Multi-site benchmark classification of major depressive disorder using machine learning on cortical and subcortical measures

by Vladimir Belov, Tracy Erwin-Grabner, Moji Aghajani, Andre Aleman, Alyssa R. Amod, Zeynep Basgoze, Francesco Benedetti, Bianca Besteher, Robin Bülow, Christopher R. K. Ching, Colm G. Connolly, Kathryn Cullen, Christopher G. Davey, Danai Dima, Annemiek Dols, Jennifer W. Evans, Cynthia H. Y. Fu, Ali Saffet Gonul, Ian H. Gotlib, Hans J. Grabe, Nynke Groenewold, J Paul Hamilton, Ben J. Harrison, Tiffany C. Ho, Benson Mwangi, Natalia Jaworska, Neda Jahanshad, Bonnie Klimes-Dougan, Sheri-Michelle Koopowitz, Thomas Lancaster, Meng Li, David E. J. Linden, Frank P. MacMaster, David M. A. Mehler, Elisa Melloni, Bryon A. Mueller, Amar Ojha, Mardien L. Oudega, Brenda W. J. H. Penninx, Sara Poletti, Edith Pomarol-Clotet, Maria J. Portella, Elena Pozzi, Liesbeth Reneman, Matthew D. Sacchet, Philipp G. Sämann, Anouk Schrantee, Kang Sim, Jair C. Soares, Dan J. Stein, Sophia I. Thomopoulos, Aslihan Uyar-Demir, Nic J. A. van der Wee, Steven J. A. van der Werff, Henry Völzke, Sarah Whittle, Katharina Wittfeld, Margaret J. Wright, Mon-Ju Wu, Tony T. Yang, Carlos Zarate, Dick J. Veltman, Lianne Schmaal, Paul M. Thompson, Roberto Goya-Maldonado, the ENIGMA Major Depressive Disorder working group
Published 2024-01-01

Structural brain alterations in major depression: findings from the ENIGMA Major Depressive Disorder Working Group

by Schmaal, L., Veltman, D.J., Erp, T.G. van, Samann, P.G., Frodl, T., Jahanshad, N., Loehrer, E., Tiemeier, H., Hofman, A., Niessen, W.J., Vernooij, M.W., Ikram, M.A., Wittfeld, K., Grabe, H.J., Block, A., Hegenscheid, K., Volzke, H., Hoehn, D., Czisch, M., Lagopoulos, J., Hatton, S.N., Hickie, I.B., Goya-Maldonado, R., Kramer, B., Gruber, O., Couvy-Duchesne, B., Renteria, M.E., Strike, L.T., Mills, N.T., Zubicaray, G.I. de, McMahon, K.L., Medland, S.E., Martin, N.G., Gillespie, N.A., Wright, M.J., Hall, G.B., MacQueen, G.M., Frey, E.M., Carballedo, A., Velzen, L.S. van, Tol, M.J. van, Wee, N.J. van der, Veer, I.M., Walter, H., Schnell, K., Schramm, E., Normann, C., Schoepf, D., Konrad, C., Zurowski, B., Nickson, T., McIntosh, A.M., Papmeyer, M., Whalley, H.C., Sussmann, J.E., Godlewska, B.R., Cowen, P.J., Fischer, F.H., Rose, M., Penninx, B.W., Thompson, P.M., Hibar, D.P., ENIGMA-Major Depressive Disorder W
Published 2015

Cortical abnormalities in adults and adolescents with major depression based on brain scans from 20 cohorts worldwide in the ENIGMA Major Depressive Disorder Working Group

by Schmaal, L, Hibar, D.P, Sämann, P.G
Published 2020

Subcortical brain alterations in major depressive disorder: findings from the ENIGMA Major Depressive Disorder working group

by Schmaal, L., Veltman, D.J., Erp, T.G.M. van, Samann, P.G., Frodl, T., Jahanshad, N., Loehrer, E., Tiemeier, H., Hofman, A., Niessen, W.J., Vernooij, M.W., Ikram, M.A., Wittfeld, K., Grabe, H.J., Block, A., Hegenscheid, K., Volzke, H., Hoehn, D., Czisch, M., Lagopoulos, J., Hatton, S.N., Hickie, I.B., Goya-Maldonado, R., Kramer, B., Gruber, O., Couvy-Duchesne, B., Renteria, M.E., Strike, L.T., Mills, N.T., Zubicaray, G.I. de, McMahon, K.L., Medland, S.E., Martin, N.G., Gillespie, N.A., Wright, M.J., Hall, G.B., MacQueen, G.M., Frey, E.M., Carballedo, A., Velzen, L.S. van, Tol, M.J. van, Wee, N.J. van der, Veer, I.M., Walter, H., Schnell, K., Schramm, E., Normann, C., Schoepf, D., Konrad, C., Zurowski, B., Nickson, T., McIntosh, A.M., Papmeyer, M., Whalley, H.C., Sussmann, J.E., Godlewska, B.R., Cowen, P.J., Fischer, F.H., Rose, M., Penninx, B.W.J.H., Thompson, P.M., Hibar, D.P., ENIGMA-Major Depressive Disorder W
Published 2016

Cortical abnormalities in adults and adolescents with major depression based on brain scans from 20 cohorts worldwide in the ENIGMA Major Depressive Disorder Working Group

by Schmaal, L., Hibar, D.P., Samann, P.G., Hall, G.B., Baune, B.T., Jahanshad, N., Cheung, J.W., Erp, T.G.M. van, Bos, D., Ikram, M.A., Vernooij, M., Niessen, W., Tiemeier, H., Hofman, A., Wittfeld, K., Grabe, H.J., Janowitz, D., Bulow, R., Selonke, M., Volzke, H., Grotegerd, D., Dannlowski, U., Arolt, V., Opel, N., Heindel, W., Kugel, H., Hoehn, D., Czisch, M., Couvy-Duchesne, B., Renteria, M.E., Strike, L.T., Wright, M.J., Mills, N.T., Zubicaray, G.I. de, McMahon, K.L., Medland, S.E., Martin, N.G., Gillespie, N.A., Goya-Maldonado, R., Gruber, O., Kramer, B., Hatton, S.N., Lagopoulos, J., Hickie, I.B., Frodl, T., Carballedo, A., Frey, E., Velzen, L.S. van, Penninx, B.W.J.H., Tol, M.J. van, Wee, N.J. van der, Davey, C.G., Harrison, B.J., Mwangi, B., Cao, B., Soares, J.C., Veer, I.M., Walter, H., Schoepf, D., Zurowski, B., Konrad, C., Schramm, E., Normann, C., Schnell, K., Sacchet, M.D., Gotlib, I.H., MacQueen, G.M., Godlewska, B.R., Nickson, T., McIntosh, A.M., Papmeyer, M., Whalley, H.C., Hall, J., Sussmann, J.E., Li, M., Walter, M., Aftanas, L., Brack, I., Bokhan, N.A., Thompson, P.M., Veltman, D.J., ENIGMA Major Depressive
Published 2017

Subcortical brain structure and suicidal behaviour in major depressive disorder: a meta-analysis from the ENIGMA-MDD working group

by Renteria, M.E., Schmaal, L., Hibar, D.P., Couvy-Duchesne, B., Strike, L.T., Mills, N.T., Zubicaray, G.I. de, McMahon, K.L., Medland, S.E., Gillespie, N.A., Hatton, S.N., Lagopoulos, J., Veltman, D.J., Wee, N. van der, Erp, T.G.M. van, Wittfeld, K., Grabe, H.J., Block, A., Hegenscheid, K., Volzke, H., Veer, I.M., Walter, H., Schnell, K., Schramm, E., Normann, C., Schoepf, D., Konrad, C., Zurowski, B., Godlewska, B.R., Cowen, P.J., Penninx, B.W.J.H., Jahanshad, N., Thompson, P.M., Wright, M.J., Martin, N.G., Christensen, H., Hickie, I.B., ENIGMA-Major Depressive Disorde
Published 2017

Deep Learning for Quality Control of Subcortical Brain 3D Shape Models

by Petrov, D, Gutman, BA, Kuznetsov, E, Ching, CRK, Alpert, K, Zavaliangos-Petropulu, A, Isaev, D, Turner, JA, van Erp, TGM, Wang, L, Schmaal, L, Veltman, D, Thompson, PM
Published 2018

Size matters; but so does what you do with it! Response

by Schmaal, L., Veltman, D.J., Erp, T.G.M. van, Samann, P.G., Frodl, T., Jahanshad, N., Loehrer, E., Vernooij, M.W., Niessen, W.J., Ikram, M.A., Wittfeld, K., Grabe, H.J., Block, A., Hegenscheid, K., Hoehn, D., Czisch, M., Lagopoulos, J., Hatton, S.N., Hickie, I.B., Goya-Maldonado, R., Kramer, B., Gruber, O., Couvy-Duchesne, B., Renteria, M.E., Strike, L.T., Wright, M.J., Zubicaray, G.I. de, McMahon, K.L., Medland, S.E., Gillespie, N.A., Hall, G.B., Velzen, L.S. van, Tol, M.J. van, Wee, N.J. van der, Veer, I.M., Walter, H., Schramm, E., Normann, C., Schoepf, D., Konrad, C., Zurowski, B., McIntosh, A.M., Whalley, H.C., Sussmann, J.E., Godlewska, B.R., Fischer, F.H., Penninx, B.W.J.H., Thompson, P.M., Hibar, D.P., ENIGMA-Major Depressive Disorder
Published 2016

Subcortical brain alterations in major depressive disorder: findings from the ENIGMA Major Depressive Disorder working group.

by Schmaal, L, Veltman, DJ, van Erp, TGM, Sämann, PG, Frodl, T, Jahanshad, N, Loehrer, E, Tiemeier, H, Hofman, A, Niessen, WJ, Vernooij, MW, Ikram, MA, Wittfeld, K, Grabe, HJ, Block, A, Hegenscheid, K, Völzke, H, Hoehn, D, Czisch, M, Lagopoulos, J, Hatton, SN, Hickie, IB, Goya-Maldonado, R, Krämer, B, Gruber, O, Couvy-Duchesne, B, Rentería, ME, Strike, LT, Mills, NT, de Zubicaray, GI, McMahon, KL, Medland, SE, Martin, NG, Gillespie, NA, Wright, MJ, Hall, GB, MacQueen, GM, Frey, EM, Carballedo, A, van Velzen, LS, van Tol, MJ, van der Wee, NJ, Veer, IM, Walter, H, Schnell, K, Schramm, E, Normann, C, Schoepf, D, Konrad, C, Zurowski, B, Nickson, T, McIntosh, AM, Papmeyer, M, Whalley, HC, Sussmann, JE, Godlewska, BR, Cowen, PJ, Fischer, FH, Rose, M, Penninx, BWJH, Thompson, PM, Hibar, DP
Published 2016

Cortical abnormalities in adults and adolescents with major depression based on brain scans from 20 cohorts worldwide in the ENIGMA Major Depressive Disorder Working Group.

by Schmaal, L, Hibar, DP, Sämann, PG, Hall, GB, Baune, BT, Jahanshad, N, Cheung, JW, van Erp, TGM, Bos, D, Ikram, MA, Vernooij, MW, Niessen, WJ, Tiemeier, H, Hofman, A, Wittfeld, K, Grabe, HJ, Janowitz, D, Bülow, R, Selonke, M, Völzke, H, Grotegerd, D, Dannlowski, U, Arolt, V, Opel, N, Heindel, W, Kugel, H, Hoehn, D, Czisch, M, Couvy-Duchesne, B, Rentería, ME, Strike, LT, Wright, MJ, Mills, NT, de Zubicaray, GI, McMahon, KL, Medland, SE, Martin, NG, Gillespie, NA, Goya-Maldonado, R, Gruber, O, Krämer, B, Hatton, SN, Lagopoulos, J, Hickie, IB, Frodl, T, Carballedo, A, Frey, EM, van Velzen, LS, Penninx, BWJH, van Tol, M-J, van der Wee, NJ, Davey, CG, Harrison, BJ, Mwangi, B, Cao, B, Soares, JC, Veer, IM, Walter, H, Schoepf, D, Zurowski, B, Konrad, C, Schramm, E, Normann, C, Schnell, K, Sacchet, MD, Gotlib, IH, MacQueen, GM, Godlewska, BR, Nickson, T, McIntosh, AM, Papmeyer, M, Whalley, HC, Hall, J, Sussmann, JE, Li, M, Walter, M, Aftanas, L, Brack, I, Bokhan, NA, Thompson, PM, Veltman, DJ
Published 2017

Interactive impact of childhood maltreatment, depression, and age on cortical brain structure: mega-analytic findings from a large multi-site cohort

by Tozzi, L., Garczarek, L., Janowitz, D., Stein, D.J., Wittfeld, K., Dobrowolny, H., Lagopoulos, J., Hatton, S.N., Hickie, I.B., Carballedo, A., Brooks, S.J., Vuletic, D., Uhlmann, A., Veer, I.M., Walter, H., Bulow, R., Volzke, H., Klinger-Konig, J., Schnell, K., Schoepf, D., Grotegerd, D., Opel, N., Dannlowski, U., Kugel, H., Schramm, E., Konrad, C., Kircher, T., Juksel, D.I., Nenadic, I., Krug, A., Hahn, T., Steinstrater, O., Redlich, R., Zaremba, D., Zurowski, B., Fu, C.H.Y., Dima, D., Cole, J., Grabe, H.J., Connolly, C.G., Yang, T.T., Ho, T.C., Lewinn, K.Z., Li, M., Groenewold, N.A., Salminen, L.E., Walter, M., Simmons, A.N., Erp, T.G.M. van, Jahanshad, N., Baune, B.T., Wee, N.J.A. van der, Tol, M.J. van, Penninx, B.W.J.H., Hibar, D.P., Thompson, P.M., Veltman, D.J., Schmaal, L., Frodl, T., ENIGMA-MDD Consortium
Published 2020

ENIGMA MDD: seven years of global neuroimaging studies of major depression through worldwide data sharing

by Schmaal, L., Pozzi, E., Ho, T.C., Velzen, L.S. van, Veer, I.M., Opel, N., Someren, E.J.W. van, Han, L.K.M., Aftanas, L., Aleman, A., Baune, B.T., Berger, K., Blanken, T.F., Capitao, L., Couvy-Duchesne, B., Cullen, K.R., Dannlowski, U., Davey, C., Erwin-Grabner, T., Evans, J., Frodl, T., Fu, C.H.Y., Godlewska, B., Gotlib, I.H., Goya-Maldonado, R., Grabe, H.J., Groenewold, N.A., Grotegerd, D., Gruber, O., Gutman, B.A., Hall, G.B., Harrison, B.J., Hatton, S.N., Hermesdorf, M., Hickie, I.B., Hilland, E., Irungu, B., Jonassen, R., Kelly, S., Kircher, T., Klimes-Dougan, B., Krug, A., Landro, N.I., Lagopoulos, J., Leerssen, J., Li, M., Linden, D.E.J., MacMaster, F.P., McIntosh, A.M., Mehler, D.M.A., Nenadic, I., Penninx, B.W.J.H., Portella, M.J., Reneman, L., Renteria, M.E., Sacchet, M.D., Samann, P.G., Schrantee, A., Sim, K., Soares, J.C., Stein, D.J., Tozzi, L., Wee, N.J.A. van der, Tol, M.J. van, Vermeiren, R., Vives-Gilabert, Y., Walter, H., Walter, M., Whalley, H.C., Wittfeld, K., Whittle, S., Wright, M.J., Yang, T.T., Zarate, C., Thomopoulos, S.I., Jahanshad, N., Thompson, P.M., Veltman, D.J.
Published 2020

Brain aging in major depressive disorder: results from the ENIGMA major depressive disorder working group

by Han, L.K.M., Dinga, R., Hahn, T., Ching, C.R.K., Eyler, L.T., Aftanas, L., Aghajani, M., Aleman, A., Baune B.T., Berger, K., Brak, I., Filho, G.B., Carballedo, A., Connolly, C.G., Couvy-Duchesne, B., Cullen, K.R., Dannlowski, U., Davey, C.G, Dima, D., Duran, F.L.S., Enneking, V., Filimonova, E., Frenzel, S., Frodl, T., Fu, C.H.Y., Godlewska, B.R., Gotlib, I.H., Grabe, H.J., Groenewold, N.A., Grotegerd, D., Gruber, O., Hall, G.B., Harrison, B.J., Hatton, S.N., Hermesdorf, M., Hickie, I.B., Ho, T.C., Hosten, N., Jansen, A., Kähler, C., Kircher, T., Klimes-Dougan, B., Krämer, B., Krug, A., Lagopoulos, J., Leenings, R., MacMaster, F.P., MacQueen, G., McIntosh, A., McLellan, Q., McMahon, K.L., Medland, S.E., Mueller, B.A., Mwangi, B., Osipov, E., Portella, M.J., Pozzi, E., Reneman, L., Repple, J., Rosa, P.G.P., Sacchet, M.D., Sämann, P.G., Schnell, K., Schrantee, A., Simulionyte, E., Soares, J.C., Sommer, J., Stein, D.J., Steinsträter, O., Strike, L.T., Thomopoulos, S.I., Tol, M.J van, Veer, I.M., Vermeiren, R.R.J.M., Walter, H., Wee, N.J.A. van der, Werff, S.J.A. van der, Whalley, H., Winter, N.R., Wittfeld, K., Wright, M.J., Wu, M.J., Völzke, H., Yang, T.T., Zannias, V., Zubicaray, G.I. de, Zunta-Soares, G.B., Abé, C., Alda, M., Andreassen, O.A., Bøen, E., Bonnin, C.M., Canales-Rodriguez, E.J., Cannon, D., Caseras, X., Chaim-Avancini, T.M., Elvsåshagen, T., Favre, P., Foley, S.F., Fullerton, J.M., Goikolea, J.M., Haarman, B.C.M., Hajek, T., Henry, C., Houenou, J., Howells, F.M., Ingvar, M., Kuplicki, R., Lafer, B., Landén, M., Machado-Vieira, R., Malt, U.F., McDonald, C., Mitchell, P.B., Nabulsi, L., Otaduy, M.C.G., Overs, B.J., Polosan, M., Pomarol-Clotet, E., Radua, J., Rive, M.M., Roberts, G., Ruhe, H.G., Salvador, R., Sarró, S., Satterthwaite, T.D., Savitz, J., Schene, A.H., Schofield, P.R., Serpa, M.H., Sim, K., Soeiro-de-Souza, M.G., Sutherland, A.N., Temmingh, H.S., Timmons, G.M., Uhlmann, A., Vieta, E., Wolf, D.H., Zanetti, M.V., Jahanshad, N., Thompson, P.M., Veltman, D.J., Penninx, B.W.J.H., Marquand, A.F., Cole, J.H., Schmaal, L.
Published 2020