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2020 | OriginalPaper | Chapter

Cardiorespiratory Coupling: A Review of the Analysis Methods

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Abstract

Interaction between cardiovascular and respiratory systems were studied intensively over the last few decades, in order to understand the principles of cardiorespiratory interactions in healthy and non-healthy subjects. Different physiological conditions such as REM sleep, anesthesia, stress, post-stress were used in order to determine and analyze the hidden parameters, that regulate the synchronization between these two integrated physiological systems and their behavior. This paper aims to review the most common methods of analysis of the cardiorespiratory coupling and their capacity to provide additional information for diagnosis and prognosis in medicine.

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Literature
1.
go back to reference Mensah, G.A., et al.: Decline in cardiovascular mortality: possible causes and implications. Circ. Res. 120(2), 366–380 (2017)MathSciNetCrossRef Mensah, G.A., et al.: Decline in cardiovascular mortality: possible causes and implications. Circ. Res. 120(2), 366–380 (2017)MathSciNetCrossRef
2.
go back to reference Seidel, H., Herzel, H.: Modelling heart rate variability due to respiration and baroreflex BT–modelling the dynamics of biological systems: nonlinear phenomena and pattern formation. In: Mosekilde, E., Mouritsen, O.G. (eds.) pp. 205–229. Springer, Berlin, Heidelberg (1995) Seidel, H., Herzel, H.: Modelling heart rate variability due to respiration and baroreflex BT–modelling the dynamics of biological systems: nonlinear phenomena and pattern formation. In: Mosekilde, E., Mouritsen, O.G. (eds.) pp. 205–229. Springer, Berlin, Heidelberg (1995)
3.
go back to reference Amaral, L.A.N., et al.: Behavioral-independent features of complex heartbeat dynamics. Phys. Rev. Lett. 86(26), 6026 (2001)CrossRef Amaral, L.A.N., et al.: Behavioral-independent features of complex heartbeat dynamics. Phys. Rev. Lett. 86(26), 6026 (2001)CrossRef
4.
go back to reference Choi J., Gutierrez-Osuna, R.: Estimating mental stress using a wearable cardio-respiratory sensor, In: Sensors, 2010 IEEE, pp. 150–154 (2010) Choi J., Gutierrez-Osuna, R.: Estimating mental stress using a wearable cardio-respiratory sensor, In: Sensors, 2010 IEEE, pp. 150–154 (2010)
5.
go back to reference Tan, C.O., Cohen, M.A., Eckberg, D.L., Taylor, J.A.: Fractal properties of human heart period variability: physiological and methodological implications. J. Physiol. 587(Pt 15), 3929–3941 (2009)CrossRef Tan, C.O., Cohen, M.A., Eckberg, D.L., Taylor, J.A.: Fractal properties of human heart period variability: physiological and methodological implications. J. Physiol. 587(Pt 15), 3929–3941 (2009)CrossRef
6.
go back to reference Huikuri, H.V., Perkiömäki, J.S., Maestri, R., Pinna, G.D.: Clinical impact of evaluation of cardiovascular control by novel methods of heart rate dynamics. Philos. Trans. R. Soc. Math. Phys. Eng. Sci. 367(1892), 1223–1238 (2009)CrossRef Huikuri, H.V., Perkiömäki, J.S., Maestri, R., Pinna, G.D.: Clinical impact of evaluation of cardiovascular control by novel methods of heart rate dynamics. Philos. Trans. R. Soc. Math. Phys. Eng. Sci. 367(1892), 1223–1238 (2009)CrossRef
7.
go back to reference Stefanovska, A.: Coupled oscillators: complex but not complicated cardiovascular and brain interactions. In: 2006 International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 437–440 (2006) Stefanovska, A.: Coupled oscillators: complex but not complicated cardiovascular and brain interactions. In: 2006 International Conference of the IEEE Engineering in Medicine and Biology Society, pp. 437–440 (2006)
8.
go back to reference Milhorn Jr., H.T., Benton, R., Ross, R., Guyton, A.C.: A mathematical model of the human respiratory control system. Biophys. J. 5(1), 27 (1965)CrossRef Milhorn Jr., H.T., Benton, R., Ross, R., Guyton, A.C.: A mathematical model of the human respiratory control system. Biophys. J. 5(1), 27 (1965)CrossRef
9.
go back to reference Chang, H.K.: Respiratory physiology: an analytical approach, vol. 40. Marcel Dekker (1989) Chang, H.K.: Respiratory physiology: an analytical approach, vol. 40. Marcel Dekker (1989)
10.
go back to reference Ursino, M., Magosso, E.: Short-term autonomic control of cardiovascular function: a mini-review with the help of mathematical models. J. Integr. Neurosci. 2(02), 219–247 (2003)CrossRef Ursino, M., Magosso, E.: Short-term autonomic control of cardiovascular function: a mini-review with the help of mathematical models. J. Integr. Neurosci. 2(02), 219–247 (2003)CrossRef
11.
go back to reference Dickinson, C.J.: A computer model of human respiration: ventilation, blood gas transport and exchange, hydrogen ion regulation: for teaching, research and clinical use, “MacPuf”. University park press (1977) Dickinson, C.J.: A computer model of human respiration: ventilation, blood gas transport and exchange, hydrogen ion regulation: for teaching, research and clinical use, MacPuf. University park press (1977)
12.
go back to reference Duffin, J., Mohan, R.M., Vasiliou, P., Stephenson, R., Mahamed, S.: A model of the chemoreflex control of breathing in humans: model parameters measurement. Respir. Physiol. 120(1), 13–26 (2000)CrossRef Duffin, J., Mohan, R.M., Vasiliou, P., Stephenson, R., Mahamed, S.: A model of the chemoreflex control of breathing in humans: model parameters measurement. Respir. Physiol. 120(1), 13–26 (2000)CrossRef
13.
go back to reference Schäfer, C., Rosenblum, M.G., Abel, H.-H., Kurths, J.: Synchronization in the human cardiorespiratory system. Phys. Rev. E 60(1), 857 (1999)CrossRef Schäfer, C., Rosenblum, M.G., Abel, H.-H., Kurths, J.: Synchronization in the human cardiorespiratory system. Phys. Rev. E 60(1), 857 (1999)CrossRef
14.
go back to reference Jensen-Urstad, K., Storck, N., Bouvier, F., Ericson, M., Lindblad, L.E., Jensen-Urstad, M.: Heart rate variability in healthy subjects is related to age and gender, 60 (1997) Jensen-Urstad, K., Storck, N., Bouvier, F., Ericson, M., Lindblad, L.E., Jensen-Urstad, M.: Heart rate variability in healthy subjects is related to age and gender, 60 (1997)
15.
go back to reference Michael Crump, outcomes in refractory aggressive diffuse large b-cell lymphoma (DLBCL): results from the international SCHOLAR-1 study. ASCO 2016, abstract 7516CrossRef Michael Crump, outcomes in refractory aggressive diffuse large b-cell lymphoma (DLBCL): results from the international SCHOLAR-1 study. ASCO 2016, abstract 7516CrossRef
16.
go back to reference Schulz, S., et al.: Cardiovascular and cardiorespiratory coupling analyses: a review. 371 (2013) Schulz, S., et al.: Cardiovascular and cardiorespiratory coupling analyses: a review. 371 (2013)
17.
go back to reference Faes, L., Nollo, G.: Extended causal modeling to assess partial directed coherence in multiple time series with significant instantaneous interactions. Biol. Cybern. 103(5), 387–400 (2010)MathSciNetCrossRef Faes, L., Nollo, G.: Extended causal modeling to assess partial directed coherence in multiple time series with significant instantaneous interactions. Biol. Cybern. 103(5), 387–400 (2010)MathSciNetCrossRef
18.
go back to reference Ancona, N., Marinazzo, D., Stramaglia, S.: Radial basis function approach to nonlinear Granger causality of time series. Phys. Rev. E 70(5), 56221 (2004)CrossRef Ancona, N., Marinazzo, D., Stramaglia, S.: Radial basis function approach to nonlinear Granger causality of time series. Phys. Rev. E 70(5), 56221 (2004)CrossRef
19.
go back to reference Porta, A., et al.: Model-based assessment of baroreflex and cardiopulmonary couplings during graded head-up tilt. Comput. Biol. Med. 42(3), 298–305 (2012)MathSciNetCrossRef Porta, A., et al.: Model-based assessment of baroreflex and cardiopulmonary couplings during graded head-up tilt. Comput. Biol. Med. 42(3), 298–305 (2012)MathSciNetCrossRef
21.
go back to reference Borowska, M.: Entropy-based algorithms in the analysis of biomedical signals. Stud. Log., Gramm. Rhetor. 43(1), 21–32 (2015)CrossRef Borowska, M.: Entropy-based algorithms in the analysis of biomedical signals. Stud. Log., Gramm. Rhetor. 43(1), 21–32 (2015)CrossRef
22.
go back to reference Pincus, S.M.: Approximate entropy as a measure of system complexity. Proc. Natl. Acad. Sci. 88(6), 2297–2301 (1991)MathSciNetCrossRef Pincus, S.M.: Approximate entropy as a measure of system complexity. Proc. Natl. Acad. Sci. 88(6), 2297–2301 (1991)MathSciNetCrossRef
23.
go back to reference Cohen, A., Procaccia, I.: Computing the Kolmogorov entropy from time signals of dissipative and conservative dynamical systems. Phys. Rev. A 31(3), 1872 (1985)CrossRef Cohen, A., Procaccia, I.: Computing the Kolmogorov entropy from time signals of dissipative and conservative dynamical systems. Phys. Rev. A 31(3), 1872 (1985)CrossRef
24.
go back to reference Porta, A., et al.: Measuring regularity by means of a corrected conditional entropy in sympathetic outflow. Biol. Cybern. 78(1), 71–78 (1998)CrossRef Porta, A., et al.: Measuring regularity by means of a corrected conditional entropy in sympathetic outflow. Biol. Cybern. 78(1), 71–78 (1998)CrossRef
25.
go back to reference Porta, A., Baselli, G., Lombardi, F., Montano, N., Malliani, A., Cerutti, S.: Conditional entropy approach for the evaluation of the coupling strength. Biol. Cybern. 81(2), 119–129 (1999)CrossRef Porta, A., Baselli, G., Lombardi, F., Montano, N., Malliani, A., Cerutti, S.: Conditional entropy approach for the evaluation of the coupling strength. Biol. Cybern. 81(2), 119–129 (1999)CrossRef
26.
go back to reference Fan, J., Yao, Q.: Nonlinear time series: nonparametric and parametric methods. Springer Science & Business Media (2008) Fan, J., Yao, Q.: Nonlinear time series: nonparametric and parametric methods. Springer Science & Business Media (2008)
27.
go back to reference Faes, L., Nollo, G.: Bivariate nonlinear prediction to quantify the strength of complex dynamical interactions in short-term cardiovascular variability. Med. Biol. Eng. Comput. 44(5), 383–392 (2006)CrossRef Faes, L., Nollo, G.: Bivariate nonlinear prediction to quantify the strength of complex dynamical interactions in short-term cardiovascular variability. Med. Biol. Eng. Comput. 44(5), 383–392 (2006)CrossRef
29.
go back to reference Faes, L., Porta, A., Nollo, G.: Mutual nonlinear prediction as a tool to evaluate coupling strength and directionality in bivariate time series: comparison among different strategies based on $k$ nearest neighbors. Phys. Rev. E 78(2), 26201 (2008)CrossRef Faes, L., Porta, A., Nollo, G.: Mutual nonlinear prediction as a tool to evaluate coupling strength and directionality in bivariate time series: comparison among different strategies based on $k$ nearest neighbors. Phys. Rev. E 78(2), 26201 (2008)CrossRef
30.
go back to reference Baumert, M., Walther, T., Hopfe, J., Stepan, H., Faber, R., Voss, A.: Joint symbolic dynamic analysis of beat-to-beat interactions of heart rate and systolic blood pressure in normal pregnancy. Med. Biol. Eng. Comput. 40(2), 241–245 (2002)CrossRef Baumert, M., Walther, T., Hopfe, J., Stepan, H., Faber, R., Voss, A.: Joint symbolic dynamic analysis of beat-to-beat interactions of heart rate and systolic blood pressure in normal pregnancy. Med. Biol. Eng. Comput. 40(2), 241–245 (2002)CrossRef
31.
go back to reference Schulz, S., Tupaika, N., Berger, S., Haueisen, J., Bär, K.-J., Voss, A.: Cardiovascular coupling analysis with high-resolution joint symbolic dynamics in patients suffering from acute schizophrenia, 34 (2013) Schulz, S., Tupaika, N., Berger, S., Haueisen, J., Bär, K.-J., Voss, A.: Cardiovascular coupling analysis with high-resolution joint symbolic dynamics in patients suffering from acute schizophrenia, 34 (2013)
32.
go back to reference Schumann, A., Schulz, S., Voss, A., Scharbrodt, S., Baumert, M., Bär, K.-J.: Baroreflex Coupling Assessed by Cross-Compression Entropy. Front. Physiol. 8, 282 (2017) Schumann, A., Schulz, S., Voss, A., Scharbrodt, S., Baumert, M., Bär, K.-J.: Baroreflex Coupling Assessed by Cross-Compression Entropy. Front. Physiol. 8, 282 (2017)
33.
go back to reference Pikovsky, A., Rosenblum, M., Kurths, J., Kurths, J.: Synchronization: a universal concept in nonlinear sciences. vol. 12. Cambridge university press (2003) Pikovsky, A., Rosenblum, M., Kurths, J., Kurths, J.: Synchronization: a universal concept in nonlinear sciences. vol. 12. Cambridge university press (2003)
34.
go back to reference Stefanovska, A., Haken, H., McClintock, P.V.E., Hožič, M., Bajrović, F., Ribarič, S.: Reversible transitions between synchronization states of the cardiorespiratory system. Phys. Rev. Lett. 85(22), 4831 (2000)CrossRef Stefanovska, A., Haken, H., McClintock, P.V.E., Hožič, M., Bajrović, F., Ribarič, S.: Reversible transitions between synchronization states of the cardiorespiratory system. Phys. Rev. Lett. 85(22), 4831 (2000)CrossRef
35.
go back to reference Bartsch, R., Kantelhardt, J.W., Penzel, T., Havlin, S.: Experimental evidence for phase synchronization transitions in the human cardiorespiratory system. Phys. Rev. Lett. 98(5), 54102 (2007)CrossRef Bartsch, R., Kantelhardt, J.W., Penzel, T., Havlin, S.: Experimental evidence for phase synchronization transitions in the human cardiorespiratory system. Phys. Rev. Lett. 98(5), 54102 (2007)CrossRef
36.
go back to reference Toledo, E., Akselrod, S., Pinhas, I., Aravot, D.: Does synchronization reflect a true interaction in the cardiorespiratory system? Med. Eng. Phys. 24(1), 45–52 (2002)CrossRef Toledo, E., Akselrod, S., Pinhas, I., Aravot, D.: Does synchronization reflect a true interaction in the cardiorespiratory system? Med. Eng. Phys. 24(1), 45–52 (2002)CrossRef
37.
go back to reference Wu, M.-C., Hu, C.-K.: Empirical mode decomposition and synchrogram approach to cardiorespiratory synchronization. Phys. Rev. E 73(5), 51917 (2006)CrossRef Wu, M.-C., Hu, C.-K.: Empirical mode decomposition and synchrogram approach to cardiorespiratory synchronization. Phys. Rev. E 73(5), 51917 (2006)CrossRef
38.
go back to reference Cysarz, D., Büssing, A.: Cardiorespiratory synchronization during Zen meditation. Eur. J. Appl. Physiol. 95(1), 88–95 (2005)CrossRef Cysarz, D., Büssing, A.: Cardiorespiratory synchronization during Zen meditation. Eur. J. Appl. Physiol. 95(1), 88–95 (2005)CrossRef
39.
go back to reference Samarbakhsh, L.: Web search algorithms and PageRank (2008) Samarbakhsh, L.: Web search algorithms and PageRank (2008)
40.
go back to reference Alagoz, O., Maillart, L.M., Schaefer, A.J., Roberts, M.S.: The optimal timing of living-donor liver transplantation. Manage. Sci. 50(10), 1420–1430 (2004)CrossRef Alagoz, O., Maillart, L.M., Schaefer, A.J., Roberts, M.S.: The optimal timing of living-donor liver transplantation. Manage. Sci. 50(10), 1420–1430 (2004)CrossRef
41.
go back to reference Maillart, L.M., Ivy, J.S., Ransom, S., Diehl, K.: Assessing dynamic breast cancer screening policies. Oper. Res. 56(6), 1411–1427 (2008)CrossRef Maillart, L.M., Ivy, J.S., Ransom, S., Diehl, K.: Assessing dynamic breast cancer screening policies. Oper. Res. 56(6), 1411–1427 (2008)CrossRef
42.
go back to reference Faissol, D.M., Griffin, P.M., Swann, J.L.: Timing of testing and treatment of hepatitis C and other diseases. In: Proceedings, p. 11 (2007) Faissol, D.M., Griffin, P.M., Swann, J.L.: Timing of testing and treatment of hepatitis C and other diseases. In: Proceedings, p. 11 (2007)
Metadata
Title
Cardiorespiratory Coupling: A Review of the Analysis Methods
Authors
V. Tonu
V. Vovc
N. Enache
Copyright Year
2020
DOI
https://doi.org/10.1007/978-3-030-31866-6_84