2020
Neuroimaging Association Scores: reliability and validity of aggregate measures of brain structural features linked to mental disorders in youth
Axelrud L, Simioni A, Pine D, Winkler A, Pan P, Sato J, Zugman A, Parker N, Picon F, Jackowski A, Hoexter M, Barker G, Martinot J, Martinot M, Satterthwaite T, Rohde L, Milham M, Barker E, Salum G. Neuroimaging Association Scores: reliability and validity of aggregate measures of brain structural features linked to mental disorders in youth. European Child & Adolescent Psychiatry 2020, 30: 1895-1906. PMID: 33030612, PMCID: PMC9077631, DOI: 10.1007/s00787-020-01653-x.Peer-Reviewed Original ResearchMeSH KeywordsAdolescentBrainHumansMagnetic Resonance ImagingMental DisordersNeuroimagingReproducibility of ResultsConceptsGeneral psychopathologyCortical thicknessBrain featuresSubcortical volumesMental disordersStructural brain featuresInternal consistencyBrain structural featuresHealthy Brain NetworkPsychiatric disordersAssociation scoreSymptomatic domainsHigh internal consistencyPsychopathology assessmentDisordersBrain networksLow internal consistencyEffect sizeBehavioral phenotypesScoresReplicable associationsPsychopathologyWeighted scoreAssociationReplicable markersENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries
Thompson PM, Jahanshad N, Ching CRK, Salminen LE, Thomopoulos SI, Bright J, Baune BT, Bertolín S, Bralten J, Bruin WB, Bülow R, Chen J, Chye Y, Dannlowski U, de Kovel CGF, Donohoe G, Eyler LT, Faraone SV, Favre P, Filippi CA, Frodl T, Garijo D, Gil Y, Grabe HJ, Grasby KL, Hajek T, Han LKM, Hatton SN, Hilbert K, Ho TC, Holleran L, Homuth G, Hosten N, Houenou J, Ivanov I, Jia T, Kelly S, Klein M, Kwon JS, Laansma MA, Leerssen J, Lueken U, Nunes A, Neill J, Opel N, Piras F, Piras F, Postema MC, Pozzi E, Shatokhina N, Soriano-Mas C, Spalletta G, Sun D, Teumer A, Tilot AK, Tozzi L, van der Merwe C, Van Someren EJW, van Wingen GA, Völzke H, Walton E, Wang L, Winkler AM, Wittfeld K, Wright MJ, Yun JY, Zhang G, Zhang-James Y, Adhikari BM, Agartz I, Aghajani M, Aleman A, Althoff RR, Altmann A, Andreassen OA, Baron DA, Bartnik-Olson BL, Marie Bas-Hoogendam J, Baskin-Sommers AR, Bearden CE, Berner LA, Boedhoe PSW, Brouwer RM, Buitelaar JK, Caeyenberghs K, Cecil CAM, Cohen RA, Cole JH, Conrod PJ, De Brito SA, de Zwarte SMC, Dennis EL, Desrivieres S, Dima D, Ehrlich S, Esopenko C, Fairchild G, Fisher SE, Fouche JP, Francks C, Frangou S, Franke B, Garavan HP, Glahn DC, Groenewold NA, Gurholt TP, Gutman BA, Hahn T, Harding IH, Hernaus D, Hibar DP, Hillary FG, Hoogman M, Hulshoff Pol HE, Jalbrzikowski M, Karkashadze GA, Klapwijk ET, Knickmeyer RC, Kochunov P, Koerte IK, Kong XZ, Liew SL, Lin AP, Logue MW, Luders E, Macciardi F, Mackey S, Mayer AR, McDonald CR, McMahon AB, Medland SE, Modinos G, Morey RA, Mueller SC, Mukherjee P, Namazova-Baranova L, Nir TM, Olsen A, Paschou P, Pine DS, Pizzagalli F, Rentería ME, Rohrer JD, Sämann PG, Schmaal L, Schumann G, Shiroishi MS, Sisodiya SM, Smit DJA, Sønderby IE, Stein DJ, Stein JL, Tahmasian M, Tate DF, Turner JA, van den Heuvel OA, van der Wee NJA, van der Werf YD, van Erp TGM, van Haren NEM, van Rooij D, van Velzen LS, Veer IM, Veltman DJ, Villalon-Reina JE, Walter H, Whelan CD, Wilde EA, Zarei M, Zelman V. ENIGMA and global neuroscience: A decade of large-scale studies of the brain in health and disease across more than 40 countries. Translational Psychiatry 2020, 10: 100. PMID: 32198361, PMCID: PMC7083923, DOI: 10.1038/s41398-020-0705-1.Peer-Reviewed Original ResearchMeSH KeywordsBrainDepressive Disorder, MajorHumansMagnetic Resonance ImagingNeuroimagingReproducibility of ResultsConceptsAttention-deficit/hyperactivity disorderPost-traumatic stress disorderAutism spectrum disorderObsessive-compulsive disorderDissociative identity disorderBrain systemsSubstance use disordersHyperactivity disorderSpectrum disorderStress disorderConduct disorderAnxiety disordersBrain metricsDiverse samplePsychosocial factorsIdentity disorderAntisocial personalityHuman brainSuicidal thoughtsUse disordersHarmonized analysesGender differencesRobustness of findingsNeuroscienceBrain injury
2016
Faster permutation inference in brain imaging
Winkler AM, Ridgway GR, Douaud G, Nichols TE, Smith SM. Faster permutation inference in brain imaging. NeuroImage 2016, 141: 502-516. PMID: 27288322, PMCID: PMC5035139, DOI: 10.1016/j.neuroimage.2016.05.068.Peer-Reviewed Original ResearchConceptsGamma distributionPermutation distributionProperties of statisticsReal data exampleInexpensive computing powerLinear modelGeneralised Pareto distributionMatrix theoryTail approximationNegative binomial distributionSymmetric errorsPareto distributionDirect fittingFamily-wise error ratePermutation inferenceReference resultsComplex modelsBinomial distributionReal dataSynthetic dataExact error rateComputing powerGeneral linear modelFamilywise errorNull hypothesis
2015
Multi-level block permutation
Winkler AM, Webster MA, Vidaurre D, Nichols TE, Smith SM. Multi-level block permutation. NeuroImage 2015, 123: 253-268. PMID: 26074200, PMCID: PMC4644991, DOI: 10.1016/j.neuroimage.2015.05.092.Peer-Reviewed Original ResearchFast and powerful heritability inference for family-based neuroimaging studies
Ganjgahi H, Winkler AM, Glahn DC, Blangero J, Kochunov P, Nichols TE. Fast and powerful heritability inference for family-based neuroimaging studies. NeuroImage 2015, 115: 256-268. PMID: 25812717, PMCID: PMC4463976, DOI: 10.1016/j.neuroimage.2015.03.005.Peer-Reviewed Original ResearchConceptsAuxiliary linear modelSemi-parametric inferenceInference methodsP-value computationParametric inference methodsNovel inference methodSum of squaresMultiple testing problemLikelihood computationInference proceduresFast estimationStandard resultsComputational intensityData settingTesting problemLinear modelPermutation schemeMethodological resultsAnisotropy measuresSignificance testsComputationInferenceWald testFalse positive riskHeritability estimation