Literature DB >> 26645318

A Study on the Effects of Sympathetic Skin Response Parameters in Diagnosis of Fibromyalgia Using Artificial Neural Networks.

Ozhan Ozkan1, Murat Yildiz1, Evren Arslan2, Sedat Yildiz3, Suleyman Bilgin4, Selami Akkus5, Hasan R Koyuncuoglu6, Etem Koklukaya7.   

Abstract

Fibromyalgia syndrome (FMS), usually observed commonly in females over age 30, is a rheumatic disease accompanied by extensive chronic pain. In the diagnosis of the disease non-objective psychological tests and physiological tests and laboratory test results are evaluated and clinical experiences stand out. However, these tests are insufficient in differentiating FMS with similar diseases that demonstrate symptoms of extensive pain. Thus, objective tests that would help the diagnosis are needed. This study analyzes the effect of sympathetic skin response (SSR) parameters on the auxiliary tests used in FMS diagnosis, the laboratory tests and physiological tests. The study was conducted in Suleyman Demirel University, Faculty of Medicine, Physical Medicine and Rehabilitation Clinic in Turkey with 60 patients diagnosed with FMS for the first time and a control group of 30 healthy individuals. In the study all participants underwent laboratory tests (blood tests), certain physiological tests (pulsation, skin temperature, respiration) and SSR measurements. The test data and SSR parameters obtained were classified using artificial neural network (ANN). Finally, in the ANN framework, where only laboratory and physiological test results were used as input, a simulation result of 96.51 % was obtained, which demonstrated diagnostic accuracy. This data, with the addition of SSR parameter values obtained increased to 97.67 %. This result including SSR parameters - meaning a higher diagnostic accuracy - demonstrated that SSR could be a new auxillary diagnostic method that could be used in the diagnosis of FMS.

Entities:  

Keywords:  Artificial neural networks (ANN); Autonomic nervous system (ANS); Biomedical data analysis; Biomedical signal processing; Fibromyalgia syndrome (FMS); Sympathetic skin response (SSR)

Mesh:

Year:  2015        PMID: 26645318     DOI: 10.1007/s10916-015-0406-0

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  11 in total

1.  Analysis of galvanic skin responses with principal components and clustering techniques.

Authors:  M P Tarvainen; A S Koistinen; M Valkonen-Korhonen; J Partanen; P A Karjalainen
Journal:  IEEE Trans Biomed Eng       Date:  2001-10       Impact factor: 4.538

2.  Measuring the sympathetic skin response on body and using as diagnosis-purposed for lung cancer patients by artificial neural networks.

Authors:  Ozhan Ozkan; Murat Yildiz; Süleyman Bilgin; Etem Köklükaya
Journal:  J Med Syst       Date:  2010-06       Impact factor: 4.460

3.  Dysautonomia in fibromyalgia syndrome: sympathetic skin responses and RR interval analysis.

Authors:  Umit Hidir Ulas; Ece Unlu; Kemal Hamamcioglu; Zeki Odabasi; Aytul Cakci; Okay Vural
Journal:  Rheumatol Int       Date:  2005-06-30       Impact factor: 2.631

4.  R-R interval variation and sympathetic skin response in fibromyalgia.

Authors:  Salih Ozgocmen; Tahir Yoldas; Remzi Yigiter; Arzu Kaya; Ozge Ardicoglu
Journal:  Arch Med Res       Date:  2006-07       Impact factor: 2.235

Review 5.  Sympathetic skin responses and autonomic dysfunction in spinal cord injury.

Authors:  Michael J Berger; Michèle Hubli; Andrei V Krassioukov
Journal:  J Neurotrauma       Date:  2014-08-27       Impact factor: 5.269

6.  The correlation of laboratory tests and Sympathetic Skin Response parameters by using artificial neural networks in fibromyalgia patients.

Authors:  Ozhan Ozkan; Murat Yildiz; Etem Köklükaya
Journal:  J Med Syst       Date:  2011-01-05       Impact factor: 4.460

7.  The American College of Rheumatology preliminary diagnostic criteria for fibromyalgia and measurement of symptom severity.

Authors:  Frederick Wolfe; Daniel J Clauw; Mary-Ann Fitzcharles; Don L Goldenberg; Robert S Katz; Philip Mease; Anthony S Russell; I Jon Russell; John B Winfield; Muhammad B Yunus
Journal:  Arthritis Care Res (Hoboken)       Date:  2010-05       Impact factor: 4.794

8.  Heart rate and fluency performance among high- and low-anxious men following autonomic stress.

Authors:  D Erik Everhart; David W Harrison
Journal:  Int J Neurosci       Date:  2002-10       Impact factor: 2.292

9.  The effects of balneotherapy on fibromyalgia patients.

Authors:  Deniz Evcik; Burçak Kizilay; Ersoy Gökçen
Journal:  Rheumatol Int       Date:  2002-03-29       Impact factor: 2.631

Review 10.  Toward an integrated understanding of fibromyalgia syndrome. I. Medical and pathophysiological aspects.

Authors:  Michael D Boissevain; Glenn A McCain
Journal:  Pain       Date:  1991-06       Impact factor: 6.961

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  5 in total

Review 1.  A Systematic Review and Meta-Analysis of the Prevalence of Small Fibre Impairment in Patients with Fibromyalgia.

Authors:  Eleonora Galosi; Andrea Truini; Giulia Di Stefano
Journal:  Diagnostics (Basel)       Date:  2022-05-03

2.  Is there any Sympathetic Skin Response Abnormality in Raynaud Phenomenon?

Authors:  Mohammad R Emad; Hamid R Farpour; Faisal Ahmed; Masoumeh Tayebi; Mohammadali Nazarinia; Mohammad R Askarpour; Hossein-Ali Nikbakht
Journal:  Sultan Qaboos Univ Med J       Date:  2022-05-26

3.  Ion channels expression and function are strongly modified in solid tumors and vascular malformations.

Authors:  Antonella Biasiotta; Daniela D'Arcangelo; Francesca Passarelli; Ezio Maria Nicodemi; Antonio Facchiano
Journal:  J Transl Med       Date:  2016-10-04       Impact factor: 5.531

4.  Pain Processing and Vegetative Dysfunction in Fibromyalgia: A Study by Sympathetic Skin Response and Laser Evoked Potentials.

Authors:  Marina de Tommaso; Katia Ricci; Giuseppe Libro; Eleonora Vecchio; Marianna Delussi; Anna Montemurno; Giuseppe Lopalco; Florenzo Iannone
Journal:  Pain Res Treat       Date:  2017-09-28

5.  Mathematical and Computational Models for Pain: A Systematic Review.

Authors:  Victoria Ashley Lang; Torbjörn Lundh; Max Ortiz-Catalan
Journal:  Pain Med       Date:  2021-12-11       Impact factor: 3.750

  5 in total

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