Abstract
The fundamental question in the new field of Network Physiology is how physiologic states and functions emerge from networked interactions among diverse physiological systems. We present recent efforts in developing new methodology and theoretical framework adequate to identify and quantify dynamical interactions among systems with very different characteristics and signal outputs. In this chapter, we demonstrate the utility of the novel concept of time delay stability and a first Network Physiology approach: to investigate new aspects of neural plasticity at the level of brain rhythm interactions in response to changes in physiologic state ; to characterize dynamical features of brain-organ communications as a new signature of neuroautonomic control; and to establish basic principles underlying hierarchical reorganization in the network of organ-organ communications for different physiologic states and functions. The presented results are initial steps in developing an atlas of dynamical interactions among key organ systems in the human body.
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References
Ashkenazy, Y., Hausdorff, J., Ivanov, P.Ch., Stanley, H.E.: A stochastic model of human gait dynamics. Phys. A 316(1–4), 662–670 (2002). doi:10.1016/S0378-4371(02)01453-X
Bartsch, R.P., Ivanov, P.Ch.: Coexisting forms of coupling and phase-transitions in physiological networks. Commun. Comput. Inf. Sci. 438, 270–287 (2014)
Bartsch, R.P., Schumann, A.Y., Kantelhardt, J.W., Penzel, T., Ivanov, P.Ch.: Phase transitions in physiologic coupling. Proc. Natl. Acad. Sci. USA 109(26), 10181–10186 (2012). doi:10.1073/pnas.1204568109
Bartsch, R.P., Liu, K.K.L., Ma, Q.D.Y., Ivanov, P.Ch.: Three independent forms of cardio-respiratory coupling: transitions across sleep stages. Comput. Cardiol. 41, 781–784 (2014)
Bartsch, R.P., Liu, K.K.L., Bashan, A., Ivanov, P.C.: Network physiology: how organ systems dynamically interact. PLoS ONE 10(11), e0142,143 (2015). doi:10.1371/journal.pone.0142143
Bashan, A., Bartsch, R.P., Kantelhardt, J.W., Havlin, S., Ivanov, P.Ch.: Network physiology reveals relations between network topology and physiological function. Nat. Commun. 3, 702 (2012)
Bian, Z., Li, Q., Wang, L., Lu, C., Yin, S., Li, X.: Relative power and coherence of EEG series are related to amnestic mild cognitive impairment in diabetes. Front Aging Neurosci. 6, 11 (2014). doi:10.3389/fnagi.2014.00011
Buchman, T.G.: Complex systems science in biomedicine. In: Physiologic Failure: Multiple Organ Dysfunction Syndrome, pp. 631–640. Kluwer Academic/Plenum Publishers, New York (2006)
Bullmore, E., Sporns, O.: Complex brain networks: graph theoretical analysis of structural and functional systems. Nat. Rev. Neurosci. 10(3), 186–198 (2009). doi:10.1038/nrn2575
Bunde, A., Havlin, S., Kantelhardt, J.W., Penzel, T., Peter, J.H., Voigt, K.: Correlated and uncorrelated regions in heart-rate fluctuations during sleep. Phys. Rev. Lett. 85(17), 3736–3739 (2000). doi:10.1103/PhysRevLett.85.3736
Carskadon, M.: Principles and practice of sleep medicine. In: Guidelines for the Multiple Sleep Latency Test (MSLT): A Standard Measure of Sleepiness, pp. 962–966. WB Saunders Company, Philadelphia (1994)
Chen, Z., Hu, K., Stanley, H.E., Novak, V., Ivanov, P.Ch.: Cross-correlation of instantaneous phase increments in pressure-flow fluctuations: applications to cerebral autoregulation. Phys. Rev. E 73(3 Pt 1), 031,915 (2006)
Chorlian, D.B., Rangaswamy, M., Porjesz, B.: EEG coherence: topography and frequency structure. Exp. Brain Res. 198(1), 59–83 (2009). doi:10.1007/s00221-009-1936-9
Dumont, M., Jurysta, F., Lanquart, J.P., Migeotte, P.F., van de Borne, P., Linkowski, P.: Interdependency between heart rate variability and sleep EEG: linear/non-linear? Clin. Neurophysiol. 115(9), 2031–2040 (2004). doi:10.1016/j.clinph.2004.04.007
Faes, L., Nollo, G., Jurysta, F., Marinazzo, D.: Information dynamics of brain–heart physiological networks during sleep. New J. Phys. 16, 105,005 (2014)
Faes, L., Marinazzo, D., Jurysta, F., Nollo, G.: Linear and non-linear brain-heart and brain-brain interactions during sleep. Physiol. Meas. 36(4), 683–698 (2015). doi:10.1088/0967-3334/36/4/683
Ferri, R., Rundo, F., Bruni, O., Terzano, M.G., Stam, C.J.: The functional connectivity of different EEG bands moves towards small-world network organization during sleep. Clin. Neurophysiol. 119(9), 2026–2036 (2008). doi:10.1016/j.clinph.2008.04.294
Ivanov, P.Ch.: Scale-invariant aspects of cardiac dynamics - observing sleep stages and circadian phases. IEEE Eng. Med. Biol. 26(6), 33–37 (2007). doi:10.1109/MEMB.2007.907093
Ivanov, P.Ch., Bartsch, R.P.: Network Physiology: Mapping Interactions Between Networks of Physiologic Networks, pp. 203–222. Springer International Publishing, Switzerland (2014)
Ivanov, P.Ch., Rosenblum, M.G., Peng, C.K., Mietus, J., Havlin, S., Stanley, H.E., Goldberger, A.L.: Scaling behaviour of heartbeat intervals obtained by wavelet-based time-series analysis. Nature 383, 323–327 (1996)
Ivanov, P.Ch., Amaral, L.A.N., Goldberger, A.L., Stanley, H.E.: Stochastic feedback and the regulation of biological rhythms. Europhys. Lett. 43, 363–368 (1998)
Ivanov, P.Ch., Amaral, L.A.N., Goldberger, A.L., Havlin, S., Rosenblum, M.G., Struzik, Z.R., Stanley, H.E.: Multifractality in human heartbeat dynamics. Nature 399(6735), 461–465 (1999). doi:10.1038/20924
Ivanov, P.Ch., Bunde, A., Amaral, L.A.N., Havlin, S., Fritsch-Yelle, J., Baevsky, R.M., Stanley, H.E., Goldberger, A.L.: Sleep-wake differences in scaling behavior of the human heartbeat: analysis of terrestrial and long-term space flight data. Europhys. Lett. 48(5), 594–600 (1999). doi:10.1209/epl/i1999-00525-0
Ivanov, P.Ch., Amaral, L.A.N., Goldberger, A.L., Havlin, S., Rosenblum, M.G., Stanley, H.E., Struzik, Z.: From 1/f noise to multifractal cascades in heartbeat dynamics. Chaos 11, 641–652 (2001)
Kantelhardt, J.W., Ashkenazy, Y., Ivanov, P.Ch., Bunde, A., Havlin, S., Penzel, T., Peter, J.H., Stanley, H.E.: Characterization of sleep stages by correlations in the magnitude and sign of heartbeat increments. Phys. Rev. E 65(5), 051,908 (2002). doi:10.1103/PhysRevE.65.051908
Kantelhardt, J.W., Havlin, S., Ivanov, P.Ch.: Modeling transient correlations in heartbeat dynamics during sleep. Europhys. Lett. 62(2), 147–153 (2003)
Karasik, R., Sapir, N., Ashkenazy, Y., Ivanov, P.Ch., Dvir, I., Lavie, P., Havlin, S.: Correlation differences in heartbeat fluctuations during rest and exercise. Phys. Rev. E 66(6), 062,902 (2002). doi:10.1103/PhysRevE.66.062902
Klimesch, W.: EEG alpha and theta oscillations reflect cognitive and memory performance: a review and analysis. Brain Res. Rev. 29(2–3), 169–195 (1999)
Liu, K.K.L., Bartsch, R.P., Lin, A., Mantegna, R.N., Ivanov, P.C.: Plasticity of brain wave network interactions and evolution across physiologic states. Front. Neural Circuits 9, 62 (2015). doi:10.3389/fncir.2015.00062
Liu, K.K.L., Bartsch, R.P., Ma, Q.D.Y., Ivanov, P.Ch.: Major component analysis of dynamic networks of physiologic organ interactions. J. Phys.: Conf. Ser. 640(1), 012,013 (2015). http://dx.doi.org/10.1088/1742-6596/640/1/012013, http://stacks.iop.org/1742-6596/640/i=1/a=012013
Lin, A., Liu, K.K.L., Bartsch, R.P., Ivanov, P.C.: Delay-correlation landscape reveals characteristic time delays of brain rhythms and heart interactions. Philos. Trans. R. Soc. A: Math. Phys. Eng. Sci. 374(2067), 20150,182 (2016). doi:10.1098/rsta.2015.0182
Long, X., Arends, J.B., Aarts, R.M., Haakma, R., Fonseca, P., Rolink, J.: Time delay between cardiac and brain activity during sleep transitions. Appl. Phys. Lett. 106(14), 143,702 (2015). doi:10.1063/1.4917221
McCraty, R., Atkinson, M., Tomasino, D., Bradley, R.T.: The coherent heart: heart-brain interactions, psychophysiological coherence, and the emergence of system-wide order. Integral Rev. 5(2), 10–115 (2009)
Pikovsky, A.S., Rosenblum, M.G., Kurths, J.: Synchronization: A Universal Concept in Nonlinear Sciences. Cambridge University Press, Cambridge (2001)
Piper, D., Schiecke, K., Pester, B., Benninger, F., Feucht, M., Witte, H.: Time-variant coherence between heart rate variability and EEG activity in epileptic patients: an advanced coupling analysis between physiological networks. New J. Phys. 16(11), 115,012 (2014)
Rechtschaffen, A., Kales, A.: A manual of standardized terminology, techniques and scoring system for sleep stages of human subjects. US Department of Health, Education, and Welfare, Bethesda, MD (1968)
Rosenblum, M.G., Pikovsky, A.S., Kurths, J.: Phase synchronization of chaotic oscillators. Phys. Rev. Lett. 76(11), 1804–1807 (1996)
Rosenblum, M.G., Pikovsky, A.S., Kurths, J.: From phase to lag synchronization in coupled chaotic oscillators. Phys. Rev. Lett. 78(22), 4193–4196 (1997). doi:10.1103/PhysRevLett.78.4193
Schmitt, D.T., Stein, P.K., Ivanov, P.Ch.: Stratification pattern of static and scale-invariant dynamic measures of heartbeat fluctuations across sleep stages in young and elderly. IEEE Trans. Biomed. Eng. 56(5), 1564–1573 (2009). doi:10.1109/TBME.2009.2014819
Schumann, A.Y., Bartsch, R.P., Penzel, T., Ivanov, P.Ch., Kantelhardt, J.W.: Aging effects on cardiac and respiratory dynamics in healthy subjects across sleep stages. Sleep 33(7), 943–955 (2010)
Song, L.Z., Schwartz, G.E., Russek, L.G.: Heart-focused attention and heart-brain synchronization: energetic and physiological mechanisms. Altern. Ther. Health Med. 4(5), 44–52, 54–60, 62 (1998)
Stankovski, T., Ticcinelli, V., McClintock, P.V.E., Stefanovska, A.: Coupling functions in networks of oscillators. New J. Phys. 17, 035,002 (2015)
Stramaglia, S., Cortes, J.M., Marinazzo, D.: Synergy and redundancy in the granger causal analysis of dynamical networks. New J. Phys. 16, 105,003 (2014)
Tanaka, H., Hayashi, M., Hori, T.: Topographical characteristics and principal component structure of the hypnagogic EEG. Sleep 20(7), 523–534 (1997)
Valenza, G., Greco, A., Gentili, C., Lanata, A., Sebastiani, L., Menicucci, D., Gemignani, A., Scilingo, E.P.: Combining electroencephalographic activity and instantaneous heart rate for assessing brain-heart dynamics during visual emotional elicitation in healthy subjects. Philos. Trans. R. Soc. A 374, 20150176 (2016)
Valenza, G., Toschi, N., Barbieri, R.: Uncovering brain-heart information through advanced signal and image processing. Philos. Trans. R. Soc. A 374, 20160020 (2016)
Xu, L., Chen, Z., Hu, K., Stanley, H.E., Ivanov, P.Ch.: Spurious detection of phase synchronization in coupled nonlinear oscillators. Phys. Rev. E 73(6 Pt 2), 065,201 (2006)
Acknowledgements
We acknowledge support from W.M. Keck Foundation, National Institutes of Health (NIH Grant 1R01- HL098437), the Office of Naval Research (ONR Grant 000141010078), the US-Israel Binational Science Foundation (BSF Grant 2012219), EC-FP7 Marie Curie Fellowship (IIF 628159).
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Ivanov, P.C., Liu, K.K.L., Lin, A., Bartsch, R.P. (2017). Network Physiology: From Neural Plasticity to Organ Network Interactions. In: Mantica, G., Stoop, R., Stramaglia, S. (eds) Emergent Complexity from Nonlinearity, in Physics, Engineering and the Life Sciences. Springer Proceedings in Physics, vol 191. Springer, Cham. https://doi.org/10.1007/978-3-319-47810-4_12
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