Machine Learning-Based Identification of Structural Brain Alterations in Adolescents With Major Depressive Disorder

被引:0
|
作者
Bashford-Largo, Johannah [1 ]
Zhang, Ru [1 ]
Mathur, Avantika [1 ]
Elowsky, Jaimie [1 ]
Dominguez, Ahria [1 ]
Dobbertin, Matthew [1 ]
Blair, James [1 ]
Blair, Karina [1 ]
Bajaj, Sahil [1 ]
机构
[1] Boys Town Natl Res Hosp, Omaha, NE 68131 USA
关键词
Adolescent Depression; Support Vector Machines; Structural MRI; Cortical Volume; Major Depressive Disorder (MDD);
D O I
暂无
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
P349
引用
收藏
页码:S228 / S228
页数:1
相关论文
共 50 条
  • [1] Machine Learning-Based Electroencephalographic Phenotypes of Schizophrenia and Major Depressive Disorder
    Jang, Kuk-In
    Kim, Sungkean
    Kim, Soo Young
    Lee, Chany
    Chae, Jeong-Ho
    [J]. FRONTIERS IN PSYCHIATRY, 2021, 12
  • [2] 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
    Flinkenfluegel, 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.
    Noethen, 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
    [J]. JAMA PSYCHIATRY, 2024, 81 (04) : 386 - 395
  • [3] Machine learning based identification of structural brain alterations underlying suicide risk in adolescents
    Bajaj S.
    Blair K.S.
    Dobbertin M.
    Patil K.R.
    Tyler P.M.
    Ringle J.L.
    Bashford-Largo J.
    Mathur A.
    Elowsky J.
    Dominguez A.
    Schmaal L.
    Blair R.J.R.
    [J]. Discover Mental Health, 3 (1):
  • [4] Identification of structural brain alterations in adolescents with depressive symptomatology
    Bashford-Largo, Johannah
    Blair, R. James R.
    Blair, Karina S.
    Dobbertin, Matthew
    Dominguez, Ahria
    Hatch, Melissa
    Bajaj, Sahil
    [J]. BRAIN RESEARCH BULLETIN, 2023, 201
  • [5] Identification of Structural Brain Alterations in Adolescents at Suicide Risk: A Machine Learning Approach
    Bajaj, Sahil
    Blair, Karina
    Dobbertin, Matthew
    Tyler, Patrick
    Ringle, Jay
    Zhang, Ru
    Mathur, Avantika
    Bashford-Largo, Johannah
    Elowsky, Jaimie
    Blair, James
    [J]. BIOLOGICAL PSYCHIATRY, 2022, 91 (09) : S378 - S379
  • [6] Machine learning and deep learning-based advanced classification techniques for the detection of major depressive disorder
    Chatterjee, Abhinandan
    Bala, Pradip
    Gedam, Shruti
    Paul, Sanchita
    Goyal, Nishant
    [J]. ASLIB JOURNAL OF INFORMATION MANAGEMENT, 2023, 76 (06) : 938 - 973
  • [7] Development and validation of a machine learning-based vocal predictive model for major depressive disorder
    Wasserzug, Yael
    Degani, Yoav
    Bar-Shaked, Mili
    Binyamin, Milana
    Klein, Amit
    Hershko, Shani
    Levkovitch, Yechiel
    [J]. JOURNAL OF AFFECTIVE DISORDERS, 2023, 325 : 627 - 632
  • [8] Cognitive performance and brain structural connectome alterations in major depressive disorder
    Gruber, Marius
    Mauritz, Marco
    Meinert, Susanne
    Grotegerd, Dominik
    de Lange, Siemon C.
    Grumbach, Pascal
    Goltermann, Janik
    Winter, Nils Ralf
    Waltemate, Lena
    Lemke, Hannah
    Thiel, Katharina
    Winter, Alexandra
    Breuer, Fabian
    Borgers, Tiana
    Enneking, Verena
    Klug, Melissa
    Brosch, Katharina
    Meller, Tina
    Pfarr, Julia-Katharina
    Ringwald, Kai Gustav
    Stein, Frederike
    Opel, Nils
    Redlich, Ronny
    Hahn, Tim
    Leehr, Elisabeth J.
    Bauer, Jochen
    Nenadic, Igor
    Kircher, Tilo
    van den Heuvel, Martijn P.
    Dannlowski, Udo
    Repple, Jonathan
    [J]. PSYCHOLOGICAL MEDICINE, 2023, 53 (14) : 6611 - 6622
  • [9] Association of disease course and brain structural alterations in major depressive disorder
    Lemke, Hannah
    Romankiewicz, Lina
    Foerster, Katharina
    Meinert, Susanne
    Waltemate, Lena
    Fingas, Stella M.
    Grotegerd, Dominik
    Redlich, Ronny
    Dohm, Katharina
    Leehr, Elisabeth J.
    Thiel, Katharina
    Enneking, Verena
    Brosch, Katharina
    Meller, Tina
    Ringwald, Kai
    Schmitt, Simon
    Stein, Frederike
    Steinstraeter, Olaf
    Bauer, Jochen
    Heindel, Walter
    Jansen, Andreas
    Krug, Axel
    Nenadic, Igor
    Kircher, Tilo
    Dannlowski, Udo
    [J]. DEPRESSION AND ANXIETY, 2022, 39 (05) : 441 - 451
  • [10] Performances of whole-brain dynamic and static functional connectivity fingerprinting in machine learning-based classification of major depressive disorder
    Niu, Heng
    Li, Weirong
    Wang, Guiquan
    Hu, Qiong
    Hao, Rui
    Li, Tianliang
    Zhang, Fan
    Cheng, Tao
    [J]. FRONTIERS IN PSYCHIATRY, 2022, 13