Nonlinear Complexity and Spectral Analyses of Heart Rate Variability in Medicated and Unmedicated Patients with Schizophrenia1
Open accessAbstract
Objective: Heart rate variability (HRV) reflects functioning of the autonomic nervous system and possibly also regulation by the neural limbic system, abnormalities of which have both figured prominently in various etiological models of schizophrenia, particularly those that address patients’ vulnerability to stress in connection to psychosis onset and exacerbation. This study provides data on cardiac functioning in a sample of schizophrenia patients that were either medication free or on atypical antipsychotics, as well as cardiac data on matched healthy controls. We included a medication-free group to investigate whether abnormalities in HRV previously reported in the literature and associated with atypical antipsychotics were solely the effect of medications or whether they might be a feature of the illness (or psychosis) itself. Method: We collected 24-hour ECGs on 19 patients and 24 controls. Of the patients, 9 were medication free and 10 were on atypical antipsychotics. All subject groups were matched for age and gender. Patient groups showed equivalent symptom severity and type, as well as duration of illness. We analyzed the data using nonlinear complexity (symbolic dynamic) HRV analyses as well as standard and relative spectral analyses. Results: For the medication-free patients as compared to the healthy controls, our data show decreased R–R intervals during sleep, and abnormal suppression of all frequency ranges, but particularly the low frequency range, which persisted even after adjusting the spectral data for the mean R–R interval. This effect was exacerbated for patients on atypical antipsychotics. Likewise, nonlinear complexity analysis showed significantly impaired HRV for medication-free patients that was exacerbated in the patients on atypical antipsychotics. Conclusions: Altogether, the data suggest a pattern of significantly decreased cardiac vagal function of patients with schizophrenia as compared to healthy controls, apart from and beyond any differences due to medication side effects. The data additionally confirm earlier reports of a deleterious effect of atypical antipsychotics on HRV, which may exacerbate an underlying vulnerability in patients. These results support previous evidence that autonomic abnormalities may be a core feature of the illness (or psychosis), and that an even more conservative approach to cardiac risk in schizophrenia than previously thought may therefore be clinically appropriate.
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Patients with schizophrenia have relatively preserved sympathetic functioning and do not differ significantly from healthy controls.
“Consistent with the findings of several previous studies31–34, these results imply that patients with SCZ have relatively preserved sympathetic functioning and do not differ significantly with HCs.”
From Autonomic nervous system dysfunction in schizophrenia: impact on cognitive and metabolic health (2021) · cites this paper as [31]
The Conclusions (page not available) report no significant between-group differences in LF/HF ratios, supporting a narrower claim about that measure. They also report reduced sympathetic inhibition during sleep in patients, while the Results find significant differences in nearly all cardiac variables. The paper therefore does not establish broadly preserved sympathetic functioning or an overall absence of differences from healthy controls. (LLM, conf=0.85)
Experimental — accuracy not yet measuredOne study found no association between HRV and any of the symptom domains of schizophrenia, as assessed by the PANSS.
“Only one study was identified that provided contradictory results, indicating no association between HRV and any of the symptom domains of SCZ, as assessed by the PANSS31.”
From Autonomic nervous system dysfunction in schizophrenia: impact on cognitive and metabolic health (2021) · cites this paper as [31]
The Results (page not provided) say cardiac variables were unrelated to several specific PANSS-described symptoms. But they also report a trend toward an association for suspiciousness and feelings of persecution, so the unqualified claim of no association with any symptom domain overstates the finding. (LLM, conf=0.86)
Experimental — accuracy not yet measured
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Cites
The Positive and Negative Syndrome Scale (PANSS) for schizophrenia.
Kay, S. R., Fiszbein, A., & Opler, L. A. (1987) · Schizophrenia Bulletin · doi:10.1093/schbul/13.2.261 · Cited by 21,378 · see citing works
Akselrod, S., Gordon, D., Ubel, F. A., Shannon, D. C., Berger, A. C., & Cohen, R. J. (1981) · Science · doi:10.1126/science.6166045 · Cited by 5,079 · see citing works
Diagnostic Interview for Genetic Studies
Nürnberger, J. I. (1994) · Archives of General Psychiatry · doi:10.1001/archpsyc.1994.03950110009002 · Cited by 2,066 · see citing works
Impact of Reduced Heart Rate Variability on Risk for Cardiac Events: The Framingham Heart Study
Tsuji, H., Larson, M. G., Venditti, F. J., Manders, E. S., Evans, J. C., Feldman, C. L., & Levy, D. (1996) · Circulation · doi:10.1161/01.cir.94.11.2850 · Cited by 1,762 · see citing works
Frequency domain measures of heart period variability and mortality after myocardial infarction
Bigger, J. T., Fleiss, J. L., Steinman, R. C., Rolnitzky, L. M., Kleiger, R. E., & Rottman, J. N. (1992) · Circulation · doi:10.1161/01.cir.85.1.164 · Cited by 1,712 · see citing works
Pagani, M., Montano, N., Porta, A., Malliani, A., Abboud, F. M., Birkett, C. L., & Somers, V. K. (1997) · Circulation · doi:10.1161/01.cir.95.6.1441 · Cited by 876 · see citing works
QTc-interval abnormalities and psychotropic drug therapy in psychiatric patients
Reilly, J., Ayis, S., Ferrier, I., Jones, S., & Thomas, S. (2000) · The Lancet · doi:10.1016/s0140-6736(00)02035-3 · Cited by 602 · see citing works
Voss, A., Kurths, J., Kleiner, H. J., Witt, A., Wessel, N., Saparin, P. I., Osterziel, K. J., Schurath, R., & Dietz, R. (1996) · Cardiovascular Research · doi:10.1016/s0008-6363(96)00008-9 · Cited by 474 · see citing works
Quantitative analysis of heart rate variability
Kurths, J., Voss, A., Saparin, P. I., Witt, A., Kleiner, H. J., & Wessel, N. (1995) · Chaos An Interdisciplinary Journal of Nonlinear Science · doi:10.1063/1.166090 · Cited by 473 · see citing works
Developmental Processes in Schizophrenic Disorders: Longitudinal Studies of Vulnerability and Stress
Nuechterlein, K. H., Dawson, M. E., Gitlin, M. J., Ventura, J., Goldstein, M. J., Snyder, K. S., Yee, C. M., & Mintz, J. (1992) · Schizophrenia Bulletin · doi:10.1093/schbul/18.3.387 · Cited by 467 · see citing works
The Emanuel Miller Memorial Lecture 1991
Gillberg, C. (1992) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.1992.tb01959.x · Cited by 409 · see citing works
Clinical Implications of Present Physiological Understanding of HRV Components
Lombardi, F. (2002) · Cardiac Electrophysiology Review · doi:10.1023/a:1016329008921 · Cited by 199 · see citing works
Screen for child anxiety-related emotional disorders (SCARED): Convergent and divergent validity
Monga, S., Birmaher, B. B., Chiappetta, L., Brent, D. A., Kaufman, J., Bridge, J. A., & Cully, M. (2000) · Depression and Anxiety · doi:10.1002/1520-6394(2000)12:2 · Cited by 195 · see citing works
Self-citationTandon, R., Mazzara, C., DeQuardo, J., Craig, K. A., Meador-Woodruff, J. H., Goldman, R., & Greden, J. F. (1991) · Biological Psychiatry · doi:10.1016/0006-3223(91)90353-n · Cited by 168 · see citing works
Agelink, M. W., Majewski, T., Wurthmann, C., Lukas, K., Ullrich, H., Linka, T., & Klieser, E. (2001) · Journal of Clinical Psychopharmacology · doi:10.1097/00004714-200102000-00003 · Cited by 166 · see citing works
Predictors of Relapse and Rehospitalization in Schizophrenia and Schizoaffective Disorder
Doering, S., Muller, E., Köpcke, W., Pietzcher, A., Gäebel, W., Linden, M., Muller, P., Müller-Spahn, F., Tegeler, J., & Schüßler, G. (1998) · Schizophrenia Bulletin · doi:10.1093/oxfordjournals.schbul.a033316 · Cited by 165 · see citing works
The imbalanced brain: from normal behavior to schizophrenia
Grossberg, S. (2000) · Biological Psychiatry · doi:10.1016/s0006-3223(00)00903-3 · Cited by 152 · see citing works
Sleep in psychiatric disorders
Benca, R. M. (1996) · Neurologic Clinics · doi:10.1016/s0733-8619(05)70283-8 · Cited by 139 · see citing works
Czekalla, J., Beasley, C. M., Dellva, M. A., Berg, P. H., & Grundy, S. L. (2001) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v62n0310 · Cited by 121 · see citing works
The influence of psychotic states on the autonomic nervous system in schizophrenia
Toichi, M., Kubota, Y., Murai, T., Kamio, Y., Sakihama, M., Toriuchi, T., Inakuma, T., Sengoku, A., & Miyoshi, K. (1999) · International Journal of Psychophysiology · doi:10.1016/s0167-8760(98)00047-6 · Cited by 118 · see citing works
Decreased heart-period variability in patients with panic disorder: a study of Holter ECG records
Yeragani, V. K., Sobolewski, E., Igel, G., Johnson, C., Jampala, V. C., Kay, J., Hillman, N., Yeragani, S., & Vempati, S. (1998) · Psychiatry Research · doi:10.1016/s0165-1781(97)00136-4 · Cited by 106 · see citing works
Self-citationCardiac safety parameters of olanzapine: comparison with other atypical and typical antipsychotics.
Czekalla, J., Kollack‐Walker, S., & Beasley, C. M. (2001) · PubMed · Cited by 77 · see citing works
BERNSTEIN, A. S., TAYLOR, K. W., STARKEY, P., JUNI, S., LUBOWSKY, J., & PALEY, H. (1981) · The Journal of Nervous and Mental Disease · doi:10.1097/00005053-198108000-00007 · Cited by 76 · cited 1× · see citing works
“For example, up to 50% of schizophrenia patient samples show abnormalities in pupil reactivity [15], electrodermal activity [16,17], and orienting responses to novel stimuli [18].”
BackgroundBrain-heart connection and the risk of heart attack
Singh, R. B., Kartik, C., Otsuka, K., Pella, D., & Pella, J. (2002) · Biomedicine & Pharmacotherapy · doi:10.1016/s0753-3322(02)00300-1 · Cited by 72 · see citing works
Lindström, L. (1996) · Neuropsychopharmacology · doi:10.1016/0893-133x(95)00201-n · Cited by 42 · see citing works
What does electrodermal activity tell us about prognosis in the schizophrenia spectrum?
Dawson, M. E., & Schell, A. M. (2002) · Schizophrenia Research · doi:10.1016/s0920-9964(01)00355-3 · Cited by 42 · see citing works
Effects of olanzapine and clozapine upon pulse rate variability
Müeck‐Weymann, M., Rechlin, T., Ehrengut, F., Rauh, R., Acker, J. G., Dittmann, R., Czekalla, J., Joraschky, P., & Musselman, D. L. (2002) · Depression and Anxiety · doi:10.1002/da.10037 · Cited by 42 · see citing works
Okada, T., Toichi, M., & Sakihama, M. (2003) · Journal of Clinical Psychopharmacology · doi:10.1097/01.jcp.0000088901.24613.b8 · Cited by 37 · see citing works
Rechlin, T., Beck, G., Weis, M., & Kaschka, W. P. (1998) · Psychopharmacology · doi:10.1007/s002130050520 · Cited by 34 · see citing works
The Emanuel Miller Memorial Lecture 1987 Childhood Markers for Adult Disorders
Venables, P. H. (1989) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.1989.tb00251.x · Cited by 26 · see citing works
Are Cognitive Symptoms of Schizophrenia Mediated by Abnormalities in Emotional Arousal?
Mujica-Parodi, L. R., Corcoran, C. M., Greenberg, T., Sackeïm, H. A., & Malaspina, D. (2002) · CNS Spectrums · doi:10.1017/s1092852900022276 · Cited by 26 · see citing works
Self-citationProdromal Symptoms of Relapse in Schizophrenic Outpatients: Retrospective and Prospective Study
Henmi, Y. (1993) · Psychiatry and Clinical Neurosciences · doi:10.1111/j.1440-1819.1993.tb01824.x · Cited by 22 · see citing works
[Heart rate variability in schizophrenic patients treated with antipsychotic agents].
Cohen, H., Loewenthal, U., Matar, M., & Kotler, M. (2001) · PubMed · Cited by 10 · see citing works
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Research works printed but not linked: 1
- Yeragani VK, Nadella R, Hinze B, Yeragani S, Jampala VC: Nonlinear measures of heart peri- od variability: Decreased measures of symbolic dynamics in patients with panic disorder. De- press Anxiety 2000;12:67-77.
Cited by
Sorted by citations
Alvares, G. A., Quintana, D. S., Hickie, I. B., & Guastella, A. J. (2016) · Journal of Psychiatry and Neuroscience · doi:10.1503/jpn.140217 · Cited by 503 · see citing works
Clamor, A., Lincoln, T. M., Thayer, J. F., & Koenig, J. (2016) · British Journal of Psychiatry · doi:10.1192/bjp.bp.114.160762 · Cited by 167 · see citing works
Non-linear complexity measures of heart rate variability in acute schizophrenia
Bär, K., Boettger, M. K., Koschke, M., Schulz, S., Chokka, P. R., Yeragani, V. K., & Voss, A. (2007) · Clinical Neurophysiology · doi:10.1016/j.clinph.2007.06.012 · Cited by 149 · see citing works
Self-citationIs mental illness complex? From behavior to brain
Yang, A. C., & Tsai, S. (2012) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2012.09.015 · Cited by 118 · see citing works
Actigraphic Assessment of Motor Activity in Acutely Admitted Inpatients with Bipolar Disorder
Krane‐Gartiser, K., Henriksen, T. E. G., Morken, G., Vaaler, A., & Fasmer, O. B. (2014) · PLoS ONE · doi:10.1371/journal.pone.0089574 · Cited by 112 · see citing works
Mitchell, A. J., & Lawrence, D. M. (2011) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.109.076950 · Cited by 111 · see citing works
Altered diurnal autonomic variation and reduced vagal information flow in acute schizophrenia
Boettger, S., Hoyer, D., Falkenhahn, K., Kaatz, M., Yeragani, V., & Bär, K. (2006) · Clinical Neurophysiology · doi:10.1016/j.clinph.2006.08.009 · Cited by 109 · see citing works
Self-citationHeiss, S., Vaschillo, B., Vaschillo, E. G., Timko, C. A., & Hormes, J. M. (2020) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2020.12.004 · Cited by 107 · see citing works
Heart rate variability and vagal tone in schizophrenia: A review
Montaquila, J. M., Trachik, B. J., & Bedwell, J. S. (2015) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2015.07.025 · Cited by 100 · see citing works
Autonomic nervous system dysfunction in schizophrenia: impact on cognitive and metabolic health
Stogios, N., Gdanski, A., Gerretsen, P., Chintoh, A. F., Graff-Guerrero, A., Rajji, T. K., Remington, G., Hahn, M. K., & Agarwal, S. M. (2021) · npj Schizophrenia · doi:10.1038/s41537-021-00151-6 · Cited by 98 · see citing works
van Venrooij, J. A. E. M., Fluitman, S. B. A. H. A., Lijmer, J. G., Kavelaars, A., Heijnen, C. J., Westenberg, H. G. M., Kahn, R. S., & Wied, C. C. G. (2010) · Schizophrenia Bulletin · doi:10.1093/schbul/sbq062 · Cited by 96 · see citing works
Mujica-Parodi, L. R., Korgaonkar, M. S., Ravindranath, B., Greenberg, T., Tomasi, D. G., Wagshul, M. E., Ardekani, B. A., Guilfoyle, D. N., Khan, S., Zhong, Y., et al. (2007) · Human Brain Mapping · doi:10.1002/hbm.20483 · Cited by 91 · see citing works
Self-citationByun, S., Kim, A. Y., Jang, E. H., Kim, S., Choi, K. W., Yu, H. Y., & Jeon, H. J. (2019) · Technology and Health Care · doi:10.3233/thc-199037 · Cited by 81 · see citing works
Jung, W., Jang, K.-I., & Lee, S.-H. (2019) · Clinical Psychopharmacology and Neuroscience · doi:10.9758/cpn.2019.17.4.459 · Cited by 81 · see citing works
Bär, K.-J. (2015) · Frontiers in Neurology · doi:10.3389/fneur.2015.00139 · Cited by 71 · see citing works
Tolkunov, D., Rubin, D., & Mujica-Parodi, L. R. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.12.021 · Cited by 68 · see citing works
Self-citationKimhy, D., Delespaul, P., Ahn, H., Cai, S., Shikhman, M., Lieberman, J. A., Malaspina, D., & Sloan, R. P. (2009) · Schizophrenia Bulletin · doi:10.1093/schbul/sbp028 · Cited by 66 · see citing works
Self-citationAutonomic nervous system activity and psychiatric severity in schizophrenia
Fujibayashi, M., Matsumoto, T., Kishida, I., Kimura, T., Ishii, C., Ishii, N., & Moritani, T. (2009) · Psychiatry and Clinical Neurosciences · doi:10.1111/j.1440-1819.2009.01983.x · Cited by 65 · see citing works
Differential pattern of heart rate variability in patients with schizophrenia
Chang, J. S., Yoo, C. S., Yi, S. H., Hong, K. H., Oh, H. S., Hwang, J. Y., Kim, S.-G., Ahn, Y. M., & Kim, Y. S. (2009) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2009.05.004 · Cited by 65 · see citing works
Quintana, D. S., Kemp, A. H., Alvares, G. A., & Guastella, A. J. (2013) · Frontiers in Neuroscience · doi:10.3389/fnins.2013.00048 · Cited by 61 · see citing works
The Phrenic Component of Acute Schizophrenia – A Name and Its Physiological Reality
Bär, K., Rachow, T., Schulz, S., Bassarab, K., Haufe, S., Berger, S., Koch, K., & Voss, A. (2012) · PLoS ONE · doi:10.1371/journal.pone.0033459 · Cited by 58 · see citing works
Dose-dependent effect of antipsychotic drugs on autonomic nervous system activity in schizophrenia
Iwamoto, Y., Kawanishi, C., Kishida, I., Furuno, T., Fujibayashi, M., Ishii, C., Ishii, N., Moritani, T., Taguri, M., & Hirayasu, Y. (2012) · BMC Psychiatry · doi:10.1186/1471-244x-12-199 · Cited by 56 · see citing works
Dikeçligil, G. N., & Mujica-Parodi, L. R. (2010) · Biological Psychiatry · doi:10.1016/j.biopsych.2010.02.001 · Cited by 55 · see citing works
Self-citationRaugh, I. M., Chapman, H. C., Bartolomeo, L. A., Gonzalez, C., & Strauss, G. P. (2019) · Psychological Assessment · doi:10.1037/pas0000651 · Cited by 53 · see citing works
Heart Rate Variability, Homeostasis, and Brain Function
Riganello, F., Garbarino, S., & Sannita, W. G. (2012) · Journal of Psychophysiology · doi:10.1027/0269-8803/a000080 · Cited by 52 · see citing works
Aubert, A. E., Verheyden, B., Beckers, F., Tack, J., & Vandenberghe, J. (2009) · Neuropsychobiology · doi:10.1159/000239686 · Cited by 53 · see citing works
Ostermann, S., Herbsleb, M., Schulz, S., Donath, L., Berger, S., Eisenträger, D., Siebert, T., Müller, H.-J., Puta, C., Voss, A., et al. (2012) · Schizophrenia Bulletin · doi:10.1093/schbul/sbs085 · Cited by 48 · see citing works
Schulz, S., Tupaika, N., Berger, S., Haueisen, J., Bär, K., & Voss, A. (2013) · Physiological Measurement · doi:10.1088/0967-3334/34/8/883 · Cited by 48 · see citing works
Rachow, T., Berger, S., Boettger, M. K., Schulz, S., Guinjoan, S. M., Yeragani, V. K., Voss, A., & Bär, K. (2011) · Psychophysiology · doi:10.1111/j.1469-8986.2011.01210.x · Cited by 47 · see citing works
Self-citationFasmer, O. B., Mjeldheim, K., Førland, W., Hansen, A. L., Syrstad, V. E. G., Oedegaard, K. J., & Berle, J. Ø. (2016) · BMC Psychiatry · doi:10.1186/s12888-016-0993-4 · Cited by 46 · see citing works
Changes in heart rate dynamics of patients with schizophrenia treated with risperidone
Chang, J. S., Yoo, C. S., Yi, S. H., Hong, K. H., Lee, Y.-S., Oh, H. S., Jung, D. C., Kim, Y. S., & Ahn, Y. M. (2010) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2010.04.017 · Cited by 43 · see citing works
Beat-to-beat heart rate and QT interval variability in first episode neuroleptic-naive psychosis
Jindal, R. D., Keshavan, M. S., Eklund, K. E., Stevens, A., Montrose, D. M., & Yeragani, V. K. (2009) · Schizophrenia Research · doi:10.1016/j.schres.2009.06.003 · Cited by 42 · see citing works
Self-citationIeda, M., Miyaoka, T., Wake, R., Liaury, K., Tsuchie, K., Fukushima, M., Araki, T., Ezoe, S., Inagaki, T., & Horiguchi, J. (2014) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-013-0411-6 · Cited by 41 · see citing works
Cardiac risk and schizophrenia
Jindal, R. D., MacKenzie, E. M., Baker, G. B., & Yeragani, V. K. (2005) · Journal of Psychiatry and Neuroscience · doi:10.1139/jpn.0550 · Cited by 40 · see citing works
Self-citationAnalyses of Heart Rate, Respiration and Cardiorespiratory Coupling in Patients with Schizophrenia
Schulz, S., Bär, K., & Voss, A. (2015) · Entropy · doi:10.3390/e17020483 · Cited by 38 · see citing works
Lossius, M. I., Erikssen, J., Mowinckel, P., Gulbrandsen, P., & Gjerstad, L. (2007) · European Journal of Neurology · doi:10.1111/j.1468-1331.2007.01863.x · Cited by 37 · see citing works
Akar, S. A., Kara, S., Latifoğlu, F., & Bilgiç, V. (2015) · Journal of Clinical Monitoring and Computing · doi:10.1007/s10877-014-9580-8 · Cited by 35 · see citing works
Chung, M.-S., Yang, A. C., Lin, Y.-C., Lin, C.-N., Chang, F.-R., Shen, S.-H., Ouyang, W.-C., Loh, E.-W., & Chiu, H.-J. (2013) · Psychiatry Research · doi:10.1016/j.psychres.2013.07.034 · Cited by 34 · see citing works
Peupelmann, J., Quick, C., Berger, S., Hocke, M., Tancer, M. E., Yeragani, V. K., & Bär, K. (2009) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2009.07.007 · Cited by 33 · see citing works
Self-citationA Systems Approach to Prefrontal-Limbic Dysregulation in Schizophrenia
Rǎdulescu, A., & Mujica-Parodi, L. R. (2008) · Neuropsychobiology · doi:10.1159/000151731 · Cited by 31 · see citing works
Self-citationBirkhofer, A., Geissendoerfer, J., Alger, P., Mueller, A., Rentrop, M., Strubel, T., Leucht, S., Förstl, H., Bär, K., & Schmidt, G. P. (2011) · European Psychiatry · doi:10.1016/j.eurpsy.2011.06.010 · Cited by 30 · see citing works
Heart rate variability in the subsyndromal depressive phase of bipolar disorder
Lee, J., Kim, B., Hong, Y., & Joo, Y. H. (2012) · Psychiatry and Clinical Neurosciences · doi:10.1111/j.1440-1819.2012.02335.x · Cited by 30 · see citing works
Power spectrum scale invariance identifies prefrontal dysregulation in paranoid schizophrenia
Rǎdulescu, A., Rubin, D., Strey, H. H., & Mujica-Parodi, L. R. (2011) · Human Brain Mapping · doi:10.1002/hbm.21309 · Cited by 28 · see citing works
Self-citationRelationship between heart rate variability and the severity of psychotic symptoms in schizophrenia
Kim, J.-H., Ann, J.-H., & Lee, J. (2011) · Acta Neuropsychiatrica · doi:10.1111/j.1601-5215.2011.00549.x · Cited by 24 · see citing works
Heart Rate Variability in Schizophrenia and Autism
Haigh, S. M., Walford, T. P., & Brosseau, P. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.760396 · Cited by 25 · see citing works
Mujica-Parodi, L. R., Cha, J., & Gao, J. (2017) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2017.00018 · Cited by 23 · see citing works
Self-citationNetwork connectivity modulates power spectrum scale invariance
Rǎdulescu, A., & Mujica-Parodi, L. R. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.12.001 · Cited by 23 · see citing works
Self-citationNardelli, M., Valenza, G., Cristea, I., Gentili, C., Cotet, C., David, D., Lanatá, A., & Scilingo, E. (2015) · Frontiers in Computational Neuroscience · doi:10.3389/fncom.2015.00037 · Cited by 26 · see citing works
Wang, Y.-C., Yang, C. C. H., Bai, Y., & Kuo, T. B. J. (2008) · Neuropsychobiology · doi:10.1159/000149818 · Cited by 23 · see citing works
A multi-etiology model of systemic degeneration in schizophrenia
Rǎdulescu, A. (2009) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2009.03.024 · Cited by 23 · see citing works
Palix, J., Akselrod, M., Cungi, C., Giuliani, F., & Favrod, J. (2017) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2017.00004 · Cited by 22 · see citing works
Chang, L., Lin, Y., Kuo, T. B. J., Chang, H.-C. W., Liu, C., Liu, C., Hwu, H., & Yang, C. C. H. (2011) · PLoS ONE · doi:10.1371/journal.pone.0026378 · Cited by 22 · see citing works
Effects of antipsychotic drugs on cardiovascular variability in participants with bipolar disorder
Linder, J. R., Sodhi, S. K., Haynes, W. G., & Fiedorowicz, J. G. (2014) · Human Psychopharmacology Clinical and Experimental · doi:10.1002/hup.2380 · Cited by 22 · see citing works
Mathewson, K. J., Jetha, M. K., Goldberg, J. O., & Schmidt, L. A. (2012) · Biological Psychology · doi:10.1016/j.biopsycho.2012.09.002 · Cited by 22 · see citing works
Vakalopoulos, C. (2006) · Medical Hypotheses · doi:10.1016/j.mehy.2006.07.018 · Cited by 21 · see citing works
Suvisaari, J., Perälä, J., Saarni, S. I., Kattainen, A., Lönnqvist, J. K., & Reunanen, A. (2009) · Psychiatry Research · doi:10.1016/j.psychres.2008.07.021 · Cited by 19 · see citing works
QT Is Longer in Drug-Free Patients with Schizophrenia Compared with Age-Matched Healthy Subjects
Fujii, K., Ozeki, Y., Okayasu, H., Takano, Y., Shinozaki, T., Hori, H., Orui, M., Horie, M., Kunugi, H., & Shimoda, K. (2014) · PLoS ONE · doi:10.1371/journal.pone.0098555 · Cited by 19 · see citing works
Altered Heart Rate Variability in Patients With Schizophrenia During an Autonomic Nervous Test
Liu, Y., Huang, Y., Zhou, J., Li, G., Chen, J., Xiang, Z., Wu, F., & Wu, K. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.626991 · Cited by 18 · see citing works
A Potential Interface between the Kynurenine Pathway and Autonomic Imbalance in Schizophrenia
Büki, A., Kékesi, G., Horváth, G., & Vécsei, L. (2021) · International Journal of Molecular Sciences · doi:10.3390/ijms221810016 · Cited by 17 · see citing works
A common variation in HCN1 is associated with heart rate variability in schizophrenia
Refisch, A., Chung, H., Komatsuzaki, S., Schumann, A., Mühleisen, T. W., Nöthen, M. M., Hübner, C. A., & Bär, K. (2020) · Schizophrenia Research · doi:10.1016/j.schres.2020.11.017 · Cited by 17 · see citing works
Kim, J., Yi, S. H., Lee, J.-Y., & Kim, Y. S. (2012) · Journal of Clinical Psychopharmacology · doi:10.1097/jcp.0b013e31827d14e3 · Cited by 16 · see citing works
Harris, A. (2017) · Medicine Science and the Law · doi:10.1177/0025802417708948 · Cited by 15 · see citing works
Fendrich, S. J., Koralnik, L. R., Bonner, M., Goetz, D. M., Joe, P., Lee, J. J., Mueller, B. R., Robinson‐Papp, J., Gonen, O., Clemente, J. C., et al. (2022) · Psychiatry Research · doi:10.1016/j.psychres.2022.114526 · Cited by 15 · see citing works
Self-citationOlejarczyk, E. (2007) · Conference proceedings · doi:10.1109/iembs.2007.4353063 · Cited by 15 · see citing works
Kim, J., Yi, S. H., Ahn, Y. M., Lee, K. Y., Yang, S. A., & Kim, Y. S. (2009) · Psychiatry Investigation · doi:10.4306/pi.2009.6.4.294 · Cited by 13 · see citing works
Rǎdulescu, A. R., & Mujica-Parodi, L. (2009) · Psychiatry Research · doi:10.1016/j.pscychresns.2009.04.017 · Cited by 14 · see citing works
Self-citationHeart rate variability in patients with psychiatric disorders from adolescence to adulthood
Zhang, T., Zhou, L., Wei, Y., Tang, X., Gao, Y., Hu, Y., Xu, L., Chen, T., Liu, H., Li, C., et al. (2023) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2023.08.002 · Cited by 12 · see citing works
Miyauchi, M., Kishida, I., Suda, A., Shiraishi, Y., Hattori, S., Fujibayashi, M., Taguri, M., Ishii, C., Ishii, N., Moritani, T., et al. (2016) · Neuropsychobiology · doi:10.1159/000452770 · Cited by 12 · see citing works
Fredriksen, M., Egeland, J., Haavik, J., & Fasmer, O. B. (2019) · Journal of Attention Disorders · doi:10.1177/1087054719829822 · Cited by 11 · see citing works
Schizophrenia--a parameters' game?
Rǎdulescu, A. R. (2007) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2008.05.009 · Cited by 13 · see citing works
Stavrinou, M., Sakellaropoulos, G. C., Trachani, E., Sirrou, V., Polychronopoulos, P., Nikiforidis, G. C., & Chroni, E. (2014) · Biomedical Signal Processing and Control · doi:10.1016/j.bspc.2014.03.002 · Cited by 10 · see citing works
Symptomatic psychosis risk and physiological fluctuation in functional MRI data
Saarinen, A. I. L., Lieslehto, J., Kiviniemi, V. J., Häkli, J., Tuovinen, T., Hintsanen, M., & Veijola, J. M. (2019) · Schizophrenia Research · doi:10.1016/j.schres.2019.11.029 · Cited by 10 · see citing works
Social cognition and functional outcome in schizophrenia: The moderating role of cardiac vagal tone.
Hamilton, H., Sun, J. C., Green, M. F., Kee, K. S., Lee, J., Sergi, M. J., Sholty, G. L., Mathis, K. I., Jetton, C., Williams, T. J., et al. (2014) · Journal of Abnormal Psychology · doi:10.1037/a0037813 · Cited by 10 · see citing works
Bahlinger, K., Lincoln, T. M., & Clamor, A. (2022) · Schizophrenia Bulletin · doi:10.1093/schbul/sbac097 · Cited by 9 · see citing works
Early Signs of Schizophrenia and Autonomic Nervous System Dysregulation: A Literature Review.
Guccione, C., di Scalea, G. L., Ambrosecchia, M., Terrone, G., Cesare, G. D., Ducci, G., Schimmenti, A., & Caretti, V. (2019) · PubMed Central · Cited by 9 · see citing works
Garyfalli, V., Kalisperakis, E., Smrynis, A., Lazaridi, M., Karantinos, T., Mantas, A., Filntisis, P. P., Efthymiou, N., Zlatintsi, A., Maragos, P. A., et al. (2025) · JMIR Mental Health · doi:10.2196/75774 · Cited by 7 · see citing works
Schulz, S., Bär, K., & Voss, A. (2012) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc.2012.6346761 · Cited by 7 · see citing works
Heart Rate Variability with Deep Breathing in Drug-Naïve Patients with Schizophrenia
Tai, Y. C., Lin, S., Chen, K. C., Lee, I. H., Chen, P. S., Lee, L.-T., Tsai, H. C., Yeh, T. L., & Yang, Y. K. (2020) · Applied Psychophysiology and Biofeedback · doi:10.1007/s10484-020-09489-6 · Cited by 6 · see citing works
Diminished neurocardiac dynamics associated with antipsychotic-induced extrapyramidal syndrome
Kim, J., Yi, S. H., Park, K. T., Ahn, Y. M., Lee, K. Y., Yang, S. A., & Kim, Y. S. (2005) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2005.11.003 · Cited by 6 · see citing works
The Cardiorespiratory Network in Healthy First-Degree Relatives of Schizophrenic Patients
Schulz, S., Haueisen, J., Bär, K., & Voss, A. (2020) · Frontiers in Neuroscience · doi:10.3389/fnins.2020.00617 · Cited by 5 · see citing works
Evaluating subjective domains of antipsychotic‐induced adverse effects using heart rate variability
Chang, J. S., Hwang, S. S., Yi, S. H., Kim, Y., Lee, Y. S., Kim, Y. S., & Jung, H. (2014) · Psychiatry and Clinical Neurosciences · doi:10.1111/pcn.12226 · Cited by 5 · see citing works
Assessing sympatho-vagal balance in schizophrenia through Tone-Entropy analysis
Khandoker, A. H., Fujibayashi, M., Moritani, T., & Palaniswami, M. S. (2010) · Computing in cardiology · Cited by 4 · see citing works
Chen, P., Tsai, S., & Chung, K. (2010) · Journal of Experimental & Clinical Medicine · doi:10.1016/s1878-3317(10)60028-9 · Cited by 3 · see citing works
Ernst, G. (2013) · Springer eBooks · doi:10.1007/978-1-4471-4309-3_4 · Cited by 3 · see citing works
Reinhard, J., Hayes‐Gill, B., Schiermeier, S., Hatzmann, W., Heinrich, T., Hüsken-Janßen, H., Herrmann, E. M., & Louwen, F. (2012) · Geburtshilfe und Frauenheilkunde · doi:10.1055/s-0031-1298399 · Cited by 3 · see citing works
Altered Heart Rate Variability During Rest in Schizophrenia: A State Marker
Datta, A., Choudhary, S., Soni, S., Misra, R., & Singh, K. (2023) · Cureus · doi:10.7759/cureus.44145 · Cited by 3 · see citing works
Perception and experience of musical emotions in schizophrenia
Keřková, B. (2018) · Psychology of Music · doi:10.1177/0305735618792427 · Cited by 2 · see citing works
Palix, J., Habersaat, S., Boonmann, C., Jansen, L. M. C., Schmeck, K., Fegert, J. M., Schmid, M., & Urben, S. (2023) · Journal of Criminal Justice · doi:10.1016/j.jcrimjus.2023.102112 · Cited by 2 · see citing works
Disturbances of Interoception in Schizophrenia – Focus on Neuroimaging
Kandilarova, S. (2024) · Journal of Psychophysiology · doi:10.1027/0269-8803/a000335 · Cited by 1 · see citing works
Iannotta, F., Iasevoli, F., Caiazza, C., Fornaro, M., Nolano, M., & de Bartolomeis, A. (2025) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2025.12.041 · Cited by 1 · see citing works
Samanta, P., Parida, B. B., Pattnaik, J. I., Das, R. C., Kumari, R., Parekh, V., Mishra, J., Sahoo, J., & Senapati, L. K. (2026) · Cureus · doi:10.7759/cureus.103778 · Cited by 1 · see citing works
Резников, М. К., & Покровский, М. В. (2008) · Кубанский научный медицинский вестник
271 – Schizophrenia – a parameters' game?
Rǎdulescu, A. (2008) · Schizophrenia Research · doi:10.1016/j.schres.2007.12.338
Schulz, S., Bar, K. J., & Voss, A. (2009) · World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany · doi:10.1007/978-3-642-03882-2_72
Ayad, O. (2016) · uO Research (University of Ottawa) · doi:10.20381/ruor-5979
Heart Rate Variability in Neuropsychiatric Disorders
Henry, B. L. (2012) · CRC Press eBooks · doi:10.1201/b12756-28
Cardiac Autonomic Dysfunction in Patients with Schizophrenia and Their Healthy Relatives
Bär, K., Schulz, S., & Voss, A. (2017) · CRC Press eBooks · doi:10.4324/9781315372921-16
Schizophrenia - a parameters' game?Preprint
Rǎdulescu, A. (2007) · arXiv (Cornell University) · doi:10.48550/arxiv.0709.0329
Quantifying the Dynamics of Central Systemic Degeneration in Schizophrenia
Rǎdulescu, A. (2011) · Springer eBooks · doi:10.1007/978-94-007-0837-2_8
- Authors
- Mujica-Parodi, L. R., Yeragani, V., & Malaspina, D.
- Affiliations
- Stony Brook University (US)
- Wayne State University (US)
- New York State Psychiatric Institute (US)
- Venue
- Neuropsychobiology
- Publisher
- S. Karger AG
- Published
- 2005
- Volume
- 51
- Issue
- 1
- Pages
- 10-15
- ISSN
- 0302-282X (ISSN-L)
- 1423-0224
- PMC
- PMC2983101
- OpenAlex
- W2096949188
- Cited by
- 107
- References
- 33
- Citations by year
- 2026: 1 · 2025: 4 · 2024: 1 · 2023: 3 · 2022: 2 · 2021: 4 · 2020: 4 · 2019: 6 · 2018: 1 · 2017: 5 · 2016: 5 · 2015: 4 · 2014: 8 · 2013: 7 · 2012: 11
- FWCI
- 2.18
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Neuropsychobiology (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (MH01699 K24, K24MH001699)
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Health Sciences › Medicine › Psychiatry and Mental health › Schizophrenia research and treatment
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac Health and Mental Health
- Keywords
- heart rate variability, schizophrenia, atypical antipsychotics, vagal function, autonomic nervous system, nonlinear complexity, symbolic dynamics, spectral analysis, heart disease risk, adverse drug reactions, sleep, psychosis
- MeSH terms
- Adult, Analysis of Variance, Demography, Electrocardiography, Female, Heart Rate, Humans, Male, Middle Aged, Schizophrenia, Spectrum Analysis, Antipsychotic Agents, Nonlinear Dynamics
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