{ "creators": [ { "name": "Maya M. Juman", "givenName": "Maya", "familyName": "Juman", "affiliation": [ { "name": "Department of Veterinary Medicine, University of Cambridge", "affiliationIdentifier": "https://ror.org/013meh722" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0002-0211-0655", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Bruce D. Patterson", "givenName": "Bruce", "familyName": "Patterson", "affiliation": [ { "name": "Field Museum of Natural History", "affiliationIdentifier": "https://ror.org/00mh9zx15" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0002-2249-7260", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Greg F. Albery", "givenName": "Greg", "familyName": "Albery", "affiliation": [ { "name": "Trinity College Dublin", "affiliationIdentifier": "https://ror.org/02tyrky19" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0001-6260-2662", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Colin J. Carlson", "givenName": "Colin", "familyName": "Carlson", "affiliation": [ { "name": "Yale University", "affiliationIdentifier": "https://ror.org/03v76x132" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0001-6960-8434", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Daniel J. Becker", "givenName": "Daniel", "familyName": "Becker", "affiliation": [ { "name": "University of Oklahoma", "affiliationIdentifier": "https://ror.org/02aqsxs83" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0003-4315-8628", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Molly M. McDonough", "givenName": "Molly", "familyName": "McDonough", "affiliation": [ { "name": "Chicago State University", "affiliationIdentifier": "https://ror.org/05ekwbr88" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0002-4890-7993", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Adam W. Ferguson", "givenName": "Adam", "familyName": "Ferguson", "affiliation": [ { "name": "Field Museum of Natural History", "affiliationIdentifier": "https://ror.org/00mh9zx15" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0002-6931-6420", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Barbara A. Han", "givenName": "Barbara", "familyName": "Han", "affiliation": [ { "name": "Cary Institute of Ecosystem Studies", "affiliationIdentifier": "https://ror.org/01dhcyx48" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0002-9948-3078", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Frank Bapeamoni Andemwana", "givenName": "Frank", "familyName": "Bapeamoni Andemwana", "affiliation": [ { "name": "Université de Kisangani", "affiliationIdentifier": "https://ror.org/028svp844" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0003-1079-9189", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Bertin Murhabale Cisirika", "givenName": "Bertin", "familyName": "Murhabale Cisirika", "affiliation": [ { "name": "Université Officielle de Bukavu", "affiliationIdentifier": "https://ror.org/02pad2v09" } ] }, { "name": "Charles Kahindo", "givenName": "Charles", "familyName": "Kahindo", "affiliation": [ { "name": "Université Officielle de Bukavu", "affiliationIdentifier": "https://ror.org/02pad2v09" } ] }, { "name": "Luis M.P. Ceríaco", "givenName": "Luis", "familyName": "Ceríaco", "affiliation": [ { "name": "Centro de Investigação em Biodiversidade e Recursos Genéticos, Universidade do Porto", "affiliationIdentifier": "https://ror.org/0476hs695" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0002-0591-9978", "nameIdentifierScheme": "ORCID" } ] }, { "name": "Steven M. Goodman", "givenName": "Steven", "familyName": "Goodman", "affiliation": [ { "name": "Field Museum of Natural History", "affiliationIdentifier": "https://ror.org/00mh9zx15" } ], "nameIdentifiers": [ { "nameIdentifier": "https://orcid.org/0000-0001-9318-0570", "nameIdentifierScheme": "ORCID" } ] } ], "descriptions": [ { "description": "Tissue samples from specimens at the Field Museum of Natural History screened for coronavirus (n = 1330) and paramyxovirus (n = 491) RNA by RT-PCR. Natural history museum collections are valuable but underutilized resources for viral discovery, offering opportunities to test hypotheses about viral occurrence across space, time, and taxonomic groups. We developed machine learning models of bat host suitability to guide coronavirus and paramyxovirus screening of 1330 and 491 archival tissues, respectively, in a museum collection. For the first time, we recovered coronavirus (n = 16) and paramyxovirus (n = 3) sequences from museum tissues, confirming three novel coronavirus host species and three novel paramyxovirus host species (3% and 33% prediction success rate, respectively). These sequences included a SARS-like coronavirus and an orthoparamyxovirus from Angolan Rhinolophus fumigatus specimens collected in June 2019, suggesting that viruses with epidemic potential may be more widespread in sub-Saharan Africa than previously believed. Our study demonstrates the value of combining predictive modeling and collections-based viral discovery, particularly for filling outstanding sampling gaps and investigating changes in host–virus associations over time.", "descriptionType": "Abstract" } ], "fundingReferences": [ { "funderName": "NSF", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake", "awardNumber": "DBI 2515340", "awardUri": "https://www.viralemergence.org/grants", "awardTitle": "Verena Fellow-in-Residence Award" }, { "funderName": "NSF", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake", "awardNumber": "DBI 2515340" }, { "funderName": "Bill & Melinda Gates Foundation", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake", "awardNumber": "OPP1144", "awardUri": "https://www.gatescambridge.org/", "awardTitle": "Gates Cambridge Scholarship" }, { "funderName": "NSF", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake", "awardNumber": "2238801", "awardUri": "https://www.nsf.gov/funding/opportunities/career-faculty-early-career-development-program", "awardTitle": "NSF CAREER grant" }, { "funderName": "American Society of Mammalogists", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake", "awardUri": "https://www.mammalogy.org/committees/patton-award", "awardTitle": "Patton Award" }, { "funderName": "Field Museum of Natural History", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake", "awardTitle": "Field Museum Science Innovation Award" }, { "funderName": "Cambridge Centre for Data-Driven Discovery and Accelerate Programme for Scientific Discovery", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake", "awardUri": "https://www.c2d3.cam.ac.uk/opportunities/accelerate-programme-c2d3-2024-joint-funding-call", "awardTitle": "Accelerate-C2D3 Research and Innovation Grant" }, { "funderName": "National Geographic Society", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake", "awardNumber": "NGS-73084R-20", "awardUri": "https://www.nationalgeographic.org/society/grants-and-investments/", "awardTitle": "National Geographic Society Explorer Grant" }, { "funderName": "Institute of International Education", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake", "awardTitle": "IIE Rodman Rockefeller Centennial Fellowship" }, { "funderName": "Edward Mallinckrodt, Jr. Foundation", "funderIdentifier": "http://dx.doi.org/10.13039/10000fake" } ], "identifier": [ { "identifier": "10.5281/zenodo.17094222", "identifierType": "DOI" } ], "language": "en", "methodology": { "eventBased": false, "archival": true }, "publicationYear": "2025", "relatedIdentifiers": [ { "relatedIdentifier": "https://github.com/viralemergence/fnmh_cov_pmv_to_wdds/", "relatedIdentifierType": "URL", "relationType": "hasPart" }, { "relatedIdentifier": "https://doi.org/10.5281/zenodo.15270582", "relatedIdentifierType": "DOI", "relationType": "isDescribedBy" } ], "rights": [ { "rights": "cc-by" } ], "subjects": [ { "subject": "Collections-based viral discovery" } ], "titles": [ { "title": "Museum collections and machine learning guide discovery of novel coronaviruses and paramyxoviruses" } ] }