Schizophrenia (Apr 2025)
Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia Program
- Tashrif Billah,
- Kang Ik K. Cho,
- Owen Borders,
- Yoonho Chung,
- Michaela Ennis,
- Grace R. Jacobs,
- Einat Liebenthal,
- Daniel H. Mathalon,
- Dheshan Mohandass,
- Spero C. Nicholas,
- Ofer Pasternak,
- Nora Penzel,
- Habiballah Rahimi Eichi,
- Phillip Wolff,
- Alan Anticevic,
- Kristen Laulette,
- Angela R. Nunez,
- Zailyn Tamayo,
- Kate Buccilli,
- Beau-Luke Colton,
- Dominic B. Dwyer,
- Larry Hendricks,
- Hok Pan Yuen,
- Jessica Spark,
- Sophie Tod,
- Holly Carrington,
- Justine T. Chen,
- Michael J. Coleman,
- Cheryl M. Corcoran,
- Anastasia Haidar,
- Omar John,
- Sinead Kelly,
- Patricia J. Marcy,
- Priya Matneja,
- Alessia McGowan,
- Susan E. Ray,
- Simone Veale,
- Inge Winter-Van Rossum,
- Jean Addington,
- Kelly A. Allott,
- Monica E. Calkins,
- Scott R. Clark,
- Ruben C. Gur,
- Michael P. Harms,
- Diana O. Perkins,
- Kosha Ruparel,
- William S. Stone,
- John Torous,
- Alison R. Yung,
- Eirini Zoupou,
- Paolo Fusar-Poli,
- Vijay A. Mittal,
- Jai L. Shah,
- Daniel H. Wolf,
- Guillermo Cecchi,
- Tina Kapur,
- Marek Kubicki,
- Kathryn Eve Lewandowski,
- Carrie E. Bearden,
- Patrick D. McGorry,
- René S. Kahn,
- John M. Kane,
- Barnaby Nelson,
- Scott W. Woods,
- Martha E. Shenton,
- the Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ),
- Justin T. Baker,
- Sylvain Bouix
Affiliations
- Tashrif Billah
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Kang Ik K. Cho
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Owen Borders
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School
- Yoonho Chung
- Institute for Technology in Psychiatry, McLean Hospital
- Michaela Ennis
- Harvard Medical School
- Grace R. Jacobs
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Einat Liebenthal
- Institute for Technology in Psychiatry, McLean Hospital
- Daniel H. Mathalon
- Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California San Francisco
- Dheshan Mohandass
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School
- Spero C. Nicholas
- Department of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California San Francisco
- Ofer Pasternak
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Nora Penzel
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School
- Habiballah Rahimi Eichi
- Institute for Technology in Psychiatry, McLean Hospital
- Phillip Wolff
- Department of Psychology, Emory University
- Alan Anticevic
- Department of Psychiatry, Yale University School of Medicine
- Kristen Laulette
- Department of Psychology, University of California Los Angeles
- Angela R. Nunez
- Department of Psychiatry, Yale University School of Medicine
- Zailyn Tamayo
- Department of Psychiatry, Yale University School of Medicine
- Kate Buccilli
- Orygen
- Beau-Luke Colton
- Orygen
- Dominic B. Dwyer
- Orygen
- Larry Hendricks
- Orygen
- Hok Pan Yuen
- Orygen
- Jessica Spark
- Orygen
- Sophie Tod
- Orygen
- Holly Carrington
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Justine T. Chen
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School
- Michael J. Coleman
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Cheryl M. Corcoran
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai
- Anastasia Haidar
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Omar John
- Department of Psychiatry, Massachusetts General Hospital and Harvard Medical School
- Sinead Kelly
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Patricia J. Marcy
- Northwell Health
- Priya Matneja
- Northwell Health
- Alessia McGowan
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai
- Susan E. Ray
- Northwell Health
- Simone Veale
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Inge Winter-Van Rossum
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai
- Jean Addington
- Department of Psychiatry, Hotchkiss Brain Institute, University of Calgary
- Kelly A. Allott
- Orygen
- Monica E. Calkins
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania
- Scott R. Clark
- The Discipline of Psychiatry, University of Adelaide
- Ruben C. Gur
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania
- Michael P. Harms
- Washington University School of Medicine
- Diana O. Perkins
- Department of Psychiatry, University of North Carolina at Chapel Hill
- Kosha Ruparel
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania
- William S. Stone
- Department of Psychiatry, Beth Israel Deaconess Medical Center and Harvard Medical School
- John Torous
- Department of Psychiatry, Beth Israel Deaconess Medical Center and Harvard Medical School
- Alison R. Yung
- Institute of Mental and Physical Health and Clinical Translation (IMPACT), Deakin University
- Eirini Zoupou
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania
- Paolo Fusar-Poli
- Department of Psychosis Studies, King’s College
- Vijay A. Mittal
- Department of Psychology, Northwestern University
- Jai L. Shah
- Douglas Research Centre
- Daniel H. Wolf
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania
- Guillermo Cecchi
- IBM T.J. Watson Research Center
- Tina Kapur
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Marek Kubicki
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- Kathryn Eve Lewandowski
- Department of Psychiatry, Harvard Medical School
- Carrie E. Bearden
- Department of Psychology, University of California Los Angeles
- Patrick D. McGorry
- Orygen
- René S. Kahn
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai
- John M. Kane
- Department of Psychiatry, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell
- Barnaby Nelson
- Orygen
- Scott W. Woods
- Department of Psychiatry, Yale University School of Medicine
- Martha E. Shenton
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- the Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ)
- Justin T. Baker
- Institute for Technology in Psychiatry, McLean Hospital
- Sylvain Bouix
- Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical School
- DOI
- https://doi.org/10.1038/s41537-025-00560-x
- Journal volume & issue
-
Vol. 11,
no. 1
pp. 1 – 11
Abstract
Abstract Modern research management, particularly for publicly funded studies, assumes a data governance model in which grantees are considered stewards rather than owners of important data sets. Thus, there is an expectation that collected data are shared as widely as possible with the general research community. This presents problems in complex studies that involve sensitive health information. The latter requires balancing participant privacy with the needs of the research community. Here, we report on the data operation ecosystem crafted for the Accelerating Medicines Partnership® Schizophrenia project, an international observational study of young individuals at clinical high risk for developing a psychotic disorder. We review data capture systems, data dictionaries, organization principles, data flow, security, quality control protocols, data visualization, monitoring, and dissemination through the NIMH Data Archive platform. We focus on the interconnectedness of these steps, where our goal is to design a seamless data flow and an alignment with the FAIR (Findability, Accessibility, Interoperability, and Reusability) principles while balancing local regulatory and ethical considerations. This process-oriented approach leverages automated pipelines for data flow to enhance data quality, speed, and collaboration, underscoring the project’s contribution to advancing research practices involving multisite studies of sensitive mental health conditions. An important feature is the data’s close-to-real-time quality assessment (QA) and quality control (QC). The focus on close-to-real-time QA/QC makes it possible for a subject to redo a testing session, as well as facilitate course corrections to prevent repeating errors in future data acquisition. Watch Dr. Sylvain Bouix discuss his work and this article: https://vimeo.com/1025555648 .