Please use this identifier to cite or link to this item:
https://hdl.handle.net/10316/114546
Title: | Towards continuous non-invasive blood pressure measurements-interpretation of the vasculature response to cuff inflation | Authors: | Loureiro, João Bogatu, Laura Schmitt, Lars Henriques, Jorge Carvalho, Paulo Noordergraaf, Gerrit J. Paulussen, Igor Muehlsteff, Jens |
Keywords: | blood pressure; pulse arrival time; oscillometry; blood pressure surrogate calibration; hemodynamic model; pulse transit time; NIBP | Issue Date: | 2023 | Publisher: | Frontiers Media S.A. | Serial title, monograph or event: | Frontiers in Physiology | Volume: | 14 | Abstract: | Blood pressure (BP) surrogates, such as pulse transit time (PTT) or pulse arrival time (PAT), have been intensively explored with the goal of achieving cuffless, continuous, and accurate BP inference. In order to estimate BP, a one-point calibration strategy between PAT and BP is typically used. Recent research focuses on advanced calibration procedures exploiting the cuff inflation process to improve calibration robustness by active and controlled modulation of peripheral PAT, as measured via plethysmograph (PPG) and electrocardiogram (ECG) combination. Such methods require a detailed understanding of the mechanisms behind the vasculature's response to cuff inflation; for this, a model has recently been developed to infer the PAT-BP calibration from measured cuff-induced vasculature changes. The model, while promising, is still preliminary and only partially validated; in-depth analysis and further developments are still needed. Therefore, this work aims to improve our understanding of the cuff-vasculature interaction in this model; we seek to define potential opportunities and to highlight which aspects may require further study. We compare model behaviors with clinical data samples based on a set of observable characteristics relevant for BP inference and calibration. It is found that the observed behaviors are qualitatively well represented with the current simulation model and complexity, with limitations regarding the prediction of the onset of the distal arm dynamics and behavior changes at high cuff pressures. Additionally, a sensitivity analysis of the model's parameter space is conducted to show the factors that influence the characteristics of its observable outputs. It was revealed that easily controllable experimental variables, such as lateral cuff length and inflation rate, have a significant impact on cuff-induced vasculature changes. An interesting dependency between systemic BP and cuff-induced distal PTT change is also found, revealing opportunities for improved methods for BP surrogate calibration. However, validation via patient data shows that this relation does not hold for all patients, indicating required model improvements to be validated in follow up studies. These results provide promising directions to improve the calibration process featuring cuff inflation towards accurate and robust non-invasive blood pressure estimation. | URI: | https://hdl.handle.net/10316/114546 | ISSN: | 1664-042X | DOI: | 10.3389/fphys.2023.1172688 | Rights: | openAccess |
Appears in Collections: | FCTUC Eng.Informática - Artigos em Revistas Internacionais I&D CISUC - Artigos em Revistas Internacionais |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
Towards-continuous-noninvasive-blood-pressure-measurementsinterpretation-of-the-vasculature-response-to-cuff-inflationFrontiers-in-Physiology.pdf | 2.73 MB | Adobe PDF | View/Open |
Page view(s)
18
checked on Apr 30, 2024
Download(s)
6
checked on Apr 30, 2024
Google ScholarTM
Check
Altmetric
Altmetric
This item is licensed under a Creative Commons License