1
|
Hassan AA, Al-Nafeesah A, AlEed A, Adam I. Prevalence and factors associated with hypertension among adolescents in Sudan: a cross-sectional school-based study. BMJ Open 2023; 13:e078234. [PMID: 38135316 DOI: 10.1136/bmjopen-2023-078234] [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] [Indexed: 12/24/2023] Open
Abstract
OBJECTIVES There is an increasing rate of elevated blood pressure, or hypertension, in children and adolescents worldwide, including Sub-Saharan Africa (SSA). Only a few data on adolescent hypertension in SSA, including Sudan, have been published. The aim of the present study was to investigate the prevalence and associated factors of hypertension among adolescent schoolchildren (within the ages of 10 to 19 years) in Sudan. DESIGN A cross-sectional school-based study was conducted from June to September 2022. SETTINGS Six randomly selected schools in Almatamah, River Nile State, Sudan. PARTICIPANTS Adolescent schoolchildren (within the ages of 10 to 19 years). MAIN OUTCOME MEASURES Sociodemographic information. Anthropometric and blood pressure measurements were performed in accordance with the standard procedures. An adjusted logistic regression analysis was performed. RESULTS Of the 384 enrolled adolescents, 166 (43.2%) and 218 (56.8%) were boys and girls, respectively. The median (IQR) age and body mass index (BMI) were 15.2 years (14.0‒16.4 years) and 18.5 kg/m2 (16.4‒21.5 kg/m2), respectively. Of the 384 adolescents, 240 (62.5%) and 255 (66.4%) had educated mothers and fathers (≥secondary), respectively. 38 adolescents (9.9%) had hypertension (≥95th percentile). The multivariable logistic regression analysis revealed that age, sex and maternal educational level were not associated with hypertension. Paternal educational level according to secondary education attainment (adjusted OR (AOR), 2.72; 95% CI 1.36‒5.46) and increasing BMI (AOR, 1.12; 95% CI 1.02‒1.20) were associated with hypertension. CONCLUSION 1 in 10 adolescents in northern Sudan was hypertensive. Low paternal educational level and increasing BMI were significantly associated with hypertension. The introduction of interventional nutritional programmes at early ages is needed to ensure that adolescents are healthy in their present and later lives. To sustain such programmes, involving all educational parties at early stage is essential.
Collapse
Affiliation(s)
| | - Abdullah Al-Nafeesah
- Department of Pediatrics, Unaizah College of Medicine and Medical Sciences, Qassim University, Unaizah, Saudi Arabia
| | - Ashwaq AlEed
- Department of Pediatrics, Unaizah College of Medicine and Medical Sciences, Qassim University, Unaizah, Saudi Arabia
- Department of Pediatrics, College of Medicine, Qassim University, Buraidah, Saudi Arabia
| | - Ishag Adam
- Department of Obstetrics and Gynecology, Unaizah College of Medicine and Medical Sciences, Qassim University, Unaizah, Saudi Arabia
| |
Collapse
|
2
|
Nsanya MK, Abramson R, Kisigo GA, Hickner A, Nyanza EC, Peck RN, Kapiga SH. Hypertension among adolescents in sub-Saharan Africa: a systematic review. Front Cardiovasc Med 2023; 10:1251817. [PMID: 38155990 PMCID: PMC10754047 DOI: 10.3389/fcvm.2023.1251817] [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: 07/02/2023] [Accepted: 10/18/2023] [Indexed: 12/30/2023] Open
Abstract
Introduction Hypertension (HTN) among adolescents is common in high-income countries, and leads to increased premature cardiovascular diseases (CVD). In sub-Saharan Africa (SSA), the prevalence of HTN among adolescents, associated risk factors and CVD complications are not well-described. Such data is needed for planning public health programs to prevent premature CVD in SSA. Methods We systematically searched 5 databases (MEDLINE, Embase, Google Scholar, Web of Science, and African Index Medicus) from their establishment to December 2021. Key search terms were: adolescent, arterial hypertension, and names of the 48 countries in SSA. We used Covidence® to manage the search results. The review was registered in the Open Science Framework (OSF) https://osf.io/p5sbt/. Results We identified 4,008 articles out of which we screened 3,088 abstracts, and reviewed 583 full-text articles. We finally included 92 articles that were published between 1968 to December 2021. The majority were cross-sectional studies (80%) and conducted in school settings (78%). The risk of bias was low for 59 studies (64.1%), moderate for 29 studies (31.5%), and high for 4 studies (4.3%). Overall, the prevalence of HTN varied widely from 0.18% to 34.0% with a median (IQR) of 5.5% (3.1%, 11.1%). It was relatively higher in studies using automated blood pressure (BP) devices, and in studies defining HTN using thresholds based on percentile BP distribution for one's height, age, and sex. In addition, the prevalence of HTN was significantly higher in studies from Southern Africa region of SSA and positively correlated with the year of publication. Across studies, traditional risk factors such as age, sex, body mass index, and physical inactivity, were commonly found to be associated with HTN. In contrast, non-traditional risk factors related to poverty and tropical diseases were rarely assessed. Only three studies investigated the CVD complications related to HTN in the study population. Conclusion The prevalence of HTN among adolescents in SSA is high indicating that this is a major health problem. Data on non-traditional risk factors and complications are scarce. Longitudinal studies are needed to clearly define the rates, causes, and complications of HTN. Systematic Review Registration https://osf.io/p5sbt/, identifier (10.17605/OSF.IO/P5SBT).
Collapse
Affiliation(s)
- Mussa K Nsanya
- Mwanza Intervention Trials Unit/National Institute for Medical Research, Mwanza, Tanzania
| | - Rachel Abramson
- Weill Cornell Medicine - Cornell University, New York, NY, United States
| | - Godfrey A Kisigo
- Mwanza Intervention Trials Unit/National Institute for Medical Research, Mwanza, Tanzania
- Department of Infectious Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Andy Hickner
- Weill Cornell Medicine - Cornell University, New York, NY, United States
| | - Elias C Nyanza
- Catholic University of Health and Allied Sciences, School of Public Health, Mwanza, Tanzania
| | - Robert N Peck
- Mwanza Intervention Trials Unit/National Institute for Medical Research, Mwanza, Tanzania
- Weill Cornell Medicine - Cornell University, New York, NY, United States
- Catholic University of Health and Allied Sciences, School of Public Health, Mwanza, Tanzania
| | - Saidi H Kapiga
- Mwanza Intervention Trials Unit/National Institute for Medical Research, Mwanza, Tanzania
- Department of Infectious Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| |
Collapse
|
3
|
Niba LL, Navti LK, Musa AJ. Relationship between measures of adiposity and hypertension amongst secondary school adolescents in an urban setting in Cameroon. Pan Afr Med J 2023; 46:57. [PMID: 38223873 PMCID: PMC10787134 DOI: 10.11604/pamj.2023.46.57.41547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Accepted: 10/06/2023] [Indexed: 01/16/2024] Open
Abstract
Introduction measures of obesity such as body mass index (BMI), waist circumference (WC) and waist-to-height ratio (WHtR) have been shown to be associated with high blood pressure (BP) in children and adolescents. The purpose of this study was to determine the proportion of secondary school adolescents with elevated BP and high BP in relation to some measures of adiposity (BMI, WC, WHtR) and to examine the association between BP and adiposity indices amongst the children. Methods the study was an institutional-based cross-sectional study involving 534 adolescents (mean age 15.1 ± 2.3 years) attending 4 secondary schools (2 public and 2 private) in the Bamenda municipality of the North West Region of Cameroon. Anthropometric and BP measurements were carried out following standard procedures. Diagnosis of hypertension in the children was done by obtaining three elevated systolic or diastolic BP readings (BP ≥ 95th percentile for the child's age, sex and height). Linear regression was used to determine the relationship between BP and some measures of adiposity (BMI, WC, WHtR) amongst the children. Results the prevalence of elevated BP and hypertension amongst the study participants was 33.3% and 33.3% in the BMI-obese children, 25.9% and 25.2% in the WC overweight/obese children and 29.4% and 41.2% in the "high risk" (WHtR ≥ 0.5) children respectively. Body mass index-obese, WC overweight/obese and "high risk" (WHtR ≥ 0.5) children had a significantly (p <0.05) higher mean SBP and DBP compared to their healthy weight counterparts. Linear regression indicated a significant association (p <0.001) between WC (β=0.75; 95% CI = 0.57, 0.92), BMI (β=0.88; 95% CI = 0.49, 1.25) and WHtR (β= 67.08; 95% CI = 45.64, 88.51) with systolic BP for the unadjusted analysis. After adjusting for age, gender and school type, only WC (β= 0.66; 95% CI = (0.43, 0.89) showed a positive significant (p <0.001) relationship with systolic BP. Conclusion this study has demonstrated that WC is positively associated with high BP in children and adolescents. Thus, WC can be used in predicting children and adolescents with a high risk of developing high BP in our setting.
Collapse
Affiliation(s)
- Loveline Lum Niba
- Department of Public Health, The University of Bamenda, Bambili, North West Region, Cameroon
- Nutrition and Health Research Group (NHRG), Bamenda, Cameroon
| | - Lifoter Kenneth Navti
- Nutrition and Health Research Group (NHRG), Bamenda, Cameroon
- Department of Biochemistry, The University of Bamenda, Bambili, North West Region, Cameroon
| | - Ahmadou Jingi Musa
- Department of Clinical Sciences, The University of Bamenda, Bambili, North West Region, Cameroon
| |
Collapse
|
4
|
Chen A, Waite L, Mocumbi AO, Chan YK, Beilby J, Ojji DB, Stewart S. Elevated blood pressure among adolescents in sub-Saharan Africa: a systematic review and meta-analysis. Lancet Glob Health 2023; 11:e1238-e1248. [PMID: 37474231 DOI: 10.1016/s2214-109x(23)00218-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 04/28/2023] [Accepted: 04/28/2023] [Indexed: 07/22/2023]
Abstract
BACKGROUND More people from sub-Saharan Africa aged between 20 years and 60 years are affected by end-organ damage due to underlying hypertension than people in high-income countries. However, there is a paucity of data on the pattern of elevated blood pressure among adolescents aged 10-19 years in sub-Saharan Africa. We aimed to provide pooled estimates of high blood pressure prevalence and mean levels in adolescents aged 10-19 years across sub-Saharan Africa. METHODS In this systematic review and meta-analysis, we searched PubMed, Google Scholar, African Index Medicus, and Embase to identify studies published from Jan 1, 2010, to Dec 31, 2021. To be included, primary studies had to be observational studies of adolescents aged 10-19 years residing in sub-Saharan African countries reporting the pooled prevalence of elevated blood pressure or with enough data to compute these estimates. We excluded studies on non-systemic hypertension, in African people not living in sub-Saharan Africa, with participant selection based on the presence of hypertension, and with adult cohorts in which we could not disaggregate data for adolescents. We independently extracted relevant data from individual studies using a standard data extraction form. We used a random-effects model to estimate the pooled prevalence of elevated blood pressure and mean systolic blood pressure (SBP) and diastolic blood pressure (DBP) levels overall and on a sex-specific basis. This study is registered with PROSPERO (CRD42022297948). FINDINGS We identified 2559 studies, and assessed 81 full-text studies for eligibility, of which 36 studies comprising 37 926 participants aged 10-19 years from ten (20%) of 49 sub-Saharan African countries were eligible. A pooled sample of 29 696 adolescents informed meta-analyses of elevated blood pressure and 27 155 adolescents informed meta-analyses of mean blood pressure. Sex data were available from 26 818 adolescents (14 369 [53·6%] were female and 12 449 [46·4%] were male) for the prevalence of elevated blood pressure and 23 777 adolescents (12 864 [54·1%] were female and 10 913 [45·9%] were male) for mean blood pressure. Study quality was high, with no low-quality studies. The reported prevalence of elevated blood pressure ranged from 4 (0·2%) of 1727 to 1755 (25·1%) of 6980 (pooled prevalence 9·9%, 95% CI 7·3-12·5; I?=99·2%, pheterogeneity<0·0001). Mean SBP was 111 mm Hg (95% CI 108-114) and mean DBP was 68 mm Hg (66-70). 13·4% (95% CI 12·9-13·9; pheterogeneity<0·0001) of male participants had elevated blood pressure compared with 11·9% (11·3-12·4; pheterogeneity<0·0001) of female participants (odds ratio 1·04, 95% CI 0·81-1·34; pheterogeneity<0·0001). INTERPRETATION To our knowledge, this systematic review and meta-analysis is the first systematic synthesis of blood pressure data specifically derived from adolescents in sub-Saharan Africa. Although many low-income countries were not represented in our study, our findings suggest that approximately one in ten adolescents have elevated blood pressure across sub-Saharan Africa. Accordingly, there is an urgent need to improve preventive heart-health programmes in the region. FUNDING None.
Collapse
Affiliation(s)
| | - Laura Waite
- Victorian Department of Health, Melbourne, VIC, Australia
| | - Ana O Mocumbi
- Faculty of Medicine, Universidade Eduardo Mondlane, Maputo, Mozambique; Instituto Nacional de Saúde, Marracuene, Mozambique
| | - Yih-Kai Chan
- Mary MacKillop Institute for Health Research, Australian Catholic University, Melbourne, VIC, Australia
| | - Justin Beilby
- Torrens University Australia, Adelaide, SA, Australia
| | - Dike B Ojji
- Department of Internal Medicine, Faculty of Clinical Sciences, University of Abuja, Abuja, Nigeria; Cape Heart Institute, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Simon Stewart
- Faculty of Medicine, Universidade Eduardo Mondlane, Maputo, Mozambique; Cape Heart Institute, Department of Medicine, University of Cape Town, Cape Town, South Africa; Institute for Health Research, University of Notre Dame, Fremantle, WA, Australia.
| |
Collapse
|
5
|
Liao B, Jia X, Zhang T, Sun R. DHDIP: An interpretable model for hypertension and hyperlipidemia prediction based on EMR data. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2022; 226:107088. [PMID: 36096022 DOI: 10.1016/j.cmpb.2022.107088] [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: 02/06/2022] [Revised: 06/21/2022] [Accepted: 08/23/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND AND OBJECTIVE Traditional hypertension and hyperlipidemia prediction models suffer from uneven modeling data sources, small sample sizes, and a lack of uniform standards for the index system, resulting in the model failing to fulfill clinical applications. To address this issue, this work will offer DHDIP, an interpretable hypertension and hyperlipidemia prediction model based on EMR data. METHODS First, we will select massive high-dimensional, unstructured EMR data as a unified modeling data source, and propose a pre-processing algorithm for EMR data to solve the problem that EMR data cannot be directly processed by machine learning algorithms. Second, a variety of mainstream models such as XGBoost, CatBoost, and RandomForest are selected for modeling, and the best adaptation algorithms are identified by performance comparison. Finally, the SHAP framework was introduced into the DHDIP model, thus identifying the main factors contributing to hypertension and hyperlipidemia, effectively enhancing the interpretability of the model. RESULTS The DHDIP model's MSE value is 0.0285, and its LOSS value is 0.0054, both of which are better than previous studies. CONCLUSION The model balances performance and interpretability. Multi-objective learning allows for a more thorough analysis and prediction of the condition, which not only lowers the cost of disease prediction but also aids physicians in clinical diagnosis. In addition, the datasets and source code are available from this link: https://github.com/Xiaoyao-Jia/DHDIP.
Collapse
Affiliation(s)
- Bin Liao
- College of Big Data Statistics, Guizhou University of Finance and Economics, Guiyang 550025, PR China; College of Statistics and Data Science, Xinjiang University of Finance and Economics, Urumqi 830012, PR China
| | - Xiaoyao Jia
- College of Statistics and Data Science, Xinjiang University of Finance and Economics, Urumqi 830012, PR China.
| | - Tao Zhang
- College of Big Data Statistics, Guizhou University of Finance and Economics, Guiyang 550025, PR China; Department of Medical Engineering and Technology, Xinjiang Medical University, Urumqi 830011, PR China
| | - Ruina Sun
- College of Statistics and Data Science, Xinjiang University of Finance and Economics, Urumqi 830012, PR China; Institute of Information Engineering, Chinese Academy of Sciences, Beijing 100093, PR China; School of Networks Security, University of Chinese Academy of Sciences, Beijing 100049, PR China
| |
Collapse
|
6
|
Tozo TAA, Gisi ML, Brand C, Moreira CMM, Pereira BO, Leite N. Family history of arterial hypertension and central adiposity: impact on blood pressure in schoolchildren. BMC Pediatr 2022; 22:497. [PMID: 35999624 PMCID: PMC9400321 DOI: 10.1186/s12887-022-03551-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 08/10/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND A family history of arterial hypertension is an important risk factor for arterial hypertension. This study aimed to verify the mediating role of high central adiposity in the relationship between family history of arterial hypertension and blood pressure in schoolchildren. METHODS Cross-sectional study with 118 schoolchildren of both sexes aged between 11 and 17 years. Weight, height, waist circumference and body mass index z score were verified. Somatic maturation was predicted by age for peak growth velocity. The family history of arterial hypertension was verified and defined as hypertensive schoolchildren with systolic blood pressure or diastolic blood pressure. Mediation analysis was used with linear regression models applied by PROCESS macro for SPSS (version 22.0), with significance p < 0.05. RESULTS It was observed that 34.7% of the students have family history of arterial hypertension, 36% of the girls and 44.2% of the boys have arterial hypertension. In girls, the relationship between waist circumference and systolic blood pressure was direct (β = 0.535 p = 0.005), and those with a family history of arterial hypertension and who had a waist circumference greater than those without a family history of arterial hypertension was significant (β = -5,437 p = 0.009). Likewise, the relationship between family history of arterial hypertension and systolic blood pressure was attenuated when waist circumference was included in the model (β = -5.544; p = 0.103), indicating waist circumference as a mediator with an influence percentage of 19%. For boys, waist circumference is not a mediator of the relationship between family history of arterial hypertension and blood pressure. CONCLUSIONS Elevated central adiposity was a mediator of the relationship between family history of arterial hypertension and high blood pressure in girls, indicating the importance of family health strategies in the prevention and management of arterial hypertension in children and adolescents.
Collapse
Affiliation(s)
| | - Maria Lourdes Gisi
- Postgraduate Program in Education (School of Humanities) - Pontifical Catholic University of Paraná, Curitiba, Paraná, Brazil
| | - Caroline Brand
- Postgraduate Program in Health Promotion , University of Santa Cruz do Sul, Rio Grande do Sul, Santa Cruz do Sul, Brazil
| | - Carla Marisa Maia Moreira
- Research Center in Physical Activity, Health and Leisure (CIAFEL), University of Porto, Porto, Portugal
| | | | - Neiva Leite
- Department of Physical Education, Federal University of Paraná, Curitiba, Paraná, Brazil
| |
Collapse
|
7
|
Hypertension and Associated Risk Factors among Children with Intellectual Disability: A Cross-Sectional Study. Nutrients 2022; 14:nu14153127. [PMID: 35956301 PMCID: PMC9370698 DOI: 10.3390/nu14153127] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 07/26/2022] [Accepted: 07/27/2022] [Indexed: 12/02/2022] Open
Abstract
To investigate the prevalence of hypertension and associated risk factors in Chinese children with intellectual disability, a cross-sectional study was conducted in a sample of 558 children with intellectual disability aged 6–18 years in Hong Kong, and 452 (81.0%) with valid data were included in the data analysis. Blood pressure was measured according to a standard protocol. Hypertension was defined using the age-, gender-, and height-specific classification criteria recommended by the 2018 Chinese Guidelines for Children. Multivariate and hierarchical logistic regression was fitted to examine the associations of hypertension with potential risk factors. Overall, 31.4% of the participants were classified as having hypertension. Obese children were more likely to develop hypertension than non-obese children (adjusted OR = 2.77, 95% CI: 1.28, 5.99, p = 0.010). A paternal education of college or above and a paternal occupation of clerks, sales representatives, and workers were also associated with an increased risk of hypertension. The prevalence of hypertension is high among Chinese children with intellectual disability. Obesity was the strongest risk factor. Further longitudinal studies are warranted to confirm our findings. Nevertheless, preventions against obesity are promising to receive doubled benefits in reducing both obesity and hypertension, given its strong relationship with hypertension in this special population.
Collapse
|