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2018 | OriginalPaper | Chapter

Noninvasive Assistive Method to Diagnose Arterial Disease-Takayasu’s Arteritis

Authors : Suganthi Lakshmanan, Dipanjan Chatterjee, Manivannan Muniyandi

Published in: Computational Vision and Bio Inspired Computing

Publisher: Springer International Publishing

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Abstract

Takayasu’s arteritis (TA) is a rarely studied primary systemic vasculitis involving the aorta and other major arteries of the body. This work proposes a novel noninvasive assessment method, combining both time domain and frequency domain analysis of peripheral signals such as photo plethysmography (PPG) in normal and TA patients providing information about the severity of the TA disease. The novelty of the proposed method is twofold: one, a novel signal processing technique Auto-correlated Spectrum for analyzing PPG signals, and two, use of noninvasive techniques from multiple-site PPG for quantifying the severity. PPG from twenty TA patients and twenty normal subjects have been acquired from five different peripheral sites in the body and compared. The Auto-correlated Spectrums of multiple-site PPG signals are calculated. A novel parameter called P-measure is derived using the relation between the number of peaks and the average distance of the peaks from origin of the spectrum. P-measure is used for classifying normal and diseased using a binary classification method, when greater than or equal to 0.32 the subject is considered as normal and otherwise diseased. The sensitivity and specificity values of this classification method are 96 and 83% respectively. This method is also compared with other frequency domain analysis and this technique can be a simple cost-effective assessment tool to reduce cardiovascular morbidity and mortality in the rarely studied TA, and perhaps other arterial diseases. The small group of TA population due to the rarity of TA disease is a major problem in acquiring data.

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Literature
1.
go back to reference Subramanyan, R., Joy, J., Balakrishnan, K.G.: Natural history of aortoarteritis (Takayasu9s disease). Circulation 80(3), 429–437 (1989)CrossRef Subramanyan, R., Joy, J., Balakrishnan, K.G.: Natural history of aortoarteritis (Takayasu9s disease). Circulation 80(3), 429–437 (1989)CrossRef
2.
go back to reference Ishikawa, K., Maetani, S.: Long-term outcome for 120 Japanese patients with Takayasu9s disease. Clinical and statistical analyses of related prognostic factors. Circulation 90(4), 1855–1860 (1994)CrossRef Ishikawa, K., Maetani, S.: Long-term outcome for 120 Japanese patients with Takayasu9s disease. Clinical and statistical analyses of related prognostic factors. Circulation 90(4), 1855–1860 (1994)CrossRef
3.
go back to reference Schmidt, W.A., Nerenheim, A., Seipelt, E., Poehls, C., Gromnica-Ihle, E.: Diagnosis of early Takayasu arteritis with sonography. Rheumatology 41(5), 496–502 (2002)CrossRef Schmidt, W.A., Nerenheim, A., Seipelt, E., Poehls, C., Gromnica-Ihle, E.: Diagnosis of early Takayasu arteritis with sonography. Rheumatology 41(5), 496–502 (2002)CrossRef
4.
go back to reference Rein, O.R., Markku, M.K.: Carotid and femoral artery stiffness in Takayasu’s arteritis. Scand. J. Rheumatol. 31(2), 85–88 (2002)CrossRef Rein, O.R., Markku, M.K.: Carotid and femoral artery stiffness in Takayasu’s arteritis. Scand. J. Rheumatol. 31(2), 85–88 (2002)CrossRef
5.
go back to reference Hertzman, A.B.: Photoelectric plethysmography of the fingers and toes in man. Proc. Soc. Exp. Biol. Med. 37(3), 529–534 (1937)CrossRef Hertzman, A.B.: Photoelectric plethysmography of the fingers and toes in man. Proc. Soc. Exp. Biol. Med. 37(3), 529–534 (1937)CrossRef
6.
go back to reference Allen, J.: Photoplethysmography and its application in clinical physiological measurement. Physiol. Meas. 28(3), R1 (2007)CrossRef Allen, J.: Photoplethysmography and its application in clinical physiological measurement. Physiol. Meas. 28(3), R1 (2007)CrossRef
7.
go back to reference Eldrup-Jorgensen, S.V., Schwartz, S.I., Wallace, J.D.: A method for clinical evaluation of peripheral circulation: photoelectric hemodensitometry. Surgery 59(4), 505–513 (1966) Eldrup-Jorgensen, S.V., Schwartz, S.I., Wallace, J.D.: A method for clinical evaluation of peripheral circulation: photoelectric hemodensitometry. Surgery 59(4), 505–513 (1966)
8.
go back to reference Simonson, E.: Photoelectric plethysmography; methods, normal standards, and clinical application. Geriatrics 11(10), 425 (1956) Simonson, E.: Photoelectric plethysmography; methods, normal standards, and clinical application. Geriatrics 11(10), 425 (1956)
9.
go back to reference Zheng, D., Allen, J., Murray, A.: Development of a method for determining arterial pulse propagation times and influence of arterial compliance. In: IEEE Computers in Cardiology, pp. 289–292 (2006) Zheng, D., Allen, J., Murray, A.: Development of a method for determining arterial pulse propagation times and influence of arterial compliance. In: IEEE Computers in Cardiology, pp. 289–292 (2006)
10.
go back to reference Malvezzi, L., Castronuovo, J.J., Swayne, L.C., Cone, D., Trivino, J.Z.: The correlation between three methods of skin perfusion pressure measurement: radionuclide washout, laser doppler flow, and photoplethysmography. J. Vasc. Surg. 15(5), 823–830 (1992)CrossRef Malvezzi, L., Castronuovo, J.J., Swayne, L.C., Cone, D., Trivino, J.Z.: The correlation between three methods of skin perfusion pressure measurement: radionuclide washout, laser doppler flow, and photoplethysmography. J. Vasc. Surg. 15(5), 823–830 (1992)CrossRef
11.
go back to reference Nitzan, M., Babchenko, A., Milston, A., Turivnenko, S., Khanokh, B., Mahler, Y.: Measurement of the variability of the skin blood volume using dynamic spectroscopy. Appl. Surf. Sci. 106, 478–482 (1996)CrossRef Nitzan, M., Babchenko, A., Milston, A., Turivnenko, S., Khanokh, B., Mahler, Y.: Measurement of the variability of the skin blood volume using dynamic spectroscopy. Appl. Surf. Sci. 106, 478–482 (1996)CrossRef
12.
go back to reference Nitzan, M., Babchenko, A., Shemesh, D., Alberton, J.: Influence of thoracic sympathectomy on cardiac induced oscillations in tissue blood volume. Med. Biol. Eng. Comput. 39(5), 579–583 (2001)CrossRef Nitzan, M., Babchenko, A., Shemesh, D., Alberton, J.: Influence of thoracic sympathectomy on cardiac induced oscillations in tissue blood volume. Med. Biol. Eng. Comput. 39(5), 579–583 (2001)CrossRef
13.
go back to reference Nitzan, M., de Boer, H., Turivnenko, S., Babchenko, A., Sapoznikov, D.: Power spectrum analysis of spontaneous fluctuations in the photoplethysmographic signal. J. Basic Clin. Physiol. Pharmacol. 5(3–4), 269–276 (1994) Nitzan, M., de Boer, H., Turivnenko, S., Babchenko, A., Sapoznikov, D.: Power spectrum analysis of spontaneous fluctuations in the photoplethysmographic signal. J. Basic Clin. Physiol. Pharmacol. 5(3–4), 269–276 (1994)
14.
go back to reference Nitzan, M., Turivnenko, S., Milston, A., Babchenko, A., Mahler, Y.: Low-frequency variability in the blood volume and in the blood volume pulse measured by photoplethysmography. J. Biomed. Opt. 1(2), 223–229 (1996)CrossRef Nitzan, M., Turivnenko, S., Milston, A., Babchenko, A., Mahler, Y.: Low-frequency variability in the blood volume and in the blood volume pulse measured by photoplethysmography. J. Biomed. Opt. 1(2), 223–229 (1996)CrossRef
15.
go back to reference Oliva, I., Ipser, J., Roztocĭl, K., Guttenbergerova, K.: Fourier analysis of the pulse wave in obliterating arteriosclerosis. VASA. Zeitschrift für Gefässkrankheiten 5(2), 95 (1976) Oliva, I., Ipser, J., Roztocĭl, K., Guttenbergerova, K.: Fourier analysis of the pulse wave in obliterating arteriosclerosis. VASA. Zeitschrift für Gefässkrankheiten 5(2), 95 (1976)
16.
go back to reference Sherebrin, M.H., Sherebrin, R.Z.: Frequency analysis of the peripheral pulse wave detected in the finger with a photoplethysmograph. IEEE Trans. Biomed. Eng. 37(3), 313–317 (1990)CrossRef Sherebrin, M.H., Sherebrin, R.Z.: Frequency analysis of the peripheral pulse wave detected in the finger with a photoplethysmograph. IEEE Trans. Biomed. Eng. 37(3), 313–317 (1990)CrossRef
17.
go back to reference Ingle, V.K., Proakis, J.G.: A Self-Study Guide for Digital Signal Processing, 3rd ed. Prentice Hall (2003) Ingle, V.K., Proakis, J.G.: A Self-Study Guide for Digital Signal Processing, 3rd ed. Prentice Hall (2003)
18.
go back to reference Nitzan, M., Vatine, J.J., Babchenko, A., Khanokh, B., Tsenter, J., Stessman, J.: Simultaneous measurement of the photoplethysmographic signal variability in the right and left hands. Lasers Med. Sci. 13(3), 189–195 (1998)CrossRef Nitzan, M., Vatine, J.J., Babchenko, A., Khanokh, B., Tsenter, J., Stessman, J.: Simultaneous measurement of the photoplethysmographic signal variability in the right and left hands. Lasers Med. Sci. 13(3), 189–195 (1998)CrossRef
19.
go back to reference Proakis, J.G., Manolakis, D.G.: Digital Signal Processing (1996) Proakis, J.G., Manolakis, D.G.: Digital Signal Processing (1996)
20.
go back to reference Allen, J.: Measurement and analysis of multi-site photoplethysmographic pulse waveforms in health and arterial disease. Doctoral Dissertation, University of Newcastle upon Tyne (2002) Allen, J.: Measurement and analysis of multi-site photoplethysmographic pulse waveforms in health and arterial disease. Doctoral Dissertation, University of Newcastle upon Tyne (2002)
21.
go back to reference Allen, J., Murray, A.: Similarity in bilateral photoplethysmographic peripheral pulse wave characteristics at the ears, thumbs and toes. Physiol. Meas. 21(3), 369 (2000)CrossRef Allen, J., Murray, A.: Similarity in bilateral photoplethysmographic peripheral pulse wave characteristics at the ears, thumbs and toes. Physiol. Meas. 21(3), 369 (2000)CrossRef
22.
go back to reference Allen, J., Murray, A.: Variability of photoplethysmography peripheral pulse measurements at the ears, thumbs and toes. IEE Proc. Sci. Meas. Technol. 147(6), 403–407 (2000)CrossRef Allen, J., Murray, A.: Variability of photoplethysmography peripheral pulse measurements at the ears, thumbs and toes. IEE Proc. Sci. Meas. Technol. 147(6), 403–407 (2000)CrossRef
23.
go back to reference Erts, R., Spigulis, J., Kukulis, I., Ozols, M.: Bilateral photoplethysmography studies of the leg arterial stenosis. Physiol. Meas. 26(5), 865 (2005)CrossRef Erts, R., Spigulis, J., Kukulis, I., Ozols, M.: Bilateral photoplethysmography studies of the leg arterial stenosis. Physiol. Meas. 26(5), 865 (2005)CrossRef
24.
go back to reference Spigulis, J.: Optical noninvasive monitoring of skin blood pulsations. Appl. Opt. 44(10), 1850–1857 (2005)CrossRef Spigulis, J.: Optical noninvasive monitoring of skin blood pulsations. Appl. Opt. 44(10), 1850–1857 (2005)CrossRef
25.
go back to reference Hayes, M.H.: Statistical Digital Signal Processing and Modeling. Wiley, New York (1996) Hayes, M.H.: Statistical Digital Signal Processing and Modeling. Wiley, New York (1996)
26.
go back to reference Stoica, P., Moses, R.L.: Introduction to Spectral Analysis, vol. 1, pp. 3–4. Prentice hall, Upper Saddle River (1997) Stoica, P., Moses, R.L.: Introduction to Spectral Analysis, vol. 1, pp. 3–4. Prentice hall, Upper Saddle River (1997)
27.
go back to reference Welch, P.: The use of fast Fourier transform for the estimation of power spectra: a method based on time averaging over short, modified periodograms. IEEE Trans. Audio Electroacoust. 15(2), 70–73 (1967)CrossRef Welch, P.: The use of fast Fourier transform for the estimation of power spectra: a method based on time averaging over short, modified periodograms. IEEE Trans. Audio Electroacoust. 15(2), 70–73 (1967)CrossRef
28.
go back to reference Salahuddin, L., Jeong, M.G., Kim, D.: Ultra short term analysis of heart rate variability using normal sinus rhythm and atrial fibrillation ECG data. In: IEEE 9th International Conference on e-Health Networking, Application and Services, pp. 240–243 (2007) Salahuddin, L., Jeong, M.G., Kim, D.: Ultra short term analysis of heart rate variability using normal sinus rhythm and atrial fibrillation ECG data. In: IEEE 9th International Conference on e-Health Networking, Application and Services, pp. 240–243 (2007)
29.
go back to reference Brennan, M., Palaniswami, M., Kamen, P.: Do existing measures of poincare plot geometry reflect nonlinear features of heart rate variability? IEEE Trans. Biomed. Eng. 48(11), 1342–1347 (2001)CrossRef Brennan, M., Palaniswami, M., Kamen, P.: Do existing measures of poincare plot geometry reflect nonlinear features of heart rate variability? IEEE Trans. Biomed. Eng. 48(11), 1342–1347 (2001)CrossRef
30.
go back to reference Fletcher, R.H., Fletcher, S.W.: Clinical epidemiology: the essentials, 4th edn, pp. 156–199. Lippincott Williams & Wilkins, Baltimore (2005) Fletcher, R.H., Fletcher, S.W.: Clinical epidemiology: the essentials, 4th edn, pp. 156–199. Lippincott Williams & Wilkins, Baltimore (2005)
31.
go back to reference Anne, M.R.A., Arthur, F.D.: Grant’s Atlas of Anatomy, 12th ed., pp 355–607. Lippincott Williams and Wilkins (2009) Anne, M.R.A., Arthur, F.D.: Grant’s Atlas of Anatomy, 12th ed., pp 355–607. Lippincott Williams and Wilkins (2009)
32.
go back to reference Rowell, L.B.: Human cardiovascular Control. Oxford University Press, New York (1993) Rowell, L.B.: Human cardiovascular Control. Oxford University Press, New York (1993)
Metadata
Title
Noninvasive Assistive Method to Diagnose Arterial Disease-Takayasu’s Arteritis
Authors
Suganthi Lakshmanan
Dipanjan Chatterjee
Manivannan Muniyandi
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-71767-8_32