BrainAGE score indicates accelerated brain aging in schizophrenia, but not bipolar disorder

被引:116
|
作者
Nenadic, Igor [1 ,2 ,3 ]
Dietzek, Maren [1 ]
Langbein, Kerstin [1 ]
Sauer, Heinrich [1 ]
Gaser, Christian [1 ,4 ]
机构
[1] Jena Univ Hosp, Dept Psychiat & Psychotherapy, Jena, Germany
[2] Philipps Univ Marburg, Dept Psychiat & Psychotherapy, Marburg, Germany
[3] Marburg Univ Hosp UKGM, Marburg, Germany
[4] Jena Univ Hosp, Dept Neurol, Jena, Germany
关键词
Aging; Bipolar disorder; BrainAGE score; Machine learning; Magnetic Resonance Imaging (MRI); Psychosis; Schizophrenia; PATTERN-RECOGNITION; HEALTHY CONTROLS; TELOMERE LENGTH; STRUCTURAL MRI; METAANALYSIS; AGE; SEGMENTATION; MATURATION; MODELS; IMAGES;
D O I
10.1016/j.pscychresns.2017.05.006
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
BrainAGE (brain age gap estimation) is a novel morphometric parameter providing a univariate score derived from multivariate voxel-wise analyses. It uses a machine learning approach and can be used to analyse deviation from physiological developmental or aging-related trajectories. Using structural MRI data and BrainAGE quantification of acceleration or deceleration of in individual aging, we analysed data from 45 schizophrenia patients, 22 bipolar I disorder patients (mostly with previous psychotic symptoms / episodes), and 70 healthy controls. We found significantly higher BrainAGE scores in schizophrenia, but not bipolar disorder patients. Our findings indicate significantly accelerated brain structural aging in schizophrenia. This suggests, that despite the conceptualisation of schizophrenia as a neurodevelopmental disorder, there might be an additional progressive pathogenic component.
引用
收藏
页码:86 / 89
页数:4
相关论文
共 50 条
  • [1] Testing the Theory of Accelerated Aging in Schizophrenia and Bipolar Disorder
    Levesque, Melissa L.
    Mulsant, Benoit H.
    Rajji, Tarek K.
    Wheeler, Anne L.
    Nazeri, Arash
    Foussias, George
    Voineskos, Aristotle N.
    BIOLOGICAL PSYCHIATRY, 2016, 79 (09) : 389S - 389S
  • [2] Accelerated brain aging as a biomarker for staging in bipolar disorder: an exploratory study
    van der Markt, Afra
    Klumpers, Ursula
    Dols, Annemiek
    Korten, Nicole
    Boks, Marco P.
    Ophoff, Roel A.
    Beekman, Aartjan
    Kupka, Ralph
    van Haren, Neeltje E. M.
    Schnack, Hugo
    PSYCHOLOGICAL MEDICINE, 2024, 54 (05) : 1016 - 1025
  • [3] Accelerated hippocampal biological aging in bipolar disorder
    Fries, Gabriel R.
    Bauer, Isabelle E.
    Scaini, Giselli
    Valvassori, Samira S.
    Walss-Bass, Consuelo
    Soares, Jair C.
    Quevedo, Joao
    BIPOLAR DISORDERS, 2020, 22 (05) : 498 - 507
  • [4] Accelerated Brain Aging in Schizophrenia and Beyond: A Neuroanatomical Marker of Psychiatric Disorders
    Koutsouleris, Nikolaos
    Davatzikos, Christos
    Borgwardt, Stefan
    Gaser, Christian
    Bottlender, Ronald
    Frodl, Thomas
    Falkai, Peter
    Riecher-Roessler, Anita
    Moeller, Hans-Juergen
    Reiser, Maximilian
    Pantelis, Christos
    Meisenzahl, Eva
    SCHIZOPHRENIA BULLETIN, 2014, 40 (05) : 1140 - 1153
  • [5] Accelerated aging in schizophrenia and related disorders: Future research
    Kirkpatrick, Brian
    Kennedy, Brian K.
    SCHIZOPHRENIA RESEARCH, 2018, 196 : 4 - 8
  • [6] Accelerated Brain Aging in Patients With Obsessive-Compulsive Disorder
    Liu, Liang
    Liu, Junhong
    Yang, Li
    Wen, Baohong
    Zhang, Xiaopan
    Cheng, Junying
    Han, Shaoqiang
    Zhang, Yong
    Cheng, Jingliang
    FRONTIERS IN PSYCHIATRY, 2022, 13
  • [7] Accelerated aging in the brain, epigenetic aging in blood, and polygenic risk for schizophrenia
    Teeuw, Jalmar
    Ori, Anil P. S.
    Brouwer, Rachel M.
    de Zwarte, Sonja M. C.
    Schnack, Hugo G.
    Pol, Hilleke E. Hulshoff
    Ophoff, Roel A.
    SCHIZOPHRENIA RESEARCH, 2021, 231 : 189 - 197
  • [8] Imaging Habenula Volume in Schizophrenia and Bipolar Disorder
    Schafer, Matthew
    Kim, Joo-Won
    Joseph, Joshmi
    Xu, Junqian
    Frangou, Sophia
    Doucet, Gaelle E.
    FRONTIERS IN PSYCHIATRY, 2018, 9
  • [9] Cytokine alterations in first-episode schizophrenia and bipolar disorder: relationships to brain structure and symptoms
    Lesh, Tyler A.
    Careaga, Milo
    Rose, Destanie R.
    McAllister, A. Kimberley
    Van de Water, Judy
    Carter, Cameron S.
    Ashwood, Paul
    JOURNAL OF NEUROINFLAMMATION, 2018, 15
  • [10] Accelerated biological brain aging in major depressive disorder
    How, Eng Han
    Chin, Shar-Maine
    Teo, Chuin Hau
    Parhar, Ishwar S.
    Soga, Tomoko
    REVIEWS IN THE NEUROSCIENCES, 2024, 35 (08) : 959 - 968