Implementing ABCD study ® MRI sequences for multi-site cohort studies: practical guide to necessary steps, preprocessing methods, and challenges

dc.contributor.authorBano, Wajiha
dc.contributor.authorPulli, Elmo
dc.contributor.authorCantonas, Lucia
dc.contributor.authorSorsa, Aino
dc.contributor.authorHämäläinen, Jarmo
dc.contributor.authorKarlsson, Hasse
dc.contributor.authorKarlsson, Linnea
dc.contributor.authorSaukko, Ekaterina
dc.contributor.authorSainio, Teija
dc.contributor.authorPeuna, Arttu
dc.contributor.authorKorja, Riikka
dc.contributor.authorAro, Mikko
dc.contributor.authorLeppänen, Paavo H.T.
dc.contributor.authorTuulari, Jetro J.
dc.contributor.authorMerisaari, Harri
dc.contributor.organizationfi=biolääketieteen laitos|en=Institute of Biomedicine|
dc.contributor.organizationfi=kansanterveystiede|en=Public Health|
dc.contributor.organizationfi=kasvatustieteiden laitos|en=Department of Education|
dc.contributor.organizationfi=kuvantaminen ja kliininen diagnostiikka|en=Imaging and Clinical Diagnostics|
dc.contributor.organizationfi=psykiatria|en=Psychiatry|
dc.contributor.organizationfi=psykologia|en=Psychology|
dc.contributor.organizationfi=tyks, vsshp|en=tyks, varha|
dc.contributor.organizationfi=väestötutkimuskeskus|en=Centre for Population Health Research (POP Centre)|
dc.contributor.organization-code1.2.246.10.2458963.20.15586825505
dc.contributor.organization-code1.2.246.10.2458963.20.16217176722
dc.contributor.organization-code1.2.246.10.2458963.20.42471027641
dc.contributor.organization-code1.2.246.10.2458963.20.69079168212
dc.contributor.organization-code1.2.246.10.2458963.20.77952289591
dc.contributor.organization-code1.2.246.10.2458963.20.94792640685
dc.contributor.organization-code2604100
dc.converis.publication-id454701577
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/454701577
dc.date.accessioned2025-08-27T22:21:19Z
dc.date.available2025-08-27T22:21:19Z
dc.description.abstractLarge multi-site studies that combine magnetic resonance imaging (MRI) data across research sites present exceptional opportunities to advance neuroscience research. However, scanner or site variability and non-standardised image acquisition protocols, data processing and analysis pipelines can adversely affect the reliability and repeatability of MRI derived brain measures. We implemented a standardised MRI protocol based on that used in the Adolescent Brain Cognition Development (ABCD)® study in two sites, and across four MRI scanners. Twice repeated measurements of a single healthy volunteer were obtained in two sites and in four 3T MRI scanners (vendors: Siemens, Philips, and GE). Imaging data included anatomical scans (T1 weighted, T2 weighted), diffusion weighted imaging (DWI) and resting state functional MRI (rs-fMRI). Standardised containerized pipelines were utilised to pre-process the data and different image quality metrics and test-retest variability of different brain metrics were evaluated. The implementation of the MRI protocols was possible with minor adjustments in acquisition (e.g. repetition time (TR), higher b-values) and exporting (DICOM formats) of images due to different technical performance of the scanners. This study provides practical insights into the implementation of standardised sequences and data processing for multisite studies, showcase the benefits of containerized preprocessing tools, and highlights the need for careful optimisation of multisite image acquisition.
dc.identifier.eissn2215-0161
dc.identifier.jour-issn2215-0161
dc.identifier.olddbid202036
dc.identifier.oldhandle10024/185063
dc.identifier.urihttps://www.utupub.fi/handle/11111/43853
dc.identifier.urlhttps://doi.org/10.1016/j.mex.2024.102789
dc.identifier.urnURN:NBN:fi-fe2025082785591
dc.language.isoen
dc.okm.affiliatedauthorBano, Wajiha
dc.okm.affiliatedauthorPulli, Elmo
dc.okm.affiliatedauthorKarlsson, Hasse
dc.okm.affiliatedauthorKarlsson, Linnea
dc.okm.affiliatedauthorSaukko, Ekaterina
dc.okm.affiliatedauthorSainio, Teija
dc.okm.affiliatedauthorKorja, Riikka
dc.okm.affiliatedauthorAro, Mikko
dc.okm.affiliatedauthorTuulari, Jetro
dc.okm.affiliatedauthorMerisaari, Harri
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline217 Medical engineeringen_GB
dc.okm.discipline217 Lääketieteen tekniikkafi_FI
dc.okm.internationalcopublicationnot an international co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherElsevier
dc.publisher.countryNetherlandsen_GB
dc.publisher.countryAlankomaatfi_FI
dc.publisher.country-codeNL
dc.relation.articlenumber102789
dc.relation.doi10.1016/j.mex.2024.102789
dc.relation.ispartofjournalMethodsX
dc.relation.volume12
dc.source.identifierhttps://www.utupub.fi/handle/10024/185063
dc.titleImplementing ABCD study ® MRI sequences for multi-site cohort studies: practical guide to necessary steps, preprocessing methods, and challenges
dc.year.issued2024

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