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Learning from Two Decades of Blood Pressure Data: Demography-Specific Patterns Across 75 Million Patient Encounters

Published 2 Feb 2024 in q-bio.QM, cs.LG, and stat.AP | (2402.01598v3)

Abstract: Hypertension is a global health concern with an increasing prevalence, underscoring the need for effective monitoring and analysis of blood pressure (BP) dynamics. We analyzed a substantial BP dataset comprising 75,636,128 records from 2,054,462 unique patients collected between 2000 and 2022 at Emory Healthcare in Georgia, USA, representing a demographically diverse population. We examined and compared population-wide statistics of bivariate changes in systolic BP (SBP) and diastolic BP (DBP) across sex, age, and race/ethnicity. The analysis revealed that males have higher BP levels than females and exhibit a distinct BP profile with age. Notably, average SBP consistently rises with age, whereas average DBP peaks in the forties age group. Among the ethnic groups studied, Blacks have marginally higher BPs and a greater standard deviation. We also discovered a significant correlation between SBP and DBP at the population level, a phenomenon not previously researched. These results emphasize the importance of demography-specific BP analysis for clinical diagnosis and provide valuable insights for developing personalized, demography-specific healthcare interventions.

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References (10)
  1. World Health Organization, “Cardiovascular Diseases (CVDs),” https://www.who.int/news-room/fact-sheets/detail/cardiovascular-diseases-(cvds), 2021, Accessed: 2024-04-18.
  2. J. P. Kalehoff and S. Oparil, “The story of the silent killer,” Current Hypertension Reports, vol. 22, no. 9, pp. 1–14, 2020. [Online]. Available: https://doi.org/10.1007/s11906-020-01077-7
  3. S. S. Mousavi, M. A. Reyna, G. D. Clifford, and R. Sameni, “A Survey on Blood Pressure Measurement Technologies: Addressing Potential Sources of Bias,” Sensors, vol. 24, 2024. [Online]. Available: https://doi.org/10.3390/s24061730
  4. P. K. Whelton, R. M. Carey, W. S. Aronow et al., “2017 ACC/AHA/AAPA/ABC/ACPM/AGS/APhA/ASH/ASPC/NMA/PCNA guideline for the prevention, detection, evaluation, and management of high blood pressure in adults,” Journal of the American College of Cardiology, vol. 71, no. 19, pp. e127–e248, May 2018. [Online]. Available: https://doi.org/10.1016/j.jacc.2017.11.006
  5. M. Khajedaluee, T. Hassannia, A. Rezaee et al., “The prevalence of hypertension and its relationship with demographic factors, biochemical, and anthropometric indicators: A population-based study,” ARYA atherosclerosis, vol. 12, no. 6, p. 259, 2016. [Online]. Available: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5455324/
  6. J. F. Reckelhoff, “Gender differences in the regulation of blood pressure,” Hypertension, vol. 37, no. 5, pp. 1199–1208, May 2001. [Online]. Available: https://doi.org/10.1161/01.HYP.37.5.1199
  7. S. T. Hardy, L. Chen, A. L. Cherrington et al., “Racial and ethnic differences in blood pressure among US adults, 1999–2018,” Hypertension, vol. 78, no. 6, pp. 1730–1741, 2021. [Online]. Available: https://doi.org/10.1161/HYPERTENSIONAHA.121.18086
  8. W. E. Miall and H. G. Lovell, “Relation between change of blood pressure and age,” British Medical Journal, vol. 2, no. 5553, p. 660, 1967. [Online]. Available: https://doi.org/10.1136/bmj.2.5553.660
  9. R. J. Carrico, S. S. Sun, A. P. Sima, and B. Rosner, “The predictive value of childhood blood pressure values for adult elevated blood pressure,” Open journal of pediatrics, vol. 3, no. 2, p. 116, 2013. [Online]. Available: http://dx.doi.org/10.4236/ojped.2013.32022
  10. C.-H. Chou, J.-H. Yin, Y.-K. Lin et al., “The optimal pulse pressures for healthy adults with different ages and sexes correlate with cardiovascular health metrics,” Frontiers in Cardiovascular Medicine, vol. 9, Dec. 2022. [Online]. Available: http://dx.doi.org/10.3389/fcvm.2022.930443
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