2023
Supervised machine learning classification of psychosis biotypes based on brain structure: findings from the Bipolar-Schizophrenia network for intermediate phenotypes (B-SNIP)
Koen J, Lewis L, Rugg M, Clementz B, Keshavan M, Pearlson G, Sweeney J, Tamminga C, Ivleva E. Supervised machine learning classification of psychosis biotypes based on brain structure: findings from the Bipolar-Schizophrenia network for intermediate phenotypes (B-SNIP). Scientific Reports 2023, 13: 12980. PMID: 37563219, PMCID: PMC10415369, DOI: 10.1038/s41598-023-38101-0.Peer-Reviewed Original ResearchConceptsPsychosis biotypesPsychosis casesBrain-based biomarkersLogistic regression modelsT1-weighted imagesBipolar-Schizophrenia NetworkHealthy controlsDisease neurobiologyPsychotic disordersClinical diagnosisStructural MRIBrain structuresGrey matter density mapsDSM diagnosesEvidence of specificityAbove-chance classification accuracyCharacteristics of amnestic patients with hypometabolism patterns suggestive of Lewy body pathology.
Silva-Rodríguez J, Labrador-Espinosa M, Moscoso A, Schöll M, Mir P, Grothe M, Weiner M, Aisen P, Petersen R, Weiner M, Aisen P, Petersen R, Jack C, Jagust W, Trojanowki J, Toga A, Beckett L, Green R, Saykin A, Morris J, Perrin R, Shaw L, Khachaturian Z, Carrillo M, Potter W, Barnes L, Bernard M, González H, Ho C, Hsiao J, Jackson J, Masliah E, Masterman D, Okonkwo O, Perrin R, Ryan L, Silverberg N, Fleisher A, Weiner M, Sacrey D, Fockler J, Conti C, Veitch D, Neuhaus J, Jin C, Nosheny R, Ashford M, Flenniken D, Kormos A, Green R, Montine T, Conti C, Petersen R, Aisen P, Rafii M, Raman R, Jimenez G, Donohue M, Gessert D, Salazar J, Zimmerman C, Cabrera Y, Walter S, Miller G, Coker G, Clanton T, Hergesheimer L, Smith S, Adegoke O, Mahboubi P, Moore S, Pizzola J, Shaffer E, Sloan B, Beckett L, Harvey D, Donohue M, Jack C, Forghanian-Arani A, Borowski B, Ward C, Schwarz C, Jones D, Gunter J, Kantarci K, Senjem M, Vemuri P, Reid R, Fox N, Malone I, Thompson P, Thomopoulos S, Nir T, Jahanshad N, DeCarli C, Knaack A, Fletcher E, Harvey D, Tosun-Turgut D, Chen S, Choe M, Crawford K, Yushkevich P, Das S, Jagust W, Koeppe R, Reiman E, Chen K, Mathis C, Landau S, Morris J, Perrin R, Cairns N, Householder E, Franklin E, Bernhardt H, Taylor-Reinwald L, Shaw L, Trojanowki J, Korecka M, Figurski M, Toga A, Crawford K, Saykin A, Nho K, Risacher S, Apostolova L, Shen L, Foroud T, Nudelman K, Faber K, Wilmes K, Weiner M, Thal L, Khachaturian Z, Hsiao J, Schneider L, Silbert L, Pawluczyk S, Lind B, Becerra M, Crissey R, Teodoro L, Kaye J, Dagerman K, Carter R, Spann B, Dolen S, Quinn J, Brewer J, Vanderswag H, Fleisher A, Ziolkowski J, Heidebrink J, Zbizek-Nulph L, Lord J, Zbizek-Nulph L, Petersen R, Mason S, Albers C, Knopman D, Johnson K, Villanueva-Meyer J, Pavlik V, Pacini N, Lamb A, Kass J, Doody R, Shibley V, Chowdhury M, Rountree S, Dang M, Stern Y, Honig L, Mintz A, Ances B, Morris J, Winkfield D, Carroll M, Stobbs-Cucchi G, Oliver A, Creech M, Mintun M, Schneider S, Geldmacher D, Love M, Griffith R, Clark D, Brockington J, Marson D, Grossman H, Goldstein M, Greenberg J, Mitsis E, Shah R, Lamar M, Duara R, Greig-Custo M, Rodriguez R, Albert M, Onyike C, Farrington L, Rudow S, Brichko R, Kielb S, Smith A, Raj B, Fargher K, Sadowski M, Wisniewski T, Shulman M, Faustin A, Rao J, Castro K, Ulysse A, Chen S, Sheikh M, Singleton-Garvin J, Doraiswamy P, Petrella J, James O, Wong T, Borges-Neto S, Karlawish J, Wolk D, Vaishnavi S, Clark C, Arnold E, Smith C, Jicha G, Khouli R, Raslau F, Lopez O, Oakley M, Simpson D, Porsteinsson A, Martin K, Kowalski N, Keltz M, Goldstein B, Makino K, Ismail M, Brand C, Thai G, Pierce A, Yanez B, Sosa E, Witbracht M, Kelley B, Nguyen T, Womack K, Mathews D, Quiceno M, Levey A, Lah J, Hajjar I, Cellar J, Burns J, Swerdlow R, Brooks W, Silverman D, Kremen S, Apostolova L, Tingus K, Lu P, Bartzokis G, Woo E, Teng E, Graff-Radford N, Parfitt F, Poki-Walker K, Farlow M, Hake A, Matthews B, Brosch J, Herring S, van Dyck C, Mecca A, Good S, MacAvoy M, Carson R, Varma P, Chertkow H, Vaitekunis S, Hosein C, Black S, Stefanovic B, Heyn C, Hsiung G, Kim E, Mudge B, Sossi V, Feldman H, Assaly M, Finger E, Pasternak S, Rachinsky I, Kertesz A, Drost D, Rogers J, Grant I, Muse B, Rogalski E, Robson J, Mesulam M, Kerwin D, Wu C, Johnson N, Lipowski K, Weintraub S, Bonakdarpour B, Pomara N, Hernando R, Sarrael A, Rosen H, Miller B, Perry D, Turner R, Johnson K, Reynolds B, MCCann K, Poe J, Sperling R, Johnson K, Marshall G, Yesavage J, Taylor J, Chao S, Coleman J, White J, Lane B, Rosen A, Tinklenberg J, Belden C, Atri A, Spann B, Clark K, Zamrini E, Sabbagh M, Killiany R, Stern R, Mez J, Kowall N, Budson A, Obisesan T, Ntekim O, Wolday S, Khan J, Nwulia E, Nadarajah S, Lerner A, Ogrocki P, Tatsuoka C, Fatica P, Fletcher E, Maillard P, Olichney J, DeCarli C, Carmichael O, Bates V, Capote H, Rainka M, Borrie M, Lee T, Bartha D, Johnson S, Asthana S, Carlsson C, Perrin A, Burke A, Scharre D, Kataki M, Tarawneh R, Kelley B, Hart D, Zimmerman E, Celmins D, Miller D, Ponto L, Smith K, Koleva H, Shim H, Nam K, Schultz S, Williamson J, Craft S, Cleveland J, Yang M, Sink K, Ott B, Drake J, Tremont G, Daiello L, Drake J, Sabbagh M, Ritter A, Bernick C, Munic D, Mintz A, O’Connelll A, Mintzer J, Wiliams A, Masdeu J, Shi J, Garcia A, Sabbagh M, Newhouse P, Potkin S, Salloway S, Malloy P, Correia S, Kittur S, Pearlson G, Blank K, Anderson K, Flashman L, Seltzer M, Hynes M, Santulli R, Relkin N, Chiang G, Lee A, Lin M, Ravdin L, Weiner M, Aisen P, Petersen R, Weiner M, Aisen P, Petersen R, Green R, Harvey D, Jack C, Jagust W, Morris J, Saykin A, Shaw L, Toga A, Trojanowki J, Neylan T, Grafman J, Green R, Montine T, Weiner M, Petersen R, Aisen P, Jimenez G, Donohue M, Gessert D, Salazar J, Zimmerman C, Walter S, Adegoke O, Mahboubi P, Hergesheimer L, Danowski S, Coker G, Clanton T, Pizzola J, Shaffer E, Nguyen-Barrera C, Neylan T, Hayes J, Finley S, Harvey D, Jack C, Bernstein M, Borowski B, Gunter J, Senjem M, Kantarci K, Ward C, Tosun-Turgut D, Chen S, Landau S, Koeppe R, Foster N, Reiman E, Chen K, Morris J, Perrin R, Franklin E, Shaw L, Trojanowki J, Korecka M, Figurski M, Toga A, Crawford K, Neu S, Saykin A, Foroud T, Potkin S, Shen L, Faber K, Kim S, Nho K, Wilmes K, Schneider L, Pawluczyk S, Becerra M, Teodoro L, Dagerman K, Spann B, Brewer J, Vanderswag H, Fleisher A, Stern Y, Honig L, Mintz A, Shah R, Sood A, Blanchard K, Fleischman D, Arfanakis K, Duara R, Varon D, Greig M, Doraiswamy P, Petrella J, James O, Borges-Neto S, Wong T, Porsteinsson A, Goldstein B, Martin K, Thai G, Pierce A, Reist C, Yanez B, Sosa E, Witbracht M, Sadowsky C, Martinez W, Villena T, Rosen H, Perry D, Turner R, Johnson K, Reynolds B, MCCann K, Poe J, Sperling R, Johnson K, Marshall G, Belden C, Atri A, Spann B, Clark K, Zamrini E, Sabbagh M, Obisesan T, Ntekim O, Wolday S, Nwulia E, Nadarajah S, Johnson S, Asthana S, Carlsson C, Peskind E, Petrie E, Li G, Yesavage J, Taylor J, Chao S, Coleman J, White J, Lane B, Rosen A, Tinklenberg J, Lin M, Chiang G, Ravdin L, Relkin N, O’Connelll A, Mintzer J, Wiliams A, Mackin S, Aisen P, Raman R, Jimenez-Maggiora G, Donohue M, Gessert D, Salazar J, Zimmerman C, Walter S, Adegoke O, Mahboubi P, Mackin S, Weiner M, Aisen P, Raman R, Jack C, Landau S, Saykin A, Toga A, DeCarli C, Koeppe R, Green R, Drake E, Weiner M, Aisen P, Raman R, Donohue M, Mackin S, Nelson C, Bickford D, Butters M, Zmuda M, Jack C, Rochester C, Bernstein M, Borowski B, Gunter J, Senjem M, Kantarci K, Ward C, Reyes D, Koeppe R, Landau S, Toga A, Crawford K, Neu S, Saykin A, Foroud T, Faber K, Nho K, Nudelman K, Mackin S, Rosen H, Nelson C, Bickford D, Au Y, Scherer K, Catalinotto D, Stark S, Ong E, Fernandez D, Butters M, Zmuda M, Lopez O, Oakley M, Simpson D. Characteristics of amnestic patients with hypometabolism patterns suggestive of Lewy body pathology. Brain 2023 PMID: 37284793, DOI: 10.1093/brain/awad194.Peer-Reviewed Original ResearchLewy body pathologyFDG-PET patternsFDG-PET scansDisease dementiaAlzheimer's disease dementiaHypometabolism patternsDisease patientsDisease Neuroimaging InitiativeClinical diagnosisAMCI patientsADD patientsSubset of patientsSpecific clinical featuresFDG-PET imagingPresence of hallucinationsAlzheimer's disease patientsAlzheimer's disease biomarkersAmnestic mild cognitive impairmentDisease biomarkersMild cognitive impairmentAlzheimer's Disease Neuroimaging InitiativeGlucose hypometabolismClinical featuresLewy bodiesTau-PET
2018
T22. PITUITARY GLAND VOLUME DIFFERENCES IN INDIVIDUALS WITH PSYCHOSIS: RESULTS FROM THE BIPOLAR-SCHIZOPHRENIA NETWORK ON INTERMEDIATE PHENOTYPES (B-SNIP) STUDY
Guimond S, Tingue S, Devenyi G, Tang Y, Mike L, Chakravarty M, Sweeney J, Pearlson G, Clementz B, Tamminga C, Keshavan M. T22. PITUITARY GLAND VOLUME DIFFERENCES IN INDIVIDUALS WITH PSYCHOSIS: RESULTS FROM THE BIPOLAR-SCHIZOPHRENIA NETWORK ON INTERMEDIATE PHENOTYPES (B-SNIP) STUDY. Schizophrenia Bulletin 2018, 44: s121-s121. PMCID: PMC5888564, DOI: 10.1093/schbul/sby016.298.Peer-Reviewed Original ResearchPituitary gland volumeLarger pituitary glandsDuration of illnessHealthy controlsGland volumePituitary glandPsychotic bipolar disorderSymptom severityBipolar-Schizophrenia NetworkPituitary volumeSchizoaffective disorderLarger pituitary gland volumesClinical diagnosisLarger pituitary volumeSubgroup of patientsSignificant main effectGreater symptom severitySignificant subgroup differencesIndependent t-testAdrenal axisPatient groupIntermediate Phenotypes (B-SNIP) consortiumMAGeT Brain algorithmStructural magnetic resonance imagesIntermediate Phenotypes (B-SNIP) study
2017
Conversion Discriminative Analysis on Mild Cognitive Impairment Using Multiple Cortical Features from MR Images
Guo S, Lai C, Wu C, Cen G, Initiative T, Weiner M, Aisen P, Weiner M, Aisen P, Petersen R, Jack C, Jagust W, Trojanowki J, Toga A, Beckett L, Green R, Saykin A, Morris J, Shaw L, Khachaturian Z, Sorensen G, Carrillo M, Kuller L, Raichle M, Paul S, Davies P, Fillit H, Hefti F, Holtzman D, Mesulam M, Potter W, Snyder P, Schwartz A, Green R, Montine T, Petersen R, Aisen P, Thomas R, Donohue M, Walter S, Gessert D, Sather T, Jiminez G, Balasubramanian A, Mason J, Sim I, Beckett L, Harvey D, Donohue M, Jack C, Bernstein M, Fox N, Thompson P, Schuff N, DeCArli C, Borowski B, Gunter J, Senjem M, Vemuri P, Jones D, Kantarci K, Ward C, Jagust W, Koeppe R, Foster N, Reiman E, Chen K, Mathis C, Landau S, Morris J, Cairns N, Franklin E, Taylor-Reinwald L, Shaw L, Trojanowki J, Lee V, Korecka M, Figurski M, Toga A, Crawford K, Neu S, Saykin A, Foroud T, Potkin S, Shen L, Faber K, Kim S, Nho K, Weiner M, Thal L, Khachaturian Z, Thal L, Buckholtz N, Weiner M, Snyder P, Potter W, Paul S, Albert M, Frank R, Khachaturian Z, Hsiao J, Kaye J, Quinn J, Silbert L, Lind B, Carter R, Dolen S, Schneider L, Pawluczyk S, Becerra M, Teodoro L, Spann B, Brewer J, Vanderswag H, Fleisher A, Heidebrink J, Lord J, Petersen R, Mason S, Albers C, Knopman D, Johnson K, Doody R, Villanueva-Meyer J, Pavlik V, Shibley V, Chowdhury M, Rountree S, Dang M, Stern Y, Honig L, Bell K, Ances B, Morris J, Carroll M, Creech M, Franklin E, Mintun M, Schneider S, Oliver A, Marson D, Geldmacher D, Love M, Griffith R, Clark D, Brockington J, Roberson E, Grossman H, Mitsis E, Shah R, deToledo-Morrell L, Duara R, Greig-Custo M, Barker W, Albert M, Onyike C, D'Agostino D, Kielb S, Sadowski M, Sheikh M, Anaztasia U, Mrunalini G, Doraiswamy P, Petrella J, Borges-Neto S, Wong T, Coleman E, Arnold S, Karlawish J, Wolk D, Clark C, Smith C, Jicha G, Hardy P, Sinha P, Oates E, Conrad G, Lopez O, Oakley M, Simpson D, Porsteinsson A, Goldstein B, Martin K, Makino K, Ismail M, Brand C, Potkin S, Preda A, Nguyen D, Womack K, Mathews D, Quiceno M, Levey A, Lah J, Cellar J, Burns J, Swerdlow R, Brooks W, Apostolova L, Tingus K, Woo E, Silverman D, Lu P, Bartzokis G, Graff-Radford N, Parfitt F, Poki-Walker K, Farlow M, Hake A, Matthews B, Brosch J, Herring S, van Dyck C, Carson R, MacAvoy M, Varma P, Chertkow H, Bergman H, Hosein C, Black S, Stefanovic B, Caldwell C, Hsiung G, Mudge B, Sossi V, Feldman H, Assaly M, Finger E, Pasternack S, Rachisky I, Trost D, Kertesz A, Bernick C, Munic D, Mesulam M, Rogalski E, Lipowski K, Weintraub S, Bonakdarpour B, Kerwin D, Wu C, Johnson N, Sadowsky C, Villena T, Turner R, Johnson K, Reynolds B, Sperling R, Johnson K, Marshall G, Yesavage J, Taylor J, Lane B, Rosen A, Tinklenberg J, Sabbagh M, Belden C, Jacobson S, Sirrel S, Kowall N, Killiany R, Budson A, Norbash A, Johnson P, Obisesan T, Wolday S, Allard J, Lerner A, Ogrocki P, Tatsuoka C, Fatica P, Fletcher E, Maillard P, Olichney J, DeCarli C, Carmichael O, Kittur S, Borrie M, Lee T, Bartha R, Johnson S, Asthana S, Carlsson C, Potkin S, Preda A, Nguyen D, Tariot P, Burke A, Milliken A, Trncic N, Fleisher A, Reeder S, Bates V, Capote H, Rainka M, Scharre D, Kataki M, Kelley B, Zimmerman E, Celmins D, Brown A, Pearlson G, Blank K, Anderson K, Flashman L, Seltzer M, Hynes M, Santulli R, Sink K, Leslie G, Williamson J, Garg P, Watkins F, Ott B, Tremont G, Daiello L, Salloway S, Malloy P, Correia S, Rosen H, Miller B, Perry D, Mintzer J, Spicer K, Bachman D, Finger E, Pasternak S, Rachinsky I, Rogers J, Kertesz A, Drost D, Pomara N, Hernando R, Sarrael A, Schultz S, Smith K, Koleva H, Nam K, Shim H, Relkin N, Chiang G, Lin M, Ravdin L, Smith A, Raj B, Fargher K, Weiner M, Aisen P, Weiner M, Aisen P, Petersen R, Green R, Harvey D, Jack C, Jagust W, Morris J, Saykin A, Shaw L, Toga A, Trojanowki J, Neylan T, Grafman J, Green R, Montine T, Weiner M, Petersen R, Aisen P, Thomas R, Donohue M, Devon G, Sather T, Melissa D, Morrison R, Jiminez G, Neylan T, Jacqueline H, Shannon F, Harvey D, Donohue M, Jack C, Bernstein M, Borowski B, Gunter J, Senjem M, Kejal K, Chad W, Jagust W, Koeppe R, Foster N, Reiman E, Chen K, Landau S, Morris J, Cairns N, Householder E, Shaw L, Trojanowki J, Lee V, Korecka M, Figurski M, Toga A, Karen C, Scott N, Saykin A, Foroud T, Potkin S, Shen L, Faber K, Kim S, Nho K, Weiner M, Karl F, Schneider L, Pawluczyk S, Mauricio B, Brewer J, Vanderswag H, Stern Y, Honig L, Bell K, Fleischman D, Arfanakis K, Shah R, Duara R, Varon D, Greig M, Doraiswamy P, Petrella J, James O, Porsteinsson A, Goldstein B, Martin K, Potkin S, Preda A, Nguyen D, Mintzer J, Massoglia D, Brawman-Mintzer O, Sadowsky C, Martinez W, Villena T, Jagust W, Landau S, Rosen H, Perry D, Turner R, Behan K, Reynolds B, Sperling R, Johnson K, Marshall G, Sabbagh M, Jacobson S, Sirrel S, Obisesan T, Wolday S, Allard J, Johnson S, Fruehling J, Harding S, Peskind E, Petrie E, Li G, Yesavage J, Taylor J, Furst A, Chao S, Relkin N, Chiang G, Ravdin L. Conversion Discriminative Analysis on Mild Cognitive Impairment Using Multiple Cortical Features from MR Images. Frontiers In Aging Neuroscience 2017, 9: 146. PMID: 28572766, PMCID: PMC5435825, DOI: 10.3389/fnagi.2017.00146.Peer-Reviewed Original ResearchMild cognitive impairmentCortical featuresDisease Neuroimaging InitiativeCortical thicknessCognitive impairmentAnatomical patternsStable mild cognitive impairmentNormal control groupGray matter volumeMagnetic resonance imagingAlzheimer's Disease Neuroimaging InitiativeMatter volumeControl groupMCI patientsAlzheimer's diseaseResonance imagingBrain regionsClinical diagnosisMultiple cortical featuresStable MCILongitudinal measurementsDiseaseImpairmentRegression modelsMR images
2016
Morphometricity as a measure of the neuroanatomical signature of a trait
Sabuncu MR, Ge T, Holmes AJ, Smoller JW, Buckner RL, Fischl B, Weiner M, Aisen P, Weiner M, Aisen P, Petersen R, Jack C, Jagust W, Trojanowki J, Toga A, Beckett L, Green R, Saykin A, Morris J, Shaw L, Khachaturian Z, Sorensen G, Carrillo M, Kuller L, Raichle M, Paul S, Davies P, Fillit H, Hefti F, Holtzman D, Mesulam M, Potter W, Snyder P, Schwartz A, Green R, Montine T, Petersen R, Aisen P, Thomas R, Donohue M, Walter S, Gessert D, Sather T, Jiminez G, Balasubramanian A, Mason J, Sim I, Beckett L, Harvey D, Donohue M, Jack C, Bernstein M, Fox N, Thompson P, Schuff N, DeCArli C, Borowski B, Gunter J, Senjem M, Vemuri P, Jones D, Kantarci K, Ward C, Jagust W, Koeppe R, Foster N, Reiman E, Chen K, Mathis C, Landau S, Morris J, Cairns N, Franklin E, Taylor-Reinwald L, Shaw L, Trojanowki J, Lee V, Korecka M, Figurski M, Toga A, Crawford K, Neu S, Saykin A, Foroud T, Potkin S, Shen L, Faber K, Kim S, Nho K, Weiner M, Thal L, Thal L, Buckholtz N, Weiner M, Snyder P, Potter W, Paul S, Albert M, Frank R, Khachaturian Z, Hsiao J, Kaye J, Quinn J, Silbert L, Lind B, Carter R, Dolen S, Schneider L, Pawluczyk S, Becerra M, Teodoro L, Spann B, Brewer J, Vanderswag H, Fleisher A, Heidebrink J, Lord J, Petersen R, Mason S, Albers C, Knopman D, Johnson K, Doody R, Villanueva-Meyer J, Pavlik V, Shibley V, Chowdhury M, Rountree S, Dang M, Stern Y, Honig L, Bell K, Ances B, Morris J, Carroll M, Creech M, Franklin E, Mintun M, Schneider S, Oliver A, Marson D, Geldmacher D, Love M, Griffith R, Clark D, Brockington J, Roberson E, Grossman H, Mitsis E, Shah R, deToledo-Morrell L, Duara R, Greig-Custo M, Barker W, Albert M, Onyike C, D’Agostino D, Kielb S, Sadowski M, Sheikh M, Ulysse A, Gaikwad M, Doraiswamy P, Petrella J, Borges-Neto S, Wong T, Coleman E, Arnold S, Karlawish J, Wolk D, Clark C, Smith C, Jicha G, Hardy P, Sinha P, Oates E, Conrad G, Lopez O, Oakley M, Simpson D, Porsteinsson A, Goldstein B, Martin K, Makino K, Ismail M, Brand C, Potkin S, Preda A, Nguyen D, Womack K, Mathews D, Quiceno M, Levey A, Lah J, Cellar J, Burns J, Swerdlow R, Brooks W, Apostolova L, Tingus K, Woo E, Silverman D, Lu P, Bartzokis G, Graff-Radford N, Parfitt F, Poki-Walker K, Farlow M, Hake A, Matthews B, Brosch J, Herring S, van Dyck C, Carson R, MacAvoy M, Varma P, Chertkow H, Bergman H, Hosein C, Black S, Stefanovic B, Caldwell C, Hsiung G, Mudge B, Sossi V, Feldman H, Assaly M, Finger E, Pasternack S, Rachisky I, Trost D, Kertesz A, Bernick C, Munic D, Mesulam M, Rogalski E, Lipowski K, Weintraub S, Bonakdarpour B, Kerwin D, Wu C, Johnson N, Sadowsky C, Villena T, Turner R, Johnson K, Reynolds B, Sperling R, Johnson K, Marshall G, Yesavage J, Taylor J, Lane B, Rosen A, Tinklenberg J, Sabbagh M, Belden C, Jacobson S, Sirrel S, Kowall N, Killiany R, Budson A, Norbash A, Johnson P, Obisesan T, Wolday S, Allard J, Lerner A, Ogrocki P, Tatsuoka C, Fatica P, Fletcher E, Maillard P, Olichney J, DeCarli C, Carmichael O, Kittur S, Borrie M, Lee T, Bartha D, Johnson S, Asthana S, Carlsson C, Potkin S, Preda A, Nguyen D, Tariot P, Burke A, Milliken A, Trncic N, Fleisher A, Reeder S, Bates V, Capote H, Rainka M, Scharre D, Kataki M, Kelley B, Zimmerman E, Celmins D, Brown A, Pearlson G, Blank K, Anderson K, Flashman L, Seltzer M, Hynes M, Santulli R, Sink K, Gordineer L, Williamson J, Garg P, Watkins F, Ott B, Tremont G, Daiello L, Salloway S, Malloy P, Correia S, Rosen H, Miller B, Perry D, Mintzer J, Spicer K, Bachman D, Finger E, Pasternak S, Rachinsky I, Rogers J, Kertesz A, Drost D, Pomara N, Hernando R, Sarrael A, Schultz S, Smith K, Koleva H, Nam K, Shim H, Relkin N, Chiang G, Lin M, Ravdin L, Smith A, Raj B, Fargher K, Weiner M, Aisen P, Weiner M, Aisen P, Petersen R, Green R, Harvey D, Jack C, Jagust W, Morris J, Saykin A, Shaw L, Toga A, Trojanowki J, Neylan T, Grafman J, Green R, Montine T, Weiner M, Petersen R, Aisen P, Thomas R, Donohue M, Gessert D, Sather T, Davis M, Morrison R, Jiminez G, Neylan T, Hayes J, Finley S, Harvey D, Donohue M, Jack C, Bernstein M, Borowski B, Gunter J, Senjem M, Kantarci K, Ward C, Jagust W, Koeppe R, Foster N, Reiman E, Chen K, Landau S, Morris J, Cairns N, Householder E, Shaw L, Trojanowki J, Lee V, Korecka M, Figurski M, Toga A, Crawford K, Neu S, Saykin A, Foroud T, Potkin S, Shen L, Faber K, Kim S, Nho K, Weiner M, Friedl K, Schneider L, Pawluczyk S, Becerra M, Brewer J, Vanderswag H, Stern Y, Honig L, Bell K, Fleischman D, Arfanakis K, Shah R, Duara R, Varon D, Greig M, Doraiswamy P, Petrella J, James O, Porsteinsson A, Goldstein B, Martin K, Potkin S, Preda A, Nguyen D, Mintzer J, Massoglia D, Brawman-Mintzer O, Sadowsky C, Martinez W, Villena T, Jagust W, Landau S, Rosen H, Perry D, Turner R, Behan K, Reynolds B, Sperling R, Johnson K, Marshall G, Sabbagh M, Jacobson S, Sirrel S, Obisesan T, Wolday S, Allard J, Johnson S, Fruehling J, Harding S, Peskind E, Petrie E, Li G, Yesavage J, Taylor J, Furst A, Chao S, Relkin N, Chiang G, Ravdin L. Morphometricity as a measure of the neuroanatomical signature of a trait. Proceedings Of The National Academy Of Sciences Of The United States Of America 2016, 113: e5749-e5756. PMID: 27613854, PMCID: PMC5047166, DOI: 10.1073/pnas.1604378113.Peer-Reviewed Original Research