Literature DB >> 31645030

Hyperparameter-tuned prediction of somatic symptom disorder using functional near-infrared spectroscopy-based dynamic functional connectivity.

Aykut Eken1, Burçin Çolak, Neşe Burcu Bal, Adnan Kuşman, Selma Çilem Kızılpınar, Damla Sayar Akaslan, Bora Baskak.   

Abstract

OBJECTIVE: Somatic symptom disorder (SSD) is a reflection of medically unexplained physical symptoms that lead to distress and impairment in social and occupational functioning. SSD is phenomenologically diagnosed and its neurobiology remains unsolved. APPROACH: In this study, we performed hyper-parameter optimized classification to distinguish 19 persistent SSD patients and 21 healthy controls by utilizing functional near-infrared spectroscopy via performing two painful stimulation experiments, individual pain threshold (IND) and constant sub-threshold (SUB) that include conditions with different levels of pain (INDc and SUBc) and brush stimulation. We estimated a dynamic functional connectivity time series by using sliding window correlation method and extracted features from these time series for these conditions and different cortical regions. MAIN
RESULTS: Our results showed that we found highest specificity (85%) with highest accuracy (82%) and 81% sensitivity using an SVM classifier by utilizing connections between right superior temporal-left angular gyri, right middle frontal (MFG)-left supramarginal gyri and right middle temporal-left middle frontal gyri from the INDc condition. SIGNIFICANCE: Our results suggest that fNIRS may distinguish subjects with SSD from healthy controls by applying pain in levels of individual pain-threshold and bilateral MFG, left inferior parietal and right temporal gyrus might be robust biomarkers to be considered for SSD neurobiology.

Entities:  

Year:  2019        PMID: 31645030     DOI: 10.1088/1741-2552/ab50b2

Source DB:  PubMed          Journal:  J Neural Eng        ISSN: 1741-2552            Impact factor:   5.379


  3 in total

1.  Graph Theory Analysis of the Cortical Functional Network During Sleep in Patients With Depression.

Authors:  Yingjie Song; Kejie Wang; Yu Wei; Yongpeng Zhu; Jinfeng Wen; Yuxi Luo
Journal:  Front Physiol       Date:  2022-05-27       Impact factor: 4.755

Review 2.  Somatic symptom disorder: a scoping review on the empirical evidence of a new diagnosis.

Authors:  Bernd Löwe; James Levenson; Miriam Depping; Paul Hüsing; Sebastian Kohlmann; Marco Lehmann; Meike Shedden-Mora; Anne Toussaint; Natalie Uhlenbusch; Angelika Weigel
Journal:  Psychol Med       Date:  2021-11-15       Impact factor: 7.723

3.  Effects of Sports Functional Food on Physical Function of Athletes under Ultrasound Observation.

Authors:  Zhao Cheng; Hong Lin; Zhenmao Zhou
Journal:  Scanning       Date:  2022-09-14       Impact factor: 1.750

  3 in total

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