3
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Druzinsky RE, Balhoff JP, Crompton AW, Done J, German RZ, Haendel MA, Herrel A, Herring SW, Lapp H, Mabee PM, Muller HM, Mungall CJ, Sternberg PW, Van Auken K, Vinyard CJ, Williams SH, Wall CE. Muscle Logic: New Knowledge Resource for Anatomy Enables Comprehensive Searches of the Literature on the Feeding Muscles of Mammals. PLoS One 2016; 11:e0149102. [PMID: 26870952 PMCID: PMC4752357 DOI: 10.1371/journal.pone.0149102] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2015] [Accepted: 01/27/2016] [Indexed: 01/27/2023] Open
Abstract
Background In recent years large bibliographic databases have made much of the published literature of biology available for searches. However, the capabilities of the search engines integrated into these databases for text-based bibliographic searches are limited. To enable searches that deliver the results expected by comparative anatomists, an underlying logical structure known as an ontology is required. Development and Testing of the Ontology Here we present the Mammalian Feeding Muscle Ontology (MFMO), a multi-species ontology focused on anatomical structures that participate in feeding and other oral/pharyngeal behaviors. A unique feature of the MFMO is that a simple, computable, definition of each muscle, which includes its attachments and innervation, is true across mammals. This construction mirrors the logical foundation of comparative anatomy and permits searches using language familiar to biologists. Further, it provides a template for muscles that will be useful in extending any anatomy ontology. The MFMO is developed to support the Feeding Experiments End-User Database Project (FEED, https://feedexp.org/), a publicly-available, online repository for physiological data collected from in vivo studies of feeding (e.g., mastication, biting, swallowing) in mammals. Currently the MFMO is integrated into FEED and also into two literature-specific implementations of Textpresso, a text-mining system that facilitates powerful searches of a corpus of scientific publications. We evaluate the MFMO by asking questions that test the ability of the ontology to return appropriate answers (competency questions). We compare the results of queries of the MFMO to results from similar searches in PubMed and Google Scholar. Results and Significance Our tests demonstrate that the MFMO is competent to answer queries formed in the common language of comparative anatomy, but PubMed and Google Scholar are not. Overall, our results show that by incorporating anatomical ontologies into searches, an expanded and anatomically comprehensive set of results can be obtained. The broader scientific and publishing communities should consider taking up the challenge of semantically enabled search capabilities.
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Affiliation(s)
- Robert E. Druzinsky
- Department of Oral Biology, University of Illinois at Chicago, Chicago, Illinois, United States of America
- * E-mail:
| | - James P. Balhoff
- RTI International, Research Triangle Park, North Carolina, United States of America
| | - Alfred W. Crompton
- Organismic and Evolutionary Biology, Harvard University, Cambridge, Massachusetts, United States of America
| | - James Done
- Division of Biology and Biological Engineering, M/C 156–29, California Institute of Technology, Pasadena, California, United States of America
| | - Rebecca Z. German
- Department of Anatomy and Neurobiology, Northeast Ohio Medical University, Rootstown, Ohio, United States of America
| | - Melissa A. Haendel
- Oregon Health and Science University, Portland, Oregon, United States of America
| | - Anthony Herrel
- Département d’Ecologie et de Gestion de la Biodiversité, Museum National d’Histoire Naturelle, Paris, France
| | - Susan W. Herring
- University of Washington, Department of Orthodontics, Seattle, Washington, United States of America
| | - Hilmar Lapp
- National Evolutionary Synthesis Center, Durham, North Carolina, United States of America
- Center for Genomic and Computational Biology, Duke University, Durham, North Carolina, United States of America
| | - Paula M. Mabee
- Department of Biology, University of South Dakota, Vermillion, South Dakota, United States of America
| | - Hans-Michael Muller
- Division of Biology and Biological Engineering, M/C 156–29, California Institute of Technology, Pasadena, California, United States of America
| | - Christopher J. Mungall
- Genomics Division, Lawrence Berkeley National Laboratory, Berkeley, California, United States of America
| | - Paul W. Sternberg
- Division of Biology and Biological Engineering, M/C 156–29, California Institute of Technology, Pasadena, California, United States of America
- Howard Hughes Medical Institute, M/C 156–29, California Institute of Technology, Pasadena, California, United States of America
| | - Kimberly Van Auken
- Division of Biology and Biological Engineering, M/C 156–29, California Institute of Technology, Pasadena, California, United States of America
| | - Christopher J. Vinyard
- Department of Anatomy and Neurobiology, Northeast Ohio Medical University, Rootstown, Ohio, United States of America
| | - Susan H. Williams
- Department of Biomedical Sciences, Ohio University Heritage College of Osteopathic Medicine, Athens, Ohio, United States of America
| | - Christine E. Wall
- Department of Evolutionary Anthropology, Duke University, Durham, North Carolina, United States of America
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4
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Deans AR, Lewis SE, Huala E, Anzaldo SS, Ashburner M, Balhoff JP, Blackburn DC, Blake JA, Burleigh JG, Chanet B, Cooper LD, Courtot M, Csösz S, Cui H, Dahdul W, Das S, Dececchi TA, Dettai A, Diogo R, Druzinsky RE, Dumontier M, Franz NM, Friedrich F, Gkoutos GV, Haendel M, Harmon LJ, Hayamizu TF, He Y, Hines HM, Ibrahim N, Jackson LM, Jaiswal P, James-Zorn C, Köhler S, Lecointre G, Lapp H, Lawrence CJ, Le Novère N, Lundberg JG, Macklin J, Mast AR, Midford PE, Mikó I, Mungall CJ, Oellrich A, Osumi-Sutherland D, Parkinson H, Ramírez MJ, Richter S, Robinson PN, Ruttenberg A, Schulz KS, Segerdell E, Seltmann KC, Sharkey MJ, Smith AD, Smith B, Specht CD, Squires RB, Thacker RW, Thessen A, Fernandez-Triana J, Vihinen M, Vize PD, Vogt L, Wall CE, Walls RL, Westerfeld M, Wharton RA, Wirkner CS, Woolley JB, Yoder MJ, Zorn AM, Mabee P. Finding our way through phenotypes. PLoS Biol 2015; 13:e1002033. [PMID: 25562316 PMCID: PMC4285398 DOI: 10.1371/journal.pbio.1002033] [Citation(s) in RCA: 124] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Despite a large and multifaceted effort to understand the vast landscape of phenotypic data, their current form inhibits productive data analysis. The lack of a community-wide, consensus-based, human- and machine-interpretable language for describing phenotypes and their genomic and environmental contexts is perhaps the most pressing scientific bottleneck to integration across many key fields in biology, including genomics, systems biology, development, medicine, evolution, ecology, and systematics. Here we survey the current phenomics landscape, including data resources and handling, and the progress that has been made to accurately capture relevant data descriptions for phenotypes. We present an example of the kind of integration across domains that computable phenotypes would enable, and we call upon the broader biology community, publishers, and relevant funding agencies to support efforts to surmount today's data barriers and facilitate analytical reproducibility.
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Affiliation(s)
- Andrew R. Deans
- Department of Entomology, Pennsylvania State University, University Park, Pennsylvania, United States of America
| | - Suzanna E. Lewis
- Genome Division, Lawrence Berkeley National Lab, Berkeley, California, United States of America
| | - Eva Huala
- Department of Plant Biology, Carnegie Institution for Science, Stanford, California, United States of America
- Phoenix Bioinformatics, Palo Alto, California, United States of America
| | - Salvatore S. Anzaldo
- School of Life Sciences, Arizona State University, Tempe, Arizona, United States of America
| | - Michael Ashburner
- Department of Genetics, University of Cambridge, Cambridge, United Kingdom
| | - James P. Balhoff
- National Evolutionary Synthesis Center, Durham, North Carolina, United States of America
| | - David C. Blackburn
- Department of Vertebrate Zoology and Anthropology, California Academy of Sciences, San Francisco, California, United States of America
| | - Judith A. Blake
- The Jackson Laboratory, Bar Harbor, Maine, United States of America
| | - J. Gordon Burleigh
- Department of Biology, University of Florida, Gainesville, Florida, United States of America
| | - Bruno Chanet
- Muséum national d'Histoire naturelle, Département Systématique et Evolution, Paris, France
| | - Laurel D. Cooper
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, Oregon, United States of America
| | - Mélanie Courtot
- Molecular Biology and Biochemistry Department, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Sándor Csösz
- MTA-ELTE-MTM, Ecology Research Group, Pázmány Péter sétány 1C, Budapest, Hungary
| | - Hong Cui
- School of Information Resources and Library Science, University of Arizona, Tucson, Arizona, United States of America
| | - Wasila Dahdul
- Department of Biology, University of South Dakota, Vermillion, South Dakota, United States of America
| | - Sandip Das
- Department of Botany, University of Delhi, Delhi, India
| | - T. Alexander Dececchi
- Department of Biology, University of South Dakota, Vermillion, South Dakota, United States of America
| | - Agnes Dettai
- Muséum national d'Histoire naturelle, Département Systématique et Evolution, Paris, France
| | - Rui Diogo
- Department of Anatomy, Howard University College of Medicine, Washington D.C., United States of America
| | - Robert E. Druzinsky
- Department of Oral Biology, College of Dentistry, University of Illinois, Chicago, Illinois, United States of America
| | - Michel Dumontier
- Stanford Center for Biomedical Informatics Research, Stanford, California, United States of America
| | - Nico M. Franz
- School of Life Sciences, Arizona State University, Tempe, Arizona, United States of America
| | - Frank Friedrich
- Biocenter Grindel and Zoological Museum, Hamburg University, Hamburg, Germany
| | - George V. Gkoutos
- Department of Computer Science, Aberystwyth University, Aberystwyth, Ceredigion, United Kingdom
| | - Melissa Haendel
- Department of Medical Informatics & Epidemiology, Oregon Health & Science University, Portland, Oregon, United States of America
| | - Luke J. Harmon
- Department of Biological Sciences, University of Idaho, Moscow, Idaho, United States of America
| | - Terry F. Hayamizu
- Mouse Genome Informatics, The Jackson Laboratory, Bar Harbor, Maine, United States of America
| | - Yongqun He
- Unit for Laboratory Animal Medicine, Department of Microbiology and Immunology, Center for Computational Medicine and Bioinformatics, and Comprehensive Cancer Center, University of Michigan Medical School, Ann Arbor, Michigan, United States of America
| | - Heather M. Hines
- Department of Entomology, Pennsylvania State University, University Park, Pennsylvania, United States of America
| | - Nizar Ibrahim
- Department of Organismal Biology and Anatomy, University of Chicago, Chicago, Illinois, United States of America
| | - Laura M. Jackson
- Department of Biology, University of South Dakota, Vermillion, South Dakota, United States of America
| | - Pankaj Jaiswal
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, Oregon, United States of America
| | - Christina James-Zorn
- Cincinnati Children's Hospital, Division of Developmental Biology, Cincinnati, Ohio, United States of America
| | - Sebastian Köhler
- Institute for Medical Genetics and Human Genetics, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Guillaume Lecointre
- Muséum national d'Histoire naturelle, Département Systématique et Evolution, Paris, France
| | - Hilmar Lapp
- National Evolutionary Synthesis Center, Durham, North Carolina, United States of America
| | - Carolyn J. Lawrence
- Department of Genetics, Development and Cell Biology and Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
| | | | - John G. Lundberg
- Department of Ichthyology, The Academy of Natural Sciences, Philadelphia, Pennsylvania, United States of America
| | - James Macklin
- Eastern Cereal and Oilseed Research Centre, Ottawa, Ontario, Canada
| | - Austin R. Mast
- Department of Biological Science, Florida State University, Tallahassee, Florida, United States of America
| | | | - István Mikó
- Department of Entomology, Pennsylvania State University, University Park, Pennsylvania, United States of America
| | - Christopher J. Mungall
- Genome Division, Lawrence Berkeley National Lab, Berkeley, California, United States of America
| | - Anika Oellrich
- European Molecular Biology Laboratory - European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, United Kingdom
| | - David Osumi-Sutherland
- European Molecular Biology Laboratory - European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, United Kingdom
| | - Helen Parkinson
- European Molecular Biology Laboratory - European Bioinformatics Institute, Wellcome Trust Genome Campus, Hinxton, United Kingdom
| | - Martín J. Ramírez
- Division of Arachnology, Museo Argentino de Ciencias Naturales - CONICET, Buenos Aires, Argentina
| | - Stefan Richter
- Allgemeine & Spezielle Zoologie, Institut für Biowissenschaften, Universität Rostock, Universitätsplatz 2, Rostock, Germany
| | - Peter N. Robinson
- Institut für Medizinische Genetik und Humangenetik Charité – Universitätsmedizin Berlin, Berlin, Germany
| | - Alan Ruttenberg
- School of Dental Medicine, University at Buffalo, Buffalo, New York, United States of America
| | - Katja S. Schulz
- Smithsonian Institution, National Museum of Natural History, Washington, D.C., United States of America
| | - Erik Segerdell
- Knight Cancer Institute, Oregon Health & Science University, Portland, Oregon, United States of America
| | - Katja C. Seltmann
- Division of Invertebrate Zoology, American Museum of Natural History, New York, New York, United States of America
| | - Michael J. Sharkey
- Department of Entomology, University of Kentucky, Lexington, Kentucky, United States of America
| | - Aaron D. Smith
- Department of Biological Sciences, Northern Arizona University, Flagstaff, Arizona, United States of America
| | - Barry Smith
- Department of Philosophy, University at Buffalo, Buffalo, New York, United States of America
| | - Chelsea D. Specht
- Department of Plant and Microbial Biology, Integrative Biology, and the University and Jepson Herbaria, University of California, Berkeley, California, United States of America
| | - R. Burke Squires
- Bioinformatics and Computational Biosciences Branch, Office of Cyber Infrastructure and Computational Biology, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, Maryland, United States of America
| | - Robert W. Thacker
- Department of Biology, University of Alabama at Birmingham, Birmingham, Alabama, United States of America
| | - Anne Thessen
- The Data Detektiv, 1412 Stearns Hill Road, Waltham, Massachusetts, United States of America
| | | | - Mauno Vihinen
- Department of Experimental Medical Science, Lund University, Lund, Sweden
| | - Peter D. Vize
- Department of Biological Sciences, University of Calgary, Calgary, Alberta, Canada
| | - Lars Vogt
- Universität Bonn, Institut für Evolutionsbiologie und Ökologie, Bonn, Germany
| | - Christine E. Wall
- Department of Evolutionary Anthropology, Duke University, Durham, North Carolina, United States of America
| | - Ramona L. Walls
- iPlant Collaborative University of Arizona, Thomas J. Keating Bioresearch Building, Tucson, Arizona, United States of America
| | - Monte Westerfeld
- Institute of Neuroscience, University of Oregon, Eugene, Oregon, United States of America
| | - Robert A. Wharton
- Department of Entomology, Texas A & M University, College, Station, Texas, United States of America
| | - Christian S. Wirkner
- Allgemeine & Spezielle Zoologie, Institut für Biowissenschaften, Universität Rostock, Universitätsplatz 2, Rostock, Germany
| | - James B. Woolley
- Department of Entomology, Texas A & M University, College, Station, Texas, United States of America
| | - Matthew J. Yoder
- Illinois Natural History Survey, University of Illinois, Champaign, Illinois, United States of America
| | - Aaron M. Zorn
- Cincinnati Children's Hospital, Division of Developmental Biology, Cincinnati, Ohio, United States of America
| | - Paula Mabee
- Department of Biology, University of South Dakota, Vermillion, South Dakota, United States of America
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5
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Haendel MA, Balhoff JP, Bastian FB, Blackburn DC, Blake JA, Bradford Y, Comte A, Dahdul WM, Dececchi TA, Druzinsky RE, Hayamizu TF, Ibrahim N, Lewis SE, Mabee PM, Niknejad A, Robinson-Rechavi M, Sereno PC, Mungall CJ. Unification of multi-species vertebrate anatomy ontologies for comparative biology in Uberon. J Biomed Semantics 2014; 5:21. [PMID: 25009735 PMCID: PMC4089931 DOI: 10.1186/2041-1480-5-21] [Citation(s) in RCA: 88] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2013] [Accepted: 03/25/2014] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Elucidating disease and developmental dysfunction requires understanding variation in phenotype. Single-species model organism anatomy ontologies (ssAOs) have been established to represent this variation. Multi-species anatomy ontologies (msAOs; vertebrate skeletal, vertebrate homologous, teleost, amphibian AOs) have been developed to represent 'natural' phenotypic variation across species. Our aim has been to integrate ssAOs and msAOs for various purposes, including establishing links between phenotypic variation and candidate genes. RESULTS Previously, msAOs contained a mixture of unique and overlapping content. This hampered integration and coordination due to the need to maintain cross-references or inter-ontology equivalence axioms to the ssAOs, or to perform large-scale obsolescence and modular import. Here we present the unification of anatomy ontologies into Uberon, a single ontology resource that enables interoperability among disparate data and research groups. As a consequence, independent development of TAO, VSAO, AAO, and vHOG has been discontinued. CONCLUSIONS The newly broadened Uberon ontology is a unified cross-taxon resource for metazoans (animals) that has been substantially expanded to include a broad diversity of vertebrate anatomical structures, permitting reasoning across anatomical variation in extinct and extant taxa. Uberon is a core resource that supports single- and cross-species queries for candidate genes using annotations for phenotypes from the systematics, biodiversity, medical, and model organism communities, while also providing entities for logical definitions in the Cell and Gene Ontologies. THE ONTOLOGY RELEASE FILES ASSOCIATED WITH THE ONTOLOGY MERGE DESCRIBED IN THIS MANUSCRIPT ARE AVAILABLE AT: http://purl.obolibrary.org/obo/uberon/releases/2013-02-21/ CURRENT ONTOLOGY RELEASE FILES ARE AVAILABLE ALWAYS AVAILABLE AT: http://purl.obolibrary.org/obo/uberon/releases/
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Affiliation(s)
- Melissa A Haendel
- Department of Medical Informatics & Epidemiology, Oregon Health & Science University, Portland, OR, USA
| | - James P Balhoff
- Department of Biology, University of North Carolina, Chapel Hill, NC 27599-3280, USA ; National Evolutionary Synthesis Center, Durham, NC, USA
| | - Frederic B Bastian
- Department of Ecology and Evolution, University of Lausanne, Lausanne, Switzerland ; Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - David C Blackburn
- Department of Vertebrate Zoology and Anthropology, California Academy of Sciences, San Francisco, CA 94118, USA
| | | | - Yvonne Bradford
- The Zebrafish Model Organism Database, University of Oregon, Eugene, OR 97403, USA
| | - Aurelie Comte
- Department of Ecology and Evolution, University of Lausanne, Lausanne, Switzerland ; Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Wasila M Dahdul
- National Evolutionary Synthesis Center, Durham, NC, USA ; Department of Biology, University of South Dakota, Vermillion, SD 57069, USA
| | - Thomas A Dececchi
- Department of Biology, University of South Dakota, Vermillion, SD 57069, USA
| | - Robert E Druzinsky
- Department of Oral Biology, University of Illinois-Chicago, Chicago, IL 60612, USA
| | | | - Nizar Ibrahim
- Department of Organismal Biology and Anatomy, University of Chicago, Chicago, IL 60637, USA
| | - Suzanna E Lewis
- Lawrence Berkeley National Laboratory, 1 Cyclotron Rd, Berkeley, CA 94720, USA
| | - Paula M Mabee
- Department of Biology, University of South Dakota, Vermillion, SD 57069, USA
| | - Anne Niknejad
- Department of Ecology and Evolution, University of Lausanne, Lausanne, Switzerland ; Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Marc Robinson-Rechavi
- Department of Ecology and Evolution, University of Lausanne, Lausanne, Switzerland ; Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Paul C Sereno
- Department of Organismal Biology and Anatomy, University of Chicago, Chicago, IL 60637, USA
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