Abdi, H., & Williams, L. J. (2013). Partial least squares methods: Partial least squares correlation and partial least square regression. Methods in Molecular Biology, 930, 549–579.

Article  CAS  PubMed  Google Scholar 

Admon, R., Kaiser, R. H., Dillon, D. G., Beltzer, M., Goer, F., Olson, D. P., Vitaliano, G., & Pizzagalli, D. A. (2017). Dopaminergic Enhancement of Striatal Response to reward in Major Depression. American Journal of Psychiatry, 174, 378–386.

Article  PubMed  Google Scholar 

Anderson, K. M., Collins, M. A., Kong, R., Fang, K., Li, J., He, T., Chekroud, A. M., Yeo, B. T. T., & Holmes, A. J. (2020). Convergent molecular, cellular, and cortical neuroimaging signatures of major depressive disorder. Proceedings of the National Academy of Sciences of the United States of America, 117, 25138–25149.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Arnatkeviciute, A., Fulcher, B. D., & Fornito, A. (2019). A practical guide to linking brain-wide gene expression and neuroimaging data. Neuroimage, 189, 353–367.

Article  PubMed  Google Scholar 

Basu, A., Chadda, R. K., Sood, M., Kaur, H., & Kukreti, R. (2019). A preliminary association study between serotonin transporter (5-HTTLPR), receptor polymorphisms (5-HTR1A, 5-HTR2A) and depression symptom-clusters in a north Indian population suffering from Major Depressive Disorder (MDD). Asian J Psychiatr, 43, 184–188.

Article  PubMed  Google Scholar 

Benson-Martin, J. J., Stein, D. J., Baldwin, D. S., & Domschke, K. (2016). Genetic mechanisms of electroconvulsive therapy response in depression. Hum Psychopharmacol, 31, 247–251.

Article  PubMed  Google Scholar 

Bouckaert, F., Dols, A., Emsell, L., De Winter, F. L., Vansteelandt, K., Claes, L., Sunaert, S., Stek, M., Sienaert, P., & Vandenbulcke, M. (2016). Relationship between hippocampal volume, serum BDNF, and Depression Severity following electroconvulsive therapy in late-life depression. Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology, 41, 2741–2748.

Article  CAS  PubMed  Google Scholar 

Bousman, C. A., Katalinic, N., Martin, D. M., Smith, D. J., Ingram, A., Dowling, N., Ng, C., & Loo, C. K. (2015). Effects of COMT, DRD2, BDNF, and APOE Genotypic Variation on Treatment Efficacy and Cognitive Side effects of Electroconvulsive Therapy. The Journal of Ect, 31, 129–135.

Article  CAS  PubMed  Google Scholar 

Cao, B., Luo, Q., Fu, Y., Du, L., Qiu, T., Yang, X., Chen, X., Chen, Q., Soares, J. C., Cho, R. Y., Zhang, X. Y., & Qiu, H. (2018). Predicting individual responses to the electroconvulsive therapy with hippocampal subfield volumes in major depression disorder. Scientific Reports, 8, 5434.

Article  PubMed  PubMed Central  Google Scholar 

Chen, F., Madsen, T. M., Wegener, G., & Nyengaard, J. R. (2009). Repeated electroconvulsive seizures increase the total number of synapses in adult male rat hippocampus. European Neuropsychopharmacology, 19, 329–338.

Article  CAS  PubMed  Google Scholar 

Chen, F., Ardalan, M., Elfving, B., Wegener, G., Madsen, T. M., & Nyengaard, J. R. (2018). Mitochondria are critical for BDNF-Mediated synaptic and vascular plasticity of Hippocampus following repeated Electroconvulsive seizures. International Journal of Neuropsychopharmacology, 21, 291–304.

Article  CAS  PubMed  Google Scholar 

Chen, F., Danladi, J., Wegener, G., Madsen, T. M., & Nyengaard, J. R. (2020). Sustained ultrastructural changes in rat hippocampal formation after repeated Electroconvulsive seizures. International Journal of Neuropsychopharmacology, 23, 446–458.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Chen, K., Yang, J., Li, F., Chen, J., Chen, M., Shao, H., He, C., Cai, D., Zhang, X., Wang, L., Luo, Y., Cheng, B., & Wang, J. (2024). Molecular basis underlying default mode network functional abnormalities in postpartum depression with and without anxiety. Human Brain Mapping, 45, e26657.

Article  PubMed  PubMed Central  Google Scholar 

Dannlowski, U., Domschke, K., Birosova, E., Lawford, B., Young, R., Voisey, J., Morris, C. P., Suslow, T., Konrad, C., Kugel, H., Ohrmann, P., Bauer, J., Schoning, S., Zavorotnyy, M., Diemer, J., Arolt, V., Baune, B. T., & Zwanzger, P. (2013). Dopamine D(3) receptor gene variation: Impact on electroconvulsive therapy response and ventral striatum responsiveness in depression. International Journal of Neuropsychopharmacology, 16, 1443–1459.

Article  CAS  PubMed  Google Scholar 

Danziger, N., Yokoyama, M., Jay, T., Cordier, J., Glowinski, J., & Chneiweiss, H. (1995). Cellular expression, developmental regulation, and phylogenic conservation of PEA-15, the astrocytic major phosphoprotein and protein kinase C substrate. Journal of Neurochemistry, 64, 1016–1025.

Article  CAS  PubMed  Google Scholar 

Duman, R. S., & Aghajanian, G. K. (2012). Synaptic dysfunction in depression: Potential therapeutic targets. Science, 338, 68–72.

Article  CAS  PubMed  PubMed Central  Google Scholar 

Dunlop, B. W., & Nemeroff, C. B. (2007). The role of dopamine in the pathophysiology of depression. Archives of General Psychiatry, 64, 327–337.

Article  CAS  PubMed  Google Scholar 

Enneking, V., Leehr, E. J., Dannlowski, U., & Redlich, R. (2020). Brain structural effects of treatments for depression and biomarkers of response: A systematic review of neuroimaging studies. Psychological Medicine, 50, 187–209.

Article  PubMed  Google Scholar 

Fino, E., Packer, A. M., & Yuste, R. (2013). The logic of inhibitory connectivity in the neocortex. The Neuroscientist : A Review Journal Bringing Neurobiology, Neurology and Psychiatry, 19, 228–237.

Article  PubMed  Google Scholar 

Gbyl, K., & Videbech, P. (2018). Electroconvulsive therapy increases brain volume in major depression: A systematic review and meta-analysis. Acta Psychiatrica Scand, 138, 180–195.

Article  CAS  Google Scholar 

Gbyl, K., Rostrup, E., Raghava, J. M., Andersen, C., Rosenberg, R., Larsson, H. B. W., & Videbech, P. (2021). Volume of hippocampal subregions and clinical improvement following electroconvulsive therapy in patients with depression. Progress in Neuropsychopharmacology and Biological Psychiatry, 104, 110048.

Article  Google Scholar 

Gryglewski, G., Baldinger-Melich, P., Seiger, R., Godbersen, G. M., Michenthaler, P., Klobl, M., Spurny, B., Kautzky, A., Vanicek, T., Kasper, S., Frey, R., & Lanzenberger, R. (2019). Structural changes in amygdala nuclei, hippocampal subfields and cortical thickness following electroconvulsive therapy in treatment-resistant depression: Longitudinal analysis. British Journal of Psychiatry, 214, 159–167.

Article  Google Scholar 

Huang, Q., Voloudakis, G., Ren, Y., Yoon, Y., Zhang, E., Kajiwara, Y., Shao, Z., Xuan, Z., Lebedev, D., Georgakopoulos, A., & Robakis, N. K. (2018). Presenilin1/gamma-secretase protects neurons from glucose deprivation-induced death by regulating miR-212 and PEA15. The Faseb Journal, 32, 243–253.

Article  CAS  PubMed  Google Scholar 

Huuhka, K., Anttila, S., Huuhka, M., Hietala, J., Huhtala, H., Mononen, N., Lehtimaki, T., & Leinonen, E. (2008). Dopamine 2 receptor C957T and catechol-o-methyltransferase Val158Met polymorphisms are associated with treatment response in electroconvulsive therapy. Neuroscience Letters, 448, 79–83.

Article  CAS  PubMed  Google Scholar 

Jansson, L., Wennstrom, M., Johanson, A., & Tingstrom, A. (2009). Glial cell activation in response to electroconvulsive seizures. Progress in Neuropsychopharmacology and Biological Psychiatry, 33, 1119–1128.

Article  Google Scholar 

Ji, Y., Zhang, X., Wang, Z., Qin, W., Liu, H., Xue, K., Tang, J., Xu, Q., Zhu, D., Liu, F., & Yu, C. (2021). Genes associated with gray matter volume alterations in schizophrenia. Neuroimage, 225, 117526.

Article  CAS  PubMed  Google Scholar 

Jiang, R., Abbott, C. C., Jiang, T., Du, Y., Espinoza, R., Narr, K. L., Wade, B., Yu, Q., Song, M., Lin, D., Chen, J., Jones, T., Argyelan, M., Petrides, G., Sui, J., & Calhoun, V. D. (2018). SMRI biomarkers predict Electroconvulsive Treatment outcomes: Accuracy with Independent Data sets. Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology, 43, 1078–1087.

Article  PubMed  Google Scholar 

Joshi, S. H., Espinoza, R. T., Pirnia, T., Shi, J., Wang, Y., Ayers, B., Leaver, A., Woods, R. P., & Narr, K. L. (2016). Structural plasticity of the Hippocampus and Amygdala Induced by Electroconvulsive Therapy in Major Depression. Biological Psychiatry, 79, 282–292.

Article  PubMed  Google Scholar 

Kobayashi, K., Imoto, Y., Yamamoto, F., Kawasaki, M., Ueno, M., Segi-Nishida, E., & Suzuki, H. (2017). Rapid and lasting enhancement of dopaminergic modulation at the hippocampal mossy fiber synapse by electroconvulsive treatment. Journal of Neurophysiology, 117, 284–289.

Article  CAS  PubMed  Google Scholar 

Leaver, A. M., Vasavada, M., Kubicki, A., Wade, B., Loureiro, J., Hellemann, G., Joshi, S. H., Woods, R. P., Espinoza, R., & Narr, K. L. (2020). Hippocampal subregions and networks linked with antidepressant response to electroconvulsive therapy. Molecular psychiatry.

Li, J., Seidlitz, J., Suckling, J., Fan, F., Ji, G. J., Meng, Y., Yang, S., Wang, K., Qiu, J., Chen, H., & Liao, W. (2021). Cortical structural differences in major depressive disorder correlate with cell type-specific transcriptional signatures. Nature Communications, 12, 1647.