessment of statistical methods from single cell, bulk RNA-seq, and metagenomics applied to microbiome data.
Authors: Calgaro M. , Romualdi C. , Waldron L. , Risso D. , Vitulo N. .
Source: Genome Biology, 2020-08-03 00:00:00.0; 21(1), p. 191.
EPub date: 2020-08-03 00:00:00.0.
PMID: 32746888
Related Citations

Multiomic Analysis of Subtype Evolution and Heterogeneity in High-Grade Serous Ovarian Carcinoma.
Authors: Geistlinger L. , Oh S. , Ramos M. , Schiffer L. , LaRue R.S. , Henzler C.M. , Munro S.A. , Daughters C. , Nelson A.C. , Winterhoff B.J. , et al. .
Source: Cancer Research, 2020-08-03 00:00:00.0; , .
EPub date: 2020-08-03 00:00:00.0.
PMID: 32747365
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Analysis of 1321 Eubacterium rectale genomes from metagenomes uncovers complex phylogeographic population structure and subspecies functional adaptations.
Authors: Karcher N. , Pasolli E. , Asnicar F. , Huang K.D. , Tett A. , Manara S. , Armanini F. , Bain D. , Duncan S.H. , Louis P. , et al. .
Source: Genome Biology, 2020-06-08 00:00:00.0; 21(1), p. 138.
EPub date: 2020-06-08 00:00:00.0.
PMID: 32513234
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Human postprandial responses to food and potential for precision nutrition.
Authors: Berry S.E. , Valdes A.M. , Drew D.A. , Asnicar F. , Mazidi M. , Wolf J. , Capdevila J. , Hadjigeorgiou G. , Davies R. , Al Khatib H. , et al. .
Source: Nature Medicine, 2020 06; 26(6), p. 964-973.
EPub date: 2020-06-11 00:00:00.0.
PMID: 32528151
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Precise phylogenetic analysis of microbial isolates and genomes from metagenomes using PhyloPhlAn 3.0.
Authors: Asnicar F. , Thomas A.M. , Beghini F. , Mengoni C. , Manara S. , Manghi P. , Zhu Q. , Bolzan M. , Cumbo F. , May U. , et al. .
Source: Nature Communications, 2020-05-19 00:00:00.0; 11(1), p. 2500.
EPub date: 2020-05-19 00:00:00.0.
PMID: 32427907
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Metagenomic analysis of colorectal cancer datasets identifies cross-cohort microbial diagnostic signatures and a link with choline degradation.
Authors: Thomas A.M. , Manghi P. , Asnicar F. , Pasolli E. , Armanini F. , Zolfo M. , Beghini F. , Manara S. , Karcher N. , Pozzi C. , et al. .
Source: Nature Medicine, 2019 04; 25(4), p. 667-678.
EPub date: 2019-04-01 00:00:00.0.
PMID: 30936548
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