Acknowledgement
This study was supported by the National Research Foundation of Korea grants funded by the Ministry of Science and ICT (NRF-2020M3E5D9080555) and funded by the Ministry of Education (NRF-2020R1A6A1A03043528 and NRF-2020R1I1A1A01057962).
References
- World Health Organization (WHO). Preventing suicide: a global imperative. Geneva: World Health Organization;2014.
- Statistics Korea. 2021 statistics of adolescents in Korea [Internet]. Daejeon: Statistics Korea;2021 [cited 2021 Sep 6]. Available from: https://www.kostat.go.kr/portal/korea/kor_nw/1/1/index.board?bmode=read&aSeq=389790.
- Turecki G, Brent DA. Suicide and suicidal behaviour. Lancet 2016;387:1227-1239. https://doi.org/10.1016/S0140-6736(15)00234-2
- Nock MK, Green JG, Hwang I, McLaughlin KA, Sampson NA, Zaslavsky AM, et al. Prevalence, correlates, and treatment of lifetime suicidal behavior among adolescents: results from the National Comorbidity Survey Replication Adolescent Supplement. JAMA Psychiatry 2013;70:300-310. https://doi.org/10.1001/2013.jamapsychiatry.55
- Altshuler LL, Casanova MF, Goldberg TE, Kleinman JE. The hippocampus and parahippocampus in schizophrenia, suicide, and control brains. Arch Gen Psychiatry 1990;47:1029-1034. https://doi.org/10.1001/archpsyc.1990.01810230045008
- Underwood MD, Kassir SA, Bakalian MJ, Galfalvy H, Mann JJ, Arango V. Neuron density and serotonin receptor binding in prefrontal cortex in suicide. Int J Neuropsychopharmacol 2012;15:435-447. https://doi.org/10.1017/S1461145711000691
- Schmaal L, van Harmelen AL, Chatzi V, Lippard ETC, Toenders YJ, Averill LA, et al. Imaging suicidal thoughts and behaviors: a comprehensive review of 2 decades of neuroimaging studies. Mol Psychiatry 2020;25:408-427. https://doi.org/10.1038/s41380-019-0587-x
- Bani-Fatemi A, Tasmim S, Graff-Guerrero A, Gerretsen P, Strauss J, Kolla N, et al. Structural and functional alterations of the suicidal brain: an updated review of neuroimaging studies. Psychiatry Res Neuroimaging 2018;278:77-91. https://doi.org/10.1016/j.pscychresns.2018.05.008
- Dominguez-Baleon C, Gutierrez-Mondragon LF, Campos-Gonzalez AI, Renteria ME. Neuroimaging studies of suicidal behavior and non-suicidal self-injury in psychiatric patients: a systematic review. Front Psychiatry 2018;9:500. https://doi.org/10.3389/fpsyt.2018.00500
- Bridge JA, Goldstein TR, Brent DA. Adolescent suicide and suicidal behavior. J Child Psychol Psychiatry 2006;47:372-394. https://doi.org/10.1111/j.1469-7610.2006.01615.x
- Cao J, Chen JM, Kuang L, Ai M, Fang WD, Gan Y, et al. Abnormal regional homogeneity in young adult suicide attempters with no diagnosable psychiatric disorder: a resting state functional magnetic imaging study. Psychiatry Res 2015;231:95-102. https://doi.org/10.1016/j.pscychresns.2014.10.011
- Just MA, Pan L, Cherkassky VL, McMakin DL, Cha C, Nock MK, et al. Machine learning of neural representations of suicide and emotion concepts identifies suicidal youth. Nat Hum Behav 2017;1:911-919. https://doi.org/10.1038/s41562-017-0234-y
- Miller AB, McLaughlin KA, Busso DS, Brueck S, Peverill M, Sheridan MA. Neural correlates of emotion regulation and adolescent suicidal ideation. Biol Psychiatry Cogn Neurosci Neuroimaging 2018;3:125-132.
- Ribeiro JD, Franklin JC, Fox KR, Bentley KH, Kleiman EM, Chang BP, et al. Self-injurious thoughts and behaviors as risk factors for future suicide ideation, attempts, and death: a meta-analysis of longitudinal studies. Psychol Med 2016;46:225-236. https://doi.org/10.1017/S0033291715001804
- Hong S, Liu YS, Cao B, Cao J, Ai M, Chen J, et al. Identification of suicidality in adolescent major depressive disorder patients using sMRI: a machine learning approach. J Affect Disord 2021;280(Pt A):72-76. https://doi.org/10.1016/j.jad.2020.10.077
- Ho TC, Cichocki AC, Gifuni AJ, Catalina Camacho M, Ordaz SJ, Singh MK, et al. Reduced dorsal striatal gray matter volume predicts implicit suicidal ideation in adolescents. Soc Cogn Affect Neurosci 2018;13:1215-1224. https://doi.org/10.1093/scan/nsy089
- Ho TC, Teresi GI, Ojha A, Walker JC, Kirshenbaum JS, Singh MK, et al. Smaller caudate gray matter volume is associated with greater implicit suicidal ideation in depressed adolescents. J Affect Disord 2021;278:650-657. https://doi.org/10.1016/j.jad.2020.09.046
- Thomas LA, De Bellis MD. Pituitary volumes in pediatric maltreatment-related posttraumatic stress disorder. Biol Psychiatry 2004;55:752-758. https://doi.org/10.1016/j.biopsych.2003.11.021
- Caplan R, Siddarth P, Levitt J, Gurbani S, Shields WD, Sankar R. Suicidality and brain volumes in pediatric epilepsy. Epilepsy Behav 2010;18:286-290. https://doi.org/10.1016/j.yebeh.2010.04.018
- Zhang Q, Hong S, Cao J, Zhou Y, Xu X, Ai M, et al. Hippocampal subfield volumes in major depressive disorder adolescents with a history of suicide attempt. Biomed Res Int 2021;2021:5524846.
- Johnston JAY, Wang F, Liu J, Blond BN, Wallace A, Liu J, et al. Multimodal neuroimaging of frontolimbic structure and function associated with suicide attempts in adolescents and young adults with bipolar disorder. Am J Psychiatry 2017;174:667-675. https://doi.org/10.1176/appi.ajp.2016.15050652
- Pan LA, Ramos L, Segreti A, Brent DA, Phillips ML. Right superior temporal gyrus volume in adolescents with a history of suicide attempt. Br J Psychiatry 2015;206:339-340. https://doi.org/10.1192/bjp.bp.114.151316
- Fradkin Y, Khadka S, Bessette KL, Stevens MC. The relationship of impulsivity and cortical thickness in depressed and non-depressed adolescents. Brain Imaging Behav 2017;11:1515-1525. https://doi.org/10.1007/s11682-016-9612-8
- Goodman M, Hazlett EA, Avedon JB, Siever DR, Chu KW, New AS. Anterior cingulate volume reduction in adolescents with borderline personality disorder and co-morbid major depression. J Psychiatr Res 2011;45:803-807. https://doi.org/10.1016/j.jpsychires.2010.11.011
- Gifuni AJ, Chakravarty MM, Lepage M, Ho TC, Geoffroy MC, Lacourse E, et al. Brain cortical and subcortical morphology in adolescents with depression and a history of suicide attempt. J Psychiatry Neurosci 2021;46:E347-E357. https://doi.org/10.1503/jpn.200198
- Gonzalez-Castillo J, Bandettini PA. Task-based dynamic functional connectivity: recent findings and open questions. Neuroimage 2018;180(Pt B):526-533. https://doi.org/10.1016/j.neuroimage.2017.08.006
- Pan LA, Hassel S, Segreti AM, Nau SA, Brent DA, Phillips ML. Differential patterns of activity and functional connectivity in emotion processing neural circuitry to angry and happy faces in adolescents with and without suicide attempt. Psychol Med 2013;43:2129-2142. https://doi.org/10.1017/S0033291712002966
- Quevedo K, Ng R, Scott H, Martin J, Smyda G, Keener M, et al. The neurobiology of self-face recognition in depressed adolescents with low or high suicidality. J Abnorm Psychol 2016;125:1185-1200. https://doi.org/10.1037/abn0000200
- Pan LA, Batezati-Alves SC, Almeida JR, Segreti A, Akkal D, Hassel S, et al. Dissociable patterns of neural activity during response inhibition in depressed adolescents with and without suicidal behavior. J Am Acad Child Adolesc Psychiatry 2011;50:602-611.e3. https://doi.org/10.1016/j.jaac.2011.03.018
- Pan L, Segreti A, Almeida J, Jollant F, Lawrence N, Brent D, et al. Preserved hippocampal function during learning in the context of risk in adolescent suicide attempt. Psychiatry Res 2013;211:112-118. https://doi.org/10.1016/j.pscychresns.2012.07.008
- Bechara A, Damasio AR, Damasio H, Anderson SW. Insensitivity to future consequences following damage to human prefrontal cortex. Cognition 1994;50:7-15. https://doi.org/10.1016/0010-0277(94)90018-3
- Biswal B, Yetkin FZ, Haughton VM, Hyde JS. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 1995;34:537-541. https://doi.org/10.1002/mrm.1910340409
- Ordaz SJ, Goyer MS, Ho TC, Singh MK, Gotlib IH. Network basis of suicidal ideation in depressed adolescents. J Affect Disord 2018;226:92-99. https://doi.org/10.1016/j.jad.2017.09.021
- Chin Fatt CR, Jha MK, Minhajuddin A, Mayes T, Ballard ED, Trivedi MH. Dysfunction of default mode network is associated with active suicidal ideation in youths and young adults with depression: findings from the T-RAD study. J Psychiatr Res 2021;142:258-262. https://doi.org/10.1016/j.jpsychires.2021.07.047
- Cullen KR, Westlund MK, Klimes-Dougan B, Mueller BA, Houri A, Eberly LE, et al. Abnormal amygdala resting-state functional connectivity in adolescent depression. JAMA Psychiatry 2014;71:1138-1147. https://doi.org/10.1001/jamapsychiatry.2014.1087
- Zhang S, Chen JM, Kuang L, Cao J, Zhang H, Ai M, et al. Association between abnormal default mode network activity and suicidality in depressed adolescents. BMC Psychiatry 2016;16:337. https://doi.org/10.1186/s12888-016-1047-7
- Uludag K, Roebroeck A. General overview on the merits of multimodal neuroimaging data fusion. Neuroimage 2014;102(Pt 1):3-10. https://doi.org/10.1016/j.neuroimage.2014.05.018
- Auerbach RP, Pagliaccio D, Allison GO, Alqueza KL, Alonso MF. Neural correlates associated with suicide and nonsuicidal self-injury in youth. Biol Psychiatry 2021;89:119-133. https://doi.org/10.1016/j.biopsych.2020.06.002
- Cao J, Chen X, Chen J, Ai M, Gan Y, Wang W, et al. Resting-state functional MRI of abnormal baseline brain activity in young depressed patients with and without suicidal behavior. J Affect Disord 2016;205:252-263. https://doi.org/10.1016/j.jad.2016.07.002
- Logothetis NK, Pauls J, Augath M, Trinath T, Oeltermann A. Neurophysiological investigation of the basis of the fMRI signal. Nature 2001;412:150-157. https://doi.org/10.1038/35084005
- Mitchell DG. The nexus between decision making and emotion regulation: a review of convergent neurocognitive substrates. Behav Brain Res 2011;217:215-231. https://doi.org/10.1016/j.bbr.2010.10.030
- Large MM. The role of prediction in suicide prevention. Dialogues Clin Neurosci 2018;20:197-205. https://doi.org/10.31887/DCNS.2018.20.3/mlarge
- Ballard ED, Zarate CA Jr. Preventing suicide: a multicausal model requires multimodal research and intervention. Bipolar Disord 2018;20:558-559. https://doi.org/10.1111/bdi.12656
- Pan F, Shen Z, Jiao J, Chen J, Li S, Lu J, et al. Neuronavigation-guided rTMS for the treatment of depressive patients with suicidal ideation: a double-blind, randomized, sham-controlled trial. Clin Pharmacol Ther 2020;108:826-832. https://doi.org/10.1002/cpt.1858
- Posner K, Oquendo MA, Gould M, Stanley B, Davies M. Columbia Classification Algorithm of Suicide Assessment (C-CASA): classification of suicidal events in the FDA's pediatric suicidal risk analysis of antidepressants. Am J Psychiatry 2007;164:1035-1043. https://doi.org/10.1176/appi.ajp.164.7.1035
- Schmithorst VJ, Wilke M, Dardzinski BJ, Holland SK. Correlation of white matter diffusivity and anisotropy with age during childhood and adolescence: a cross-sectional diffusion-tensor MR imaging study. Radiology 2002;222:212-218. https://doi.org/10.1148/radiol.2221010626
- Koenis MMG, Brouwer RM, Swagerman SC, van Soelen ILC, Boomsma DI, Hulshoff Pol HE. Association between structural brain network efficiency and intelligence increases during adolescence. Hum Brain Mapp 2018;39:822-836. https://doi.org/10.1002/hbm.23885