Literature DB >> 26538425

Detection of cardiovascular risk from a photoplethysmographic signal using a matching pursuit algorithm.

Dirk Sommermeyer1,2, Ding Zou3, Joachim H Ficker4,5, Winfried Randerath6, Christoph Fischer7,8, Thomas Penzel7, Bernd Sanner9, Jan Hedner3, Ludger Grote3.   

Abstract

Cardiovascular disease is the main cause of death in Europe, and early detection of increased cardiovascular risk (CR) is of clinical importance. Pulse wave analysis based on pulse oximetry has proven useful for the recognition of increased CR. The current study provides a detailed description of the pulse wave analysis technology and its clinical application. A novel matching pursuit-based feature extraction algorithm was applied for signal decomposition of the overnight photoplethysmographic pulse wave signals obtained by a single-pulse oximeter sensor. The algorithm computes nine parameters (pulse index, SpO2 index, pulse wave amplitude index, respiratory-related pulse oscillations, pulse propagation time, periodic and symmetric desaturations, time under 90 % SpO2, difference between pulse and SpO2 index, and arrhythmia). The technology was applied in 631 patients referred for a sleep study with suspected sleep apnea. The technical failure rate was 1.4 %. Anthropometric data like age and BMI correlated significantly with measures of vascular stiffness and pulse rate variability (PPT and age r = -0.54, p < 0.001, PR and age r = -0.36, p < 0.01). The composite biosignal risk score showed a dose-response relationship with the number of CR factors (p < 0.001) and was further elevated in patients with sleep apnea (AHI ≥ 15n/h; p < 0.001). The developed algorithm extracts meaningful parameters indicative of cardiorespiratory and autonomic nervous system function and dysfunction in patients suspected of SDB.

Entities:  

Keywords:  Cardiovascular risk; Matching pursuit; Neuro-fuzzy system; Photoplethysmography; Sleep

Mesh:

Year:  2015        PMID: 26538425     DOI: 10.1007/s11517-015-1410-8

Source DB:  PubMed          Journal:  Med Biol Eng Comput        ISSN: 0140-0118            Impact factor:   2.602


  23 in total

Review 1.  Contour analysis of the photoplethysmographic pulse measured at the finger.

Authors:  Sandrine C Millasseau; James M Ritter; Kenji Takazawa; Philip J Chowienczyk
Journal:  J Hypertens       Date:  2006-08       Impact factor: 4.844

2.  A matching pursuit-based signal complexity measure for the analysis of newborn EEG.

Authors:  L Rankine; M Mesbah; B Boashash
Journal:  Med Biol Eng Comput       Date:  2007-01-13       Impact factor: 2.602

3.  Overnight variability in transcutaneous carbon dioxide predicts vascular impairment in women.

Authors:  Jenni Aittokallio; Olli Polo; Jukka Hiissa; Arho Virkki; Jyri Toikka; Olli Raitakari; Tarja Saaresranta; Tero Aittokallio
Journal:  Exp Physiol       Date:  2008-02-22       Impact factor: 2.969

4.  The variability of the photoplethysmographic signal--a potential method for the evaluation of the autonomic nervous system.

Authors:  M Nitzan; A Babchenko; B Khanokh; D Landau
Journal:  Physiol Meas       Date:  1998-02       Impact factor: 2.833

5.  Oximeter-based autonomic state indicator algorithm for cardiovascular risk assessment.

Authors:  Ludger Grote; Dirk Sommermeyer; Ding Zou; Derek N Eder; Jan Hedner
Journal:  Chest       Date:  2010-07-29       Impact factor: 9.410

6.  Parental history is an independent risk factor for coronary artery disease: the Framingham Study.

Authors:  R H Myers; D K Kiely; L A Cupples; W B Kannel
Journal:  Am Heart J       Date:  1990-10       Impact factor: 4.749

7.  Right-left correlation of the sympathetically induced fluctuations of photoplethysmographic signal in diabetic and non-diabetic subjects.

Authors:  A Buchs; Y Slovik; M Rapoport; C Rosenfeld; B Khanokh; M Nitzan
Journal:  Med Biol Eng Comput       Date:  2005-03       Impact factor: 2.602

8.  C-reactive protein and other circulating markers of inflammation in the prediction of coronary heart disease.

Authors:  John Danesh; Jeremy G Wheeler; Gideon M Hirschfield; Shinichi Eda; Gudny Eiriksdottir; Ann Rumley; Gordon D O Lowe; Mark B Pepys; Vilmundur Gudnason
Journal:  N Engl J Med       Date:  2004-04-01       Impact factor: 91.245

9.  2003 European Society of Hypertension-European Society of Cardiology guidelines for the management of arterial hypertension.

Authors: 
Journal:  J Hypertens       Date:  2003-06       Impact factor: 4.844

10.  Differential changes of autonomic nervous system function with age in man.

Authors:  M A Pfeifer; C R Weinberg; D Cook; J D Best; A Reenan; J B Halter
Journal:  Am J Med       Date:  1983-08       Impact factor: 4.965

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  3 in total

1.  Nasal high flow, but not supplemental O2, reduces peripheral vascular sympathetic activity during sleep in COPD patients.

Authors:  K Fricke; H Schneider; P Biselli; N N Hansel; Z G Zhang; M O Sowho; L Grote
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2018-11-02

2.  Pulse wave amplitude drops during sleep: clinical significance and characteristics in a general population sample.

Authors:  Camila Hirotsu; Monica Betta; Giulio Bernardi; Pedro Marques-Vidal; Peter Vollenweider; Gérard Waeber; Vincent Pichot; Frederic Roche; Francesca Siclari; Jose Haba-Rubio; Raphael Heinzer
Journal:  Sleep       Date:  2020-07-13       Impact factor: 5.849

Review 3.  Advances in Photopletysmography Signal Analysis for Biomedical Applications.

Authors:  Jermana L Moraes; Matheus X Rocha; Glauber G Vasconcelos; José E Vasconcelos Filho; Victor Hugo C de Albuquerque; Auzuir R Alexandria
Journal:  Sensors (Basel)       Date:  2018-06-09       Impact factor: 3.576

  3 in total

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