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Blood Pressure Variation Trend Analysis Based on Model Study

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Future Trends in Biomedical and Health Informatics and Cybersecurity in Medical Devices (ICBHI 2019)

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Abstract

Hypertension is an important risk factor for stroke and cardiovascular diseases. Ambulatory blood pressure (ABP) measurement is used to estimate the continuous blood pressure. However, the cuff method ABP must have a cuff setting around the upper arm and occluding the arm’s blood circulation during the recording period, which makes some of inconveniences, including feel uncomfortable and affects the quality of sleep. The cuff-less method of ABP measurement based on the Pulse Transit Time (PTT) with electrocardiogram (ECG) and photoplethysmogram (PPG) has solved the limitation and presented potential healthcare applications. This study applies five different blood pressure regression models with the major parameter (PTT) and minor parameters (heart rate, pulse wave interval and pulse width) for estimating continuous blood pressure by regression analysis. MIMIC II clinical database is used by the correlation and consistency analysis for different blood pressure models to compare the similarity of the real and estimated blood pressure variation. The best model among the applied blood pressure models is \( \text{PTT}_{{\text{ALL}}} - \text{BP} \) that can perform the average correlation in 0.87 and the average RRratio in 0.68. The blood pressure regression model of \( \text{PTT}_{{\text{ALL}}} - \text{BP} \) provides a successful analysis model for the estimation of long-term monitoring blood pressure trend. monitor for the real and estimated blood pressure have the same trend.

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References

  1. Lewington, S., et al.: Age-specific relevance of usual blood pressure to vascular mortality: a meta-analysis of individual data for one million adults in 61 prospective studies. Lancet 360(9349), 1903–1913 (2002)

    Article  Google Scholar 

  2. Brook, R.D., Rajagopalan, S.: 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. A report of the American college of cardiology/American heart association task force on clinical practice guidelines. J. Am. Soc. Hypertens. 12(3), 238 (2018)

    Article  Google Scholar 

  3. Verdecchia, P., Schillaci, G., Porcellati, C.: Dippers versus non-dippers. J. Hypertens. Suppl. 9(8), S42–S44 (1991)

    Google Scholar 

  4. Verdecchia, P., Porcellati, C.: The day-night changes in ambulatory blood pressure: another risk indicator in hypertension? G. Ital. Cardiol. 22(7), 879–886 (1992)

    Google Scholar 

  5. Marler, J.R., et al.: Morning increase in onset of ischemic stroke. Stroke 20(4), 473–476 (1989)

    Article  Google Scholar 

  6. Mukkamala, R., Hahn, J., Inan, O.T., Mestha, L.K., Kim, C., Hakan, T.: Toward ubiquitous blood pressure monitoring via pulse transit time: theory and practice. IEEE Trans. Biomed. Eng. 62, 1879–1901 (2015)

    Article  Google Scholar 

  7. Westerhof, N., Stergiopulos, N., Noble, M.I.M.: Snapshots of Hemodynamics: An Aid for Clinical Research and Graduate Education. Springer, Boston (2010)

    Book  Google Scholar 

  8. Chen, M.W., Kobayashi, T., Ichikawa, S., Takeuchi, Y., Togawa, T.: Continuous estimation of systolic blood pressure using the pulse arrival time and intermittent calibration. Med. Biol. Eng. Comput. 38, 569–574 (2000)

    Article  Google Scholar 

  9. Cattivelli, F.S., Garudadri, H.: Noninvasive cuffless estimation of blood pressure from pulse arrival time and heart rate with adaptive calibration. In: Proceedings of the 6th International Workshop Wearable Implantable Body Sensor Networks, pp. 114–119 (2009)

    Google Scholar 

  10. Sadhukhan, D., Mitra, M.: R-Peak detection algorithm for ECG using double difference and RR interval processing. Procedia Technol. 4, 873–877 (2012)

    Article  Google Scholar 

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Correspondence to Pei-Ying Chen .

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Chen, PY., Ting, HJ., Chen, MF., Lin, WC., Lin, KP. (2020). Blood Pressure Variation Trend Analysis Based on Model Study. In: Lin, KP., Magjarevic, R., de Carvalho, P. (eds) Future Trends in Biomedical and Health Informatics and Cybersecurity in Medical Devices. ICBHI 2019. IFMBE Proceedings, vol 74. Springer, Cham. https://doi.org/10.1007/978-3-030-30636-6_17

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  • DOI: https://doi.org/10.1007/978-3-030-30636-6_17

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-30635-9

  • Online ISBN: 978-3-030-30636-6

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