Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia Program
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 rese...
Saved in:
| Main Authors: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-04-01
|
| Series: | Schizophrenia |
| Online Access: | https://doi.org/10.1038/s41537-025-00560-x |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1849734834658738176 |
|---|---|
| author | 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 |
| author_facet | 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 |
| author_sort | Tashrif Billah |
| collection | DOAJ |
| description | 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 . |
| format | Article |
| id | doaj-art-e5254418053e4e38b3e50d08ea47e9d9 |
| institution | DOAJ |
| issn | 2754-6993 |
| language | English |
| publishDate | 2025-04-01 |
| publisher | Nature Portfolio |
| record_format | Article |
| series | Schizophrenia |
| spelling | doaj-art-e5254418053e4e38b3e50d08ea47e9d92025-08-20T03:07:41ZengNature PortfolioSchizophrenia2754-69932025-04-0111111110.1038/s41537-025-00560-xEnabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia ProgramTashrif Billah0Kang Ik K. Cho1Owen Borders2Yoonho Chung3Michaela Ennis4Grace R. Jacobs5Einat Liebenthal6Daniel H. Mathalon7Dheshan Mohandass8Spero C. Nicholas9Ofer Pasternak10Nora Penzel11Habiballah Rahimi Eichi12Phillip Wolff13Alan Anticevic14Kristen Laulette15Angela R. Nunez16Zailyn Tamayo17Kate Buccilli18Beau-Luke Colton19Dominic B. Dwyer20Larry Hendricks21Hok Pan Yuen22Jessica Spark23Sophie Tod24Holly Carrington25Justine T. Chen26Michael J. Coleman27Cheryl M. Corcoran28Anastasia Haidar29Omar John30Sinead Kelly31Patricia J. Marcy32Priya Matneja33Alessia McGowan34Susan E. Ray35Simone Veale36Inge Winter-Van Rossum37Jean Addington38Kelly A. Allott39Monica E. Calkins40Scott R. Clark41Ruben C. Gur42Michael P. Harms43Diana O. Perkins44Kosha Ruparel45William S. Stone46John Torous47Alison R. Yung48Eirini Zoupou49Paolo Fusar-Poli50Vijay A. Mittal51Jai L. Shah52Daniel H. Wolf53Guillermo Cecchi54Tina Kapur55Marek Kubicki56Kathryn Eve Lewandowski57Carrie E. Bearden58Patrick D. McGorry59René S. Kahn60John M. Kane61Barnaby Nelson62Scott W. Woods63Martha E. Shenton64the Accelerating Medicines Partnership® Schizophrenia (AMP® SCZ)Justin T. Baker65Sylvain Bouix66Department of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolDepartment of Psychiatry, Massachusetts General Hospital and Harvard Medical SchoolInstitute for Technology in Psychiatry, McLean HospitalHarvard Medical SchoolDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolInstitute for Technology in Psychiatry, McLean HospitalDepartment of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California San FranciscoDepartment of Psychiatry, Massachusetts General Hospital and Harvard Medical SchoolDepartment of Psychiatry and Behavioral Sciences and Weill Institute for Neurosciences, University of California San FranciscoDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolDepartment of Psychiatry, Massachusetts General Hospital and Harvard Medical SchoolInstitute for Technology in Psychiatry, McLean HospitalDepartment of Psychology, Emory UniversityDepartment of Psychiatry, Yale University School of MedicineDepartment of Psychology, University of California Los AngelesDepartment of Psychiatry, Yale University School of MedicineDepartment of Psychiatry, Yale University School of MedicineOrygenOrygenOrygenOrygenOrygenOrygenOrygenDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolDepartment of Psychiatry, Massachusetts General Hospital and Harvard Medical SchoolDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolDepartment of Psychiatry, Icahn School of Medicine at Mount SinaiDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolDepartment of Psychiatry, Massachusetts General Hospital and Harvard Medical SchoolDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolNorthwell HealthNorthwell HealthDepartment of Psychiatry, Icahn School of Medicine at Mount SinaiNorthwell HealthDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolDepartment of Psychiatry, Icahn School of Medicine at Mount SinaiDepartment of Psychiatry, Hotchkiss Brain Institute, University of CalgaryOrygenDepartment of Psychiatry, Perelman School of Medicine, University of PennsylvaniaThe Discipline of Psychiatry, University of AdelaideDepartment of Psychiatry, Perelman School of Medicine, University of PennsylvaniaWashington University School of MedicineDepartment of Psychiatry, University of North Carolina at Chapel HillDepartment of Psychiatry, Perelman School of Medicine, University of PennsylvaniaDepartment of Psychiatry, Beth Israel Deaconess Medical Center and Harvard Medical SchoolDepartment of Psychiatry, Beth Israel Deaconess Medical Center and Harvard Medical SchoolInstitute of Mental and Physical Health and Clinical Translation (IMPACT), Deakin UniversityDepartment of Psychiatry, Perelman School of Medicine, University of PennsylvaniaDepartment of Psychosis Studies, King’s CollegeDepartment of Psychology, Northwestern UniversityDouglas Research CentreDepartment of Psychiatry, Perelman School of Medicine, University of PennsylvaniaIBM T.J. Watson Research CenterDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolDepartment of Psychiatry, Harvard Medical SchoolDepartment of Psychology, University of California Los AngelesOrygenDepartment of Psychiatry, Icahn School of Medicine at Mount SinaiDepartment of Psychiatry, Donald and Barbara Zucker School of Medicine at Hofstra/NorthwellOrygenDepartment of Psychiatry, Yale University School of MedicineDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolInstitute for Technology in Psychiatry, McLean HospitalDepartment of Psychiatry, Brigham and Women’s Hospital and Harvard Medical SchoolAbstract 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 .https://doi.org/10.1038/s41537-025-00560-x |
| spellingShingle | 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 Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia Program Schizophrenia |
| title | Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia Program |
| title_full | Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia Program |
| title_fullStr | Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia Program |
| title_full_unstemmed | Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia Program |
| title_short | Enabling FAIR data stewardship in complex international multi-site studies: Data Operations for the Accelerating Medicines Partnership® Schizophrenia Program |
| title_sort | enabling fair data stewardship in complex international multi site studies data operations for the accelerating medicines partnership r schizophrenia program |
| url | https://doi.org/10.1038/s41537-025-00560-x |
| work_keys_str_mv | AT tashrifbillah enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT kangikkcho enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT owenborders enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT yoonhochung enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT michaelaennis enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT gracerjacobs enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT einatliebenthal enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT danielhmathalon enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT dheshanmohandass enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT sperocnicholas enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT oferpasternak enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT norapenzel enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT habiballahrahimieichi enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT phillipwolff enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT alananticevic enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT kristenlaulette enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT angelarnunez enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT zailyntamayo enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT katebuccilli enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT beaulukecolton enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT dominicbdwyer enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT larryhendricks enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT hokpanyuen enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT jessicaspark enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT sophietod enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT hollycarrington enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT justinetchen enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT michaeljcoleman enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT cherylmcorcoran enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT anastasiahaidar enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT omarjohn enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT sineadkelly enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT patriciajmarcy enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT priyamatneja enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT alessiamcgowan enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT susaneray enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT simoneveale enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT ingewintervanrossum enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT jeanaddington enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT kellyaallott enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT monicaecalkins enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT scottrclark enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT rubencgur enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT michaelpharms enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT dianaoperkins enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT kosharuparel enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT williamsstone enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT johntorous enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT alisonryung enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT eirinizoupou enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT paolofusarpoli enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT vijayamittal enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT jailshah enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT danielhwolf enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT guillermocecchi enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT tinakapur enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT marekkubicki enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT kathrynevelewandowski enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT carrieebearden enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT patrickdmcgorry enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT reneskahn enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT johnmkane enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT barnabynelson enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT scottwwoods enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT marthaeshenton enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT theacceleratingmedicinespartnershipschizophreniaampscz enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT justintbaker enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram AT sylvainbouix enablingfairdatastewardshipincomplexinternationalmultisitestudiesdataoperationsfortheacceleratingmedicinespartnershipschizophreniaprogram |