Literature DB >> 26070898

Diagnosis of posttraumatic stress disorder (PTSD) based on correlations of prewhitened fMRI data: outcomes and areas involved.

Peka Christova1, Lisa M James, Brian E Engdahl, Scott M Lewis, Apostolos P Georgopoulos.   

Abstract

Successful diagnosis of PTSD has been achieved using neural correlations from prewhitened magnetoencephalographic (MEG) time series (Georgopoulos et al. in J Neural Eng 7:16011, 2010. doi:10.1088/1741-2560/7/1/016011; James et al. 2015). Here, we show that highly successful classification of PTSD and control subjects can be obtained using neural correlations from prewhitened resting-state fMRI data. All but one PTSD (14/15; sensitivity = 93.3 %) and all but one control (20/21; specificity = 95.2 %) subjects were correctly classified using 15 out of 2701 possible correlations between 74 brain areas. In contrast, correlations of the same but non-prewhitened data yielded chance-level classifications. We conclude that, if properly processed, fMRI has the prospect of aiding significantly in PTSD diagnosis. Twenty-five brain areas were most prominently involved in correct subject classification, including areas from all cortical lobes and the left pallidum.

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Year:  2015        PMID: 26070898     DOI: 10.1007/s00221-015-4339-0

Source DB:  PubMed          Journal:  Exp Brain Res        ISSN: 0014-4819            Impact factor:   1.972


  40 in total

1.  Abnormal baseline brain activity in posttraumatic stress disorder: a resting-state functional magnetic resonance imaging study.

Authors:  Yan Yin; Lingjiang Li; Changfeng Jin; Xiaolei Hu; Lian Duan; Lisa T Eyler; Qiyong Gong; Ming Song; Tianzi Jiang; Mei Liao; Yan Zhang; Weihui Li
Journal:  Neurosci Lett       Date:  2011-03-03       Impact factor: 3.046

2.  Characterization of post-traumatic stress disorder using resting-state fMRI with a multi-level parametric classification approach.

Authors:  Feng Liu; Bing Xie; Yifeng Wang; Wenbin Guo; Jean-Paul Fouche; Zhiliang Long; Wenqin Wang; Heng Chen; Meiling Li; Xujun Duan; Jiang Zhang; Mingguo Qiu; Huafu Chen
Journal:  Brain Topogr       Date:  2014-07-31       Impact factor: 3.020

3.  Cortico-striate projections in the rhesus monkey: the organization of certain cortico-caudate connections.

Authors:  E H Yeterian; G W Van Hoesen
Journal:  Brain Res       Date:  1978-01-06       Impact factor: 3.252

Review 4.  A review of neuroimaging studies in PTSD: heterogeneity of response to symptom provocation.

Authors:  R A Lanius; R Bluhm; U Lanius; C Pain
Journal:  J Psychiatr Res       Date:  2005-10-07       Impact factor: 4.791

5.  Potential pitfalls of functional MRI using conventional gradient-recalled echo techniques.

Authors:  S G Kim; K Hendrich; X Hu; H Merkle; K Uğurbil
Journal:  NMR Biomed       Date:  1994-03       Impact factor: 4.044

6.  Homotopic and heterotopic callosal afferents of caudal inferior parietal lobule in Macaca mulatta.

Authors:  J C Hedreen; T C Yin
Journal:  J Comp Neurol       Date:  1981-04-20       Impact factor: 3.215

7.  Lifetime prevalence and age-of-onset distributions of DSM-IV disorders in the National Comorbidity Survey Replication.

Authors:  Ronald C Kessler; Patricia Berglund; Olga Demler; Robert Jin; Kathleen R Merikangas; Ellen E Walters
Journal:  Arch Gen Psychiatry       Date:  2005-06

8.  Bringing the war back home: mental health disorders among 103,788 US veterans returning from Iraq and Afghanistan seen at Department of Veterans Affairs facilities.

Authors:  Karen H Seal; Daniel Bertenthal; Christian R Miner; Saunak Sen; Charles Marmar
Journal:  Arch Intern Med       Date:  2007-03-12

9.  The synchronous neural interactions test as a functional neuromarker for post-traumatic stress disorder (PTSD): a robust classification method based on the bootstrap.

Authors:  A P Georgopoulos; H-R M Tan; S M Lewis; A C Leuthold; A M Winskowski; J K Lynch; B Engdahl
Journal:  J Neural Eng       Date:  2010-01-20       Impact factor: 5.379

10.  Different regional gray matter loss in recent onset PTSD and non PTSD after a single prolonged trauma exposure.

Authors:  Yunchun Chen; Kuang Fu; Chen Feng; Lihua Tang; Jian Zhang; Yi Huan; Jinli Cui; Yunfeng Mu; Shun Qi; Lize Xiong; Cheng Ma; Huaihai Wang; Qingrong Tan; Hong Yin
Journal:  PLoS One       Date:  2012-11-14       Impact factor: 3.240

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  7 in total

1.  Beyond Pathologizing Harm: Understanding PTSD in the Context of War Experience.

Authors:  Patricia Benner; Jodi Halpern; Deborah R Gordon; Catherine Long Popell; Patricia W Kelley
Journal:  J Med Humanit       Date:  2018-03

2.  Supervised machine learning for diagnostic classification from large-scale neuroimaging datasets.

Authors:  Pradyumna Lanka; D Rangaprakash; Michael N Dretsch; Jeffrey S Katz; Thomas S Denney; Gopikrishna Deshpande
Journal:  Brain Imaging Behav       Date:  2020-12       Impact factor: 3.978

3.  Functional cortical associations and their intraclass correlations and heritability as revealed by the fMRI Human Connectome Project.

Authors:  Peka Christova; Jasmine Joseph; Apostolos P Georgopoulos
Journal:  Exp Brain Res       Date:  2022-03-15       Impact factor: 1.972

Review 4.  Evaluation of functional MRI-based human brain parcellation: a review.

Authors:  Pantea Moghimi; Anh The Dang; Quan Do; Theoden I Netoff; Kelvin O Lim; Gowtham Atluri
Journal:  J Neurophysiol       Date:  2022-06-08       Impact factor: 2.974

5.  Gulf War illness (GWI) as a neuroimmune disease.

Authors:  Apostolos P Georgopoulos; Lisa M James; Adam F Carpenter; Brian E Engdahl; Arthur C Leuthold; Scott M Lewis
Journal:  Exp Brain Res       Date:  2017-07-31       Impact factor: 1.972

6.  A Magnetoencephalographic (MEG) Study of Gulf War Illness (GWI).

Authors:  Brian E Engdahl; Lisa M James; Ryan D Miller; Arthur C Leuthold; Scott M Lewis; Adam F Carpenter; Apostolos P Georgopoulos
Journal:  EBioMedicine       Date:  2016-08-22       Impact factor: 8.143

7.  Data Driven Classification Using fMRI Network Measures: Application to Schizophrenia.

Authors:  Pantea Moghimi; Kelvin O Lim; Theoden I Netoff
Journal:  Front Neuroinform       Date:  2018-10-30       Impact factor: 4.081

  7 in total

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