{"id":"https://openalex.org/W3040460291","doi":"https://doi.org/10.1371/journal.pcbi.1009803","title":"Ten quick tips for deep learning in biology","display_name":"Ten quick tips for deep learning in biology","publication_year":2022,"publication_date":"2022-03-24","ids":{"openalex":"https://openalex.org/W3040460291","doi":"https://doi.org/10.1371/journal.pcbi.1009803","mag":"3040460291","pmid":"https://pubmed.ncbi.nlm.nih.gov/35324884"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1009803","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1009803","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1009803&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1009803&type=printable","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083552469","display_name":"Benjamin D. Lee","orcid":"https://orcid.org/0000-0002-7133-8397"},"institutions":[{"id":"https://openalex.org/I4210152463","display_name":"TE Laboratories (Ireland)","ror":"https://ror.org/05th81a29","country_code":"IE","type":"company","lineage":["https://openalex.org/I4210152463"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I38260057","display_name":"In-Q-Tel","ror":"https://ror.org/02qp5k481","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I38260057"]}],"countries":["IE","US"],"is_corresponding":true,"raw_author_name":"Benjamin D. Lee","raw_affiliation_strings":["Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America","In-Q-Tel Labs, Arlington, Virginia, United States of America","School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, United States of America","School of Engineering and Applied Sciences, Harvard University","In-Q-Tel Labs"],"affiliations":[{"raw_affiliation_string":"Department of Genetics, Harvard Medical School, Boston, Massachusetts, United States of America","institution_ids":["https://openalex.org/I136199984"]},{"raw_affiliation_string":"In-Q-Tel Labs, Arlington, Virginia, United States of America","institution_ids":["https://openalex.org/I38260057"]},{"raw_affiliation_string":"School of Engineering and Applied Sciences, Harvard University, Cambridge, Massachusetts, United States of America","institution_ids":["https://openalex.org/I136199984"]},{"raw_affiliation_string":"School of Engineering and Applied Sciences, Harvard University","institution_ids":["https://openalex.org/I136199984"]},{"raw_affiliation_string":"In-Q-Tel Labs","institution_ids":["https://openalex.org/I38260057","https://openalex.org/I4210152463"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083286341","display_name":"Anthony Gitter","orcid":"https://orcid.org/0000-0002-5324-9833"},"institutions":[{"id":"https://openalex.org/I29680605","display_name":"Morgridge Institute for Research","ror":"https://ror.org/05cb4rb43","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I135310074","https://openalex.org/I29680605"]},{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anthony Gitter","raw_affiliation_strings":["Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, Wisconsin, United States of America","Morgridge Institute for Research, Madison, Wisconsin, United States of America","Morgridge Institute for Research, Madison, Wisconsin, USA","Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, Wisconsin, USA"],"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, Wisconsin, United States of America","institution_ids":["https://openalex.org/I135310074"]},{"raw_affiliation_string":"Morgridge Institute for Research, Madison, Wisconsin, United States of America","institution_ids":["https://openalex.org/I29680605"]},{"raw_affiliation_string":"Morgridge Institute for Research, Madison, Wisconsin, USA","institution_ids":["https://openalex.org/I29680605"]},{"raw_affiliation_string":"Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, Wisconsin, USA","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050692257","display_name":"Casey S. Greene","orcid":"https://orcid.org/0000-0001-8713-9213"},"institutions":[{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]},{"id":"https://openalex.org/I4210125521","display_name":"Translational Therapeutics (United States)","ror":"https://ror.org/02z3rcy16","country_code":"US","type":"company","lineage":["https://openalex.org/I4210125521"]},{"id":"https://openalex.org/I921990950","display_name":"University of Colorado Denver","ror":"https://ror.org/02hh7en24","country_code":"US","type":"education","lineage":["https://openalex.org/I921990950"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Casey S. Greene","raw_affiliation_strings":["Center for Health AI, University of Colorado School of Medicine, Aurora, Colorado, United States of America","Department of Biochemistry and Molecular Genetics, University of Colorado School of Medicine, Aurora, Colorado, United States of America","Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine University of Pennsylvania, Philadelphia PA, USA","Department of Biochemistry and Molecular Genetics, University of Colorado School of Medicine, Aurora, CO, USA"],"affiliations":[{"raw_affiliation_string":"Center for Health AI, University of Colorado School of Medicine, Aurora, Colorado, United States of America","institution_ids":["https://openalex.org/I921990950"]},{"raw_affiliation_string":"Department of Biochemistry and Molecular Genetics, University of Colorado School of Medicine, Aurora, Colorado, United States of America","institution_ids":["https://openalex.org/I921990950"]},{"raw_affiliation_string":"Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210125521","https://openalex.org/I79576946"]},{"raw_affiliation_string":"Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine University of Pennsylvania, Philadelphia PA, USA","institution_ids":["https://openalex.org/I4210125521","https://openalex.org/I79576946"]},{"raw_affiliation_string":"Department of Biochemistry and Molecular Genetics, University of Colorado School of Medicine, Aurora, CO, USA","institution_ids":["https://openalex.org/I921990950"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053156269","display_name":"Sebastian Raschka","orcid":"https://orcid.org/0000-0001-6989-4493"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sebastian Raschka","raw_affiliation_strings":["Department of Statistics, University of Wisconsin-Madison, Madison, Wisconsin, United States of America","[Department of Statistics, University of Wisconsin, Madison]"],"affiliations":[{"raw_affiliation_string":"Department of Statistics, University of Wisconsin-Madison, Madison, Wisconsin, United States of America","institution_ids":["https://openalex.org/I135310074"]},{"raw_affiliation_string":"[Department of Statistics, University of Wisconsin, Madison]","institution_ids":["https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051594885","display_name":"Finlay Maguire","orcid":"https://orcid.org/0000-0002-1203-9514"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Finlay Maguire","raw_affiliation_strings":["Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada","Faculty of Computer Science, Dalhousie University,"],"affiliations":[{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University, Halifax, Nova Scotia, Canada","institution_ids":["https://openalex.org/I129902397"]},{"raw_affiliation_string":"Faculty of Computer Science, Dalhousie University,","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069181413","display_name":"Alexander Titus","orcid":"https://orcid.org/0000-0002-0145-9564"},"institutions":[{"id":"https://openalex.org/I179093154","display_name":"University of New Hampshire at Manchester","ror":"https://ror.org/04pvpk743","country_code":"US","type":"education","lineage":["https://openalex.org/I179093154"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander J. Titus","raw_affiliation_strings":["Bioeconomy.XYZ, Manchester, New Hampshire, United States of America","University of New Hampshire, Manchester, New Hampshire, United States of America","University of New Hampshire"],"affiliations":[{"raw_affiliation_string":"Bioeconomy.XYZ, Manchester, New Hampshire, United States of America","institution_ids":[]},{"raw_affiliation_string":"University of New Hampshire, Manchester, New Hampshire, United States of America","institution_ids":["https://openalex.org/I179093154"]},{"raw_affiliation_string":"University of New Hampshire","institution_ids":["https://openalex.org/I179093154"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044440731","display_name":"Michael D. Kessler","orcid":"https://orcid.org/0000-0003-1258-5221"},"institutions":[{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]},{"id":"https://openalex.org/I126744593","display_name":"University of Maryland, Baltimore","ror":"https://ror.org/04rq5mt64","country_code":"US","type":"education","lineage":["https://openalex.org/I126744593"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael D. Kessler","raw_affiliation_strings":["Department of Oncology, Johns Hopkins University, Baltimore, Maryland, United States of America","Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, United States of America","Department of Oncology, Johns Hopkins University","Institute for Genome Sciences, University of Maryland School of Medicine"],"affiliations":[{"raw_affiliation_string":"Department of Oncology, Johns Hopkins University, Baltimore, Maryland, United States of America","institution_ids":["https://openalex.org/I145311948"]},{"raw_affiliation_string":"Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, United States of America","institution_ids":["https://openalex.org/I126744593"]},{"raw_affiliation_string":"Department of Oncology, Johns Hopkins University","institution_ids":["https://openalex.org/I145311948"]},{"raw_affiliation_string":"Institute for Genome Sciences, University of Maryland School of Medicine","institution_ids":["https://openalex.org/I126744593"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020020080","display_name":"Alexandra Lee","orcid":"https://orcid.org/0000-0002-0208-3730"},"institutions":[{"id":"https://openalex.org/I4210125521","display_name":"Translational Therapeutics (United States)","ror":"https://ror.org/02z3rcy16","country_code":"US","type":"company","lineage":["https://openalex.org/I4210125521"]},{"id":"https://openalex.org/I79576946","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10","country_code":"US","type":"education","lineage":["https://openalex.org/I79576946"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexandra J. Lee","raw_affiliation_strings":["Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","Genomics and Computational Biology Graduate Program, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","Genomics and Computational Biology Graduate Program, University of Pennsylvania"],"affiliations":[{"raw_affiliation_string":"Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I4210125521","https://openalex.org/I79576946"]},{"raw_affiliation_string":"Genomics and Computational Biology Graduate Program, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I79576946"]},{"raw_affiliation_string":"Genomics and Computational Biology Graduate Program, University of Pennsylvania","institution_ids":["https://openalex.org/I79576946"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079313598","display_name":"Marc G. Chevrette","orcid":"https://orcid.org/0000-0002-7209-0717"},"institutions":[{"id":"https://openalex.org/I135310074","display_name":"University of Wisconsin\u2013Madison","ror":"https://ror.org/01y2jtd41","country_code":"US","type":"education","lineage":["https://openalex.org/I135310074"]},{"id":"https://openalex.org/I2802999273","display_name":"Wisconsin Institutes for Discovery","ror":"https://ror.org/05gbven85","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I2802999273"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marc G. Chevrette","raw_affiliation_strings":["Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison, Madison, Wisconsin, United States of America","Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison"],"affiliations":[{"raw_affiliation_string":"Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison, Madison, Wisconsin, United States of America","institution_ids":["https://openalex.org/I2802999273","https://openalex.org/I135310074"]},{"raw_affiliation_string":"Wisconsin Institute for Discovery and Department of Plant Pathology, University of Wisconsin-Madison","institution_ids":["https://openalex.org/I2802999273","https://openalex.org/I135310074"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087467089","display_name":"Paul A. Stewart","orcid":"https://orcid.org/0000-0003-0882-308X"},"institutions":[{"id":"https://openalex.org/I3019308854","display_name":"Moffitt Cancer Center","ror":"https://ror.org/01xf75524","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I3019308854"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul Allen Stewart","raw_affiliation_strings":["Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, Florida, United States of America","Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa FL"],"affiliations":[{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, Florida, United States of America","institution_ids":["https://openalex.org/I3019308854"]},{"raw_affiliation_string":"Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa FL","institution_ids":["https://openalex.org/I3019308854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013238167","display_name":"Thiago Britto\u2010Borges","orcid":"https://orcid.org/0000-0002-6218-4429"},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Thiago Britto-Borges","raw_affiliation_strings":["Department of Internal Medicine III (Cardiology, Angiology, and Pneumology), University Hospital Heidelberg, Heidelberg, Germany","Section of Bioinformatics and Systems Cardiology, Klaus Tschira Institute for Integrative Computational Cardiology, University Hospital Heidelberg, Heidelberg, Germany","Section of Bioinformatics and Systems Cardiology, Klaus Tschira Institute for Integrative Computational Cardiology, University Hospital Heidelberg"],"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine III (Cardiology, Angiology, and Pneumology), University Hospital Heidelberg, Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Section of Bioinformatics and Systems Cardiology, Klaus Tschira Institute for Integrative Computational Cardiology, University Hospital Heidelberg, Heidelberg, Germany","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]},{"raw_affiliation_string":"Section of Bioinformatics and Systems Cardiology, Klaus Tschira Institute for Integrative Computational Cardiology, University Hospital Heidelberg","institution_ids":["https://openalex.org/I2802164966","https://openalex.org/I223822909"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050017394","display_name":"Evan M. Cofer","orcid":"https://orcid.org/0000-0003-3877-0433"},"institutions":[{"id":"https://openalex.org/I20089843","display_name":"Princeton University","ror":"https://ror.org/00hx57361","country_code":"US","type":"education","lineage":["https://openalex.org/I20089843"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Evan M. Cofer","raw_affiliation_strings":["Graduate Program in Quantitative and Computational Biology, Princeton University, Princeton, New Jersey, United States of America","Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, New Jersey, United States of America","Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, USA"],"affiliations":[{"raw_affiliation_string":"Graduate Program in Quantitative and Computational Biology, Princeton University, Princeton, New Jersey, United States of America","institution_ids":["https://openalex.org/I20089843"]},{"raw_affiliation_string":"Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, New Jersey, United States of America","institution_ids":["https://openalex.org/I20089843"]},{"raw_affiliation_string":"Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ, USA","institution_ids":["https://openalex.org/I20089843"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061562703","display_name":"Kun\u2010Hsing Yu","orcid":"https://orcid.org/0000-0001-9892-8218"},"institutions":[{"id":"https://openalex.org/I1283280774","display_name":"Brigham and Women's Hospital","ror":"https://ror.org/04b6nzv94","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1283280774","https://openalex.org/I48633490"]},{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kun-Hsing Yu","raw_affiliation_strings":["Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America","Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts, United States of America","Department of Pathology, Brigham and Women's Hospital","Department of Biomedical Informatics, Harvard Medical School"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts, United States of America","institution_ids":["https://openalex.org/I136199984"]},{"raw_affiliation_string":"Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts, United States of America","institution_ids":["https://openalex.org/I1283280774"]},{"raw_affiliation_string":"Department of Pathology, Brigham and Women's Hospital","institution_ids":["https://openalex.org/I1283280774"]},{"raw_affiliation_string":"Department of Biomedical Informatics, Harvard Medical School","institution_ids":["https://openalex.org/I136199984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010019276","display_name":"Juan J. Carmona","orcid":"https://orcid.org/0000-0002-3029-4658"},"institutions":[{"id":"https://openalex.org/I4210131230","display_name":"Philips (United States)","ror":"https://ror.org/03kw6wr76","country_code":"US","type":"company","lineage":["https://openalex.org/I4210122849","https://openalex.org/I4210131230"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Juan Jose Carmona","raw_affiliation_strings":["Philips Healthcare, Cambridge, Massachusetts, United States of America","Philips Research North America, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Philips Healthcare, Cambridge, Massachusetts, United States of America","institution_ids":["https://openalex.org/I4210131230"]},{"raw_affiliation_string":"Philips Research North America, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210131230"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027701541","display_name":"Elana J. Fertig","orcid":"https://orcid.org/0000-0003-3204-342X"},"institutions":[{"id":"https://openalex.org/I4210147194","display_name":"Convergence","ror":"https://ror.org/03kcznq08","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210147194"]},{"id":"https://openalex.org/I145311948","display_name":"Johns Hopkins University","ror":"https://ror.org/00za53h95","country_code":"US","type":"education","lineage":["https://openalex.org/I145311948"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Elana J. Fertig","raw_affiliation_strings":["Department of Biomedical Engineering, Department of Applied Mathematics and Statistics, Convergence Institute, Johns Hopkins University, Baltimore, Maryland, United States of America","Department of Oncology, Johns Hopkins University, Baltimore, Maryland, United States of America","Department of Oncology, Department of Biomedical Engineering, Department of Applied Mathematics and Statistics, Convergence Institute, Johns Hopkins University"],"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Department of Applied Mathematics and Statistics, Convergence Institute, Johns Hopkins University, Baltimore, Maryland, United States of America","institution_ids":["https://openalex.org/I4210147194","https://openalex.org/I145311948"]},{"raw_affiliation_string":"Department of Oncology, Johns Hopkins University, Baltimore, Maryland, United States of America","institution_ids":["https://openalex.org/I145311948"]},{"raw_affiliation_string":"Department of Oncology, Department of Biomedical Engineering, Department of Applied Mathematics and Statistics, Convergence Institute, Johns Hopkins University","institution_ids":["https://openalex.org/I4210147194","https://openalex.org/I145311948"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042450383","display_name":"Alexandr A. Kalinin","orcid":"https://orcid.org/0000-0003-4563-3226"},"institutions":[{"id":"https://openalex.org/I27837315","display_name":"University of Michigan\u2013Ann Arbor","ror":"https://ror.org/00jmfr291","country_code":"US","type":"education","lineage":["https://openalex.org/I27837315"]},{"id":"https://openalex.org/I4210099586","display_name":"Shenzhen Research Institute of Big Data","ror":"https://ror.org/00z1gwf89","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210099586"]},{"id":"https://openalex.org/I4210111179","display_name":"Michigan United","ror":"https://ror.org/0291ys696","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210111179"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Alexandr A. Kalinin","raw_affiliation_strings":["Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, United States of America","Medical Big Data Group, Shenzhen Research Institute of Big Data, Shenzhen, China","Department of Computational Medicine and Bioinformatics, University of Michigan, USA"],"affiliations":[{"raw_affiliation_string":"Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, United States of America","institution_ids":["https://openalex.org/I27837315","https://openalex.org/I4210111179"]},{"raw_affiliation_string":"Medical Big Data Group, Shenzhen Research Institute of Big Data, Shenzhen, China","institution_ids":["https://openalex.org/I4210099586"]},{"raw_affiliation_string":"Department of Computational Medicine and Bioinformatics, University of Michigan, USA","institution_ids":["https://openalex.org/I27837315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027685723","display_name":"Beth Signal","orcid":null},"institutions":[{"id":"https://openalex.org/I129801699","display_name":"University of Tasmania","ror":"https://ror.org/01nfmeh72","country_code":"AU","type":"education","lineage":["https://openalex.org/I129801699"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Brandon Signal","raw_affiliation_strings":["School of Medicine, College of Health and Medicine, University of Tasmania, Hobart, Australia","School of Medicine, College of Health and Medicine; University of Tasmania"],"affiliations":[{"raw_affiliation_string":"School of Medicine, College of Health and Medicine, University of Tasmania, Hobart, Australia","institution_ids":["https://openalex.org/I129801699"]},{"raw_affiliation_string":"School of Medicine, College of Health and Medicine; University of Tasmania","institution_ids":["https://openalex.org/I129801699"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068931679","display_name":"Benjamin J. Lengerich","orcid":"https://orcid.org/0000-0001-8690-9554"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benjamin J. Lengerich","raw_affiliation_strings":["Computer Science Department, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","Computer Science Department Carnegie Mellon University#TAB#"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, Carnegie Mellon University, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I74973139"]},{"raw_affiliation_string":"Computer Science Department Carnegie Mellon University#TAB#","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041929142","display_name":"Timothy J. Triche","orcid":"https://orcid.org/0000-0001-5665-946X"},"institutions":[{"id":"https://openalex.org/I1317189400","display_name":"Van Andel Institute","ror":"https://ror.org/00wm07d60","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1317189400"]},{"id":"https://openalex.org/I4210111179","display_name":"Michigan United","ror":"https://ror.org/0291ys696","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210111179"]},{"id":"https://openalex.org/I87216513","display_name":"Michigan State University","ror":"https://ror.org/05hs6h993","country_code":"US","type":"education","lineage":["https://openalex.org/I87216513"]},{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Timothy J. Triche","raw_affiliation_strings":["Center for Epigenetics, Van Andel Research Institute, Grand Rapids, Michigan, United States of America","Department of Pediatrics, College of Human Medicine, Michigan State University, East Lansing, Michigan, United States of America","Department of Translational Genomics, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America","Center for Epigenetics, Van Andel Research Institute","Department of Pediatrics, College of Human Medicine, Michigan State University","Department of Translational Genomics, Keck School of Medicine, University of Southern California"],"affiliations":[{"raw_affiliation_string":"Center for Epigenetics, Van Andel Research Institute, Grand Rapids, Michigan, United States of America","institution_ids":["https://openalex.org/I1317189400","https://openalex.org/I4210111179"]},{"raw_affiliation_string":"Department of Pediatrics, College of Human Medicine, Michigan State University, East Lansing, Michigan, United States of America","institution_ids":["https://openalex.org/I87216513","https://openalex.org/I4210111179"]},{"raw_affiliation_string":"Department of Translational Genomics, Keck School of Medicine, University of Southern California, Los Angeles, California, United States of America","institution_ids":["https://openalex.org/I1174212"]},{"raw_affiliation_string":"Center for Epigenetics, Van Andel Research Institute","institution_ids":["https://openalex.org/I1317189400"]},{"raw_affiliation_string":"Department of Pediatrics, College of Human Medicine, Michigan State University","institution_ids":["https://openalex.org/I87216513"]},{"raw_affiliation_string":"Department of Translational Genomics, Keck School of Medicine, University of Southern California","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034362700","display_name":"Simina M. Boca","orcid":"https://orcid.org/0000-0002-1400-3398"},"institutions":[{"id":"https://openalex.org/I184565670","display_name":"Georgetown University","ror":"https://ror.org/05vzafd60","country_code":"US","type":"education","lineage":["https://openalex.org/I184565670"]},{"id":"https://openalex.org/I2799903593","display_name":"Georgetown University Medical Center","ror":"https://ror.org/00hjz7x27","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799903593"]},{"id":"https://openalex.org/I4210164401","display_name":"Sidney Kimmel Comprehensive Cancer Center","ror":"https://ror.org/05m5b8x20","country_code":"US","type":"facility","lineage":["https://openalex.org/I2799853436","https://openalex.org/I4210164401"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Simina M. Boca","raw_affiliation_strings":["Cancer Prevention and Control Program, Lombardi Comprehensive Cancer Center, Washington, DC, United States of America","Department of Biostatistics, Bioinformatics and Biomathematics, Georgetown University Medical Center, Washington, DC, United States of America","Department of Oncology, Georgetown University Medical Center, Washington, DC, United States of America","Innovation Center for Biomedical Informatics, Georgetown University Medical Center, District of Columbia, United States of America","Innovation Center for Biomedical Informatics, Georgetown University Medical Center"],"affiliations":[{"raw_affiliation_string":"Cancer Prevention and Control Program, Lombardi Comprehensive Cancer Center, Washington, DC, United States of America","institution_ids":["https://openalex.org/I4210164401"]},{"raw_affiliation_string":"Department of Biostatistics, Bioinformatics and Biomathematics, Georgetown University Medical Center, Washington, DC, United States of America","institution_ids":["https://openalex.org/I2799903593","https://openalex.org/I184565670"]},{"raw_affiliation_string":"Department of Oncology, Georgetown University Medical Center, Washington, DC, United States of America","institution_ids":["https://openalex.org/I2799903593","https://openalex.org/I184565670"]},{"raw_affiliation_string":"Innovation Center for Biomedical Informatics, Georgetown University Medical Center, District of Columbia, United States of America","institution_ids":["https://openalex.org/I2799903593","https://openalex.org/I184565670"]},{"raw_affiliation_string":"Innovation Center for Biomedical Informatics, Georgetown University Medical Center","institution_ids":["https://openalex.org/I2799903593","https://openalex.org/I184565670"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":20,"corresponding_author_ids":["https://openalex.org/A5083552469"],"corresponding_institution_ids":["https://openalex.org/I136199984","https://openalex.org/I38260057","https://openalex.org/I4210152463"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.00173569,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"3","first_page":"e1009803","last_page":"e1009803"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9789000153541565,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.9789000153541565,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9638000130653381,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9269000291824341,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.8512058258056641},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.8058270215988159},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6734715104103088},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6732147336006165},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5383767485618591},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.5278254151344299},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4288562834262848},{"id":"https://openalex.org/keywords/instance-based-learning","display_name":"Instance-based learning","score":0.41814273595809937},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4135863184928894},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.37736746668815613},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10366004705429077}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.8512058258056641},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.8058270215988159},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6734715104103088},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6732147336006165},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5383767485618591},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.5278254151344299},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4288562834262848},{"id":"https://openalex.org/C24138899","wikidata":"https://www.wikidata.org/wiki/Q17141258","display_name":"Instance-based learning","level":3,"score":0.41814273595809937},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4135863184928894},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.37736746668815613},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10366004705429077},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":8,"locations":[{"id":"doi:10.1371/journal.pcbi.1009803","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1009803","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1009803&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:35324884","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35324884","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:arXiv.org:2105.14372","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2105.14372","pdf_url":"https://arxiv.org/pdf/2105.14372","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:RePEc:plo:pcbi00:1009803","is_oa":false,"landing_page_url":"https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1009803","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:c0cf492068b7496c8a19201d07339e91","is_oa":true,"landing_page_url":"https://doaj.org/article/c0cf492068b7496c8a19201d07339e91","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Computational Biology, Vol 18, Iss 3, p e1009803 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8946751","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8946751","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Comput Biol","raw_type":"Text"},{"id":"doi:10.48550/arxiv.2105.14372","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2105.14372","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"},{"id":"mag:3168668327","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1009803","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1009803","pdf_url":"https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1009803&type=printable","source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.75}],"awards":[{"id":"https://openalex.org/G1326730088","display_name":null,"funder_award_id":"U01CA212007","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G1610190245","display_name":null,"funder_award_id":"CA006973","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G1931346518","display_name":null,"funder_award_id":"P30-CA076292","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G2769988617","display_name":null,"funder_award_id":"GBMF 4552","funder_id":"https://openalex.org/F4320306202","funder_display_name":"Gordon and Betty Moore Foundation"},{"id":"https://openalex.org/G2890248495","display_name":null,"funder_award_id":"U01CA253403","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G3459595128","display_name":null,"funder_award_id":"CA212007","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G3964102769","display_name":null,"funder_award_id":"2020-67012-31772 (accession 1022881)","funder_id":"https://openalex.org/F4320332299","funder_display_name":"National Institute of Food and Agriculture"},{"id":"https://openalex.org/G4356752867","display_name":null,"funder_award_id":"R35GM142879","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G4551976579","display_name":null,"funder_award_id":"CA076292","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G6000965467","display_name":null,"funder_award_id":"R01GM135631","funder_id":"https://openalex.org/F4320337354","funder_display_name":"National Institute of General Medical Sciences"},{"id":"https://openalex.org/G6027963216","display_name":null,"funder_award_id":"R21AI153997","funder_id":"https://openalex.org/F4320337355","funder_display_name":"National Institute of Allergy and Infectious Diseases"},{"id":"https://openalex.org/G6331000141","display_name":null,"funder_award_id":"Fellowship","funder_id":"https://openalex.org/F4320306202","funder_display_name":"Gordon and Betty Moore Foundation"},{"id":"https://openalex.org/G6599099510","display_name":null,"funder_award_id":"R35GM142879","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G7074872670","display_name":null,"funder_award_id":"00-000","funder_id":"https://openalex.org/F4320306114","funder_display_name":"U.S. Department of Agriculture"},{"id":"https://openalex.org/G7178399190","display_name":null,"funder_award_id":"P30CA006973","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"},{"id":"https://openalex.org/G8052396139","display_name":null,"funder_award_id":"2020-67012-31772","funder_id":"https://openalex.org/F4320332299","funder_display_name":"National Institute of Food and Agriculture"},{"id":"https://openalex.org/G851976585","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320306202","funder_display_name":"Gordon and Betty Moore Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306114","display_name":"U.S. Department of Agriculture","ror":"https://ror.org/01na82s61"},{"id":"https://openalex.org/F4320306202","display_name":"Gordon and Betty Moore Foundation","ror":"https://ror.org/006wxqw41"},{"id":"https://openalex.org/F4320308851","display_name":"Lustgarten Foundation","ror":"https://ror.org/030635250"},{"id":"https://openalex.org/F4320311073","display_name":"Moffitt Cancer Center","ror":"https://ror.org/01xf75524"},{"id":"https://openalex.org/F4320313439","display_name":"Allegheny Health Network","ror":"https://ror.org/0101kry21"},{"id":"https://openalex.org/F4320314494","display_name":"Hope Foundation","ror":"https://ror.org/05wf1w785"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320332299","display_name":"National Institute of Food and Agriculture","ror":"https://ror.org/05qx3fv49"},{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"},{"id":"https://openalex.org/F4320337354","display_name":"National Institute of General Medical Sciences","ror":"https://ror.org/04q48ey07"},{"id":"https://openalex.org/F4320337355","display_name":"National Institute of Allergy and Infectious Diseases","ror":"https://ror.org/043z4tv69"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3040460291.pdf","grobid_xml":"https://content.openalex.org/works/W3040460291.grobid-xml"},"referenced_works_count":92,"referenced_works":["https://openalex.org/W618057993","https://openalex.org/W1544923801","https://openalex.org/W1966716734","https://openalex.org/W1976526581","https://openalex.org/W1988115241","https://openalex.org/W2036318837","https://openalex.org/W2043005456","https://openalex.org/W2051267297","https://openalex.org/W2054076956","https://openalex.org/W2062118960","https://openalex.org/W2095705004","https://openalex.org/W2096192437","https://openalex.org/W2103496339","https://openalex.org/W2117539524","https://openalex.org/W2123774149","https://openalex.org/W2163605009","https://openalex.org/W2167277498","https://openalex.org/W2185628700","https://openalex.org/W2530279937","https://openalex.org/W2535690855","https://openalex.org/W2561981131","https://openalex.org/W2577325523","https://openalex.org/W2590462354","https://openalex.org/W2597357676","https://openalex.org/W2598912916","https://openalex.org/W2604319603","https://openalex.org/W2614949728","https://openalex.org/W2619516334","https://openalex.org/W2724212798","https://openalex.org/W2731161895","https://openalex.org/W2734663976","https://openalex.org/W2758003831","https://openalex.org/W2765372792","https://openalex.org/W2766761250","https://openalex.org/W2771169143","https://openalex.org/W2784499877","https://openalex.org/W2789956930","https://openalex.org/W2793002108","https://openalex.org/W2794589672","https://openalex.org/W2807780860","https://openalex.org/W2811374795","https://openalex.org/W2887065076","https://openalex.org/W2887837536","https://openalex.org/W2888484772","https://openalex.org/W2889985731","https://openalex.org/W2890056718","https://openalex.org/W2897496220","https://openalex.org/W2905441841","https://openalex.org/W2915485440","https://openalex.org/W2919115771","https://openalex.org/W2947187332","https://openalex.org/W2947607756","https://openalex.org/W2948829945","https://openalex.org/W2949379258","https://openalex.org/W2951934944","https://openalex.org/W2952353203","https://openalex.org/W2953025047","https://openalex.org/W2962764565","https://openalex.org/W2962915384","https://openalex.org/W2963518130","https://openalex.org/W2963809228","https://openalex.org/W2964024268","https://openalex.org/W2979826702","https://openalex.org/W2983040767","https://openalex.org/W2989926381","https://openalex.org/W2996053974","https://openalex.org/W3001059052","https://openalex.org/W3006150655","https://openalex.org/W3006436762","https://openalex.org/W3010387158","https://openalex.org/W3011402631","https://openalex.org/W3012707556","https://openalex.org/W3016391357","https://openalex.org/W3040739508","https://openalex.org/W3044447231","https://openalex.org/W3046375318","https://openalex.org/W3048433432","https://openalex.org/W3097782415","https://openalex.org/W3146944767","https://openalex.org/W3187949263","https://openalex.org/W3197433610","https://openalex.org/W4231944115","https://openalex.org/W6649427412","https://openalex.org/W6675354045","https://openalex.org/W6681151457","https://openalex.org/W6720608135","https://openalex.org/W6747887000","https://openalex.org/W6751049920","https://openalex.org/W6785348867","https://openalex.org/W6785559428","https://openalex.org/W6801659353","https://openalex.org/W6833207622"],"related_works":["https://openalex.org/W3168668327","https://openalex.org/W3020343646","https://openalex.org/W3142502645","https://openalex.org/W2557283755","https://openalex.org/W3094748179","https://openalex.org/W2993137593","https://openalex.org/W1499413579","https://openalex.org/W2788278909","https://openalex.org/W2738647029","https://openalex.org/W2308302516","https://openalex.org/W3037750345","https://openalex.org/W1989732745","https://openalex.org/W3160730739","https://openalex.org/W2728625256","https://openalex.org/W2771079800","https://openalex.org/W2154949730","https://openalex.org/W3106614637","https://openalex.org/W2994243076","https://openalex.org/W2767577269","https://openalex.org/W2122457827"],"abstract_inverted_index":{"applications":[0],"of":[1],"algorithms":[2],"that":[3]},"counts_by_year":[],"updated_date":"2026-03-14T08:43:22.919905","created_date":"2025-10-10T00:00:00"}