PHOTONAI—A Python API for rapid machine learning model development
Leenings, Ramona, Winter, Nils Ralf, Plagwitz, Lucas, Holstein, Vincent, Ernsting, Jan, Sarink, Kelvin, Fisch, Lukas, Steenweg, Jakob, Kleine-Vennekate, Leon, Gebker, Julian, Emden, Daniel, Grotegerd, Dominik, Opel, Nils, Risse, Benjamin, Jiang, Xiaoyi, Dannlowski, Udo, Hahn, Tim
Published in PloS one (21.07.2021)
Published in PloS one (21.07.2021)
Get full text
Journal Article
Quantifying Deviations of Brain Structure and Function in Major Depressive Disorder Across Neuroimaging Modalities
Winter, Nils R, Leenings, Ramona, Ernsting, Jan, Sarink, Kelvin, Fisch, Lukas, Emden, Daniel, Blanke, Julian, Goltermann, Janik, Opel, Nils, Barkhau, Carlotta, Meinert, Susanne, Dohm, Katharina, Repple, Jonathan, Mauritz, Marco, Gruber, Marius, Leehr, Elisabeth J, Grotegerd, Dominik, Redlich, Ronny, Jansen, Andreas, Nenadic, Igor, Nöthen, Markus M, Forstner, Andreas, Rietschel, Marcella, Groß, Joachim, Bauer, Jochen, Heindel, Walter, Andlauer, Till, Eickhoff, Simon B, Kircher, Tilo, Dannlowski, Udo, Hahn, Tim
Published in JAMA psychiatry (Chicago, Ill.) (01.09.2022)
Published in JAMA psychiatry (Chicago, Ill.) (01.09.2022)
Get more information
Journal Article
From 'loose fitting' to high-performance, uncertainty-aware brain-age modelling
Hahn, Tim, Fisch, Lukas, Ernsting, Jan, Winter, Nils R, Leenings, Ramona, Sarink, Kelvin, Emden, Daniel, Kircher, Tilo, Berger, Klaus, Dannlowski, Udo
Published in Brain (London, England : 1878) (12.04.2021)
Published in Brain (London, England : 1878) (12.04.2021)
Get full text
Journal Article
deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks
Fisch, Lukas, Zumdick, Stefan, Barkhau, Carlotta, Emden, Daniel, Ernsting, Jan, Leenings, Ramona, Sarink, Kelvin, Winter, Nils R., Risse, Benjamin, Dannlowski, Udo, Hahn, Tim
Published in Computers in biology and medicine (01.09.2024)
Published in Computers in biology and medicine (01.09.2024)
Get full text
Journal Article
Longitudinal Structural Brain Changes in Bipolar Disorder: A Multicenter Neuroimaging Study of 1232 Individuals by the ENIGMA Bipolar Disorder Working Group
Abé, Christoph, Ching, Christopher R.K., Liberg, Benny, Lebedev, Alexander V., Agartz, Ingrid, Akudjedu, Theophilus N., Alda, Martin, Alnæs, Dag, Alonso-Lana, Silvia, Benedetti, Francesco, Berk, Michael, Bøen, Erlend, Bonnin, Caterina del Mar, Breuer, Fabian, Brosch, Katharina, Brouwer, Rachel M., Canales-Rodríguez, Erick J., Cannon, Dara M., Chye, Yann, Dahl, Andreas, Dandash, Orwa, Dannlowski, Udo, Dohm, Katharina, Elvsåshagen, Torbjørn, Fisch, Lukas, Fullerton, Janice M., Goikolea, Jose M., Grotegerd, Dominik, Haatveit, Beathe, Hahn, Tim, Hajek, Tomas, Heindel, Walter, Ingvar, Martin, Sim, Kang, Kircher, Tilo T.J., Lenroot, Rhoshel K., Malt, Ulrik F., McDonald, Colm, McWhinney, Sean R., Melle, Ingrid, Meller, Tina, Melloni, Elisa M.T., Mitchell, Philip B., Nabulsi, Leila, Nenadić, Igor, Opel, Nils, Overs, Bronwyn J., Panicalli, Francesco, Pfarr, Julia-Katharina, Poletti, Sara, Pomarol-Clotet, Edith, Radua, Joaquim, Repple, Jonathan, Ringwald, Kai G., Roberts, Gloria, Rodriguez-Cano, Elena, Salvador, Raymond, Sarink, Kelvin, Sarró, Salvador, Schmitt, Simon, Stein, Frederike, Suo, Chao, Thomopoulos, Sophia I., Tronchin, Giulia, Vieta, Eduard, Westlye, Lars T., White, Adam G., Yatham, Lakshmi N., Zak, Nathalia, Thompson, Paul M., Andreassen, Ole A., Landén, Mikael
Published in Biological psychiatry (1969) (15.03.2022)
Published in Biological psychiatry (1969) (15.03.2022)
Get full text
Journal Article
A Systematic Evaluation of Machine Learning-Based Biomarkers for Major Depressive Disorder
Winter, Nils R, Blanke, Julian, Leenings, Ramona, Ernsting, Jan, Fisch, Lukas, Sarink, Kelvin, Barkhau, Carlotta, Emden, Daniel, Thiel, Katharina, Flinkenflügel, Kira, Winter, Alexandra, Goltermann, Janik, Meinert, Susanne, Dohm, Katharina, Repple, Jonathan, Gruber, Marius, Leehr, Elisabeth J, Opel, Nils, Grotegerd, Dominik, Redlich, Ronny, Nitsch, Robert, Bauer, Jochen, Heindel, Walter, Gross, Joachim, Risse, Benjamin, Andlauer, Till F M, Forstner, Andreas J, Nöthen, Markus M, Rietschel, Marcella, Hofmann, Stefan G, Pfarr, Julia-Katharina, Teutenberg, Lea, Usemann, Paula, Thomas-Odenthal, Florian, Wroblewski, Adrian, Brosch, Katharina, Stein, Frederike, Jansen, Andreas, Jamalabadi, Hamidreza, Alexander, Nina, Straube, Benjamin, Nenadic, Igor, Kircher, Tilo, Dannlowski, Udo, Hahn, Tim
Published in JAMA psychiatry (Chicago, Ill.) (01.04.2024)
Published in JAMA psychiatry (Chicago, Ill.) (01.04.2024)
Get more information
Journal Article
Childhood trauma moderates schizotypy-related brain morphology: analyses of 1182 healthy individuals from the ENIGMA schizotypy working group
Quidé, Yann, Watkeys, Oliver J, Tonini, Emiliana, Grotegerd, Dominik, Dannlowski, Udo, Nenadić, Igor, Kircher, Tilo, Krug, Axel, Hahn, Tim, Meinert, Susanne, Goltermann, Janik, Gruber, Marius, Stein, Frederike, Brosch, Katharina, Wroblewski, Adrian, Thomas-Odenthal, Florian, Usemann, Paula, Straube, Benjamin, Alexander, Nina, Leehr, Elisabeth J, Bauer, Jochen, Winter, Nils R, Fisch, Lukas, Dohm, Katharina, Rössler, Wulf, Smigielski, Lukasz, DeRosse, Pamela, Moyett, Ashley, Houenou, Josselin, Leboyer, Marion, Gilleen, James, Thomopoulos, Sophia I, Thompson, Paul M, Aleman, André, Modinos, Gemma, Green, Melissa J
Published in Psychological medicine (01.04.2024)
Published in Psychological medicine (01.04.2024)
Get full text
Journal Article
Genetic, individual, and familial risk correlates of brain network controllability in major depressive disorder
Hahn, Tim, Winter, Nils R., Ernsting, Jan, Gruber, Marius, Mauritz, Marco J., Fisch, Lukas, Leenings, Ramona, Sarink, Kelvin, Blanke, Julian, Holstein, Vincent, Emden, Daniel, Beisemann, Marie, Opel, Nils, Grotegerd, Dominik, Meinert, Susanne, Heindel, Walter, Witt, Stephanie, Rietschel, Marcella, Nöthen, Markus M., Forstner, Andreas J., Kircher, Tilo, Nenadic, Igor, Jansen, Andreas, Müller-Myhsok, Bertram, Andlauer, Till F. M., Walter, Martin, van den Heuvel, Martijn P., Jamalabadi, Hamidreza, Dannlowski, Udo, Repple, Jonathan
Published in Molecular psychiatry (01.03.2023)
Published in Molecular psychiatry (01.03.2023)
Get full text
Journal Article
GateNet: A novel neural network architecture for automated flow cytometry gating
Fisch, Lukas, Heming, Michael, Schulte-Mecklenbeck, Andreas, Gross, Catharina C., Zumdick, Stefan, Barkhau, Carlotta, Emden, Daniel, Ernsting, Jan, Leenings, Ramona, Sarink, Kelvin, Winter, Nils R., Dannlowski, Udo, Wiendl, Heinz, Hörste, Gerd Meyer zu, Hahn, Tim
Published in Computers in biology and medicine (01.09.2024)
Published in Computers in biology and medicine (01.09.2024)
Get full text
Journal Article
Brain‐age prediction: Systematic evaluation of site effects, and sample age range and size
Yu, Yuetong, Cui, Hao‐Qi, Haas, Shalaila S., New, Faye, Sanford, Nicole, Yu, Kevin, Zhan, Denghuang, Yang, Guoyuan, Gao, Jia‐Hong, Wei, Dongtao, Qiu, Jiang, Banaj, Nerisa, Boomsma, Dorret I., Breier, Alan, Brodaty, Henry, Buckner, Randy L., Buitelaar, Jan K., Cannon, Dara M., Caseras, Xavier, Clark, Vincent P., Conrod, Patricia J., Crivello, Fabrice, Crone, Eveline A., Dannlowski, Udo, Davey, Christopher G., Haan, Lieuwe, Zubicaray, Greig I., Di Giorgio, Annabella, Fisch, Lukas, Fisher, Simon E., Franke, Barbara, Glahn, David C., Grotegerd, Dominik, Gruber, Oliver, Gur, Raquel E., Gur, Ruben C., Hahn, Tim, Harrison, Ben J., Hatton, Sean, Hickie, Ian B., Hulshoff Pol, Hilleke E., Jamieson, Alec J., Jernigan, Terry L., Jiang, Jiyang, Kalnin, Andrew J., Kang, Sim, Kochan, Nicole A., Kraus, Anna, Lagopoulos, Jim, Lazaro, Luisa, McDonald, Brenna C., McDonald, Colm, McMahon, Katie L., Mwangi, Benson, Piras, Fabrizio, Rodriguez‐Cruces, Raul, Royer, Jessica, Sachdev, Perminder S., Satterthwaite, Theodore D., Saykin, Andrew J., Schumann, Gunter, Sevaggi, Pierluigi, Smoller, Jordan W., Soares, Jair C., Spalletta, Gianfranco, Tamnes, Christian K., Trollor, Julian N., Van't Ent, Dennis, Vecchio, Daniela, Walter, Henrik, Wang, Yang, Weber, Bernd, Wen, Wei, Wierenga, Lara M., Williams, Steven C. R., Wu, Mon‐Ju, Zunta‐Soares, Giovana B., Bernhardt, Boris, Thompson, Paul, Frangou, Sophia, Ge, Ruiyang
Published in Human brain mapping (15.07.2024)
Published in Human brain mapping (15.07.2024)
Get full text
Journal Article
An uncertainty-aware, shareable, and transparent neural network architecture for brain-age modeling
Hahn, Tim, Ernsting, Jan, Winter, Nils R, Holstein, Vincent, Leenings, Ramona, Beisemann, Marie, Fisch, Lukas, Sarink, Kelvin, Emden, Daniel, Opel, Nils, Redlich, Ronny, Repple, Jonathan, Grotegerd, Dominik, Meinert, Susanne, Hirsch, Jochen G, Niendorf, Thoralf, Endemann, Beate, Bamberg, Fabian, Kröncke, Thomas, Bülow, Robin, Völzke, Henry, von Stackelberg, Oyunbileg, Sowade, Ramona Felizitas, Umutlu, Lale, Schmidt, Börge, Caspers, Svenja, Kugel, Harald, Kircher, Tilo, Risse, Benjamin, Gaser, Christian, Cole, James H, Dannlowski, Udo, Berger, Klaus
Published in Science advances (07.01.2022)
Published in Science advances (07.01.2022)
Get full text
Journal Article
Towards a network control theory of electroconvulsive therapy response
Hahn, Tim, Jamalabadi, Hamidreza, Nozari, Erfan, Winter, Nils R, Ernsting, Jan, Gruber, Marius, Mauritz, Marco J, Grumbach, Pascal, Fisch, Lukas, Leenings, Ramona, Sarink, Kelvin, Blanke, Julian, Vennekate, Leon Kleine, Emden, Daniel, Opel, Nils, Grotegerd, Dominik, Enneking, Verena, Meinert, Susanne, Borgers, Tiana, Klug, Melissa, Leehr, Elisabeth J, Dohm, Katharina, Heindel, Walter, Gross, Joachim, Dannlowski, Udo, Redlich, Ronny, Repple, Jonathan
Published in PNAS nexus (01.02.2023)
Published in PNAS nexus (01.02.2023)
Get full text
Journal Article
Deepbet: Fast brain extraction of T1-weighted MRI using Convolutional Neural Networks
Fisch, Lukas, Zumdick, Stefan, Barkhau, Carlotta, Emden, Daniel, Ernsting, Jan, Leenings, Ramona, Sarink, Kelvin, Winter, Nils R, Risse, Benjamin, Dannlowski, Udo, Hahn, Tim
Year of Publication 14.08.2023
Year of Publication 14.08.2023
Get full text
Journal Article
GateNet: A novel Neural Network Architecture for Automated Flow Cytometry Gating
Fisch, Lukas, Heming, Michael O, Schulte-Mecklenbeck, Andreas, Gross, Catharina C, Zumdick, Stefan, Barkhau, Carlotta, Emden, Daniel, Ernsting, Jan, Leenings, Ramona, Sarink, Kelvin, Winter, Nils R, Dannlowski, Udo, Wiendl, Heinz, Hörste, Gerd Meyer zu, Hahn, Tim
Year of Publication 12.12.2023
Year of Publication 12.12.2023
Get full text
Journal Article
deepmriprep: Voxel-based Morphometry (VBM) Preprocessing via Deep Neural Networks
Fisch, Lukas, Winter, Nils R, Goltermann, Janik, Barkhau, Carlotta, Emden, Daniel, Ernsting, Jan, Konowski, Maximilian, Leenings, Ramona, Borgers, Tiana, Flinkenflügel, Kira, Grotegerd, Dominik, Kraus, Anna, Leehr, Elisabeth J, Meinert, Susanne, Stein, Frederike, Teutenberg, Lea, Thomas-Odenthal, Florian, Usemann, Paula, Hermesdorf, Marco, Jamalabadi, Hamidreza, Jansen, Andreas, Nenadic, Igor, Straube, Benjamin, Kircher, Tilo, Berger, Klaus, Risse, Benjamin, Dannlowski, Udo, Hahn, Tim
Year of Publication 20.08.2024
Year of Publication 20.08.2024
Get full text
Journal Article
From Group-Differences to Single-Subject Probability: Conformal Prediction-based Uncertainty Estimation for Brain-Age Modeling
Ernsting, Jan, Winter, Nils R, Leenings, Ramona, Sarink, Kelvin, Barkhau, Carlotta B. C, Fisch, Lukas, Emden, Daniel, Holstein, Vincent, Repple, Jonathan, Grotegerd, Dominik, Meinert, Susanne, Investigators, NAKO, Berger, Klaus, Risse, Benjamin, Dannlowski, Udo, Hahn, Tim
Year of Publication 10.02.2023
Year of Publication 10.02.2023
Get full text
Journal Article
DenseNet and Support Vector Machine classifications of major depressive disorder using vertex-wise cortical features
Belov, Vladimir, Erwin-Grabner, Tracy, Zeng, Ling-Li, Ching, Christopher R. K, Aleman, Andre, Amod, Alyssa R, Basgoze, Zeynep, Benedetti, Francesco, Besteher, Bianca, Brosch, Katharina, Bülow, Robin, Colle, Romain, Connolly, Colm G, Corruble, Emmanuelle, Couvy-Duchesne, Baptiste, Cullen, Kathryn, Dannlowski, Udo, Davey, Christopher G, Dols, Annemiek, Ernsting, Jan, Evans, Jennifer W, Fisch, Lukas, Fuentes-Claramonte, Paola, Gonul, Ali Saffet, Gotlib, Ian H, Grabe, Hans J, Groenewold, Nynke A, Grotegerd, Dominik, Hahn, Tim, Hamilton, J. Paul, Han, Laura K. M, Harrison, Ben J, Ho, Tiffany C, Jahanshad, Neda, Jamieson, Alec J, Karuk, Andriana, Kircher, Tilo, Klimes-Dougan, Bonnie, Koopowitz, Sheri-Michelle, Lancaster, Thomas, Leenings, Ramona, Li, Meng, Linden, David E. J, MacMaster, Frank P, Mehler, David M. A, Meinert, Susanne, Melloni, Elisa, Mueller, Bryon A, Mwangi, Benson, Nenadić, Igor, Ojha, Amar, Okamoto, Yasumasa, Oudega, Mardien L, Penninx, Brenda W. J. H, Poletti, Sara, Pomarol-Clotet, Edith, Portella, Maria J, Pozzi, Elena, Radua, Joaquim, Rodríguez-Cano, Elena, Sacchet, Matthew D, Salvador, Raymond, Schrantee, Anouk, Sim, Kang, Soares, Jair C, Solanes, Aleix, Stein, Dan J, Stein, Frederike, Stolicyn, Aleks, Thomopoulos, Sophia I, Toenders, Yara J, Uyar-Demir, Aslihan, Vieta, Eduard, Vives-Gilabert, Yolanda, Völzke, Henry, Walter, Martin, Whalley, Heather C, Whittle, Sarah, Winter, Nils, Wittfeld, Katharina, Wright, Margaret J, Wu, Mon-Ju, Yang, Tony T, Zarate, Carlos, Veltman, Dick J, Schmaal, Lianne, Thompson, Paul M, Goya-Maldonado, Roberto
Year of Publication 18.11.2023
Year of Publication 18.11.2023
Get full text
Journal Article
More Alike than Different: Quantifying Deviations of Brain Structure and Function in Major Depressive Disorder across Neuroimaging Modalities
Winter, Nils R, Leenings, Ramona, Ernsting, Jan, Sarink, Kelvin, Fisch, Lukas, Emden, Daniel, Blanke, Julian, Goltermann, Janik, Opel, Nils, Barkhau, Carlotta, Meinert, Susanne, Dohm, Katharina, Repple, Jonathan, Mauritz, Marco, Gruber, Marius, Leehr, Elisabeth J, Grotegerd, Dominik, Redlich, Ronny, Jansen, Andreas, Nenadic, Igor, Nöthen, Markus, Forstner, Andreas, Rietschel, Marcella, Groß, Joachim, Bauer, Jochen, Heindel, Walter, Andlauer, Till, Eickhoff, Simon, Kircher, Tilo, Dannlowski, Udo, Hahn, Tim
Year of Publication 20.12.2021
Year of Publication 20.12.2021
Get full text
Journal Article
Towards a Network Control Theory of Electroconvulsive Therapy Response
Hahn, Tim, Jamalabadi, Hamidreza, Nozari, Erfan, Winter, Nils R, Ernsting, Jan, Gruber, Marius, Mauritz, Marco J, Grumbach, Pascal, Fisch, Lukas, Leenings, Ramona, Sarink, Kelvin, Blanke, Julian, Vennekate, Leon Kleine, Emden, Daniel, Opel, Nils, Grotegerd, Dominik, Enneking, Verena, Meinert, Susanne, Borgers, Tiana, Klug, Melissa, Leehr, Elisabeth J, Dohm, Katharina, Heindel, Walter, Gross, Joachim, Dannlowski, Udo, Redlich, Ronny, Repple, Jonathan
Year of Publication 14.12.2021
Year of Publication 14.12.2021
Get full text
Journal Article