학술논문

Image processing and analysis methods for the Adolescent Brain Cognitive Development Study
Document Type
article
Author
Hagler, Donald JHatton, SeanNCornejo, M DanielaMakowski, CarolinaFair, Damien ADick, Anthony StevenSutherland, Matthew TCasey, BJBarch, Deanna MHarms, Michael PWatts, RichardBjork, James MGaravan, Hugh PHilmer, LauraPung, Christopher JSicat, Chelsea SKuperman, JoshuaBartsch, HaukeXue, FengHeitzeg, Mary MLaird, Angela RTrinh, Thanh TGonzalez, RaulTapert, Susan FRiedel, Michael CSqueglia, Lindsay MHyde, Luke WRosenberg, Monica DEarl, Eric AHowlett, Katia DBaker, Fiona CSoules, MaryDiaz, Jazminde Leon, Octavio RuizThompson, Wesley KNeale, Michael CHerting, MeganSowell, Elizabeth RAlvarez, Ruben PHawes, Samuel WSanchez, MarianaBodurka, JerzyBreslin, Florence JMorris, Amanda SheffieldPaulus, Martin PSimmons, W KylePolimeni, Jonathan Rvan der Kouwe, AndreNencka, Andrew SGray, Kevin MPierpaoli, CarloMatochik, John ANoronha, AntonioAklin, Will MConway, KevinGlantz, MeyerHoffman, ElizabethLittle, RogerLopez, MarshaPariyadath, VaniWeiss, Susan RBWolff-Hughes, Dana LDelCarmen-Wiggins, RebeccaEwing, Sarah W FeldsteinMiranda-Dominguez, OscarNagel, Bonnie JPerrone, Anders JSturgeon, Darrick TGoldstone, AimeePfefferbaum, AdolfPohl, Kilian MProuty, DevinUban, KristinaBookheimer, Susan YDapretto, MirellaGalvan, AdrianaBagot, KaraGiedd, JayInfante, M AlejandraJacobus, JoannaPatrick, KevinShilling, Paul DDesikan, RahulLi, YiSugrue, LeoBanich, Marie TFriedman, NaomiHewitt, John KHopfer, ChristianSakai, JosephTanabe, JodyCottler, Linda BNixon, Sara JoChang, LindaCloak, ChristineErnst, ThomasReeves, GloriaKennedy, David NHeeringa, StevePeltier, Scott
Source
Subject
Biomedical and Clinical Sciences
Health Sciences
Biomedical Imaging
Pediatric
Clinical Research
Neurosciences
Behavioral and Social Science
Basic Behavioral and Social Science
Brain Disorders
Mental Health
Neurological
Mental health
Good Health and Well Being
Adolescent
Adolescent Development
Brain
Brain Mapping
Diffusion Magnetic Resonance Imaging
Humans
Image Processing
Computer-Assisted
Magnetic Resonance Imaging
Multimodal Imaging
Signal Processing
Computer-Assisted
Magnetic resonance imaging
ABCD
Data sharing
Processing pipeline
Medical and Health Sciences
Psychology and Cognitive Sciences
Neurology & Neurosurgery
Biomedical and clinical sciences
Health sciences
Language
Abstract
The Adolescent Brain Cognitive Development (ABCD) Study is an ongoing, nationwide study of the effects of environmental influences on behavioral and brain development in adolescents. The main objective of the study is to recruit and assess over eleven thousand 9-10-year-olds and follow them over the course of 10 years to characterize normative brain and cognitive development, the many factors that influence brain development, and the effects of those factors on mental health and other outcomes. The study employs state-of-the-art multimodal brain imaging, cognitive and clinical assessments, bioassays, and careful assessment of substance use, environment, psychopathological symptoms, and social functioning. The data is a resource of unprecedented scale and depth for studying typical and atypical development. The aim of this manuscript is to describe the baseline neuroimaging processing and subject-level analysis methods used by ABCD. Processing and analyses include modality-specific corrections for distortions and motion, brain segmentation and cortical surface reconstruction derived from structural magnetic resonance imaging (sMRI), analysis of brain microstructure using diffusion MRI (dMRI), task-related analysis of functional MRI (fMRI), and functional connectivity analysis of resting-state fMRI. This manuscript serves as a methodological reference for users of publicly shared neuroimaging data from the ABCD Study.