A large section of the world's population is affected by diabetes mellitus (DM), commonly referred to as "diabetes." Every year, the number of cases of DM is increasing. Diabetes has a strong genetic basis, hence it is very difficult to cure, but can be controlled with medications to prevent subsequent organ damage. Therefore, early diagnosis of diabetes is very important. In this paper, we examine how diabetes affects cardiac health, which is reflected through heart rate variability (HRV), as observed in electrocardiography (ECG) signals. Such signals provide clues for both the presence and severity of diabetes as well as diabetes-induced cardiac impairments. Heart rate (HR) is a non-linear and non-stationary signal. Thus, extracting useful information from HRV signals is a difficult task. We review several sophisticated signal processing and information extraction methods in order to establish measurable relationships between the presence and the extent of diabetes as well as the changes in the HRV signals. Furthermore, we discuss a typical range of values for several statistical, geometric, time domain, frequency domain, time-frequency, and non-linear features for HR signals from 15 normal and 15 diabetic subjects. We found that non-linear analysis is the most suitable approach to capture and analyze the subtle changes in HRV signals caused by diabetes.
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Univ Pittsburgh, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Sch Nursing, 4200 Fifth Ave, Pittsburgh, PA 15260 USAUniv Pittsburgh, Pittsburgh, PA 15260 USA
Moon, Seol Ju Esther
Schlenk, Elizabeth A.
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Univ Pittsburgh, Pittsburgh, PA 15260 USAUniv Pittsburgh, Pittsburgh, PA 15260 USA
Schlenk, Elizabeth A.
Lee, Heeyoung
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Univ Pittsburgh, Pittsburgh, PA 15260 USAUniv Pittsburgh, Pittsburgh, PA 15260 USA
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Poznan Univ Life Sci, Fac Food Sci & Nutr, Dept Dairy & Proc Engn, Wojska Polskiego 31, PL-60624 Poznan, PolandNatl Inst Technol, Dept Biotechnol & Med Engn, Rourkela 769008, India
Wawrzyniak, Jolanta
Jarzebski, Maciej
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Poznan Univ Life Sci, Fac Food Sci & Nutr, Dept Phys & Biophys, Wojska Polskiego 38-42, PL-60637 Poznan, PolandNatl Inst Technol, Dept Biotechnol & Med Engn, Rourkela 769008, India
Jarzebski, Maciej
Pal, Kunal
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Natl Inst Technol, Dept Biotechnol & Med Engn, Rourkela 769008, IndiaNatl Inst Technol, Dept Biotechnol & Med Engn, Rourkela 769008, India
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Hong Kong Ctr Cerebrocardiovasc Hlth Engn COCHE, Hong Kong Sci & Technol Pk, Hong Kong, Peoples R China
City Univ Hong Kong, Dept Biomed Engn, Kowloon, Hong Kong, Peoples R ChinaUniv Oxford, Inst Biomed Engn, Dept Engn Sci, Oxford OX3 7DQ, England
Zhang, Yuan-Ting
Clifton, David A.
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Univ Oxford, Oxford Suzhou Ctr Adv Res OSCAR, Suzhou 215123, Peoples R China
Univ Oxford, Dept Engn Sci, Oxford OX3 7DQ, EnglandUniv Oxford, Inst Biomed Engn, Dept Engn Sci, Oxford OX3 7DQ, England