Evaluation of Combined Artificial Intelligence and Radiologist Assessment to Interpret Screening Mammograms.

Journal: JAMA network open
Published Date:

Abstract

IMPORTANCE: Mammography screening currently relies on subjective human interpretation. Artificial intelligence (AI) advances could be used to increase mammography screening accuracy by reducing missed cancers and false positives.

Authors

  • Thomas Schaffter
    Computational Oncology, Sage Bionetworks, Seattle, Washington.
  • Diana S M Buist
    Group Health Research Institute, Seattle, WA, USA.
  • Christoph I Lee
    Department of Radiology, University of Washington School of Medicine, Seattle, WA, USA.
  • Yaroslav Nikulin
    Therapixel, Paris, France.
  • Dezső Ribli
    Department of Physics of Complex Systems, Eötvös Loránd University, Budapest, Hungary. dkrib@caesar.elte.hu.
  • Yuanfang Guan
    Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA. gyuanfan@umich.edu.
  • William Lotter
    DeepHealth Inc, Cambridge, Massachusetts.
  • Zequn Jie
    Tencent AI Lab, Shenzhen, China.
  • Hao Du
    National University of Singapore, Singapore.
  • Sijia Wang
    CAS Key Laboratory of Computational Biology, Shanghai Institute of Nutrition and Health, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, 200031, China.
  • Jiashi Feng
  • Mengling Feng
    Saw Swee Hock School of Public Health, National University Health System, National University of Singapore, Singapore.
  • Hyo-Eun Kim
    Lunit Inc, Seoul, Korea.
  • Francisco Albiol
    Instituto de Física Corpuscular (IFIC), CSIC-Universitat de València, Valencia, Spain.
  • Alberto Albiol
    Universitat Politecnica de Valencia, Valencia, Valenciana, Spain.
  • Stephen Morrell
    Centre for Medical Image Computing, University College London, Bloomsbury, London, United Kingdom.
  • Zbigniew Wojna
    Tensorflight Inc, Mountain View, California.
  • Mehmet Eren Ahsen
    Department of Business Administration, University of Illinois at Urbana Champaign, Champaign, Illinois.
  • Umar Asif
    IBM Research Australia, Melbourne, Australia.
  • Antonio Jimeno Yepes
    IBM Research Australia, Melbourne, VIC, Australia. Electronic address: antonio.jimeno@au1.ibm.com.
  • Shivanthan Yohanandan
    IBM Research Australia, Melbourne, Australia.
  • Simona Rabinovici-Cohen
    IBM Research Haifa, Haifa University Campus, Mount Carmel, Haifa, Israel.
  • Darvin Yi
    Stanford University, Department of Radiology, Stanford, CA.
  • Bruce Hoff
    Computational Oncology, Sage Bionetworks, Seattle, Washington.
  • Thomas Yu
    Computational Oncology, Sage Bionetworks, Seattle, Washington.
  • Elias Chaibub Neto
    Computational Oncology, Sage Bionetworks, Seattle, Washington.
  • Daniel L Rubin
    Department of Biomedical Data Science, Stanford University School of Medicine Medical School Office Building, Stanford CA 94305-5479.
  • Peter Lindholm
    Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden.
  • Laurie R Margolies
    ISMMS, Department of Diagnostic, Molecular, and Interventional Radiology, New York, 10029, USA.
  • Russell Bailey McBride
    Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York.
  • Joseph H Rothstein
    ISMMS, Department of Population Health Science and Policy and Department of Genetics and Genomic Sciences, New York, 10029, USA.
  • Weiva Sieh
    ISMMS, Department of Population Health Science and Policy and Department of Genetics and Genomic Sciences, New York, 10029, USA.
  • Rami Ben-Ari
    IBM Research Haifa, Haifa University Campus, Mount Carmel, Haifa, Israel.
  • Stefan Harrer
    IBM Research - Australia, 204 Lygon Street, 3053 Carlton, VIC, Australia. Electronic address: sharrer@au.ibm.com.
  • Andrew Trister
    Fred Hutchinson Cancer Research Center, Seattle, Washington.
  • Stephen Friend
    Computational Oncology, Sage Bionetworks, Seattle, Washington.
  • Thea Norman
    Bill and Melinda Gates Foundation, Seattle, Washington.
  • Berkman Sahiner
    Food and Drug Administration/CDRH, Silver Spring, USA.
  • Fredrik Strand
    Department of Oncology and Pathology, Karolinska Institute, Stockholm, Sweden.
  • Justin Guinney
    Computational Oncology, Sage Bionetworks, Seattle, Washington.
  • Gustavo Stolovitzky
    Thomas J. Watson Research Center, IBM, Yorktown Heights, NY, USA.
  • Lester Mackey
    Microsoft New England Research and Development Center, Cambridge, Massachusetts.
  • Joyce Cahoon
    North Carolina State University, Raleigh.
  • Li Shen
    Department of Clinical Pharmacy, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China.
  • Jae Ho Sohn
    Radiology & Biomedical Imaging, UCSF Medical Center, 505 Parnassus Ave, San Francisco, CA, 94158, USA. sohn87@gmail.com.
  • Hari Trivedi
    Department of Radiology, Medical College of Georgia at Augusta University, 1120 15th St, Augusta, GA 30912 (Y.T.); and Department of Radiology, Emory University, Atlanta, Ga (B.V., E.K., A.P., J.G., N.S., H.T.).
  • Yiqiu Shen
  • Ljubomir Buturovic
    Clinical Persona Inc., East Palo Alto, California. Electronic address: ljubomir@clinicalpersona.com.
  • Jose Costa Pereira
  • Jaime S Cardoso
  • Eduardo Castro
    Faculdade de Engenharia da Universidade do Porto (FEUP), R. Dr. Roberto Frias s/n, 4200-465 Porto, Portugal.
  • Karl Trygve Kalleberg
    KolibriFX, Oslo, Norway.
  • Obioma Pelka
    Department of Computer Science, University of Applied Sciences and Arts Dortmund (FHDO), Dortmund, NRW Germany.
  • Imane Nedjar
    Biomedical Engineering Laboratory Tlemcen University, Tlemcen, Algeria.
  • Krzysztof J Geras
    2 Center for Biomedical Imaging, Department of Radiology, New York University School of Medicine, New York, NY.
  • Felix Nensa
    Institute for AI in Medicine (IKIM), University Hospital Essen, 45131 Essen, Germany.
  • Ethan Goan
    Queensland University of Technology, Brisbane, Australia.
  • Sven Koitka
    Institute of Diagnostic and Interventional Radiology and Neuroradiology, University Hospital Essen, Essen, Germany.
  • Luis Caballero
    Instituto de Física Corpuscular (IFIC), CSIC-Universitat de València, Valencia, Spain.
  • David D Cox
    Department of Molecular and Cellular Biology, School of Engineering and Applied Sciences and Center for Brain Science, Harvard University, 52 Oxford St., Cambridge, MA, 02138, USA. davidcox@fas.harvard.edu.
  • Pavitra Krishnaswamy
  • Gaurav Pandey
    Icahn Institute for Genomics and Multiscale Biology and Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA; Graduate School of Biomedical Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA. Electronic address: gaurav.pandey@mssm.edu.
  • Christoph M Friedrich
    Department of Computer Science, University of Applied Sciences and Arts Dortmund, Dortmund, Germany.
  • Dimitri Perrin
    School of Electrical Engineering and Computer Science, Queensland University of Technology, Brisbane, 4001, Australia.
  • Clinton Fookes
    The Speech, Audio, Image and Video Technologies (SAIVT) research group, School of Electrical Engineering & Computer Science, Queensland University of Technology, Australia.
  • Bibo Shi
    Carl E. Ravin Advanced Imaging Laboratories, Department of Radiology, Duke University School of Medicine, Durham, North Carolina. Electronic address: bibo.shi@duke.edu.
  • Gerard Cardoso Negrie
    Satalia, London, United Kingdom.
  • Michael Kawczynski
    Institute for Computational Health Sciences, University of California, San Francisco, 550 16th Street, San Francisco, CA, USA.
  • Kyunghyun Cho
    Department of Information and Computer Science, Aalto University School of Science, Finland.
  • Can Son Khoo
    University College London, London, United Kingdom.
  • Joseph Y Lo
    Carl E. Ravin Advanced Imaging Laboratories, Department of Radiology, Duke University School of Medicine, Durham, North Carolina.
  • A Gregory Sorensen
    DeepHealth Inc, Cambridge, Massachusetts.
  • Hwejin Jung
    Department of Computer Science and Engineering, Korea University, Seoul, Republic of Korea.