Literature DB >> 30440580

Automatic Detection of Hot Flash Occurrence and Timing from Skin Conductance Activity.

Mohamad Forouzanfar, Massimiliano de Zambotti, Aimee Goldstone, Fiona C Baker.   

Abstract

Hot flashes (HF) are intense, transient feelings of heat usually accompanied with flushed skin and sweating that are experienced by women around the time of menopause. HFs are associated with poor quality of life and increased cardiovascular risk. Automatic detection of HF occurrence and precise timing of HF onset could provide unique insight into the physiology of the HF and its effect on the cardiovascular system. A novel automatic algorithm is proposed for the detection of HFs occurrence and timing from the sternal skin conductance signal that is robust to noise and artifacts. The method is based on the gold standard rule (2μS rise in skin conductance within 30 s) and considers several conditions based on the skin conductance level and its derivative to reject unwanted events. ECG-derived heart rate pattern variations are studied prior to the detected HF onset. The algorithm is validated against expert detected HFs over 200 hours of sleep data collected from 12 perimenopausal women. It achieved a total accuracy of 93% and a total error of 3% in HF detection. It was observed that heart rate increased before the onset of 80% of the HFs occurring in undisturbed sleep. Application of this algorithm along with fusion of other simultaneously recorded physiological measures has the potential to advance understanding of the HF.

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Mesh:

Year:  2018        PMID: 30440580      PMCID: PMC7477890          DOI: 10.1109/EMBC.2018.8512492

Source DB:  PubMed          Journal:  Annu Int Conf IEEE Eng Med Biol Soc        ISSN: 2375-7477


  22 in total

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Authors:  R R Freedman
Journal:  Am J Hum Biol       Date:  2001 Jul-Aug       Impact factor: 1.937

2.  An alternative to Unibase/glycol as an effective nonhydrating electrolyte medium for the measurement of electrodermal activity.

Authors:  Sharon L Dormire; Janet S Carpenter
Journal:  Psychophysiology       Date:  2002-07       Impact factor: 4.016

Review 3.  Menopausal hot flashes: a review of physiology and biosociocultural perspective on methods of assessment.

Authors:  Fredi Kronenberg
Journal:  J Nutr       Date:  2010-05-26       Impact factor: 4.798

4.  Magnitude of the impact of hot flashes on sleep in perimenopausal women.

Authors:  Massimiliano de Zambotti; Ian M Colrain; Harold S Javitz; Fiona C Baker
Journal:  Fertil Steril       Date:  2014-09-23       Impact factor: 7.329

5.  Blood pressure and cardiovascular parameters during sleep arousals.

Authors:  Sobhan Salari Shahrbabaki; Beena Ahmed; Thomas Penzel; Dean Cvetkovic
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2017-07

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Authors:  D W Sturdee; K A Wilson; E Pipili; A D Crocker
Journal:  Br Med J       Date:  1978-07-08

7.  Miniature ambulatory skin conductance monitor and algorithm for investigating hot flash events.

Authors:  Dennis E Bahr; John G Webster; Deborah Grady; Fredi Kronenberg; Jennifer Creasman; Judy Macer; Mark Shults; Mitchell Tyler; Xin Zhou
Journal:  Physiol Meas       Date:  2014-01-07       Impact factor: 2.833

8.  Laboratory and ambulatory monitoring of menopausal hot flashes.

Authors:  R R Freedman
Journal:  Psychophysiology       Date:  1989-09       Impact factor: 4.016

9.  Support Vector Machines to improve physiologic hot flash measures: application to the ambulatory setting.

Authors:  Rebecca C Thurston; Javier Hernandez; Jose M Del Rio; Fernando De La Torre
Journal:  Psychophysiology       Date:  2010-12-10       Impact factor: 4.016

10.  Vagal withdrawal during hot flashes occurring in undisturbed sleep.

Authors:  Massimiliano de Zambotti; Ian M Colrain; Stephanie A Sassoon; Christian L Nicholas; John Trinder; Fiona C Baker
Journal:  Menopause       Date:  2013-11       Impact factor: 2.953

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  1 in total

1.  Changes in heart rate and blood pressure during nocturnal hot flashes associated with and without awakenings.

Authors:  Fiona C Baker; Mohamad Forouzanfar; Aimée Goldstone; Stephanie A Claudatos; Harold Javitz; John Trinder; Massimiliano De Zambotti
Journal:  Sleep       Date:  2019-10-21       Impact factor: 5.849

  1 in total

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