Classification of major depressive disorder using vertex-wise brain sulcal depth, curvature, and thickness with a deep and a shallow learning model.

Goya-Maldonado R, Erwin-Grabner T, Zeng LL, Ching CRK, Aleman A, Amod AR, Basgoze Z, Benedetti F, Besteher B, Brosch K, Bülow R, Colle R, Connolly CG, Corruble E, Couvy-Duchesne B, Cullen K, Dannlowski U, Davey CG, Dols A, Ernsting J, Evans JW, Fisch L, Fuentes-Claramonte P, Gonul AS, Gotlib IH, Grabe HJ, Groenewold NA, Grotegerd D, Hahn T, Hamilton JP, Han LKM, Harrison BJ, Ho TC, Jahanshad N, Jamieson AJ, Karuk A, Kircher T, Klimes-Dougan B, Koopowitz SM, Lancaster T, Leenings R, Li M, Linden DEJ, MacMaster FP, Mehler DMA, Meinert S, Melloni E, Mueller BA, Mwangi B, Nenadić I, Ojha A, Okamoto Y, Oudega ML, Penninx BWJH, Poletti S, Pomarol-Clotet E, Portella MJ, Radua J, Rodríguez-Cano E, Sacchet MD, Salvador R, Schrantee A, Sim K, Soares JC, Solanes A, Stein DJ, Stein F, Stolicyn A, Thomopoulos SI, Toenders YJ, Uyar-Demir A, Vieta E, Vives-Gilabert Y, Völzke H, Walter M, Whalley HC, Whittle S, Winter N, Wittfeld K, Wright MJ, Wu MJ, Yang TT, Zarate C, Veltman DJ, Schmaal L, Thompson PM, ENIGMA Major Depressive Disorder working group

Open source

DOI
10.1038/s41380-025-03273-w
Published
2026 Mar
Container
Molecular psychiatry
Publisher
Not recorded
Open access
yes

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BibTeX

@article{allodium:10.1038/s41380-025-03273-w,
  title = {Classification of major depressive disorder using vertex-wise brain sulcal depth, curvature, and thickness with a deep and a shallow learning model.},
  author = {Goya-Maldonado R and Erwin-Grabner T and Zeng LL and Ching CRK and Aleman A and Amod AR and Basgoze Z and Benedetti F and Besteher B and Brosch K and Bülow R and Colle R and Connolly CG and Corruble E and Couvy-Duchesne B and Cullen K and Dannlowski U and Davey CG and Dols A and Ernsting J and Evans JW and Fisch L and Fuentes-Claramonte P and Gonul AS and Gotlib IH and Grabe HJ and Groenewold NA and Grotegerd D and Hahn T and Hamilton JP and Han LKM and Harrison BJ and Ho TC and Jahanshad N and Jamieson AJ and Karuk A and Kircher T and Klimes-Dougan B and Koopowitz SM and Lancaster T and Leenings R and Li M and Linden DEJ and MacMaster FP and Mehler DMA and Meinert S and Melloni E and Mueller BA and Mwangi B and Nenadić I and Ojha A and Okamoto Y and Oudega ML and Penninx BWJH and Poletti S and Pomarol-Clotet E and Portella MJ and Radua J and Rodríguez-Cano E and Sacchet MD and Salvador R and Schrantee A and Sim K and Soares JC and Solanes A and Stein DJ and Stein F and Stolicyn A and Thomopoulos SI and Toenders YJ and Uyar-Demir A and Vieta E and Vives-Gilabert Y and Völzke H and Walter M and Whalley HC and Whittle S and Winter N and Wittfeld K and Wright MJ and Wu MJ and Yang TT and Zarate C and Veltman DJ and Schmaal L and Thompson PM and ENIGMA Major Depressive Disorder working group},
  year = {2026},
  journal = {Molecular psychiatry},
  doi = {10.1038/s41380-025-03273-w},
  url = {https://doi.org/10.1038/s41380-025-03273-w}
}

RIS

TY  - JOUR
TI  - Classification of major depressive disorder using vertex-wise brain sulcal depth, curvature, and thickness with a deep and a shallow learning model.
AU  - Goya-Maldonado R
AU  - Erwin-Grabner T
AU  - Zeng LL
AU  - Ching CRK
AU  - Aleman A
AU  - Amod AR
AU  - Basgoze Z
AU  - Benedetti F
AU  - Besteher B
AU  - Brosch K
AU  - Bülow R
AU  - Colle R
AU  - Connolly CG
AU  - Corruble E
AU  - Couvy-Duchesne B
AU  - Cullen K
AU  - Dannlowski U
AU  - Davey CG
AU  - Dols A
AU  - Ernsting J
AU  - Evans JW
AU  - Fisch L
AU  - Fuentes-Claramonte P
AU  - Gonul AS
AU  - Gotlib IH
AU  - Grabe HJ
AU  - Groenewold NA
AU  - Grotegerd D
AU  - Hahn T
AU  - Hamilton JP
AU  - Han LKM
AU  - Harrison BJ
AU  - Ho TC
AU  - Jahanshad N
AU  - Jamieson AJ
AU  - Karuk A
AU  - Kircher T
AU  - Klimes-Dougan B
AU  - Koopowitz SM
AU  - Lancaster T
AU  - Leenings R
AU  - Li M
AU  - Linden DEJ
AU  - MacMaster FP
AU  - Mehler DMA
AU  - Meinert S
AU  - Melloni E
AU  - Mueller BA
AU  - Mwangi B
AU  - Nenadić I
AU  - Ojha A
AU  - Okamoto Y
AU  - Oudega ML
AU  - Penninx BWJH
AU  - Poletti S
AU  - Pomarol-Clotet E
AU  - Portella MJ
AU  - Radua J
AU  - Rodríguez-Cano E
AU  - Sacchet MD
AU  - Salvador R
AU  - Schrantee A
AU  - Sim K
AU  - Soares JC
AU  - Solanes A
AU  - Stein DJ
AU  - Stein F
AU  - Stolicyn A
AU  - Thomopoulos SI
AU  - Toenders YJ
AU  - Uyar-Demir A
AU  - Vieta E
AU  - Vives-Gilabert Y
AU  - Völzke H
AU  - Walter M
AU  - Whalley HC
AU  - Whittle S
AU  - Winter N
AU  - Wittfeld K
AU  - Wright MJ
AU  - Wu MJ
AU  - Yang TT
AU  - Zarate C
AU  - Veltman DJ
AU  - Schmaal L
AU  - Thompson PM
AU  - ENIGMA Major Depressive Disorder working group
PY  - 2026
JO  - Molecular psychiatry
DO  - 10.1038/s41380-025-03273-w
UR  - https://doi.org/10.1038/s41380-025-03273-w
ER  -

APA

R, G., T, E., LL, Z., CRK, C., A, A., AR, A., Z, B., F, B., B, B., K, B., R, B., R, C., CG, C., E, C., B, C., K, C., U, D., CG, D., A, D., J, E., JW, E., L, F., P, F., AS, G., IH, G., HJ, G., NA, G., D, G., T, H., JP, H., LKM, H., BJ, H., TC, H., N, J., AJ, J., A, K., T, K., B, K., SM, K., T, L., R, L., M, L., DEJ, L., FP, M., DMA, M., S, M., E, M., BA, M., B, M., I, N., A, O., Y, O., ML, O., BWJH, P., S, P., E, P., MJ, P., J, R., E, R., MD, S., R, S., A, S., K, S., JC, S., A, S., DJ, S., F, S., A, S., SI, T., YJ, T., A, U., E, V., Y, V., H, V., M, W., HC, W., S, W., N, W., K, W., MJ, W., MJ, W., TT, Y., C, Z., DJ, V., L, S., PM, T., & group, E. M. D. D. W. (2026). Classification of major depressive disorder using vertex-wise brain sulcal depth, curvature, and thickness with a deep and a shallow learning model.. Molecular psychiatry. https://doi.org/10.1038/s41380-025-03273-w

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