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Singhapakdi K, Haydel A, Johnston M, Yang S, Bradford T, Moulton D, Kimball TR. Social, Racial, and Economic Disparities Affecting Outcomes of Hypertensive Adolescents. J Clin Hypertens (Greenwich) 2025; 27:e14930. [PMID: 39853844 PMCID: PMC11771793 DOI: 10.1111/jch.14930] [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: 04/29/2024] [Revised: 10/14/2024] [Accepted: 10/16/2024] [Indexed: 01/26/2025]
Abstract
Essential hypertension is one of the most common conditions managed in pediatric cardiology and can result in lasting deleterious effects on the cardiovascular system. Pediatric hypertension is so prevalent in the United States that it is often referred to as a public health challenge. Social determinants of health (SDH) are the cultural, economic, educational, healthcare accessibility, and political influences in the environment in which an individual is born or lives, all of which can affect that individual's overall health. This study investigated the impact of social determinants such as rurality, food insecurity, transportation challenges, minority status, income, and race on cardiovascular outcomes in adolescent patients with essential hypertension. This study utilizes multiple validated tools including those from the United States Census and the United States Department of Agriculture (USDA). Using these tools, the patients were scored on their social vulnerability based on home address. These scores were then compared with their echocardiographic data, focusing on measures of end-organ damage known to occur in the setting of hypertension, including but not limited to indexed left ventricular (LV) mass. LV mass is an independent risk factor for future adverse cardiovascular events. In this study, more social vulnerability and low income were associated with a greater indexed LV mass (r = 0.18, p = 0.008). African American race was associated with a higher left atrial (LA) volume (p = 0.03). These findings substantiate that adolescents with essential hypertension are not only impacted by biological factors but also a combination of intersecting social constructs. The results of this study provide both a deeper understanding of the challenges these patients face and the opportunity to develop real-life interventions that can optimize clinical outcomes.
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Affiliation(s)
- Kanya Singhapakdi
- Department of PediatricsLouisiana State University Health Sciences CenterNew OrleansUSA
| | - Amelia Haydel
- Department of PediatricsLouisiana State University College of MedicineNew OrleansUSA
| | - Marla Johnston
- Department of PediatricsLouisiana State University Health Sciences CenterNew OrleansUSA
| | - Shengping Yang
- Pennington Biomedical Research CenterBaton RougeLouisianaUSA
| | - Tamara Bradford
- Department of PediatricsLouisiana State University Health Sciences CenterNew OrleansUSA
| | - Dedrick Moulton
- Department of PediatricsLouisiana State University Health Sciences CenterNew OrleansUSA
| | - Thomas R. Kimball
- Department of PediatricsLouisiana State University Health Sciences CenterNew OrleansUSA
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Marateb HR, Mansourian M, Koochekian A, Shirzadi M, Zamani S, Mansourian M, Mañanas MA, Kelishadi R. Prevention of Cardiometabolic Syndrome in Children and Adolescents Using Machine Learning and Noninvasive Factors: The CASPIAN-V Study. INFORMATION 2024; 15:564. [DOI: 10.3390/info15090564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2024] Open
Abstract
Cardiometabolic syndrome (CMS) is a growing concern in children and adolescents, marked by obesity, hypertension, insulin resistance, and dyslipidemia. This study aimed to predict CMS using machine learning based on data from the CASPIAN-V study, which involved 14,226 participants aged 7–18 years, with a CMS prevalence of 82.9%. We applied the XGBoost algorithm to analyze key noninvasive variables, including self-rated health, sunlight exposure, screen time, consanguinity, healthy and unhealthy dietary habits, discretionary salt and sugar consumption, birthweight, and birth order, father and mother education, oral hygiene behavior, and family history of dyslipidemia, obesity, hypertension, and diabetes using five-fold cross-validation. The model achieved high sensitivity (94.7% ± 4.8) and specificity (78.8% ± 13.7), with an area under the ROC curve (AUC) of 0.867 ± 0.087, indicating strong predictive performance and significantly outperformed triponderal mass index (TMI) (adjusted paired t-test; p < 0.05). The most critical selected modifiable factors were sunlight exposure, screen time, consanguinity, healthy and unhealthy diet, dietary fat type, and discretionary salt consumption. This study emphasizes the clinical importance of early identification of at-risk individuals to implement timely interventions. It offers a promising tool for CMS risk screening. These findings support using predictive analytics in clinical settings to address the rising CMS epidemic in children and adolescents.
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Affiliation(s)
- Hamid Reza Marateb
- Biomedical Engineering Research Centre (CREB), Automatic Control Department (ESAII), Universitat Politècnica de Catalunya-Barcelona Tech (UPC), 08028 Barcelona, Spain
| | - Mahsa Mansourian
- Department of Medical Physics, School of Medicine, Isfahan University of Medical Sciences, Isfahan 81746-73461, Iran
| | - Amirhossein Koochekian
- Child Growth and Development Research Center, Research Institute for Primordial Prevention of Non-Communicable Disease, Isfahan University of Medical Sciences, Isfahan 81746-73461, Iran
| | - Mehdi Shirzadi
- Biomedical Engineering Research Centre (CREB), Automatic Control Department (ESAII), Universitat Politècnica de Catalunya-Barcelona Tech (UPC), 08028 Barcelona, Spain
| | - Shadi Zamani
- Biomedical Engineering Department, Engineering Faculty, University of Isfahan, Isfahan 81746-73441, Iran
| | - Marjan Mansourian
- Biomedical Engineering Research Centre (CREB), Automatic Control Department (ESAII), Universitat Politècnica de Catalunya-Barcelona Tech (UPC), 08028 Barcelona, Spain
| | - Miquel Angel Mañanas
- Biomedical Engineering Research Centre (CREB), Automatic Control Department (ESAII), Universitat Politècnica de Catalunya-Barcelona Tech (UPC), 08028 Barcelona, Spain
- Biomedical Research Networking Center in Bioengineering, Biomaterials, and Nanomedicine (CIBER-BBN), 28029 Madrid, Spain
| | - Roya Kelishadi
- Child Growth and Development Research Center, Research Institute for Primordial Prevention of Non-Communicable Disease, Isfahan University of Medical Sciences, Isfahan 81746-73461, Iran
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Darvish Noori Kalaki S, Darabi F, Gubari MIM, Yaseri M, Motlagh ME, Heshmat R, Qorbani M, Jones ME, Safari S, Baratloo A, Baikpour M, Yousefifard M, Hosseini M, Kelishadi R. Prevalence of Hypertension among Children Based on the New American Academy of Pediatrics Clinical Practice Guidelines. IRANIAN JOURNAL OF PUBLIC HEALTH 2023; 52:166-174. [PMID: 36824248 PMCID: PMC9941449 DOI: 10.18502/ijph.v52i1.11679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 01/12/2022] [Accepted: 03/05/2022] [Indexed: 01/18/2023]
Abstract
Background In 2017, the American Academy of Pediatrics (AAP) updated clinical practice guidelines for the diagnosis and management of hypertension in children. The present study aimed to assess the prevalence of hypertension in Iranian children based on the latest guidelines. Methods Data on 7301 student participants (3589 boys and 3712 girls) aged between 7-12 yr were assessed. The data were extracted from the fifth Childhood and Adolescence Surveillance and Prevention of Adult Non-communicable Disease (CASPIAN V) school-based study conducted in the 30 provinces of Iran in 2015. Blood pressure (BP) was classified as normal, elevated BP, and stage 1 and 2 hypertension using weighted analysis and the 2017 AAP guidelines. All analyses were performed in STATA 14.0 statistical software, with findings presented in terms of prevalence. Results The overall prevalence of high BP in Iranian children was 14.7%. In addition, 15.1% of boys had high BP, with 9.4% and 1.7% of them with stage 1 and 2 hypertension, respectively. Moreover, 14.3% of girls had high BP, of which 10% had stage 1 and 1.3% with stage 2 hypertension. For elevated hypertension, it was observed in 4% of boys and 3% of girls. Conclusion Using the 2017 AAP guidelines demonstrated a higher prevalence of hypertension in children (14.7%) in Iran. The prevalence of hypertension in boys was slightly higher compared to girls.
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Affiliation(s)
- Simin Darvish Noori Kalaki
- Department of Anthropology, Faculty of Social Sciences, Central Tehran Branch, Islamic Azad University, Tehran, Iran
| | - Fatemeh Darabi
- Department of Public Health, Asadabad School of Medical Sciences, Asadabad, Iran
| | - Mohammed I M Gubari
- Community Medicine, College of Medicine, University of Sulaimani, Sulaimani, Iraq
| | - Mehdi Yaseri
- Department of Epidemiology and Biostatistics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Ramin Heshmat
- Chronic Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Mostafa Qorbani
- Chronic Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran,Department of Community Medicine, Alborz University of Medical Sciences, Karaj, Iran,Non-Communicable Diseases Research Center, Alborz University of Medical Sciences, Karaj, Iran
| | - Michael E. Jones
- Division of Genetics and Epidemiology, the Institute of Cancer Research, London, UK
| | - Saeed Safari
- Emergency Department, Shohadye Tajrish Hospital, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Alireza Baratloo
- Pre-Hospital and Hospital Emergency Research Center, Tehran University of Medical Sciences, Tehran, Iran,Department of Emergency Medicine, Sina Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Masoud Baikpour
- Department of Medicine, School of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Mahmoud Yousefifard
- Physiology Research Center, Iran University of Medical Sciences, Tehran, Iran,Paediatric Chronic Kidney Disease Research Center, The Children’s Hospital Medical Center, Tehran University of Medical Sciences, Tehran, Iran,Corresponding Authors: ;
| | - Mostafa Hosseini
- Department of Epidemiology and Biostatistics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran,Paediatric Chronic Kidney Disease Research Center, The Children’s Hospital Medical Center, Tehran University of Medical Sciences, Tehran, Iran,Corresponding Authors: ;
| | - Roya Kelishadi
- Department of Pediatrics, Child Growth and Development Research Center, Research Institute for Primordial Prevention of Non-Communicable Disease, Isfahan University of Medical Sciences, Isfahan, Iran
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Suri M, Suri A, Kumar D, Patel R. A Systematic Review of the Long-Term Trajectory of Hemodynamics and Body Composition in Childhood Obesity. Cureus 2021; 13:e19504. [PMID: 34912641 PMCID: PMC8664398 DOI: 10.7759/cureus.19504] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/12/2021] [Indexed: 11/05/2022] Open
Abstract
Obesity has long been cited as a significant risk factor for high blood pressure, with long-term exposure linked with an increased incidence of carotid artery atherosclerosis. However, as obesity is becoming more common in young-aged children, it is important to recognize combinational factors like lifestyle, socioeconomic, and genetic factors as a cause. Increasing weight during childhood, on the other hand, is a clinically significant challenge for many physicians. It is critical to identify these risk factors since early prevention (primordial prevention) or treatment (primary prevention) to reverse the potential risks is much more likely to be effective. The objective of this review was to explore the relationship between lifestyle, anthropometric, and genetic factors and cardiometabolic risk factors. We are hopeful that our findings may aid in the primary prevention of hypertension in children and the prevention of any related cardiovascular complications that may arise later in life as a result of obesity. The synthesis of this systematic review includes a total of 15 studies using defined criteria, published up to October 2021. In addition, a total of 2,397 articles were found through an initial electronic database search and included a total of 38,182 participants. Studies explored included one or more of the following cardiovascular risk factors: body mass index (BMI), systolic blood pressure (SBP), diastolic blood pressure (DBP), high-density lipoprotein (HDL) cholesterol, low-density lipoprotein (LDL) cholesterol, and triglycerides (TG). The findings of this study support the notion that childhood obesity may be a risk factor for a variety of adult cardiovascular disease risk factors. Several behavioral, genetic, and anthropometric factors are linked to the development of obesity during early ages, overall creating challenges in cardiovascular health during adulthood. As a result, addressing the risk factors for childhood hypertension would be advantageous for the primary prevention of its sequelae in adulthood.
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Affiliation(s)
- Megha Suri
- Medicine-Pediatrics, California Institute of Behavioral Neurosciences & Psychology, Fairfield, USA
| | - Anuj Suri
- Internal Medicine, St. Michael's Hospital, Toronto, CAN
| | - Deepali Kumar
- Internal Medicine, Windsor University School of Medicine, Chicago, USA
| | - Rohini Patel
- Internal Medicine, Windsor University School of Medicine, Chicago, USA
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