Prediction complements explanation in understanding the developing brain

Nature Communications
Monica D RosenbergAvram J Holmes

Abstract

A central aim of human neuroscience is understanding the neurobiology of cognition and behavior. Although we have made significant progress towards this goal, reliance on group-level studies of the developed adult brain has limited our ability to explain population variability and developmental changes in neural circuitry and behavior. In this review, we suggest that predictive modeling, a method for predicting individual differences in behavior from brain features, can complement descriptive approaches and provide new ways to account for this variability. Highlighting the outsized scientific and clinical benefits of prediction in developmental populations including adolescence, we show that predictive brain-based models are already providing new insights on adolescent-specific risk-related behaviors. Together with large-scale developmental neuroimaging datasets and complementary analytic approaches, predictive modeling affords us the opportunity and obligation to identify novel treatment targets and individually tailor the course of interventions for developmental psychopathologies that impact so many young people today.

References

Jan 1, 1988·Annual Review of Neuroscience·P S Goldman-Rakic
Jan 1, 1994·Cerebral Cortex·J P BourgeoisP Rakic
Oct 23, 1997·The Journal of Comparative Neurology·P R Huttenlocher, A S Dabholkar
Sep 24, 1999·Nature Neuroscience·J N GieddJ L Rapoport
May 19, 2000·Neuroscience and Biobehavioral Reviews·L P Spear
Mar 17, 2001·Nature Reviews. Neuroscience·T R Insel, L J Young
May 8, 2002·Nature Reviews. Neuroscience·Maurizio Corbetta, Gordon L Shulman
Oct 9, 2002·JAMA : the Journal of the American Medical Association·F Xavier CastellanosJudith L Rapoport
May 19, 2004·Proceedings of the National Academy of Sciences of the United States of America·Nitin GogtayPaul M Thompson
May 6, 2006·BMJ : British Medical Journal·Douglas G Altman, Patrick Royston
Jun 24, 2006·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Adriana GalvanB J Casey
Jul 5, 2006·Cerebral Cortex·Kuei-Yuan Tseng, Patricio O'Donnell
Mar 14, 2007·Current Opinion in Neurology·B J CaseySarah Durston
Aug 19, 2007·International Journal of Methods in Psychiatric Research·James J HudziakDaniel S Pine
Aug 25, 2007·Annual Review of Clinical Psychology·Steven E Hyman
Nov 21, 2007·Proceedings of the National Academy of Sciences of the United States of America·P ShawJ L Rapoport
Mar 7, 2008·Proceedings of the National Academy of Sciences of the United States of America·Damien A FairBradley L Schlaggar
Mar 7, 2008·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Heather C BrenhouseSusan L Andersen
Apr 4, 2008·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Philip ShawSteve P Wise
Apr 11, 2008·Annals of the New York Academy of Sciences·Randy L BucknerDaniel L Schacter
May 30, 2008·Developmental Review : DR·Laurence Steinberg
Aug 9, 2008·Developmental Review : DR·B J CaseyAdriana Galvan
May 2, 2009·Cerebral Cortex·Linda Van LeijenhorstEveline A Crone
Jul 22, 2009·PLoS Biology·Kaustubh SupekarVinod Menon
Aug 21, 2009·Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology·Joseph L Price, Wayne C Drevets
Sep 25, 2009·The Journal of Neuroscience : the Official Journal of the Society for Neuroscience·Ylva OstbyKristine B Walhovd
Jan 7, 2010·Cerebral Cortex·M R AsatoB Luna
Jul 2, 2010·Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology·Jessica McCallumRick Richardson
Jul 3, 2010·The American Journal of Psychiatry·Thomas InselPhilip Wang
Sep 3, 2010·Journal of Cognitive Neuroscience·Leah H SomervilleB J Casey
Sep 10, 2010·Neuron·Jonathan D PowerSteven E Petersen
Sep 11, 2010·Science·Nico U F DosenbachBradley L Schlaggar
Nov 26, 2010·Molecular Psychiatry·G SchumannUNKNOWN IMAGEN consortium
Dec 22, 2010·Proceedings of the National Academy of Sciences of the United States of America·Fumiko HoeftJohn D E Gabrieli
Mar 15, 2011·Developmental Science·N TottenhamB J Casey
Apr 19, 2011·Developmental Science·Jason CheinLaurence Steinberg
Jun 10, 2011·Journal of Neurophysiology·B T Thomas YeoRandy L Buckner
Nov 22, 2011·Neuron·Jonathan D PowerSteven E Petersen

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Citations

Apr 18, 2018·Child Development·Amanda E GuyerEveline A Crone
Apr 11, 2018·Nature Neuroscience·Monica D Rosenberg
Oct 26, 2018·Cognitive, Affective & Behavioral Neuroscience·Gabriele BellucciFrank Krueger
Mar 29, 2019·Journal of Child Psychology and Psychiatry, and Allied Disciplines·Ryan Herringa
Jul 21, 2020·Human Brain Mapping·Baptiste Couvy-DuchesnePeter M Visscher
Sep 2, 2020·Nature Human Behaviour·Mark Steyvers, Robert J Schafer
Feb 6, 2020·Proceedings of the National Academy of Sciences of the United States of America·Monica D RosenbergMarvin M Chun
Jul 28, 2020·Current Addiction Reports·Adriene M Beltz, Alexander Weigard
Dec 8, 2020·Frontiers in Behavioral Neuroscience·Loreen TisdallRui Mata
Dec 6, 2020·Social Cognitive and Affective Neuroscience·Andrik I BechtEveline A Crone
Jan 1, 2021·Developmental Cognitive Neuroscience·Eduard T KlapwijkKathryn L Mills
Nov 13, 2020·Developmental Cognitive Neuroscience·Kristina M RapuanoB J Casey
Nov 14, 2020·Developmental Cognitive Neuroscience·Ellen L HamakerMarinus H van IJzendoorn
Jan 27, 2020·Biological Psychiatry : Cognitive Neuroscience and Neuroimaging·Ashley N NielsenDeanna J Greene
Sep 18, 2020·Developmental Cognitive Neuroscience·Sara Sanchez-Alonso, Richard N Aslin
Feb 28, 2019·Trends in Neurosciences·Danilo Bzdok, John P A Ioannidis
May 5, 2021·NPJ Science of Learning·Nienke van AtteveldtMilene Bonte
Jun 26, 2021·NeuroImage·Siyuan GaoGal Mishne
Aug 20, 2021·Frontiers in Psychiatry·Brian A ZaboskiChristopher Pittenger
Aug 31, 2021·The European Journal of Neuroscience·João Ricardo SatoAndrea Parolin Jackowski

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