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Pradhan A, Scaringi J, Gerard P, Arena R, Myers J, Kaminsky LA, Kung E. Systematic Review and Regression Modeling of the Effects of Age, Body Size, and Exercise on Cardiovascular Parameters in Healthy Adults. Cardiovasc Eng Technol 2021; 13:343-361. [PMID: 34668143 DOI: 10.1007/s13239-021-00582-3] [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: 12/28/2020] [Accepted: 09/24/2021] [Indexed: 11/25/2022]
Abstract
PURPOSE Blood pressure, cardiac output, and ventricular volumes correlate to various subject features such as age, body size, and exercise intensity. The purpose of this study is to quantify this correlation through regression modeling. METHODS We conducted a systematic review to compile reference data of healthy subjects for several cardiovascular parameters and subject features. Regression algorithms used these aggregate data to formulate predictive models for the outputs-systolic and diastolic blood pressure, ventricular volumes, cardiac output, and heart rate-against the features-age, height, weight, and exercise intensity. A simulation-based procedure generated data of virtual subjects to test whether these regression models built using aggregate data can perform well for subject-level predictions and to provide an estimate for the expected error. The blood pressure and heart rate models were also validated using real-world subject-level data. RESULTS The direction of trends between model outputs and the input subject features in our study agree with those in current literature. CONCLUSION Although other studies observe exponential predictor-output relations, the linear regression algorithms performed the best for the data in this study. The use of subject-level data and more predictors may provide regression models with higher fidelity. SIGNIFICANCE Models developed in this study can be useful to clinicians for personalized patient assessment and to researchers for tuning computational models.
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Affiliation(s)
- Aseem Pradhan
- Department of Mechanical Engineering, Clemson University, Clemson, SC, USA
| | - John Scaringi
- Department of Bioengineering, Clemson University, Clemson, SC, USA
| | - Patrick Gerard
- School of Mathematical and Statistical Sciences, Clemson University, Clemson, SC, USA
| | - Ross Arena
- Department of Physical Therapy, College of Applied Science, University of Illinois at Chicago, Chicago, IL, USA
| | - Jonathan Myers
- Division of Cardiology, VA Palo Alto Healthcare System, Palo Alto, CA, USA
| | - Leonard A Kaminsky
- Fisher Institute of Health and Well-Being and Clinical Exercise Physiology Laboratory, Ball State University, Muncie, IN, USA
| | - Ethan Kung
- Department of Mechanical Engineering, Clemson University, Clemson, SC, USA.
- Department of Bioengineering, Clemson University, Clemson, SC, USA.
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Mensink-Bout SM, Santos S, de Jongste JC, Jaddoe VWV, Duijts L. Cardio-metabolic risk factors during childhood in relation to lung function and asthma. Pediatr Allergy Immunol 2021; 32:945-952. [PMID: 33759231 PMCID: PMC8360082 DOI: 10.1111/pai.13509] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 01/11/2021] [Accepted: 01/13/2021] [Indexed: 11/30/2022]
Abstract
BACKGROUND Cardio-metabolic risk factors might have an adverse effect on respiratory outcomes, but associations in children are unknown. We aimed to study the longitudinal associations of cardio-metabolic risk factors with lung function and asthma at school age. We also examined whether any association was explained by child's body mass index (BMI). METHODS In a population-based cohort study among 4988 children, cardio-metabolic risk factors were measured at 6 and 10 years and included blood pressure, cholesterol, triglycerides, insulin, and C-reactive protein (CRP) concentrations. At age 10 years, lung function was measured by spirometry and current physician-diagnosed asthma was assessed by questionnaire. RESULTS After adjustment for confounders, child's BMI, and multiple testing, we observed that a higher diastolic blood pressure at the age of 6 years was associated with a higher forced vital capacity (FVC) at the age of 10 years (Z-score difference (95% CI): 0.05 (0.01, 0.08), per SDS increase in diastolic blood pressure). Also, child's CRP concentrations above the 75th percentile at both ages 6 and 10 years were related to a lower FVC as compared to CRP concentrations below the 75th percentile at both ages (Z-score difference (95% CI) -0.21 (-0.36, -0.06)). No consistent associations of other cardio-metabolic risk factors with respiratory outcomes were observed. CONCLUSION Blood pressure and CRP, but not lipids and insulin, were associated with lower lung function but not with asthma. The underlying mechanisms and long-term effects of these associations require further investigation.
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Affiliation(s)
- Sara M Mensink-Bout
- The Generation R Study Group, Erasmus MC, University Medical Center, Rotterdam, The Netherlands.,Division of Respiratory Medicine and Allergology, Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Susana Santos
- The Generation R Study Group, Erasmus MC, University Medical Center, Rotterdam, The Netherlands.,Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Johan C de Jongste
- Division of Respiratory Medicine and Allergology, Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Vincent W V Jaddoe
- The Generation R Study Group, Erasmus MC, University Medical Center, Rotterdam, The Netherlands.,Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
| | - Liesbeth Duijts
- Division of Respiratory Medicine and Allergology, Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, The Netherlands.,Division of Neonatology, Department of Pediatrics, Erasmus MC, University Medical Center, Rotterdam, The Netherlands
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Lung function, obesity and physical fitness in young children: The EXAMIN YOUTH study. Respir Med 2019; 159:105813. [PMID: 31731085 DOI: 10.1016/j.rmed.2019.105813] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2019] [Accepted: 11/04/2019] [Indexed: 01/10/2023]
Abstract
OBJECTIVE The prevalence of obesity and physical inactivity in children are increasing globally. The study aimed to investigate the association of obesity and cardiorespiratory fitness (CRF) with patterns of lung function in young children. METHODS In this cross-sectional study, lung function, body mass index (BMI), blood pressure (BP) and CRF (shuttle run stages) were measured in an unselected cohort of 1246 children aged 7.2 ± 0.4 years. All parameters and lung function, such as the ratio of forced expiratory volume in 1 s (FEV1) to forced vital capacity (FVC), were assessed by standardized procedures for children. Statistical models were applied for systematic adjustment of potential confounders. RESULTS Obese children had significantly higher FEV1 (Coef. (95% CI) (1.57 (1.50; 1.64) L) and FVC (1.75 (1.67; 1.83) L) compared to normal weight children (1.38 (1.37; 1.40) L; (1.53 (1.51; 1.54) L, respectively). However, with each unit increase of BMI, FEV1/FVC decreased (-0.003 (-0.005; -0.001)) due to a disproportional increase in FVC compared to FEV1. Per stage increase of CRF, FEV1 (0.017 (0.008; 0.025) L) and FVC increased (0.022 (0.012; 0.031) L)). In obese children, higher CRF was independently associated with higher FEV1/FVC (0.03 (0.5E-4; 0.06)) due to a higher increase of FEV1 over FVC with increasing fitness. CONCLUSIONS The decrease of FEV1/FVC with increasing BMI suggests that childhood obesity is associated with an imbalance of ventilation and airway flow. In children with obesity, higher CRF is associated with an improved FEV1/FVC ratio. Physical exercise programs may have the potential to improve patterns of lung function in children with obesity.
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Abstract
Blood pressure (BP) tracks from childhood to adulthood, and early BP trajectories predict cardiovascular disease risk later in life. Excess postnatal weight gain is associated with vascular changes early in life. However, to what extent it is associated with children's BP is largely unknown. In 853 healthy 5-year-old children of the Wheezing-Illnesses-Study-Leidsche-Rijn (WHISTLER) birth cohort, systolic (SBP) and diastolic BP (DBP) were measured, and z scores of individual weight gain rates adjusted for length gain rates were calculated using at least two weight and length measurements from birth until 3 months of age. Linear regression analyses were conducted to investigate the association between weight gain rates adjusted for length gain rates and BP adjusted for sex and ethnicity. Each standard deviation increase in weight gain rates adjusted for length gain rates was associated with 0.9 mmHg (95% CI 0.3, 1.5) higher sitting SBP after adjustment for confounders. Particularly in children in the lowest birth size decile, high excess weight gain was associated with higher sitting SBP values compared to children with low weight gain rates adjusted for length gain rates. BMI and visceral adipose tissue partly explained the association between excess weight gain and sitting SBP (β 0.5 mmHg, 95% CI -0.3, 1.3). Weight gain rates adjusted for length gain rates were not associated with supine SBP or DBP. Children with excess weight gain, properly adjusted for length gain, in the first three months of life, particularly those with a small birth size, showed higher sitting systolic BP at the age of 5 years.
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Longitudinal study of the influence of lung function on vascular health from adolescence to early adulthood in a British multiethnic cohort. J Hypertens 2018; 35:2185-2191. [PMID: 28661960 PMCID: PMC5625963 DOI: 10.1097/hjh.0000000000001455] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Background: Vascular and lung function develop and decline over the life course; both predict cardiovascular events and mortality but little is known of how they develop over time. We analysed their relationship in a multiethnic cohort study to test whether lung function from early adolescence to young adulthood affected vascular indices. Methods: ‘DASH’ (http://dash.sphsu.mrc.ac.uk) included 6643 children aged 11–13 years in 2003; a representative 10% sample (n = 665) participated in a pilot follow-up in 2013. Psychosocial, anthropometric, blood pressure (BP), and lung function measures were collected in both surveys; aortic pulse wave velocity (PWV) and augmentation index (AIx) were measured at aged 21–23 years. Relationships between forced expiratory volume Z-scores in 1 s (zFEV1), after global initiative-ethnic adjustments and BP, PWV, and AIx were tested in linear regression and general estimating statistical models. Results: In total, 488 people with complete data were included. At 11–13 years, SBP was positively associated with zFEV1 (coefficient = 1.90, 95% confidence interval 1.11–2.68, P < 0.001); but not at 21–23 years. The 10-year increase in zFEV1 was associated with rise in SBP (1.38, 0.25–1.51, P < 0.05) in mixed effect models adjusted for age, sex, ethnicity, waist to height ratio, employment, reported racism, smoking, and alcohol use but DBP change was unrelated. In fully adjusted models, neither PWV nor central AIx were associated with zFEV1 at 11–13 years or 21–23 years (P > 0.05). Conclusion: Forced expiratory volume change is positively and independently associated with SBP change from adolescence to young adulthood, suggesting earlier lung function plays important roles in SBP development. Vascular indices were unrelated to lung function or its change.
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Wilde MAD, Eising JB, Gunning MN, Koster MPH, Evelein AMV, Dalmeijer GW, Uiterwaal CSPM, Eijkemans MJC, Ent CKVD, Meijboom FJ, Fauser BCJM. Cardiovascular and Metabolic Health of 74 Children From Women Previously Diagnosed With Polycystic Ovary Syndrome in Comparison With a Population-Based Reference Cohort. Reprod Sci 2018; 25:1492-1500. [PMID: 29320957 DOI: 10.1177/1933719117749761] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Women with polycystic ovary syndrome (PCOS) have compromised cardiovascular health profiles and an increased risk of pregnancy complications. In order to evaluate potential consequences, we aim to compare the cardiovascular and metabolic health of the children from women with PCOS with a population-based reference cohort. We included children from women with PCOS between the age of 2.5 to 4 years (n = 42) and 6 to 8 years (n = 32). The reference groups consisted of 168 (3-4 years old) and 130 children (7-8 years old). In an extensive cardiovascular screening program, we measured anthropometrics and blood pressure (all children), heart function and vascular rigidity (young children), metabolic laboratory assessment and carotid intima thickness (old age-group). Results showed that young PCOS offspring have a significantly lower diastolic blood pressure (β = 2.3 [95% confidence interval, CI: 0.5-4.0]) and higher aortic pulse pressure (β = -1.4 [95% CI: -2.5 to -0.2]), compared to the reference population. Furthermore, a higher left ventricle internal diameter but a lower tissue Doppler imaging of the right wall in systole compared to the reference group was found. Older offspring of women with PCOS presented with a significantly lower breast and abdominal circumference, but higher triglycerides (β = -0.1 [95% CI: -0.2 to -0.1]), LDL-cholesterol (β = -0.4 [95% CI: -0.6 to -0.1]), and higher carotid intima-media thickness (β = -31.7 [95% CI: -46.6 to -16.9]) compared to the reference group. In conclusion, we observe subtle but distinct cardiovascular and metabolic abnormalities already at an early age in PCOS offspring compared to a population-based reference group, despite a lower diastolic blood pressure, breast, and abdominal circumference. These preliminary findings require confirmation in independent data sets.
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Affiliation(s)
- Marlieke A de Wilde
- 1 Department of Reproductive Medicine and Gynaecology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Jacobien B Eising
- 2 Department of Paediatric Pulmonology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Marlise N Gunning
- 1 Department of Reproductive Medicine and Gynaecology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Maria P H Koster
- 1 Department of Reproductive Medicine and Gynaecology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Annemieke M V Evelein
- 3 Julius Centre for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Geertje W Dalmeijer
- 3 Julius Centre for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Cuno S P M Uiterwaal
- 3 Julius Centre for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Marinus J C Eijkemans
- 1 Department of Reproductive Medicine and Gynaecology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands.,3 Julius Centre for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Cornelis K van der Ent
- 2 Department of Paediatric Pulmonology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Folkert J Meijboom
- 4 Department of Paediatric Cardiology, Wilhelmina Children's Hospital, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
| | - Bart C J M Fauser
- 1 Department of Reproductive Medicine and Gynaecology, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands
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Understanding the relationship between lung function and cardiovascular phenotypes in the young. J Hypertens 2017; 35:2171-2174. [DOI: 10.1097/hjh.0000000000001541] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Jansen MAC, Dalmeijer GW, Visseren FLJ, van der Ent CK, Leusink M, Onland-Moret NC, Maitland-van der Zee AH, Grobbee DE, Uiterwaal CSPM. Adult derived genetic blood pressure scores and blood pressure measured in different body postures in young children. Eur J Prev Cardiol 2016; 24:320-327. [DOI: 10.1177/2047487316679526] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Affiliation(s)
- Maria AC Jansen
- Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, the Netherlands
| | - Geertje W Dalmeijer
- Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, the Netherlands
| | - Frank LJ Visseren
- Department of Vascular Medicine, University Medical Centre Utrecht, the Netherlands
| | - Cornelis K van der Ent
- Department of Pediatric Pulmonology, Wilhelmina Children’s Hospital, University Medical Centre Utrecht, the Netherlands
| | - Maarten Leusink
- Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, the Netherlands
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Faculty of Science, Utrecht University, the Netherlands
| | - N Charlotte Onland-Moret
- Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, the Netherlands
| | - Anke H Maitland-van der Zee
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Faculty of Science, Utrecht University, the Netherlands
| | - Diederick E Grobbee
- Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, the Netherlands
| | - Cuno SPM Uiterwaal
- Julius Center for Health Sciences and Primary Care, University Medical Centre Utrecht, the Netherlands
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