RR Interval Variability Is Inversely Related to Inflammatory Markers: The CARDIA Study
Open accessAbstract
Recent evidence reveals that the immune system is under the direct control of the vagus nerve via the "cholinergic anti-inflammatory pathway." Stimulation of vagus nerve activity significantly inhibits cytokine levels in animal models, and cholinergic agents inhibit cytokine release by human macrophages. Moreover, when vagus nerve activity is decreased or absent, cytokines are overproduced. Atherosclerosis is an inflammatory disease characterized by elevated levels of CRP and IL-6, but the relationship between cardiac vagal activity and cytokine levels in healthy humans is not well understood. Here we measured RR interval variability, an index of cardiac vagal modulation, and CRP and IL-6 in 757 subjects participating in a subset of the year 15 data collection in the CARDIA study of the evolution of risk factors in young adults. Univariate analysis revealed that all indices of RRV were strongly and inversely related to IL-6 (log pg/mL b=-0.08 and -0.17 for HF and LF power, P<0.001 respectively) and CRP (log mg/L b=-0.14 and -0.26 for HF and LF power, P<0.001 respectively) levels. In the multivariate model including gender, race, age, smoking, physical activity, SBP, BMI, and disease, the inverse relationship between RRV and inflammatory markers, although slightly attenuated, remained significant. These findings are consistent with the hypothesis that diminished descending vagal anti-inflammatory signals can allow cytokine overproduction in humans.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Decreased parasympathetic nervous system activity has been associated with increased inflammation.
“decreased parasympathetic37”
From Association of depressive disorders, depression characteristics and antidepressant medication with inflammation (2012) · cites this paper as [37]
Chronic inflammation such as in rheumatoid arthritis is accompanied by vagal hypoactivity and sympathetic hyperactivity.
“However, chronic inflammation such as in RA is accompanied by vagal hypoactivity and sympathetic hyperactivity [108-110].”
From Interaction of the endocrine system with inflammation: a function of energy and volume regulation (2014) · cites this paper as [108]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
On the use of windows for harmonic analysis with the discrete Fourier transform
Harris, F. J. (1978) · Proceedings of the IEEE · doi:10.1109/proc.1978.10837 · Cited by 7,326 · see citing works
Tracey, K. J. (2002) · Nature · doi:10.1038/nature01321 · Cited by 3,728 · see citing works
Self-citationAssessment of autonomic function in humans by heart rate spectral analysis
Pomeranz, B., Macaulay, R. J., Caudill, M. A., Kutz, I., Adam, D., Gordon, D., Kilborn, K. M., Barger, A. C., Shannon, D. C., Cohen, R. J., et al. (1985) · American Journal of Physiology-Heart and Circulatory Physiology · doi:10.1152/ajpheart.1985.248.1.h151 · Cited by 2,876 · see citing works
Physiology and immunology of the cholinergic antiinflammatory pathway
Tracey, K. J. (2007) · Journal of Clinical Investigation · doi:10.1172/jci30555 · Cited by 1,563 · cited 1× · see citing works
“This, in turn, activates an opposing, efferent response via the cholinergic antiinflammatory pathway, which serves to inhibit inflammation and prevent damage (5,6).”
BackgroundSelf-citationCholinergic agonists inhibit HMGB1 release and improve survival in experimental sepsis
Wang, H., Liao, H., Ochani, M., Justiniani, M., Lin, X., Yang, L., Al-Abed, Y., Wang, H., Metz, C., Miller, E. J., et al. (2004) · Nature Medicine · doi:10.1038/nm1124 · Cited by 1,170 · see citing works
Self-citationMechanisms Underlying Very-Low-Frequency RR-Interval Oscillations in Humans
Taylor, J. A., Carr, D. L., Myers, C. W., & Eckberg, D. L. (1998) · Circulation · doi:10.1161/01.cir.98.6.547 · Cited by 660 · see citing works
New Drugs for Rheumatoid Arthritis
Olsen, N. J., & Stein, C. (2004) · New England Journal of Medicine · doi:10.1056/nejmra032906 · Cited by 632 · see citing works
Reduced Heart Rate Variability and New-Onset Hypertension
Singh, J. P., Larson, M. G., Tsuji, H., Evans, J. C., O’Donnell, C. J., & Levy, D. A. (1998) · Hypertension · doi:10.1161/01.hyp.32.2.293 · Cited by 561 · see citing works
Brunner, E. J., Hemingway, H., Walker, B. R., Page, M., Clarke, P., Juneja, M., Shipley, M. J., Kumari, M., Andrew, R., Seckl, J. R., et al. (2002) · Circulation · doi:10.1161/01.cir.0000038364.26310.bd · Cited by 539 · see citing works
Validity and Reliability of Short Physical Activity History
Jacobs, D. R., Hahn, L. P., Haskell, W. L., Pirie, P. L., & Sidney, S. (1989) · Journal of Cardiopulmonary Rehabilitation · doi:10.1097/00008483-198911000-00003 · Cited by 530 · see citing works
Self-citationHypertension, Blood Pressure, and Heart Rate Variability
Schroeder, E. B., Liao, D., Chambless, L. E., Prineas, R. J., Evans, G. W., & HEISS, G. M. (2003) · Hypertension · doi:10.1161/01.hyp.0000100444.71069.73 · Cited by 452 · see citing works
Sajadieh, A. (2004) · European Heart Journal · doi:10.1016/j.ehj.2003.12.003 · Cited by 393 · see citing works
An Approach to Artifact Identification: Application to Heart Period Data
Berntson, G. G., Quigley, K. S., Jang, J. F., & Boysen, S. T. (1990) · Psychophysiology · doi:10.1111/j.1469-8986.1990.tb01982.x · Cited by 392 · see citing works
Comparing Spectra of a Series of Point Events Particularly for Heart Rate Variability Data
de Boer, R. W., Karemaker, J. M., & STRACKEE, J. (1984) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.1984.325351 · Cited by 339 · see citing works
Liao, D., Carnethon, M. R., Evans, G. W., Cascio, W. E., & HEISS, G. M. (2002) · Diabetes · doi:10.2337/diabetes.51.12.3524 · Cited by 304 · see citing works
Cardiovascular risk factors in young adults
Cutter, G., Burke, G. L., Dyer, A. R., FRIEDMAN, G. D., Hilner, J. E., Hughes, G. H., Hulley, S. B., Jacobs, D. R., Liu, K., Manolio, T. A., et al. (1991) · Controlled Clinical Trials · doi:10.1016/0197-2456(91)90002-4 · Cited by 261 · see citing works
Self-citationAutoimmunity and Anti-TNF-α Agents
Atzeni, F., Turiel, M., CAPSONI, F., Doria, A., Meroni, P. L., & Sarzi‐Puttini, P. (2005) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1361.100 · Cited by 159 · see citing works
Infliximab for the treatment of rheumatoid arthritis
Blumenauer, B. B., Judd, M., Wells, G. A., Burls, A., Cranney, A., Hochberg, M. C., Tugwell, P., & Lopez-Olivo, M. A. (2002) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003785 · Cited by 128 · see citing works
Aronson, D., Mittleman, M. A., & Burger, A. J. (2001) · Journal of Cardiovascular Electrophysiology · doi:10.1046/j.1540-8167.2001.00294.x · Cited by 126 · see citing works
Inflammatory markers and heart rate variability in women with coronary heart disease
Janszky, I., Ericson, M. O., Lekander, M., Blom, M., Buhlin, K., Georgiades, A., & Ahnve, S. (2004) · Journal of Internal Medicine · doi:10.1111/j.1365-2796.2004.01403.x · Cited by 93 · see citing works
Effects of transdermal scopolamine on heart rate variability in normal subjects
Vybiral, T., Bryg, R. J., Maddens, M. E., Bhasin, S. S., Cronin, S. M., Boden, W. E., & Lehmann, M. H. (1990) · The American Journal of Cardiology · doi:10.1016/0002-9149(90)91038-8 · Cited by 89 · see citing works
Malave, H. A., Taylor, A. A., Jaggarao, N. S. V., Deswal, A. M., & Mann, D. L. (2003) · CHEST Journal · doi:10.1378/chest.123.3.716 · Cited by 84 · see citing works
Cardiovascular control and plasma catecholamines during rest and mental stress: effects of posture
Tulen, J. H. M., Boomsma, F., & ′TVELD, A. J. M. I. (1999) · Clinical Science · doi:10.1042/cs0960567 · Cited by 49 · see citing works
Jensen‐Urstad, M., Jensen‐Urstad, K., Ericson, M. O., et al. (1998) · Journal of Internal Medicine · doi:10.1046/joim.1998.243.1.33 · Cited by 45 · see citing works
Godsland, I. F., Leyva, F., Walton, C., et al. (1998) · Journal of Internal Medicine · doi:10.1111/j.1365-2796.1998.00312.x · Cited by 10 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Inflammation and Its Discontents: The Role of Cytokines in the Pathophysiology of Major Depression
Miller, A. H., Maletic, V., & Raison, C. L. (2009) · Biological Psychiatry · doi:10.1016/j.biopsych.2008.11.029 · Cited by 3,848 · see citing works
Tracey, K. J. (2009) · Nature Reviews Immunology · doi:10.1038/nri2566 · Cited by 1,154 · see citing works
Self-citationMarsland, A. L., Walsh, C., Lockwood, K., & John-Henderson, N. A. (2017) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2017.01.011 · Cited by 691 · see citing works
Brain–Gut Interactions in Inflammatory Bowel Disease
Bonaz, B. L., & Bernstein, C. N. (2013) · Gastroenterology · doi:10.1053/j.gastro.2012.10.003 · Cited by 667 · see citing works
Vagal pathways for microbiome-brain-gut axis communication
Forsythe, P., Bienenstock, J., & Kunze, W. A. (2014) · Advances in Experimental Medicine and Biology · doi:10.1007/978-1-4939-0897-4_5 · Cited by 576 · see citing works
A review of vagus nerve stimulation as a therapeutic intervention
Johnson, R. L., & Wilson, C. G. (2018) · Journal of Inflammation Research · doi:10.2147/jir.s163248 · Cited by 562 · see citing works
Bonaz, B., Sinniger, V., & Pellissier, S. (2017) · Frontiers in Immunology · doi:10.3389/fimmu.2017.01452 · Cited by 405 · see citing works
A prospective evaluation of the directionality of the depression–inflammation relationship
Stewart, J. C., Rand, K. L., Muldoon, M. F., & Kamarck, T. W. (2009) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2009.04.011 · Cited by 390 · see citing works
Short sleep duration and incident coronary artery calcification
(2008) · JAMA · doi:10.1001/jama.2008.867 · Cited by 389 · see citing works
Vogelzangs, N., Duivis, H. E., Beekman, A. T. F., Kluft, C., Neuteboom, J., Hoogendijk, W., Smit, J. H., de Jonge, P., & Penninx, B. W. J. H. (2012) · Translational Psychiatry · doi:10.1038/tp.2012.8 · Cited by 323 · see citing works
Systemic inflammation and arrhythmic risk: lessons from rheumatoid arthritis
Lazzerini, P. E., Capecchi, P. L., & Laghi-Pasini, F. (2016) · European Heart Journal · doi:10.1093/eurheartj/ehw208 · Cited by 299 · see citing works
Weber, C. S., Thayer, J. F., Rudat, M., Wirtz, P. H., Zimmermann-Viehoff, F., Thomas, A., Perschel, F. H., Arck, P. C., & Deter, H. C. (2010) · European Journal of Applied Physiology · doi:10.1007/s00421-009-1341-x · Cited by 286 · see citing works
The vagal innervation of the gut and immune homeostasis
Matteoli, G., & Boeckxstaens, G. E. (2013) · Gut · doi:10.1136/gutjnl-2012-302550 · Cited by 276 · see citing works
Orth-Gomér, K., Schneiderman, N., Wang, H.-X., Walldin, C., Blom, M., & Jernberg, T. (2009) · Circulation: Cardiovascular Quality and Outcomes · doi:10.1161/circoutcomes.108.812859 · Cited by 266 · see citing works
Heart rate, lifespan, and mortality risk
Zhang, G. Q., & Zhang, W. (2009) · Ageing Research Reviews · doi:10.1016/j.arr.2008.10.001 · Cited by 139 · see citing works
Cytokine-induced depression during IFN-α treatment: The role of IL-6 and sleep quality
Prather, A. A., Rabinovitz, M., Pollock, B. G., & Lotrich, F. E. (2009) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2009.07.001 · Cited by 139 · see citing works
Straub, R. H., Cutolo, M., & Pacifici, R. (2015) · Seminars in Arthritis and Rheumatism · doi:10.1016/j.semarthrit.2015.04.014 · Cited by 132 · see citing works
Interaction of the endocrine system with inflammation: a function of energy and volume regulation
Straub, R. H. (2014) · Arthritis Research & Therapy · doi:10.1186/ar4484 · Cited by 121 · see citing works
Frewen, J., Finucane, C., Savva, G. M., Boyle, G., Coen, R. F., & Kenny, R. A. (2013) · Clinical Autonomic Research · doi:10.1007/s10286-013-0214-x · Cited by 119 · see citing works
Prather, A. A., Epel, E. S., Cohen, B. E., Neylan, T. C., & Whooley, M. A. (2013) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2013.05.004 · Cited by 100 · see citing works
Neural control of the immune system
Sundman, E., & Olofsson, P. S. (2014) · Advances in Physiology Education · doi:10.1152/advan.00094.2013 · Cited by 74 · see citing works
Chang, C.-C., Tzeng, N.-S., Kao, Y.-C., Yeh, C.-B., & Chang, H.-A. (2017) · Psychiatry Research · doi:10.1016/j.psychres.2017.08.076 · Cited by 65 · see citing works
Decreased cardiac vagal control in drug-naïve patients with posttraumatic stress disorder
Chang, H.-A., Chang, C.-C., Tzeng, N.-S., Kuo, T. B., Lu, R.-B., & Huang, S.-Y. (2013) · Psychiatry Investigation · doi:10.4306/pi.2013.10.2.121 · Cited by 42 · see citing works
Druzhkova, T., Pochigaeva, K., Yakovlev, A., Kazimirova, E., Grishkina, M., Chepelev, A., Guekht, A., & Gulyaeva, N. (2019) · Metabolic Brain Disease · doi:10.1007/s11011-018-0367-3 · Cited by 37 · see citing works
Cardiac autonomic dysregulation in acute schizophrenia
Chang, H.-A., Chang, C.-C., Tzeng, N.-S., Kuo, T. B. J., Lu, R.-B., & Huang, S.-Y. (2013) · Acta Neuropsychiatrica · doi:10.1111/acn.12014 · Cited by 30 · see citing works
- Authors
- Sloan, R. P., McCreath, H., Tracey, K. J., Sidney, S., Liu, K., & Seeman, T.
- Affiliations
- Columbia University Irving Medical Center (US)
- University of California, Los Angeles (US)
- Northwell Health (US)
- Kaiser Permanente (US)
- Northwestern University (US)
- Corresponding author
- Sloan, Richard P.
- Venue
- Molecular Medicine
- Published
- 2007-03
- Volume
- 13
- Issue
- 3-4
- Pages
- 178-184
- ISSN
- 1076-1551 (ISSN-L)
- 1528-3658
- PMC
- PMC1892756
- OpenAlex
- W109337650
- Cited by
- 264
- References
- 25
- Citations by year
- 2026: 6 · 2025: 4 · 2024: 6 · 2023: 6 · 2022: 12 · 2021: 8 · 2020: 13 · 2019: 16 · 2018: 18 · 2017: 19 · 2016: 17 · 2015: 13 · 2014: 21 · 2013: 21 · 2012: 18
- FWCI
- 12.17
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Molecular Medicine (publishedVersion, cc-by)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Life Sciences › Neuroscience › Neurology › Vagus Nerve Stimulation Research
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac Health and Mental Health
- Keywords
- RR interval variability, heart rate variability, cardiac vagal modulation, cholinergic anti-inflammatory pathway, vagus nerve, inflammatory markers, C-reactive protein, interleukin-6, cytokines, atherosclerosis, young adults, CARDIA study
- MeSH terms
- Adolescent, Adult, Black or African American, Blood Pressure, C-Reactive Protein, Coronary Artery Disease, Cross-Sectional Studies, Electrocardiography, Female, Heart, Heart Rate, Humans, Inflammation, Longitudinal Studies, Male, Risk Factors, United States, Vagus Nerve, Cohort Studies, Multicenter Studies as Topic, Biomarkers, Interleukin-6, Body Mass Index, Multivariate Analysis, White People
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review