Heart Rate Variability as a Risk Indicator for Cardiovascular Disease in Asymptomatic Adults with Risk Factors

Main Article Content

Dr. Mohammad Asad Shaheen Baloch
Dr. Ayesha Ashraf
Dr. Shanza Ahmad
Abdullah Saeed
Turfa Asghar
Muhammad Rahman
Muhammad Rizwan

Abstract

Background: Cardiovascular disease often develops silently in adults who already have established cardiometabolic risk factors, and conventional risk assessment may not fully capture early physiological vulnerability in asymptomatic individuals. Heart rate variability (HRV) is a non-invasive measure of autonomic function and may identify early cardiovascular stress before overt clinical disease becomes apparent. Objective: To determine whether baseline HRV predicts future cardiovascular events in asymptomatic adults with established cardiovascular risk factors in a tertiary care hospital setting in Pakistan. Methods: This prospective cohort study included 300 asymptomatic adults aged 30 to 65 years with at least one cardiovascular risk factor. Baseline assessment included demographic and clinical profiling, anthropometry, blood pressure measurement, laboratory investigations, and standardized 5-minute resting electrocardiographic HRV recording. Time-domain and frequency-domain HRV parameters were analyzed, and participants were followed for 12 months for acute coronary syndrome, ischemic stroke, hospitalization for heart failure, coronary artery disease requiring intervention, and cardiovascular death. Associations were assessed using descriptive statistics and multivariable Cox regression. Results: The mean age of participants was 49.8 ± 8.7 years, and 55.3% were male. Hypertension was present in 66.0%, obesity in 54.0%, dyslipidemia in 47.0%, and diabetes mellitus in 32.0%. During follow-up, 43 participants (14.3%) developed cardiovascular events. Event rates were 23.5% in the low HRV group, 13.3% in the intermediate HRV group, and 6.0% in the high HRV group. Participants with events had lower baseline SDNN and RMSSD and a higher LF/HF ratio. After adjustment for age, hypertension, obesity, diabetes mellitus, and smoking, low HRV remained an independent predictor of cardiovascular events (adjusted HR 3.12; 95% CI: 1.31-7.42; p = 0.010). Conclusion: Reduced HRV was significantly associated with higher future cardiovascular risk in asymptomatic adults with established risk factors and may serve as a practical adjunct marker for early cardiovascular risk stratification in tertiary care settings.

Article Details

Section

Articles

How to Cite

1.
Dr. Mohammad Asad Shaheen Baloch, Dr. Ayesha Ashraf, Dr. Shanza Ahmad, Abdullah Saeed, Turfa Asghar, Muhammad Rahman, et al. Heart Rate Variability as a Risk Indicator for Cardiovascular Disease in Asymptomatic Adults with Risk Factors. JHWCR [Internet]. 2026 Apr. 28 [cited 2026 Apr. 29];4(8):1-12. Available from: https://jhwcr.com/index.php/jhwcr/article/view/1444

References

1. Malik M, Camm AJ, Bigger JT Jr, Breithardt G, Cerutti S, Cohen RJ, et al. Heart rate variability: standards of measurement, physiological interpretation and clinical use. Eur Heart J. 1996;17(3):354-81.

2. Tsuji H, Venditti FJ Jr, Manders ES, Evans JC, Larson MG, Feldman CL, et al. Reduced heart rate variability and mortality risk in an elderly cohort. The Framingham Heart Study. Circulation. 1994;90(2):878-83.

3. Tsuji H, Larson MG, Venditti FJ Jr, Manders ES, Evans JC, Feldman CL, et al. Impact of reduced heart rate variability on risk for cardiac events. The Framingham Heart Study. Circulation. 1996;94(11):2850-5.

4. Tsuji H, Venditti FJ Jr, Manders ES, Evans JC, Larson MG, Feldman CL, et al. Determinants of heart rate variability. J Am Coll Cardiol. 1996;28(6):1539-46.

5. Dekker JM, Crow RS, Folsom AR, Hannan PJ, Liao D, Swenne CA, et al. Low heart rate variability in a 2-minute rhythm strip predicts risk of coronary heart disease and mortality from several causes: the ARIC study. Circulation. 2000;102(11):1239-44.

6. Schroeder EB, Liao D, Chambless LE, Prineas RJ, Evans GW, Heiss G. Hypertension, blood pressure, and heart rate variability: the Atherosclerosis Risk in Communities (ARIC) study. Hypertension. 2003;42(6):1106-11.

7. Dekker JM, Crow RS, Folsom AR, Hannan PJ, Liao D, Swenne CA, et al. Heart rate variability and first cardiovascular event in populations without known cardiovascular disease: meta-analysis and dose-response meta-regression. Europace. 2013;15(5):742-9.

8. Jarczok MN, Weimer K, Braun C, Williams DP, Thayer JF, Gündel HO, et al. Heart rate variability in the prediction of mortality: a systematic review and meta-analysis of healthy and patient populations. Neurosci Biobehav Rev. 2022;143:104907.

9. Greiser KH, Kluttig A, Schumann B, Swenne CA, Kors JA, Kuss O, et al. Cardiovascular diseases, risk factors and short-term heart rate variability in an elderly general population: the CARLA study 2002-2006. Eur J Epidemiol. 2009;24:123-42.

10. Thayer JF, Yamamoto SS, Brosschot JF. The relationship of autonomic imbalance, heart rate variability and cardiovascular disease risk factors. Int J Cardiol. 2010;141(2):122-31.

11. Yugar LBT, Yugar-Toledo JC, Dinamarco N, Sedenho-Prado LG, Moreno BVD, Rubio TA, et al. The role of heart rate variability (HRV) in different hypertensive syndromes. Diagnostics (Basel). 2023;13(4):785.

12. Sammito S, Thielmann B, Böckelmann I. Update: factors influencing heart rate variability-a narrative review. Front Physiol. 2024;15:1430458.

13. Lambiase MJ, Kubala AG, Nasser SA, Tran T, Patalay P, Kivimäki M, et al. Long-term association of ultra-short heart rate variability with cardiovascular outcomes in the UK Biobank cohort. Sci Rep. 2023;13:18966.

14. Stuckey MI, Tulppo MP, Kiviniemi AM, Petrella RJ. Heart rate variability and the metabolic syndrome: a systematic review of the literature. Diabetes Metab Res Rev. 2014;30(8):784-93.

15. Ortiz-Guzmán JE, Mollà-Casanova S, Serra-Añó P, Arias-Mutis OJ, Calvo C, Bizy A, et al. Short-term heart rate variability in metabolic syndrome: a systematic review and meta-analysis. J Clin Med. 2023;12(18):6051.

16. Ernst G, Hidden-Lucet F, Baier P, et al. Obesity, nutrition and heart rate variability. Int J Mol Sci. 2021;22(8):4215.

17. Mattos S, da Cunha MR, Barreto Silva MI, Serfaty F, et al. Effects of weight loss through lifestyle changes on heart rate variability in overweight and obese patients: a systematic review. Clin Nutr. 2022;41(11):2577-86.

18. Stein PK, Barzilay JI, Domitrovich PP, Chaves PM, Gottdiener JS, Heckbert SR, et al. The relationship of heart rate and heart rate variability to non-diabetic fasting glucose levels and the metabolic syndrome: the Cardiovascular Health Study. Diabet Med. 2007;24(8):855-63.

19. Kupari M, Virolainen J, Koskinen P, Tikkanen MJ. Short-term heart rate variability and factors modifying the risk of coronary artery disease in a population sample. Am J Cardiol. 1993;72(12):897-903.

20. Nishtar S, Wierzbicki AS, Lumb PJ, Lambert-Hammill M, Turner CN, Crook MA, et al. Waist-hip ratio and low HDL predict the risk of coronary artery disease in Pakistanis. Curr Med Res Opin. 2004;20(1):55-62.

21. Jafar TH, Qadri Z, Chaturvedi N. Coronary artery disease epidemic in Pakistan: more electrocardiographic evidence of ischaemia in women than in men. Heart. 2008;94(4):408-13.

22. Khan FS, Lotia-Farrukh I, Khan AJ, Siddiqui ST, Sajun SZ, Malik AA, et al. The burden of non-communicable disease in transition communities in an Asian megacity: baseline findings from a cohort study in Karachi, Pakistan. PLoS One. 2013;8(2):e56008.

23. Lim MT, Ramli A, Yusof K, Mohd Said S, Bakar NA, et al. Factors associated with hypertension in Pakistan: a systematic review and meta-analysis. PLoS One. 2021;16(1):e0246085.

24. Elahi A, Ali AA, Khan AH, Samad Z, Shahab H, Aziz N, Almas A. Challenges of managing hypertension in Pakistan - a review. Clin Hypertens. 2023;29:17.

25. Palla AH, Fatimi AS, Virani SS, Fatima SS. Cardiovascular disease risk stratification in the Pakistani population with and without metabolic syndrome: a single centre cross-sectional study. PLOS Glob Public Health. 2023;3(9):e0002397.