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Schoenborn S, Pirola S, Woodruff MA, Allenby MC. Fluid-Structure Interaction Within Models of Patient-Specific Arteries: Computational Simulations and Experimental Validations. IEEE Rev Biomed Eng 2024; 17:280-296. [PMID: 36260570 DOI: 10.1109/rbme.2022.3215678] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2024]
Abstract
Cardiovascular disease (CVD) is the leading cause of mortality worldwide and its incidence is rising due to an aging population. The development and progression of CVD is directly linked to adverse vascular hemodynamics and biomechanics, whose in-vivo measurement remains challenging but can be simulated numerically and experimentally. The ability to evaluate these parameters in patient-specific CVD cases is crucial to better predict future disease progression, risk of adverse events, and treatment efficacy. While significant progress has been made toward patient-specific hemodynamic simulations, blood vessels are often assumed to be rigid, which does not consider the compliant mechanical properties of vessels whose malfunction is implicated in disease. In an effort to simulate the biomechanics of flexible vessels, fluid-structure interaction (FSI) simulations have emerged as promising tools for the characterization of hemodynamics within patient-specific cardiovascular anatomies. Since FSI simulations combine the blood's fluid domain with the arterial structural domain, they pose novel challenges for their experimental validation. This paper reviews the scientific work related to FSI simulations for patient-specific arterial geometries and the current standard of FSI model validation including the use of compliant arterial phantoms, which offer novel potential for the experimental validation of FSI results.
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Loureiro J, Bogatu L, Schmitt L, Henriques J, Carvalho P, Noordergraaf GJ, Paulussen I, Muehlsteff J. Towards continuous non-invasive blood pressure measurements-interpretation of the vasculature response to cuff inflation. Front Physiol 2023; 14:1172688. [PMID: 37334047 PMCID: PMC10272798 DOI: 10.3389/fphys.2023.1172688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 05/19/2023] [Indexed: 06/20/2023] Open
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.
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Affiliation(s)
- João Loureiro
- Centre for Informatics and Systems of the University of Coimbra, University of Coimbra, Department of Informatics Engineering, Coimbra, Portugal
| | - Laura Bogatu
- Department of Patient Care and Measurements, Philips Research, Eindhoven, Netherlands
| | - Lars Schmitt
- Department of Patient Care and Measurements, Philips Research, Eindhoven, Netherlands
| | - Jorge Henriques
- Centre for Informatics and Systems of the University of Coimbra, University of Coimbra, Department of Informatics Engineering, Coimbra, Portugal
| | - Paulo Carvalho
- Centre for Informatics and Systems of the University of Coimbra, University of Coimbra, Department of Informatics Engineering, Coimbra, Portugal
| | - Gerrit J. Noordergraaf
- Department of Anesthesiology and Pain Management, Elisabeth-Tweesteden Hospital, Tilburg, Netherlands
| | - Igor Paulussen
- Department of Patient Care and Measurements, Philips Research, Eindhoven, Netherlands
- Department of Anesthesiology and Pain Management, Elisabeth-Tweesteden Hospital, Tilburg, Netherlands
| | - Jens Muehlsteff
- Department of Patient Care and Measurements, Philips Research, Eindhoven, Netherlands
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Bogatu L, Turco S, Mischi M, Schmitt L, Woerlee P, Bezemer R, Bouwman AR, Korsten EHHM, Muehlsteff J. New Hemodynamic Parameters in Peri-Operative and Critical Care-Challenges in Translation. SENSORS (BASEL, SWITZERLAND) 2023; 23:2226. [PMID: 36850819 PMCID: PMC9961222 DOI: 10.3390/s23042226] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 02/03/2023] [Accepted: 02/06/2023] [Indexed: 06/18/2023]
Abstract
Hemodynamic monitoring technologies are evolving continuously-a large number of bedside monitoring options are becoming available in the clinic. Methods such as echocardiography, electrical bioimpedance, and calibrated/uncalibrated analysis of pulse contours are becoming increasingly common. This is leading to a decline in the use of highly invasive monitoring and allowing for safer, more accurate, and continuous measurements. The new devices mainly aim to monitor the well-known hemodynamic variables (e.g., novel pulse contour, bioreactance methods are aimed at measuring widely-used variables such as blood pressure, cardiac output). Even though hemodynamic monitoring is now safer and more accurate, a number of issues remain due to the limited amount of information available for diagnosis and treatment. Extensive work is being carried out in order to allow for more hemodynamic parameters to be measured in the clinic. In this review, we identify and discuss the main sensing strategies aimed at obtaining a more complete picture of the hemodynamic status of a patient, namely: (i) measurement of the circulatory system response to a defined stimulus; (ii) measurement of the microcirculation; (iii) technologies for assessing dynamic vascular mechanisms; and (iv) machine learning methods. By analyzing these four main research strategies, we aim to convey the key aspects, challenges, and clinical value of measuring novel hemodynamic parameters in critical care.
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Affiliation(s)
- Laura Bogatu
- Biomedical Diagnostics Lab (BM/d), Eindhoven University of Technology, 5612 AZ Eindhoven, The Netherlands
- Patient Care and Measurements, Philips Research, 5656 AE Eindhoven, The Netherlands
| | - Simona Turco
- Biomedical Diagnostics Lab (BM/d), Eindhoven University of Technology, 5612 AZ Eindhoven, The Netherlands
| | - Massimo Mischi
- Biomedical Diagnostics Lab (BM/d), Eindhoven University of Technology, 5612 AZ Eindhoven, The Netherlands
| | - Lars Schmitt
- Patient Care and Measurements, Philips Research, 5656 AE Eindhoven, The Netherlands
| | - Pierre Woerlee
- Biomedical Diagnostics Lab (BM/d), Eindhoven University of Technology, 5612 AZ Eindhoven, The Netherlands
| | - Rick Bezemer
- Patient Care and Measurements, Philips Research, 5656 AE Eindhoven, The Netherlands
| | - Arthur R. Bouwman
- Department of Anesthesiology, Intensive Care and Pain Medicine, Catharina Ziekenhuis, 5623 EJ Eindhoven, The Netherlands
| | - Erik H. H. M. Korsten
- Department of Anesthesiology, Intensive Care and Pain Medicine, Catharina Ziekenhuis, 5623 EJ Eindhoven, The Netherlands
| | - Jens Muehlsteff
- Patient Care and Measurements, Philips Research, 5656 AE Eindhoven, The Netherlands
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A patient-specific image-based approach to estimate pulmonary artery stiffness based on vessel constitutive model. Med Eng Phys 2022; 107:103851. [DOI: 10.1016/j.medengphy.2022.103851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Revised: 06/28/2022] [Accepted: 07/10/2022] [Indexed: 11/21/2022]
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Bogatu L, Hoppenbrouwers J, Van Den Bosch H, Turco S, Mischi M, Schmitt L, Woerlee P, Bouwman RA, Korsten HHM, Muehlsteff J. On the value of MRI for improved understanding of cuff-based oscillometric measurements. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2022; 2022:2898-2901. [PMID: 36085836 DOI: 10.1109/embc48229.2022.9871137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Blood pressure (BP) is a key parameter in critical care and in cardiovascular disease management. BP is typically measured via cuff-based oscillometry. This method is highly inaccurate in hypo- and hypertensive patients. Improvements are difficult to achieve because oscillometry is not yet fully understood; many assumptions and uncertainties exist in models describing the process by which arterial pulsations become expressed within the cuff signal. As a result, it is also difficult to estimate other parameters via the cuff such as arterial stiffness, cardiac output and pulse wave velocity (PWV)-BP calibration. Many research modalities have been employed to study oscillometry (ultrasound, computer simulations, ex-vivo studies, measurement of PWV, mechanical analysis). However, uncertainties remain; additional investigation modalities are needed. In this study, we explore the extent to which MRI can help investigate oscillometric assumptions. Four healthy volunteers underwent a number of MRI scans of the upper arm during cuff inflation. It is found that MRI provides a novel perspective over oscillometry; the artery, surrounding tissue, veins and the cuff can be simultaneously observed along the entire length of the upper arm. Several existing assumptions are challenged: tissue compression is not isotropic, arterial transmural pressure is not uniform along the length of the cuff and propagation of arterial pulsations through tissue is likely impacted by patient-specific characteristics (vasculature position and tissue composition). Clinical Relevance- The cuff interaction with the vasculature is extremely complex; existing models are oversimplified. MRI is a valuable tool for further development of cuff-based physiological measurements.
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Jin J, Zhang H, Geng X, Zhang Y, Ye T. The pulse waveform quantification method basing on contour and derivative. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022; 220:106784. [PMID: 35405435 DOI: 10.1016/j.cmpb.2022.106784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 03/15/2022] [Accepted: 03/29/2022] [Indexed: 06/14/2023]
Abstract
OBJECTIVE Pulse waveform contains abundant physiological and pathological information. The condition of surrounding arteries can be reflected sensitively by the contour and derivative changes of pulse waves. In order to express these changes objectively, the pulse wave needs to be quantified. METHODS This study provides a novel quantification method for pulse waveform in the entire cardiac cycle. It involves two new quantification parameters k1 and k2 to display the waveform change caused by the superimposition of wave reflection in the systolic reflex period, which is the most significant changes period. In this method, multi parameters were fused by Kalman filter to obtain an optimal estimation, involving the new parameters and other parameters: k0 for the early systolic period, C1 and C2 for diastole period, and K for pulse pressure. RESULTS Use correlation analysis to verify the effectiveness of new parameters that the coefficient is 0.7 between them and the typical augmentation index (AIx). The quantification results of 462 single-cycle pulse waves have consistent change trends with aging in 25-75 different age groups. For respiration analysis, the correlation coefficients are all greater than 0.6, even achieved 0.8 in six multi-cycle data between Kalman optimal estimation and breath wave. CONCLUSION This method has quantified the waveform change with physiological status, and these quantification parameters can display the detail of each period. SIGNIFICANCE It will be used to verify waveform recognition accuracy and has a vast potential to detect diseases.
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Affiliation(s)
- Ji Jin
- Institute of Microelectronics, Chinese Academy of Sciences, Beijing 100029, P.R. China; School of Microelectronics, University of Chinese Academy of Sciences, Beijing 100049, P.R. China
| | - Haiying Zhang
- Institute of Microelectronics, Chinese Academy of Sciences, Beijing 100029, P.R. China; School of Microelectronics, University of Chinese Academy of Sciences, Beijing 100049, P.R. China.
| | - Xingguang Geng
- Institute of Microelectronics, Chinese Academy of Sciences, Beijing 100029, P.R. China; School of Microelectronics, University of Chinese Academy of Sciences, Beijing 100049, P.R. China
| | - Yitao Zhang
- Institute of Microelectronics, Chinese Academy of Sciences, Beijing 100029, P.R. China; School of Microelectronics, University of Chinese Academy of Sciences, Beijing 100049, P.R. China
| | - Tianchun Ye
- Institute of Microelectronics, Chinese Academy of Sciences, Beijing 100029, P.R. China; School of Microelectronics, University of Chinese Academy of Sciences, Beijing 100049, P.R. China
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Bogatu LI, Turco S, Mischi M, Schmitt L, Woerlee P, Bresch E, Noordergraaf GJ, Paulussen I, Bouwman A, Korsten EHHM, Muehlsteff J. Modulation of pulse travel and blood flow during cuff inflation- An experimental case study. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2021; 2021:23-26. [PMID: 34891230 DOI: 10.1109/embc46164.2021.9629718] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
The blood pressure (BP) cuff can be used to modulate blood flow and propagation of pressure pulse along the artery. In our previous work, we researched methods to adapt cuff modulation techniques for pulse transit time vs. BP calibration and for measurement of other hemodynamic indices of potential interest to critical care, such as arterial compliance. A model characterized the response of the vasculature located directly under the cuff, but assumed that no significant changes occur in the distal vasculature.This study has been tailored to gain insights into the response of distal BP and pulse transit time to cuff inflation. Invasive BP data collected downstream from the cuff demonstrates that highly dynamic processes occur in the distal arm during cuff inflation. Mean arterial pressure increases in the distal artery by up to 20 mmHg, leading to a decrease in pulse transit time of up to 20 ms. Clinical Relevance: Such significant changes need to be taken into account in order to improve non-invasive BP estimations and to enable inference of other hemodynamic parameters from vasculature response to cuff inflation. A simple model is developed in order to reproduce the observed behaviors. The lumped-parameter model demonstrates opportunities for cuff modulation measurements which can reveal information on parameters such as systemic resistance, distal arterial, venous compliances and artery-vein interaction.
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Validation of a new device for photoplethysmographic measurement of multi-site arterial pulse wave velocity. Biocybern Biomed Eng 2021. [DOI: 10.1016/j.bbe.2021.11.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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Bogatu LI, Turco S, Mischi M, Schmitt L, Woerlee P, Bresch E, Noordergraaf GJ, Paulussen I, Bouwman A, Korsten HHM, Muehlsteff J. Modulation of Pulse Propagation and Blood Flow via Cuff Inflation-New Distal Insights. SENSORS 2021; 21:s21165593. [PMID: 34451035 PMCID: PMC8402247 DOI: 10.3390/s21165593] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 07/26/2021] [Accepted: 08/16/2021] [Indexed: 11/30/2022]
Abstract
In standard critical care practice, cuff sphygmomanometry is widely used for intermittent blood pressure (BP) measurements. However, cuff devices offer ample possibility of modulating blood flow and pulse propagation along the artery. We explore underutilized arrangements of sensors involving cuff devices which could be of use in critical care to reveal additional information on compensatory mechanisms. In our previous work, we analyzed the response of the vasculature to occlusion perturbations by means of observations obtained non-invasively. In this study, our aim is to (1) acquire additional insights by means of invasive measurements and (2) based on these insights, further develop cuff-based measurement strategies. Invasive BP experimental data is collected downstream from the cuff in two patients monitored in the OR. It is found that highly dynamic processes occur in the distal arm during cuff inflation. Mean arterial pressure increases in the distal artery by 20 mmHg, leading to a decrease in pulse transit time by 20 ms. Previous characterizations neglected such distal vasculature effects. A model is developed to reproduce the observed behaviors and to provide a possible explanation of the factors that influence the distal arm mechanisms. We apply the new findings to further develop measurement strategies aimed at acquiring information on pulse arrival time vs. BP calibration, artery compliance, peripheral resistance, artery-vein interaction.
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Affiliation(s)
- Laura I. Bogatu
- Department of Electrical Engineering, Eindhoven University of Technology, 5612AZ Eindhoven, The Netherlands; (S.T.); (M.M.); (P.W.)
- Philips Research, 5656AE Eindhoven, The Netherlands; (L.S.); (E.B.); (I.P.); (J.M.)
- Correspondence:
| | - Simona Turco
- Department of Electrical Engineering, Eindhoven University of Technology, 5612AZ Eindhoven, The Netherlands; (S.T.); (M.M.); (P.W.)
| | - Massimo Mischi
- Department of Electrical Engineering, Eindhoven University of Technology, 5612AZ Eindhoven, The Netherlands; (S.T.); (M.M.); (P.W.)
| | - Lars Schmitt
- Philips Research, 5656AE Eindhoven, The Netherlands; (L.S.); (E.B.); (I.P.); (J.M.)
| | - Pierre Woerlee
- Department of Electrical Engineering, Eindhoven University of Technology, 5612AZ Eindhoven, The Netherlands; (S.T.); (M.M.); (P.W.)
| | - Erik Bresch
- Philips Research, 5656AE Eindhoven, The Netherlands; (L.S.); (E.B.); (I.P.); (J.M.)
| | | | - Igor Paulussen
- Philips Research, 5656AE Eindhoven, The Netherlands; (L.S.); (E.B.); (I.P.); (J.M.)
- Elisabeth-TweeSteden Hospital, 5022GC Tilburg, The Netherlands;
| | - Arthur Bouwman
- Catharina Ziekenhuis, 5623EJ Eindhoven, The Netherlands; (A.B.); (H.H.M.K.)
| | | | - Jens Muehlsteff
- Philips Research, 5656AE Eindhoven, The Netherlands; (L.S.); (E.B.); (I.P.); (J.M.)
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The composition of vulnerable plaque and its effect on arterial waveforms. J Mech Behav Biomed Mater 2021; 119:104491. [PMID: 33901965 DOI: 10.1016/j.jmbbm.2021.104491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 02/21/2021] [Accepted: 03/19/2021] [Indexed: 11/22/2022]
Abstract
Carotid plaque composition is a key factor of plaque stability and it carries significant prognostic information. The carotid unstable plaques are characterized by a thin fibrous cap (FC) ≤65μm with large lipid core (LC), while stable plaques have a thicker FC and less LC. Identifying the percentage of plaque compositions could help surgeons to make a precise decision for their patients' treatment protocol. This study aims to distinguish between stable and unstable plaque by defining the relationship between plaque composition and arterial waveform non-invasively. An in-vitro arterial system, composed of a Harvard pulsatile flow pump and artificial circulation system, was used to investigate the effect of the plaque compositions on the pulsatile arterial waveforms. Five types of arterial plaques, composed of the LC, FC, Collagen (Col) and Calcium (Ca), were implemented into the artificial carotid artery to represent the diseased arterial system with 30% of blockage. The pulsatile pressure, velocity and arterial wall movement were measured simultaneously at the site proximal to the plaque. Non-invasive wave intensity analysis (Non-WIA) was used to separate the waves into forward and backward components. The correlation between the plaque compositions and the reflected waveforms was quantitatively analysed. The experimental results indicate that the reflected waveforms are strongly correlated with the plaque compositions, where the percentages of the Col are linearly correlated with the amplitude of the backward diameter (correlation coefficient, r = 0.74) and the lipid content has a strong negative correlation with the backward diameter (r = 0.82). A slight weak correlation exists between the reflected waveform and the percentage of Ca. The strong correlation between the compositions of the plaques with the backward waveforms observed in this study demonstrates that the components of the arterial plaques could be distinguished by the arterial waveforms. This finding might lead to a potential novel non-invasive clinical tool to determine the composition of the plaques and distinguish between stable and vulnerable arterial plaques at the early stage.
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