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Pope VC, Soliński M, Lambiase PD, Chew E. High blood pressure inhibits cardiovascular responsiveness to expressive classical music. Sci Rep 2025; 15:10908. [PMID: 40157971 PMCID: PMC11954918 DOI: 10.1038/s41598-025-94341-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2024] [Accepted: 03/13/2025] [Indexed: 04/01/2025] Open
Abstract
Music lowers hypertensive patients' blood pressure (BP) in the long-term, but the dynamics of BP during music-listening are not well understood. This study aims to determine: (1) whether individuals with high and normal BP respond to music differently; and, (2) whether music's loudness or tempo drives these differences. Music with computer-altered tempo and loudness is rendered on a reproducing piano to 40 middle-aged participants, 20 with baseline BP above 140/90 mmHg (H-bBP) and 20 below (N-bBP) but above 90/60 mmHg, paired by playlist. Continuous BP was recorded whilst they listened to playlists of 9 tempo- and loudness-transposed versions of 8 distinct pieces of Western classical music (40 min) after a 5-minute baseline silence. Both participant groups' mean systolic and diastolic BP rose significantly higher than baseline during music listening, with normotensives' mean systolic and diastolic BP rising significantly more than hypertensives'. Both groups' BP variability (indexed by range and standard deviation of continuous BP measurements) reduced during faster tempi, but not during increased loudness. BP variability is significantly higher for both groups during the slowest pieces, which maintain the originally performed tempi. These findings suggest that music's long-term benefit, like exercise, may come from its power to temporarily physiologically activate listeners.
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Affiliation(s)
- Vanessa C Pope
- Faculty of Life Sciences & Medicine, School of Biomedical Engineering & Imaging Sciences, King's College London, 1 Lambeth Palace Rd, London, SE1 7EU, UK.
- Faculty of Natural, Mathematical & Engineering Sciences, Department of Engineering, King's College London, Strand, London, WC2R 2LS, UK.
| | - Mateusz Soliński
- Faculty of Life Sciences & Medicine, School of Biomedical Engineering & Imaging Sciences, King's College London, 1 Lambeth Palace Rd, London, SE1 7EU, UK
- Faculty of Natural, Mathematical & Engineering Sciences, Department of Engineering, King's College London, Strand, London, WC2R 2LS, UK
| | - Pier D Lambiase
- Faculty of Life Sciences & Medicine, School of Biomedical Engineering & Imaging Sciences, King's College London, 1 Lambeth Palace Rd, London, SE1 7EU, UK
- Barts Heart Centre, St Bartholomew's Hospital, West Smithfield, London, EC1A 7BE, UK
| | - Elaine Chew
- Faculty of Life Sciences & Medicine, School of Biomedical Engineering & Imaging Sciences, King's College London, 1 Lambeth Palace Rd, London, SE1 7EU, UK
- Faculty of Natural, Mathematical & Engineering Sciences, Department of Engineering, King's College London, Strand, London, WC2R 2LS, UK
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2
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Sun YY, Pang SY, Qu Y, Wang SJ, Zhu HJ, Yin WJ, Yang Y, Guo ZN. Prognostic value of beat-to-beat blood pressure variability parameters in patients after mechanical thrombectomy. Hypertens Res 2025; 48:1155-1162. [PMID: 39715793 DOI: 10.1038/s41440-024-02060-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 10/13/2024] [Accepted: 12/09/2024] [Indexed: 12/25/2024]
Abstract
The relationship of beat-to-beat blood pressure variability (BPV) with prognosis after mechanical thrombectomy (MT) is unclear. Consecutive patients with acute ischemic stroke with large vessel occlusion treated with and without MT matched 1:1 by age, sex, and National Institutes of Health Stroke Scale were included. Beat-to-beat BPV was calculated for both systolic (SBP) and diastolic blood pressure (DBP) as standard deviation, coefficient of variation, successive variation (SV), and average real variability (ARV) at 24-72 h after MT. Additionally, hour-to-hour (first 24 h after MT) and day-by-day BPV (first 7 days after MT) were also measured. The outcome was modified Rankin Scale (mRS) at 3 months. Of 168 patients, 84 patients received MT and 84 did not. MT closely correlated with lower beat-to-beat BPV parameters. Beat-to-beat SBP-SV and SBP-ARV were significantly higher in patients with unfavorable outcome than in those with favorable outcome (median 3.40 vs 2.71; P = 0.016; median 2.81 vs 2.20, P = 0.003). After adjusting for confounders, higher beat-to-beat SBP-SV and SBP-ARV were independently associated with unfavorable outcome in patients with MT (all P < 0.05). However, no association was found between hour-to-hour and day-by-day BPV and outcome at 3 months (P > 0.05). The patients with MT had lower beat-to-beat BPV values in the acute phase, which indicated that MT has a positive effect on beat-to-beat BPV. Furthermore, beat-to-beat BPV, rather than hour-to-hour or day-by-day BPV, is an independent risk factor for unfavorable outcome in patients after MT.
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Affiliation(s)
- Ying-Ying Sun
- Stroke Center, Department of Neurology, The First Hospital of Jilin University, Chang Chun, China
| | - Shu-Yan Pang
- Stroke Center, Department of Neurology, The First Hospital of Jilin University, Chang Chun, China
| | - Yang Qu
- Stroke Center, Department of Neurology, The First Hospital of Jilin University, Chang Chun, China
| | - Si-Ji Wang
- Stroke Center, Department of Neurology, The First Hospital of Jilin University, Chang Chun, China
| | - Hong-Jing Zhu
- Stroke Center, Department of Neurology, The First Hospital of Jilin University, Chang Chun, China
| | - Wen-Jing Yin
- Stroke Center, Department of Neurology, The First Hospital of Jilin University, Chang Chun, China
| | - Yi Yang
- Stroke Center, Department of Neurology, The First Hospital of Jilin University, Chang Chun, China.
| | - Zhen-Ni Guo
- Stroke Center, Department of Neurology, The First Hospital of Jilin University, Chang Chun, China.
- Neuroscience Research Center, Department of Neurology, The First Hospital of Jilin University, Chang Chun, China.
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3
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Thiessen JS, McCarthy DG. Integrating respiration into sympathetic transduction to blood pressure. J Physiol 2025. [PMID: 39854074 DOI: 10.1113/jp288132] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2024] [Accepted: 01/14/2025] [Indexed: 01/26/2025] Open
Affiliation(s)
- Johan S Thiessen
- Human Cardiovascular Physiology Laboratory, Department of Human Health and Nutritional Sciences, University of Guelph, Guelph, Ontario, Canada
| | - Devin G McCarthy
- Human Cardiovascular Physiology Laboratory, Department of Human Health and Nutritional Sciences, University of Guelph, Guelph, Ontario, Canada
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Narita K, Shimbo D, Kario K. Assessment of blood pressure variability: characteristics and comparison of blood pressure measurement methods. Hypertens Res 2024; 47:3345-3355. [PMID: 39152254 DOI: 10.1038/s41440-024-01844-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2024] [Revised: 07/10/2024] [Accepted: 07/16/2024] [Indexed: 08/19/2024]
Abstract
Previous studies have reported that blood pressure variability (BPV) is associated with the risk of cardiovascular events independent of blood pressure (BP) levels. While there is little evidence from intervention trials examining whether suppressing BPV is useful in preventing cardiovascular disease, it is suggested that detection of abnormally elevated BPV may be useful in reducing cardiovascular events adding by complementing management of appropriate BP levels. Cuffless BP devices can assess beat-to-beat BPV. Although cuffless BP monitoring devices have measurement accuracy issues that need to be resolved, this is an area of research where the evidence is accumulating rapidly, with many publications on beat-to-beat BPV over several decades. Ambulatory BP monitoring (ABPM) can assess 24-hour BPV and nocturnal dipping patterns. Day-to-day BPV and visit-to-visit BPV are assessed by self-measured BP monitoring at home and office BP measurement, respectively. 24 h, day-to-day, and visit-to-visit BPV have been reported to be associated with cardiovascular prognosis. Although there have been several studies comparing whether ABPM and self-measured BP monitoring at home is the superior measurement method of BPV, no strong evidence has been accumulated that indicates whether ABPM or self-measured home BP is superior. ABPM and self-measured BP monitoring have their own advantages and complement each other in the assessment of BPV.
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Affiliation(s)
- Keisuke Narita
- Columbia Hypertension Laboratory, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA.
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan.
| | - Daichi Shimbo
- Columbia Hypertension Laboratory, Department of Medicine, Columbia University Irving Medical Center, New York, NY, USA
| | - Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
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Yang N, Tan T, Wei J, Gao X, Wang M, Li R, Wang C, Lei M, Hu H, Wang M, Feng Y, Chen P, Liu Y, Mu J, Zhao Z, Yu Y. Combining blood pressure variability and heart rate variability to analyze the autonomic nervous function of rotenone induced Parkinson's rat model. J Neurosci Methods 2024; 409:110217. [PMID: 38964477 DOI: 10.1016/j.jneumeth.2024.110217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2024] [Revised: 06/12/2024] [Accepted: 06/30/2024] [Indexed: 07/06/2024]
Abstract
BACKGROUND Parkinson's patients have significant autonomic dysfunction, early detect the disorder is a major challenge. To assess the autonomic function in the rat model of rotenone induced Parkinson's disease (PD), Blood pressure and ECG signal acquisition are very important. NEW METHOD We used telemetry to record the electrocardiogram and blood pressure signals from awake rats, with linear and nonlinear analysis techniques calculate the heart rate variability (HRV) and blood pressure variability (BPV). we applied nonlinear analysis methods like sample entropy and detrended fluctuation analysis to analyze blood pressure signals. Particularly, this is the first attempt to apply nonlinear analysis to the blood pressure evaluate in rotenone induced PD model rat. RESULTS HRV in the time and frequency domains indicated sympathetic-parasympathetic imbalance in PD model rats. Linear BPV analysis didn't reflect changes in vascular function and blood pressure regulation in PD model rats. Nonlinear analysis revealed differences in BPV, with lower sample entropy results and increased detrended fluctuation analysis results in the PD group rats. COMPARISON WITH EXISTING METHODS AND CONCLUSIONS our experiments demonstrate the ability to evaluate autonomic dysfunction in models of Parkinson's disease by combining the analysis of BPV with HRV, consistent with autonomic impairment in PD patients. Nonlinear analysis by blood pressure signal may help in early detection of the PD. It indicates that the fluctuation of blood pressure in the rats in the rotenone model group tends to be regular and predictable, contributes to understand the PD pathophysiological mechanisms and to find strategies for early diagnosis.
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Affiliation(s)
- Nan Yang
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China; Engineering Technology Research Center of Neurosense and Control of Henan Province, Xinxiang, People's Republic of China; Henan Engineering Laboratory of Combinatorial Technique for Clinical and Biomedical Big Data, Xinxiang, China; Henan International Joint Laboratory of Neural Information Analysis and Drug Intelligent Design, Xinxiang, China; The Second Affiliated Hospital of Xinxiang Medical University, Xinxiang, China; Henan Collaborative Innovation Center of Prevention and treatment of mental disorder, Xinxiang, China
| | - Tao Tan
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Jiarong Wei
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Xudong Gao
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Menghan Wang
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Ruijiao Li
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Chen Wang
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Miaoqing Lei
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Heshun Hu
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Mengke Wang
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Yifan Feng
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Peiqi Chen
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Yilin Liu
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China
| | - Junlin Mu
- The Second Affiliated Hospital of Xinxiang Medical University, Xinxiang, China
| | - Zongya Zhao
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China; Engineering Technology Research Center of Neurosense and Control of Henan Province, Xinxiang, People's Republic of China; Henan Engineering Laboratory of Combinatorial Technique for Clinical and Biomedical Big Data, Xinxiang, China; Henan International Joint Laboratory of Neural Information Analysis and Drug Intelligent Design, Xinxiang, China; The Second Affiliated Hospital of Xinxiang Medical University, Xinxiang, China; Henan Collaborative Innovation Center of Prevention and treatment of mental disorder, Xinxiang, China
| | - Yi Yu
- School of Medical Engineering of Xinxiang Medical University, Xinxiang, China; Engineering Technology Research Center of Neurosense and Control of Henan Province, Xinxiang, People's Republic of China; Henan Engineering Laboratory of Combinatorial Technique for Clinical and Biomedical Big Data, Xinxiang, China; Henan International Joint Laboratory of Neural Information Analysis and Drug Intelligent Design, Xinxiang, China; The Second Affiliated Hospital of Xinxiang Medical University, Xinxiang, China; Henan Collaborative Innovation Center of Prevention and treatment of mental disorder, Xinxiang, China.
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6
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Nyárády BB, Vértes M, Dósa E, Yang X, George CJ, Kiss E, Baji I, Kapornai K, Kovacs M. Short-Term Blood Pressure Variability among Young Adults at High or Low Risk for Depression. J Clin Med 2024; 13:4640. [PMID: 39200781 PMCID: PMC11354659 DOI: 10.3390/jcm13164640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2024] [Revised: 07/28/2024] [Accepted: 08/07/2024] [Indexed: 09/02/2024] Open
Abstract
Background: Depression has been shown to have adverse effects on blood pressure (BP) and is associated with high blood pressure variability (BPV). In turn, high short-term BPV has been related to eventual cardiovascular risk. But it is not clear how early in adulthood the detrimental effects of depression on BPV may be discerned, if being at high risk for depression also compromises BPV, and whether the clinical features of depression moderate its adverse effects. We investigated these three issues among young adults using an office-like setting. Methods: In total, 218 subjects with a history of childhood-onset major depressive episodes (probands), 206 never-depressed full biological siblings of the probands (high-risk siblings), and 166 emotionally healthy unrelated controls received a psychiatric evaluation and three standardized-sitting BP measurements 5 min apart. Short-term BPV was defined as the maximum difference between measures (range) for each case. The statistical methods included analyses of variance/covariance, chi-square tests, and multiple regression. Results: Systolic and diastolic BP decreased over consecutive measurements (p < 0.001). After controlling for age, the probands, siblings, and controls did not differ significantly in terms of BPV. However, the number of lifetime depressive episodes did predict the diastolic BP range (p = 0.005): probands with the highest number of depressive episodes had the largest short-term diastolic BPV. Conclusions: On a group level, the adverse effects on BPV of having experienced or being at high risk for depression are not yet evident during young adulthood. However, the number of major depressive episodes, which is an index of lifetime depression burden, predicts higher BPV. Thus, BPV monitoring for young adults with clinical depression histories could be part of an early intervention program to reduce the risk of eventual cardiovascular disease.
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Affiliation(s)
| | - Miklós Vértes
- Medical Imaging Center, Semmelweis University, 1082 Budapest, Hungary
| | - Edit Dósa
- Heart and Vascular Center, Semmelweis University, 1122 Budapest, Hungary
| | - Xiao Yang
- Department of Psychology, Old Dominion University, Norfolk, VA 23529, USA
| | | | - Enikő Kiss
- Department of Pediatrics and Pediatric Health Center, Child and Adolescent Psychiatry Unit, University of Szeged, 6725 Szeged, Hungary
| | - Ildikó Baji
- Faculty of Health Sciences, Semmelweis University, 1088 Budapest, Hungary
| | - Krisztina Kapornai
- Department of Pediatrics and Pediatric Health Center, Child and Adolescent Psychiatry Unit, University of Szeged, 6725 Szeged, Hungary
| | - Maria Kovacs
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA;
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7
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Ren J, Qu Y, Gao Y, Ma H, Zhang P, Guo Z, Yang Y. Beat-to-Beat Blood Pressure Variability Within 24 Hours of Ischemic Stroke Onset: A Potential Predictor of Functional Prognosis. J Am Heart Assoc 2024; 13:e034575. [PMID: 39023075 PMCID: PMC11964061 DOI: 10.1161/jaha.124.034575] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/25/2024] [Accepted: 06/25/2024] [Indexed: 07/20/2024]
Abstract
BACKGROUND Beat-to-beat blood pressure variability (BPV) is based on each heartbeat and represents a dynamic equilibrium process modulated by artery and cardiac involvement of pressure-receptive reflexes. To date, there remains a lack of prospective studies illustrating the clinical value of beat-to-beat BPV within 24 hours of acute ischemic stroke onset. METHODS AND RESULTS This study prospectively monitored beat-to-beat blood pressure and heart rate in patients with acute ischemic stroke within 24 hours of onset using a noninvasive plethysmograph and calculated beat-to-beat BPV, heart rate variability, and the cross-correlation baroreflex sensitivity. A modified Rankin Scale score of ≥2 at 90 days was defined as an unfavorable prognosis. Multivariate logistic regression was performed, and the nomogram model was developed by adding the beat-to-beat BPV to the traditional model for predicting prognosis. Beat-to-beat BPV increased significantly in the unfavorable outcome group (P<0.05) compared with that in the favorable outcome group, whereas no difference was observed in beat-to-beat heart rate variability and cross-correlation baroreflex sensitivity between both groups (P>0.05). Furthermore, beat-to-beat BPV within 24 hours of acute ischemic stroke onset was independently associated with unfavorable outcome at 90 days (P<0.005). The addition of beat-to-beat BPV to the traditional model for predicting prognosis enhanced the area under the receiver operating characteristic curve from 0.816 to 0.830. CONCLUSIONS Increased beat-to-beat BPV within 24 hours of acute ischemic stroke onset was independently associated with a poor prognosis at 90 days and may be a potential predictor for discriminating unfavorable prognosis.
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Affiliation(s)
- Jia‐Xin Ren
- Stroke Center, Department of NeurologyThe First Hospital of Jilin UniversityChang ChunChina
| | - Yang Qu
- Stroke Center, Department of NeurologyThe First Hospital of Jilin UniversityChang ChunChina
| | - Yi Gao
- Stroke Center, Department of NeurologyThe First Hospital of Jilin UniversityChang ChunChina
| | - Hong‐Yin Ma
- Stroke Center, Department of NeurologyThe First Hospital of Jilin UniversityChang ChunChina
| | - Peng Zhang
- Stroke Center, Department of NeurologyThe First Hospital of Jilin UniversityChang ChunChina
| | - Zhen‐Ni Guo
- Stroke Center, Department of NeurologyThe First Hospital of Jilin UniversityChang ChunChina
- Neuroscience Research Center, Department of NeurologyThe First Hospital of Jilin UniversityChang ChunChina
| | - Yi Yang
- Stroke Center, Department of NeurologyThe First Hospital of Jilin UniversityChang ChunChina
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8
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Waghmare S, Whitaker‐Hilbig AA, Chertoff M, Billinger SA. Blood pressure and heart rate variability to assess autonomic response to an acute bout of high intensity interval exercise in healthy young adults. Physiol Rep 2024; 12:e16142. [PMID: 39054267 PMCID: PMC11272446 DOI: 10.14814/phy2.16142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Revised: 06/28/2024] [Accepted: 07/01/2024] [Indexed: 07/27/2024] Open
Abstract
Autonomic nervous system (ANS) activity causes acute variations in blood pressure (BP) and heart rate (HR). These systems are challenged during high intensity interval exercise (HIIE). However, BP variability (BPV) and HR variability (HRV) response to HIIE is unknown. We characterized BPV and HRV during an acute HIIE bout using spectral low frequency [LF] and high frequency [HF] domains. We hypothesized that BPV would increase and HRV would decrease during high-intensity and active-recovery of HIIE compared to baseline [BL] and BPV would reduce and HRV would increase during cool down, post-HIIE, and 30 min post-HIIE compared to BL. HIIE involved 10 min of alternating high-intensity and active-recovery (approximately 70% and 10% of Wattmax) on a recumbent stepper. We did a secondary analysis on 23 datasets. The participants were 25 ± 1.5 years, 48% females. Our results showed high-intensity BPV LF was not significantly different from BL while HF increased. HRV LF and HF decreased compared to BL. During active-recovery, LF and HF for BPV and HRV increased greater than high-intensity. HRV LF and HF returned to BL after 30 min of recovery, whereas BPV HF was higher compared to BL. The rapid switching during HIIE uniquely modulates cardiovascular and ANS.
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Affiliation(s)
- Saniya Waghmare
- Department of Physical Therapy, Rehabilitation Science, and Athletic TrainingUniversity of Kansas Medical CenterKansas CityKansasUSA
- Department of NeurologyUniversity of Kansas Medical CenterKansas CityKansasUSA
| | - Alicen A. Whitaker‐Hilbig
- Department of Physical Medicine and RehabilitationMedical College of WisconsinMilwaukeeWisconsinUSA
- Cardiovascular CenterMedical College of WisconsinMilwaukeeWisconsinUSA
| | - Mark Chertoff
- Department of Hearing and SpeechUniversity of Kansas Medical CenterKansas CityKansasUSA
| | - Sandra A. Billinger
- Department of NeurologyUniversity of Kansas Medical CenterKansas CityKansasUSA
- Department of Physical Medicine and RehabilitationUniversity of Kansas Medical CenterKansas CityKansasUSA
- University of Kansas Alzheimer's Disease Research CenterFairwayKansasUSA
- Department of Cell Biology and PhysiologyUniversity of Kansas Medical CenterKansas CityKansasUSA
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9
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Zimmermann D, Malberg H, Schmidt M. Novel Metric for Non-Invasive Beat-to-Beat Blood Pressure Measurements Demonstrates Physiological Blood Pressure Fluctuations during Pregnancy. SENSORS (BASEL, SWITZERLAND) 2024; 24:3151. [PMID: 38794005 PMCID: PMC11125072 DOI: 10.3390/s24103151] [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: 03/27/2024] [Revised: 05/03/2024] [Accepted: 05/13/2024] [Indexed: 05/26/2024]
Abstract
Beat-to-beat (B2B) variability in biomedical signals has been shown to have high diagnostic power in the treatment of various cardiovascular and autonomic disorders. In recent years, new techniques and devices have been developed to enable non-invasive blood pressure (BP) measurements. In this work, we aim to establish the concept of two-dimensional signal warping, an approved method from ECG signal processing, for non-invasive continuous BP signals. To this end, we introduce a novel BP-specific beat annotation algorithm and a B2B-BP fluctuation (B2B-BPF) metric novel for BP measurements that considers the entire BP waveform. In addition to careful validation with synthetic data, we applied the generated analysis pipeline to non-invasive continuous BP signals of 44 healthy pregnant women (30.9 ± 5.7 years) between the 21st and 30th week of gestation (WOG). In line with established variability metrics, a significant increase (p < 0.05) in B2B-BPF can be observed with advancing WOGs. Our processing pipeline enables robust extraction of B2B-BPF, demonstrates the influence of various factors such as increasing WOG or exercise on blood pressure during pregnancy, and indicates the potential of novel non-invasive biosignal sensing techniques in diagnostics. The results represent B2B-BP changes in healthy pregnant women and allow for future comparison with those signals acquired from women with hypertensive disorders.
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Affiliation(s)
| | | | - Martin Schmidt
- Institute of Biomedical Engineering, TU Dresden, Fetscherstr. 29, 01307 Dresden, Germany; (D.Z.)
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10
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Lohman T, Shenasa F, Sible I, Kapoor A, Engstrom AC, Dutt S, Head E, Sordo L, M Alitin JP, Gaubert A, Nguyen A, Nation DA. The interactive effect of intra-beat and inter-beat blood pressure variability on neurodegeneration in older adults. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.05.01.24306724. [PMID: 38746307 PMCID: PMC11092712 DOI: 10.1101/2024.05.01.24306724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
Blood pressure variability (BPV) and arterial stiffness are age-related hemodynamic risk factors for neurodegenerative disease, but it remains unclear whether they exert independent or interactive effects on brain health. When combined with high inter-beat BPV, increased intra-beat BPV indicative of arterial stiffness could convey greater pressure wave fluctuations deeper into the cerebrovasculature, exacerbating neurodegeneration. This interactive effect was studied in older adults using multiple markers of neurodegeneration, including medial temporal lobe (MTL) volume, plasma neurofilament light (NfL) and glial fibrillary acidic protein (GFAP). Older adults (N=105) without major neurological or systemic disease were recruited and underwent brain MRI and continuous BP monitoring to quantify inter-beat BPV through systolic average real variability (ARV) and intra-beat variability through arterial stiffness index (ASI). Plasma NfL and GFAP were assessed. The interactive effect of ARV and ASI on MTL atrophy, plasma NfL, and GFAP was studied using hierarchical linear regression. Voxel-based morphometry (VBM) was used to confirm region-of-interest analysis findings. The interaction between higher ARV and higher ASI was significantly associated with left-sided MTL atrophy in both the region-of-interest and false discovery rate-corrected VBM analysis. The interactive effect was also significantly associated with increased plasma NfL, but not GFAP. The interaction between higher ARV and higher ASI is independently associated with increased neurodegenerative markers, including MTL atrophy and plasma NfL, in independently living older adults. Findings could suggest the increased risk for neurodegeneration associated with higher inter-beat BPV may be compounded by increased intra-beat variability due to arterial stiffness.
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11
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Costa MD, Rangasamy V, Behera A, Mathur P, Khera T, Goldberger AL, Subramaniam B. Blood pressure fragmentation as a new measure of blood pressure variability: association with predictors of cardiac surgery outcomes. Front Physiol 2024; 15:1277592. [PMID: 38405117 PMCID: PMC10884313 DOI: 10.3389/fphys.2024.1277592] [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: 08/14/2023] [Accepted: 01/12/2024] [Indexed: 02/27/2024] Open
Abstract
Background: Fluctuations in beat-to-beat blood pressure variability (BPV) encode untapped information of clinical utility. A need exists for developing new methods to quantify the dynamical properties of these fluctuations beyond their mean and variance. Objectives: Introduction of a new beat-to-beat BPV measure, termed blood pressure fragmentation (BPF), and testing of whether increased preoperative BPF is associated with (i) older age; (ii) higher cardiac surgical risk, assessed using the Society of Thoracic Surgeons' (STS) Risk of Morbidity and Mortality index and the European System for Cardiac Operative Risk Evaluation Score (EuroSCORE II); and (iii) longer ICU length of stay (LOS) following cardiac surgery. The secondary objective was to use standard BPV measures, specifically, mean, SD, coefficient of variation (CV), average real variability (ARV), as well a short-term scaling index, the detrended fluctuation analysis (DFA) ⍺1 exponent, in the same type of analyses to compare the results with those obtained using BPF. Methods: Consecutive sample of 497 adult patients (72% male; age, median [inter-quartile range]: 67 [59-75] years) undergoing cardiac surgery with cardiopulmonary bypass. Fragmentation, standard BPV and DFA ⍺1 measures were derived from preoperative systolic blood pressure (SBP) time series obtained from radial artery recordings. Results: Increased preoperative systolic BPF was associated with older age, higher STS Risk of Morbidity and Mortality and EuroSCORE II values, and longer ICU LOS in all models. Specifically, a one-SD increase in systolic BPF (9%) was associated with a 26% (13%-40%) higher likelihood of longer ICU LOS (>2 days). Among the other measures, only ARV and DFA ⍺1 tended to be associated with longer ICU LOS. However, the associations did not reach significance in the most adjusted models. Conclusion: Preoperative BPF was significantly associated with preoperative predictors of cardiac surgical outcomes as well as with ICU LOS. Our findings encourage future studies of preoperative BPF for assessment of health status and risk stratification of surgical and non-surgical patients.
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Affiliation(s)
- Madalena D. Costa
- Margret and H. A. Rey Institute for Nonlinear Dynamics in Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Valluvan Rangasamy
- Sadhguru Center for a Conscious Planet, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Alkananda Behera
- Sadhguru Center for a Conscious Planet, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Priyam Mathur
- Sadhguru Center for a Conscious Planet, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Tanvi Khera
- Sadhguru Center for a Conscious Planet, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Ary L. Goldberger
- Margret and H. A. Rey Institute for Nonlinear Dynamics in Medicine, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
| | - Balachundhar Subramaniam
- Sadhguru Center for a Conscious Planet, Department of Anesthesia, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, United States
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Pronk AC, Wang L, van Poelgeest EP, Leeflang MMG, Daams JG, Hoekstra AG, van der Velde N. The impact of cardiovascular diagnostics and treatments on fall risk in older adults: a scoping review and evidence map. GeroScience 2024; 46:153-169. [PMID: 37864713 PMCID: PMC10828261 DOI: 10.1007/s11357-023-00974-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 10/07/2023] [Indexed: 10/23/2023] Open
Abstract
BACKGROUND We aimed to summarize the published evidence on the fall risk reducing potential of cardiovascular diagnostics and treatments in older adults. METHODS Design: scoping review and evidence map. DATA SOURCES Medline and Embase. ELIGIBILITY CRITERIA all available published evidence; Key search concepts: "older adults," "cardiovascular evaluation," "cardiovascular intervention," and "falls." Studies reporting on fall risk reducing effect of the diagnostic/treatment were included in the evidence map. Studies that investigated cardiovascular diagnostics or treatments within the context of falls, but without reporting a fall-related outcome, were included in the scoping review for qualitative synthesis. RESULTS Two articles on cardiovascular diagnostics and eight articles on cardiovascular treatments were included in the evidence map. Six out of ten studies concerned pacemaker intervention of which one meta-analyses that included randomized controlled trials with contradictory results. A combined cardiovascular assessment/evaluation (one study) and pharmacotherapy in orthostatic hypotension (one study) showed fall reducing potential. The scoping review contained 40 articles on cardiovascular diagnostics and one on cardiovascular treatments. It provides an extensive overview of several diagnostics (e.g., orthostatic blood pressure measurements, heart rhythm assessment) useful in fall prevention. Also, diagnostics were identified, that could potentially provide added value in fall prevention (e.g., blood pressure variability and head turning). CONCLUSION Although the majority of studies showed a reduction in falls after the intervention, the total amount of evidence regarding the effect of cardiovascular diagnostics/treatments on falls is small. Our findings can be used to optimize fall prevention strategies and develop an evidence-based fall prevention care pathway. Adhering to the World guidelines on fall prevention recommendations, it is crucial to undertake a standardized assessment of cardiovascular risk factors, followed by supplementary testing and corresponding interventions, as effective components of fall prevention strategies. In addition, accompanying diagnostics such as blood pressure variability and head turning can be of added value.
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Affiliation(s)
- Anouschka C Pronk
- Department of Internal Medicine, Section of Geriatrics, Amsterdam University Medical Centers, Location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Aging and Later Life, Amsterdam, The Netherlands
| | - Liping Wang
- Department of Internal Medicine, Section of Geriatrics, Amsterdam University Medical Centers, Location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Aging and Later Life, Amsterdam, The Netherlands
| | - Eveline P van Poelgeest
- Department of Internal Medicine, Section of Geriatrics, Amsterdam University Medical Centers, Location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands.
- Amsterdam Public Health Research Institute, Aging and Later Life, Amsterdam, The Netherlands.
| | - Mariska M G Leeflang
- Department of Epidemiology and Data Science Section of Methodology, Amsterdam University Medical Centres, Location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
| | - Joost G Daams
- Medical Library, University of Amsterdam, Amsterdam, The Netherlands
| | - Alfons G Hoekstra
- Computational Science Lab, Informatics Institute, University of Amsterdam, Amsterdam, The Netherlands
| | - Nathalie van der Velde
- Department of Internal Medicine, Section of Geriatrics, Amsterdam University Medical Centers, Location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Aging and Later Life, Amsterdam, The Netherlands
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13
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Waghmare S, Whitaker-Hilbig AA, Chertoff M, Billinger SA. Blood Pressure Variability and Autonomic Response to an Acute Bout of High Intensity Interval Exercise in Healthy Young Adults. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.01.29.24301957. [PMID: 38352373 PMCID: PMC10863011 DOI: 10.1101/2024.01.29.24301957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/31/2024]
Abstract
Autonomic nervous system (ANS) activity causes acute variations in the blood pressure. Blood pressure responds to high intensity interval exercise (HIIE) repeatedly during alternating intensities, however, ANS response to the changing intensities of HIIE is unknown. We characterized the response of beat-to-beat blood pressure variability (BTB BPV) to an acute bout of HIIE using coefficient of variation (CoV) and spectral low frequency [LF], and high frequency [HF] domains. Our hypotheses were mean arterial pressure BTB BPV, would increase during 1) high intensity and 2) active recovery of HIIE compared to baseline (BL). BTB BPV would reduce during 1) cool down 2) post HIIE 3) 30 minutes post HIIE compared to BL in young adults. HIIE included bouts of 1-minute high-intensity separated by 1-minute recovery (□70% and 10% estimated Wattmax) for total of 10 minutes on a recumbent stepper. A secondary analysis was performed using twenty-one datasets of young individuals (age 25±1.5, 48% female). During high intensity, LF and HF increased compared to BL (p < 0.05) indicating increased sympathetic activity and breathing. During active recovery, LF and HF remained elevated above BL and were greater than during high intensity (p ≤ 0.02). Sympathetic activity reduced back to BL immediately post HIIE but returned to being higher than BL at 30 minutes after HIIE (p=0.001). BTB BPV CoV also increased during HIIE compared to BL (p<0.05). Results suggest that young healthy individuals have increased BTB BPV during HIIE suggesting cardiovascular system responds to ANS fluctuations during changing exercise intensity. New and Noteworthy This novel study analyzed beat -to-beat blood pressure variability during high intensity interval exercise (HIIE) in young healthy adults. We found that blood pressure variability was highest during active recovery compared to resting or high intensity exercise. Moreover, variability increased during HIIE but returned to resting post-exercise. These findings provide valuable insights into the blood pressure and ANS responses to HIIE, contributing to our understanding of their impact on overall cardiovascular health in young adults.
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Liu HN, Gao B. Exploration of cardiac rehabilitation nursing for elderly patients with myocardial infarction based on individualized cardiac rehabilitation. World J Clin Cases 2024; 12:256-266. [PMID: 38313651 PMCID: PMC10835703 DOI: 10.12998/wjcc.v12.i2.256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 11/24/2023] [Accepted: 12/25/2023] [Indexed: 01/11/2024] Open
Abstract
BACKGROUND Myocardial infarction is a high-risk condition prevalent among the elderly population, often leading to adverse clinical manifestations such as reduced cardiopulmonary function, anxiety, and depression post-surgery. Consequently, cardiac rehabilitation holds immense importance in mitigating these complications. AIM To evaluate the effect of individualized cardiac rehabilitation on blood pressure variability (BPV) and baroreflex sensitivity (BRS) in elderly patients with myocardial infarction. METHODS A cohort of 74 elderly patients diagnosed with myocardial infarction and admitted to our hospital between January 2021 and January 2022 were subjected to random selection. Subsequently, all patients were divided into two groups, namely the research group (n = 37) and the control group (n = 37), utilizing the number table method. The control group received conventional drug treatment and nursing guidance intervention, while the study group underwent individualized cardiac rehabilitation in addition to the interventions received by the control group. All patients were continuously intervened for 12 wk, and the BPV of these two groups in the 1st wk (T0), the 4th wk (T1) and the 12th wk (T2) were compared, BRS, changes in cardiopulmonary function measures, and adverse cardiovascular events. RESULTS Of 24 h diastolic BPV, 24 h systolic BPV, carbon dioxide ventilation equivalent slope of the research group were lower than those of the control group at T1 and T2, BRS, peak heart rate and systolic blood pressure product, 1 min heart rate recovery were higher than those of the control group, and the incidence of adverse events in the research group was lower than that of the control group, the difference was statistically significant (P < 0.05). CONCLUSION In this study, we found that after individualized cardiac rehabilitation in elderly patients with myocardial infarction, BPV and BRS can be effectively improved, cardiac function is significantly enhanced, and a better prognosis is obtained.
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Affiliation(s)
- Hua-Ning Liu
- Department of Geriatrics, General Hospital of the YangTze River Shipping, Wuhan Brain Hospital, Wuhan 430015, Hubei Province, China
| | - Bo Gao
- Department of Cardiology, Suizhou Central Hospital, Affiliated Hospital of Hubei University of Medicine, Suizhou 441300, Hubei Province, China
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15
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Sabino-Carvalho JL, Jeong J, Sprick J, DaCosta D, Nardone M, Park J. Augmented resting beat-to-beat blood pressure variability in patients with chronic kidney disease. Clin Auton Res 2023; 33:705-714. [PMID: 37776374 PMCID: PMC10993989 DOI: 10.1007/s10286-023-00979-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Accepted: 08/24/2023] [Indexed: 10/02/2023]
Abstract
PURPOSE Our aim was to test the hypothesis that patients with chronic kidney disease (CKD) would exhibit augmented resting beat-to-beat blood pressure variability (BPV) that is associated with poor clinical outcomes independent of mean blood pressure (BP). In addition, since the arterial baroreflex plays a critical role in beat-to-beat BP regulation, we further hypothesized that an impaired baroreflex control would be associated with an augmented resting beat-to-beat BPV. METHODS In 25 sedentary patients with CKD stages III-IV (62 ± 9 years) and 20 controls (57 ± 10 years), resting beat-to-beat BP (finger photoplethysmography) and heart rate (electrocardiography) were continuously measured for 10 min. We calculated the standard deviation (SD), average real variability (ARV) and other indices of BPV. The sequence technique was used to estimate spontaneous cardiac baroreflex sensitivity. RESULTS Compared with controls (CON), the CKD group had significantly increased resting BPV. The ARV (2.2 ± 0.6 versus 1.6 ± 0.5 mmHg, P < 0.001; 1.6 ± 0.7 versus 1.3 ± 0.3 mmHg, P = 0.039; 1.4 ± 0.5 versus 1.0 ± 0.2 mmHg, P < 0.001) of systolic, diastolic and mean BP, respectively, was increased in CKD versus controls. Other traditional measures of variability showed similar results. The cardiac baroreflex sensitivity was lower in CKD compared with controls (CKD: 8.4 ± 4.5 ms/mmHg versus CON: 14.0 ± 8.2 ms/mmHg, P = 0.008). In addition, cardiac baroreflex sensitivity was negatively associated with BPV [systolic blood pressure (SBP) ARV; r = -0.44, P = 0.003]. CONCLUSION In summary, our data demonstrate that patients with CKD have augmented beat-to-beat BPV and lower cardiac baroreflex sensitivity. BPV and cardiac baroreflex sensitivity were negatively correlated in this cohort. These findings may further our understanding about cardiovascular dysregulation observed in patients with CKD.
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Affiliation(s)
- Jeann L Sabino-Carvalho
- Division of Renal Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
- Department of Veterans Affairs Health Care System, Decatur, Georgia
| | - Jinhee Jeong
- Division of Renal Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
- Department of Veterans Affairs Health Care System, Decatur, Georgia
| | - Justin Sprick
- Department of Kinesiology, Health Promotion and Recreation, University of North Texas, Denton, TX, USA
| | - Dana DaCosta
- Division of Renal Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA
- Department of Veterans Affairs Health Care System, Decatur, Georgia
| | - Massimo Nardone
- Human Cardiovascular Physiology Laboratory, Department of Human Health and Nutritional Sciences, University of Guelph, Guelph, ON, Canada
| | - Jeanie Park
- Division of Renal Medicine, Department of Medicine, Emory University School of Medicine, Atlanta, GA, 30322, USA.
- Department of Veterans Affairs Health Care System, Decatur, Georgia.
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16
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Hu JR, Park DY, Agarwal N, Herzig M, Ormseth G, Kaushik M, Giao DM, Turkson-Ocran RAN, Juraschek SP. The Promise and Illusion of Continuous, Cuffless Blood Pressure Monitoring. Curr Cardiol Rep 2023; 25:1139-1149. [PMID: 37688763 PMCID: PMC10842120 DOI: 10.1007/s11886-023-01932-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 07/31/2023] [Indexed: 09/11/2023]
Abstract
PURPOSE OF REVIEW Blood pressure (BP) fluctuations outside of clinic are increasingly recognized for their role in the development of cardiovascular disease, syncope, and premature death and as a promising target for tailored hypertension treatment. However, current cuff-based BP devices, including home and ambulatory devices, are unable to capture the breadth of BP variability across human activities, experiences, and contexts. RECENT FINDINGS Cuffless, wearable BP devices offer the promise of beat-to-beat, continuous, noninvasive measurement of BP during both awake and sleep periods with minimal patient inconvenience. Importantly, cuffless BP devices can characterize BP variability, allowing for the identification of patient-specific triggers of BP surges in the home environment. Unfortunately, the pace of evidence, regulation, and validation testing has lagged behind the pace of innovation and direct consumer marketing. We provide an overview of the available technologies and devices for cuffless BP monitoring, considerations for the calibration and validation of these devices, and the promise and pitfalls of the cuffless BP paradigm.
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Affiliation(s)
- Jiun-Ruey Hu
- Section of Cardiovascular Medicine, Yale School of Medicine, New Haven, CT, USA
| | - Dae Yong Park
- Department of Medicine, Cook County Health, Chicago, IL, USA
| | - Nikita Agarwal
- Department of Internal Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Matthew Herzig
- Department of Internal Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - George Ormseth
- Department of Internal Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Milan Kaushik
- Department of Internal Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | | | - Ruth-Alma N Turkson-Ocran
- Section for Research, Division of General Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Stephen P Juraschek
- Section for Research, Division of General Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.
- , 330 Brookline Avenue, CO-1309, #204, MA, 02215, USA.
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Martinez J, Passage B, Mortazavi BJ, Jafari R. Hypothesis Scoring for Confidence-Aware Blood Pressure Estimation With Particle Filters. IEEE J Biomed Health Inform 2023; 27:4273-4284. [PMID: 37363851 PMCID: PMC10567135 DOI: 10.1109/jbhi.2023.3289192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/28/2023]
Abstract
We propose our Confidence-Aware Particle Filter (CAPF) framework that analyzes a series of estimated changes in blood pressure (BP) to provide several true state hypotheses for a given instance. Particularly, our novel confidence-awareness mechanism assigns likelihood scores to each hypothesis in an effort to discard potentially erroneous measurements - based on the agreement amongst a series of estimated changes and the physiological plausibility when considering DBP/SBP pairs. The particle filter formulation (or sequential Monte Carlo method) can jointly consider the hypotheses and their probabilities over time to provide a stable trend of estimated BP measurements. In this study, we evaluate BP trend estimation from an emerging bio-impedance (Bio-Z) prototype wearable modality although it is applicable to all types of physiological modalities. Each subject in the evaluation cohort underwent a hand-gripper exercise, a cold pressor test, and a recovery state to increase the variation to the captured BP ranges. Experiments show that CAPF yields superior continuous pulse pressure (PP), diastolic blood pressure (DBP), and systolic blood pressure (SBP) estimation performance compared to ten baseline approaches. Furthermore, CAPF performs on track to comply with AAMI and BHS standards for achieving a performance classification of Grade A, with mean error accuracies of -0.16 ± 3.75 mmHg for PP (r = 0.81), 0.42 ± 4.39 mmHg for DBP (r = 0.92), and -0.09 ± 6.51 mmHg for SBP (r = 0.92) from more than test 3500 data points.
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18
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Chen J, Ji X, Zhao R, Wang F. Association of blood pressure variability and CT-based Leiden score in hypertension patients. Front Cardiovasc Med 2023; 10:1111120. [PMID: 37200974 PMCID: PMC10185753 DOI: 10.3389/fcvm.2023.1111120] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 04/10/2023] [Indexed: 05/20/2023] Open
Abstract
Background Blood pressure variability (BPV) obtained from ambulatory blood pressure monitoring (ABPM) has been demonstrated to accurately predict the risk of cerebrovascular events and death in hypertension patients, however, the association between BPV and the severity of coronary atherosclerotic plaque remains unclear. Methods Patients with hypertension combined with suspected coronary artery disease (CAD) were collected, who underwent both ABPM and coronary computed tomographic angiography (CCTA) from December 2017 to March 2022. Patients were divided into three groups according to the Leiden score: low-risk group (Leiden score <5), medium-risk group (Leiden score 5-20), and high-risk group (Leiden score >20). The clinical characteristics of patients were collected and analyzed. Univariate Pearson correlation and multivariate Logistics regression were used to determine the association between BPV and the severity of coronary atherosclerotic plaque. Results A total of 783 patients were included, with the average age of (62.85 ± 10.17) years and 523 males. Patients in the high-risk group had higher mean systolic blood pressure (SBP), nighttime mean SBP and SBP variability (P < 0.05). Leiden score with low risk was associated with 24 h-SBP variability (r = 0.35, P = 0.006) and 24 h-diastolic blood pressure (DBP) loading (r = -0.18, P = 0.027). Leiden score with medium and high risk was associated with nighttime mean SBP (r = 0.23, P = 0.005), 24 h-SBP variability (r = 0.32, P = 0.003), and the decrease of nighttime SBP (r = 0.24, P = 0.019). Multivariate Logistic analysis showed that smoking [odds ratio (OR) = 1.014, 95% confidential interval (CI): 1.0-1.07, P = 0.03], diabetes (OR = 1.43, 95% CI: 1.10-2.26, P = 0.01) and 24 h-SBP variability (OR = 1.35, 95% CI: 1.01-2.46, P = 0.01) were independently associated with Leiden score with medium and high risk. Conclusion Larger SBP variability in hypertensive patients indicates the higher Leiden score and consequently the more serious coronary atherosclerotic plaque. Monitoring SBP variability has certain significance for predicting the severity of coronary atherosclerotic plaque and preventing its progression.
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Affiliation(s)
- Jianqiao Chen
- Department of Geriatrics, Henan Provincial People's Hospital, People's Hospital of Zhengzhou University, People's Hospital of Henan University, Zhengzhou, China
| | - Xinqiang Ji
- Department of Cardiology, The Second Medical Center & National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Runtao Zhao
- Department of Cardiology, The Second Medical Center & National Clinical Research Center for Geriatric Diseases, Beijing, China
| | - Fan Wang
- Department of Cardiology, The Second Medical Center & National Clinical Research Center for Geriatric Diseases, Beijing, China
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Parati G, Bilo G, Kollias A, Pengo M, Ochoa JE, Castiglioni P, Stergiou GS, Mancia G, Asayama K, Asmar R, Avolio A, Caiani EG, De La Sierra A, Dolan E, Grillo A, Guzik P, Hoshide S, Head GA, Imai Y, Juhanoja E, Kahan T, Kario K, Kotsis V, Kreutz R, Kyriakoulis KG, Li Y, Manios E, Mihailidou AS, Modesti PA, Omboni S, Palatini P, Persu A, Protogerou AD, Saladini F, Salvi P, Sarafidis P, Torlasco C, Veglio F, Vlachopoulos C, Zhang Y. Blood pressure variability: methodological aspects, clinical relevance and practical indications for management - a European Society of Hypertension position paper ∗. J Hypertens 2023; 41:527-544. [PMID: 36723481 DOI: 10.1097/hjh.0000000000003363] [Citation(s) in RCA: 57] [Impact Index Per Article: 28.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Blood pressure is not a static parameter, but rather undergoes continuous fluctuations over time, as a result of the interaction between environmental and behavioural factors on one side and intrinsic cardiovascular regulatory mechanisms on the other side. Increased blood pressure variability (BPV) may indicate an impaired cardiovascular regulation and may represent a cardiovascular risk factor itself, having been associated with increased all-cause and cardiovascular mortality, stroke, coronary artery disease, heart failure, end-stage renal disease, and dementia incidence. Nonetheless, BPV was considered only a research issue in previous hypertension management guidelines, because the available evidence on its clinical relevance presents several gaps and is based on heterogeneous studies with limited standardization of methods for BPV assessment. The aim of this position paper, with contributions from members of the European Society of Hypertension Working Group on Blood Pressure Monitoring and Cardiovascular Variability and from a number of international experts, is to summarize the available evidence in the field of BPV assessment methodology and clinical applications and to provide practical indications on how to measure and interpret BPV in research and clinical settings based on currently available data. Pending issues and clinical and methodological recommendations supported by available evidence are also reported. The information provided by this paper should contribute to a better standardization of future studies on BPV, but should also provide clinicians with some indications on how BPV can be managed based on currently available data.
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Affiliation(s)
- Gianfranco Parati
- Istituto Auxologico Italiano, IRCCS, Department of Cardiovascular Neural and Metabolic Sciences, Milan
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Grzegorz Bilo
- Istituto Auxologico Italiano, IRCCS, Department of Cardiovascular Neural and Metabolic Sciences, Milan
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Anastasios Kollias
- Hypertension Center STRIDE-7, National and Kapodistrian University of Athens, School of Medicine, Third Department of Medicine, Sotiria Hospital, Athens, Greece
| | - Martino Pengo
- Istituto Auxologico Italiano, IRCCS, Department of Cardiovascular Neural and Metabolic Sciences, Milan
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Juan Eugenio Ochoa
- Istituto Auxologico Italiano, IRCCS, Department of Cardiovascular Neural and Metabolic Sciences, Milan
| | - Paolo Castiglioni
- IRCCS Fondazione Don Carlo Gnocchi, Milan
- Department of Biotechnology and Life Sciences (DBSV), University of Insubria, Varese
| | - George S Stergiou
- Hypertension Center STRIDE-7, National and Kapodistrian University of Athens, School of Medicine, Third Department of Medicine, Sotiria Hospital, Athens, Greece
| | | | - Kei Asayama
- Department of Hygiene and Public Health, Teikyo University School of Medicine, Tokyo, Japan
- Department of Cardiovascular Sciences, University of Leuven, and Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven, Belgium
- Tohoku Institute for the Management of Blood Pressure, Sendai, Japan
| | - Roland Asmar
- Foundation-Medical Research Institutes, Geneva, Switzerland
| | - Alberto Avolio
- Department of Biomedical Sciences, Faculty of Medicine and Health Sciences, Macquarie University, Sydney, NSW, Australia
| | - Enrico G Caiani
- Istituto Auxologico Italiano, IRCCS, Department of Cardiovascular Neural and Metabolic Sciences, Milan
- Department of Electronics, Information, and Bioengineering, Politecnico di Milano, Italy
| | - Alejandro De La Sierra
- Hypertension Unit, Department of Internal Medicine, Hospital Mútua Terrassa, University of Barcelona, Barcelona, Spain
| | | | - Andrea Grillo
- Department of Medicine, Surgery and Health Sciences, University of Trieste, Italy
| | - Przemysław Guzik
- Department of Cardiology -Intensive Therapy, University School of Medicine in Poznan, Poznan, Poland
| | - Satoshi Hoshide
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | - Geoffrey A Head
- Baker Heart and Diabetes Institute, Melbourne Victoria Australia
| | - Yutaka Imai
- Tohoku Institute for the Management of Blood Pressure, Sendai, Japan
| | - Eeva Juhanoja
- Chronic Disease Prevention Unit, National Institute for Health and Welfare, Turku
- Department of Oncology; Division of Medicine, Turku University Hospital, University of Turku, Turku, Finland
| | - Thomas Kahan
- Karolinska Institute, Department of Clinical Sciences, Division of Cardiovascular Medicine, Department of Cardiology, Danderyd University Hospital Corporation, Stockholm, Sweden
| | - Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Tochigi, Japan
| | | | | | - Konstantinos G Kyriakoulis
- Hypertension Center STRIDE-7, National and Kapodistrian University of Athens, School of Medicine, Third Department of Medicine, Sotiria Hospital, Athens, Greece
| | - Yan Li
- Department of Cardiovascular Medicine, Shanghai Key Laboratory of Hypertension and Medical Genomics, National Research Centre for Translational Medicine
- Shanghai Institute of Hypertension, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Efstathios Manios
- Department of Clinical Therapeutics, National and Kapodistrian University of Athens, School of Medicine, Alexandra Hospital Athens, Greece
| | - Anastasia S Mihailidou
- Department of Cardiology and Kolling Institute, Royal North Shore Hospital, St Leonards; Faculty of Medicine and Health Sciences, Macquarie University, Sydney, Australia
| | | | - Stefano Omboni
- Clinical Research Unit, Italian Institute of Telemedicine, Varese, Italy
- Department of Cardiology, Sechenov First Moscow State Medical University, Moscow, Russian Federation
| | - Paolo Palatini
- Department of Medicine. University of Padova, Padua, Italy
| | - Alexandre Persu
- Division of Cardiology, Department of Cardiovascular Diseases, Cliniques Universitaires Saint-Luc and Pole of Cardiovascular Research, Institut de Recherche Expérimentale et Clinique, Université Catholique de Louvain, Brussels, Belgium
| | - Athanasios D Protogerou
- Cardiovascular Prevention and Research Unit, Department of Pathophysiology, Medical School, National and Kapodistrian University of Athens, Laiko General Hospital, Athens, Greece
| | - Francesca Saladini
- Department of Medicine. University of Padova, Padua, Italy
- Cardiology Unit, Cittadella Town Hospital, Padova, Italy
| | - Paolo Salvi
- Istituto Auxologico Italiano, IRCCS, Department of Cardiovascular Neural and Metabolic Sciences, Milan
| | - Pantelis Sarafidis
- Department of Nephrology, Hippokration Hospital, Aristotle University of Thessaloniki, Greece
| | - Camilla Torlasco
- Istituto Auxologico Italiano, IRCCS, Department of Cardiovascular Neural and Metabolic Sciences, Milan
| | - Franco Veglio
- Internal Medicine Division and Hypertension Unit, Department of Medical Sciences, University of Turin, Turin, Italy
| | - Charalambos Vlachopoulos
- Hypertension and Cardiometabolic Syndrome Unit, 1 Department of Cardiology, Medical School, National & Kapodistrian University of Athens, Hippokration Hospital, Athens, Greece
| | - Yuqing Zhang
- Department of Cardiology, Fu Wai Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
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Short- to long-term blood pressure variability: Current evidence and new evaluations. Hypertens Res 2023; 46:950-958. [PMID: 36759660 DOI: 10.1038/s41440-023-01199-w] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 01/05/2023] [Accepted: 01/19/2023] [Indexed: 02/11/2023]
Abstract
Increased blood pressure (BP) variability and the BP surge have been reported to be associated with increased cardiovascular risk independently of BP levels and can also be a trigger of cardiovascular events. There are multiple types of BP variation: beat-to-beat variations related to breathing and the autonomic nervous system, diurnal BP variation and nocturnal dipping related to sleep and physical activity over a 24-hr period, day-to-day BP variability with anomalous readings within a several-day period, visit-to-visit BP variability between outpatient visits, and seasonal variations. BP variability is also associated with the progression to hypertension from prehypertension and the progression of chronic kidney disease and cognitive impairments. Our research group proposed the "resonance hypothesis of blood pressure surge" as a new etiological hypothesis of BP variability and surges; i.e., the concept that when the time phases of surges and hypertension-inducing environmental influences coincide, resonance occurs and is amplified into a larger "dynamic surge" that triggers the onset of cardiovascular disease. New devices to assess BP variability as well as new therapeutic interventions to reduce BP variability are being developed. Although there are still issues to be addressed (including measurement accuracy), cuffless devices and information and communication technology (ICT)-based BP monitoring devices have been developed and validated. These new devices will be useful for the individualized optimal management of BP. However, evidence regarding the usefulness of therapeutic interventions to control BP variability is still lacking.
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Time course of beat-to-beat blood pressure variability and outcome in patients with spontaneous intracerebral haemorrhage. J Hypertens 2022; 40:1744-1750. [PMID: 35943102 DOI: 10.1097/hjh.0000000000003206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Increased blood pressure variability (BPV) over 24 h or longer was associated with poor clinical outcomes in patients with intracerebral haemorrhage (ICH). However, the characteristics of beat-to-beat BPV, a rapid assessment of BPV and its association with outcome in ICH patients remain unknown. METHODS We consecutively and prospectively recruited patients with ICH between June 2014 and December 2020. Five-minute noninvasive beat-to-beat recordings were measured serially at three time points, 1-2, 4-6 and 10-12 days after ICH onset. BPV was calculated using standard deviation (SD) and variation independent of mean (VIM). Favourable outcome was defined as modified Rankin Scale score of less than 2 at 90 days. RESULTS The analysis included 66 participants (54.12 ± 10.79 years; 71.2% men) and 66 age and sex-matched healthy controls. Compared with that in healthy adults, beat-to-beat BPV was significantly increased 1-2 days after ICH and was completely recovered 10-12 days later. BPV recorded 1-2 days after ICH onset was higher among patients with unfavourable outcomes than among those with favourable outcomes (all P < 0.05) and higher BPV on days 1-2 was independently associated with a 3-month unfavourable outcome after adjustment for major covariates. CONCLUSION Beat-to-beat BPV was significantly increased among patients with ICH and could be completely recovered 10-12 days later. In addition, beat-to-beat BPV 1-2 days after ICH was independently associated with prognosis and could be regarded as a potential prognostic predictor and effective therapeutic target in the future.
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Fares SA, Bakkar NMZ, El-Yazbi AF. Predictive Capacity of Beat-to-Beat Blood Pressure Variability for Cardioautonomic and Vascular Dysfunction in Early Metabolic Challenge. Front Pharmacol 2022; 13:902582. [PMID: 35814210 PMCID: PMC9263356 DOI: 10.3389/fphar.2022.902582] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2022] [Accepted: 05/13/2022] [Indexed: 11/13/2022] Open
Abstract
Diabetic patients present established cardiovascular disease at the onset of diagnostic metabolic symptoms. While premature autonomic and vascular deterioration considered risk factors for major cardiovascular complications of diabetes, present in initial stages of metabolic impairment, their early detection remains a significant challenge impeding timely intervention. In the present study, we examine the utility of beat-to-beat blood pressure variability (BPV) parameters in capturing subtle changes in cardiac autonomic and vascular control distinguishing between various risk categories, independent of the average BP. A rat model of mild hypercaloric (HC) intake was used to represent the insidious cardiovascular changes associated with early metabolic impairment. Invasive hemodynamics were used to collect beat-to-beat BP time series in rats of either sex with different durations of exposure to the HC diet. Linear (standard deviation and coefficient of variation) and nonlinear (approximate entropy, ApEn, and self-correlation of detrended fluctuation analysis, α) BPV parameters were calculated to assess the impact of early metabolic impairment across sexes and feeding durations. HC-fed male, but not female, rats developed increased fat:lean ratio as well as hyperinsulinemia. Unlike linear parameters, multivariate analysis showed that HC-fed rats possessed lower ApEn and higher α, consistent with early changes in heart rate variability and blunting of parasympathetic baroreceptor sensitivity, particularly in males. Moreover, logistic regression demonstrated the superiority of nonlinear parameters of diastolic BPV in predicting a prediabetic disease state. Our findings support the use of nonlinear beat-to-beat BPV for early detection of cardiovascular derangements in the initial stages of metabolic impairment.
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Affiliation(s)
- Souha A. Fares
- Rafic Hariri School of Nursing, American University of Beirut, Beirut, Lebanon
- Department of Biostatistics and Informatics, Colorado University Anschutz Medical Campus, Aurora, Colorado
| | - Nour-Mounira Z. Bakkar
- Rafic Hariri School of Nursing, American University of Beirut, Beirut, Lebanon
- Department of Pharmacology and Toxicology, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
| | - Ahmed F. El-Yazbi
- Department of Pharmacology and Toxicology, Faculty of Medicine, American University of Beirut, Beirut, Lebanon
- Department of Pharmacology and Toxicology, Faculty of Pharmacy, Alexandria University, Alexandria, Egypt
- Faculty of Pharmacy, Alamein International University, Alalamein, Egypt
- *Correspondence: Ahmed F. El-Yazbi,
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Choudhary MK, Penninkangas RM, Eräranta A, Niemelä O, Mangani C, Maleta K, Ashorn P, Ashorn U, Pörsti I. Posture-Related Differences in Cardiovascular Function Between Young Men and Women: Study of Noninvasive Hemodynamics in Rural Malawi. J Am Heart Assoc 2022; 11:e022979. [PMID: 35195013 PMCID: PMC9075090 DOI: 10.1161/jaha.121.022979] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Background Cardiovascular risk is higher in men than in women, but little information exists about sex‐related differences in cardiovascular function from low‐income countries. We compared hemodynamics between sexes in rural Malawi in a cohort followed up since their birth. Methods and Results Supine, seated, and standing hemodynamics were recorded from 251 women and 168 men (mean age, 21 years; body mass index, 21 kg/m2) using oscillometric brachial waveform analyses (Mobil‐O‐Graph). The results were adjusted for estimated glomerular filtration rate, and plasma potassium, lipids, and glucose. Men had higher brachial and aortic systolic blood pressure and stroke index regardless of posture (P<0.001), and higher upright but similar supine diastolic blood pressure than women. Regardless of posture, heart rate was lower in men (P<0.001), whereas cardiac index did not differ between sexes. Women presented with lower supine and standing systemic vascular resistance index (P<0.001), whereas supine‐to‐standing increase in vascular resistance (P=0.012) and decrease in cardiac index (P=0.010) were higher in women. Supine left cardiac work index was similar in both sexes, whereas standing and seated left cardiac work index was higher in men than in women (P<0.001). Conclusions In young Malawian adults, men had higher systolic blood pressure, systemic vascular resistance, and upright cardiac workload, whereas women presented with higher posture‐related changes in systemic vascular resistance and cardiac output. These findings show systematic sex‐related differences in cardiovascular function in a cohort from a low‐income country with high exposure to prenatal and postnatal malnutrition and infectious diseases.
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Affiliation(s)
| | | | - Arttu Eräranta
- Faculty of Medicine and Health Technology Tampere University Tampere Finland
| | - Onni Niemelä
- Faculty of Medicine and Health Technology Tampere University Tampere Finland.,Department of Laboratory Medicine and Medical Research Unit Seinäjoki Central Hospital Seinäjoki Finland
| | - Charles Mangani
- School of Public Health and Family Medicine College of Medicine University of Malawi Blantyre Malawi
| | - Kenneth Maleta
- School of Public Health and Family Medicine College of Medicine University of Malawi Blantyre Malawi
| | - Per Ashorn
- Faculty of Medicine and Health Technology Tampere University Tampere Finland.,Department of Pediatrics Tampere University Hospital Tampere Finland
| | - Ulla Ashorn
- Faculty of Medicine and Health Technology Tampere University Tampere Finland
| | - Ilkka Pörsti
- Faculty of Medicine and Health Technology Tampere University Tampere Finland.,Department of Internal Medicine Tampere University Hospital Tampere Finland
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Fares S, Bakkar NMZ, Alami R, Lakkis I, Badr K. Longitudinal study on the effect of surgical weight loss on beat-to-beat blood pressure variability in patients undergoing bariatric surgery: a study protocol. BMJ Open 2021; 11:e050957. [PMID: 34667007 PMCID: PMC8527146 DOI: 10.1136/bmjopen-2021-050957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION Alterations in linear and non-linear parameters of beat-to-beat blood pressure variability (BPV) have been shown to predict disease prognosis and distinguish between risk categories in various pathological conditions, independently of average blood pressure levels. Obesity places subjects at elevated risk of vascular diseases, including hypertension, resulting in serious cardiac, respiratory and cerebral events. However, little is known about the status of vascular dynamics in obese and morbidly obese adults. METHODS AND ANALYSIS In this present quasi-experimental longitudinal study, changes in beat-to-beat BPV, using continuous, non-invasive blood pressure monitoring, in obese subjects undergoing bariatric surgery are characterised. The capacity of linear and non-linear measures of BPV to detect differences between hypertensive, prehypertensive and normotensive obese subjects prebariatric and postbariatric surgery are tested. Additionally, potential correlations between beat-to-beat BPV and age, body mass index, gender and comorbidities will be investigated. In parallel, the impact of the unsteady fluctuations of beat-to-beat blood pressure on the dynamic stresses imparted by blood flow on blood vessel walls will be explored. We expect to find altered BPV profiles in hypertensive and prehypertensive subjects as compared with normotensive subjects. We also expect to see differential normalisation in BPV profiles between hypertensive, prehypertensive and normotensive subjects over time. ETHICS AND DISSEMINATION The study has been approved by the Institutional Review Board at the American University of Beirut (IRB ID: BIO-2018-0040). Study results will be made available to the public through publications in peer-reviewed journals and conference papers and/or presentations.
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Affiliation(s)
- Souha Fares
- Rafic Hariri School of Nursing, American University of Beirut, Beirut, Lebanon
| | | | - Ramzi Alami
- Department of Surgery, American University of Beirut Medical Center, Beirut, Lebanon
| | - Issam Lakkis
- Department of Mechanical Engineering, American University of Beirut Faculty of Engineering and Architecture, Beirut, Lebanon
| | - Kamal Badr
- Department of Internal Medicine, American University of Beirut Faculty of Medicine, Beirut, Lebanon
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