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Alshelowi H, Ahmad B, Abdul Aziz OB, Badawi H, Muhammad A. Perceived School Experience of Children and Adolescents With Type 1 Diabetes in the Kingdom of Saudi Arabia. Cureus 2023; 15:e44335. [PMID: 37779730 PMCID: PMC10538859 DOI: 10.7759/cureus.44335] [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] [Accepted: 08/29/2023] [Indexed: 10/03/2023] Open
Abstract
BACKGROUND AND OBJECTIVE Type 1 diabetes mellitus (T1DM) is one of the most common chronic diseases in children globally affecting more than 1.2 million children worldwide. It is challenging to manage in children and adolescents, as it can have much more serious psychosocial impacts in these groups. The objective of this study was to investigate the perceived experience of children and adolescents with T1DM regarding the management of their condition while in school. METHODS We used a cross-sectional study design with descriptive statistics and non-probability consecutive sampling in this work. This study was conducted at the Department of Pediatrics, Qassim Armed Forces Hospital, Al-Qassim, Saudi Arabia, from July 2018 to December 2018. In this study, we included 84 school-aged children and adolescents from various schools in the Qassim region of the Kingdom of Saudi Arabia who had T1DM and met the inclusion criteria. After we obtained written informed consent from the participants, they filled out a survey questionnaire about their perceived school experience while being a T1DM patient. RESULTS Although most of the children believed that they were not prevented from managing their diabetes at school, most also believed that school personnel did not have adequate knowledge about diabetes. CONCLUSION In this study, adolescents and children with T1DM had mixed perceptions of their experience at school.
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Affiliation(s)
- Haila Alshelowi
- Department of Pediatrics, Qassim Armed Forces Hospital, Al-Qassim, SAU
| | - Bilal Ahmad
- Department of Endocrinology and Diabetes, Qassim Armed Forces Hospital, Al-Qassim, SAU
| | | | - Hassan Badawi
- Department of Internal Medicine, Qassim Armed Forces Hospital, Al-Qassim, SAU
| | - Anjum Muhammad
- Department of Dermatology, Pak Emirates Military Hospital, Rawalpindi, PAK
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Alazwari A, Johnstone A, Tafakori L, Abdollahian M, AlEidan AM, Alfuhigi K, Alghofialy MM, Albunyan AA, Al Abbad H, AlEssa MH, Alareefy AKH, Alshamrani MA. Predicting the development of T1D and identifying its Key Performance Indicators in children; a case-control study in Saudi Arabia. PLoS One 2023; 18:e0282426. [PMID: 36857368 PMCID: PMC9977054 DOI: 10.1371/journal.pone.0282426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 02/15/2023] [Indexed: 03/02/2023] Open
Abstract
The increasing incidence of type 1 diabetes (T1D) in children is a growing global concern. It is known that genetic and environmental factors contribute to childhood T1D. An optimal model to predict the development of T1D in children using Key Performance Indicators (KPIs) would aid medical practitioners in developing intervention plans. This paper for the first time has built a model to predict the risk of developing T1D and identify its significant KPIs in children aged (0-14) in Saudi Arabia. Machine learning methods, namely Logistic Regression, Random Forest, Support Vector Machine, Naive Bayes, and Artificial Neural Network have been utilised and compared for their relative performance. Analyses were performed in a population-based case-control study from three Saudi Arabian regions. The dataset (n = 1,142) contained demographic and socioeconomic status, genetic and disease history, nutrition history, obstetric history, and maternal characteristics. The comparison between case and control groups showed that most children (cases = 68% and controls = 88%) are from urban areas, 69% (cases) and 66% (control) were delivered after a full-term pregnancy and 31% of cases group were delivered by caesarean, which was higher than the controls (χ2 = 4.12, P-value = 0.042). Models were built using all available environmental and family history factors. The efficacy of models was evaluated using Area Under the Curve, Sensitivity, F Score and Precision. Full logistic regression outperformed other models with Accuracy = 0.77, Sensitivity, F Score and Precision of 0.70, and AUC = 0.83. The most significant KPIs were early exposure to cow's milk (OR = 2.92, P = 0.000), birth weight >4 Kg (OR = 3.11, P = 0.007), residency(rural) (OR = 3.74, P = 0.000), family history (first and second degree), and maternal age >25 years. The results presented here can assist healthcare providers in collecting and monitoring influential KPIs and developing intervention strategies to reduce the childhood T1D incidence rate in Saudi Arabia.
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Affiliation(s)
- Ahood Alazwari
- School of Science, RMIT University, Melbourne, Victoria, Australia
- School of Science, Al-Baha University, Al-Baha, Saudi Arabia
- * E-mail:
| | - Alice Johnstone
- School of Science, RMIT University, Melbourne, Victoria, Australia
| | - Laleh Tafakori
- School of Science, RMIT University, Melbourne, Victoria, Australia
| | - Mali Abdollahian
- School of Science, RMIT University, Melbourne, Victoria, Australia
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Esmaeili S, Saeedi Moghaddam S, Namazi N, Bandarian F, Esfahani Z, Peimani M, Shahin S, Nasli-Esfahani E, Akbarzadeh I, Ghanbari A, Rezaei N, Rezaei N, Larijani B, Farzadfar F. Burden of type 1 diabetes mellitus in the North Africa and Middle East Region, 1990-2019; findings from the global burden of disease study. Diabetes Res Clin Pract 2022; 188:109912. [PMID: 35537522 DOI: 10.1016/j.diabres.2022.109912] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 04/15/2022] [Accepted: 05/03/2022] [Indexed: 11/28/2022]
Abstract
AIMS We aimed to report the burden of type 1 diabetes mellitus (T1DM) in the North Africa and Middle East region and its 21 countries from 1990 to 2019. METHODS Information related to incidence, prevalence, mortality, disability-adjusted life-years (DALYs), and years lived with disability (YLDs) of T1DM was acquired from the 2019 Global Burden of Disease study. The burden was estimated by sex, age groups, and socio-demographic index (SDI) in 21 countries. RESULTS Over the past 30 years, regional incidence, prevalence, mortality, and DALYs of T1DM increase by 188.7%, 304.8%, 43.7%, and 71.6%, respectively. While the age-standardized incidence and prevalence rates increased by 84% and 91%, the mortality and DALYs rates decreased by 34% and 13%. During these years, the contribution of YLDs to total DALYs increased considerably (from 17% to 42%). The highest increase in the incidence and prevalence rates occurred in high SDI countries. Moreover, the Mortality to Incidence Ratio (MIR) decreased in the region countries. CONCLUSIONS Despite progress made in diabetes care, there is a persistently increasing burden of T1DM in the region countries. This indicates that T1DM is still one of the major health challenges in the region countries, especially in high SDI Arab countries.
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Affiliation(s)
- Shahnaz Esmaeili
- Diabetes Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Sahar Saeedi Moghaddam
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Nazli Namazi
- Metabolic Disorders Research Center, Endocrinology and Metabolism Molecular -Cellular Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Fatemeh Bandarian
- Cell therapy and regenerative medicine research center, endocrinology and metabolism, molecular cellular sciences institute, Tehran University of Medical Science, Tehran, Iran
| | - Zahra Esfahani
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Maryam Peimani
- Metabolomics and genomics research center endocrinology and metabolism molecular- cellular sciences institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Sarvenaz Shahin
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Ensieh Nasli-Esfahani
- Diabetes Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
| | - Isa Akbarzadeh
- Department of epidemiology and biostatics, school of public health, Tehran University of Medical Sciences, Tehran, Iran
| | - Ali Ghanbari
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Negar Rezaei
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Nazila Rezaei
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Bagher Larijani
- Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran.
| | - Farshad Farzadfar
- Non-Communicable Diseases Research Center, Endocrinology and Metabolism Population Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran; Endocrinology and Metabolism Research Center, Endocrinology and Metabolism Clinical Sciences Institute, Tehran University of Medical Sciences, Tehran, Iran
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Al-Daghri NM, Amer OE, Hameidi A, Alfawaz H, Alharbi M, Khattak MNK, Alnaami AM, Aljohani NJ, Alkhaldi G, Wani K, Sabico S. Effects of a 12-Month Hybrid (In-Person + Virtual) Education Program in the Glycemic Status of Arab Youth. Nutrients 2022; 14:nu14091759. [PMID: 35565727 PMCID: PMC9103307 DOI: 10.3390/nu14091759] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 04/19/2022] [Accepted: 04/21/2022] [Indexed: 12/04/2022] Open
Abstract
This 12-month school-based intervention study investigated the effects of hybrid educational lifestyle modifications on glycemic control among Saudi youth with different glycemic statuses. A total of 2600 Arab adolescents aged 12−18 years were recruited from 60 randomly selected schools. Anthropometrics, blood glucose, and HbA1c were measured pre- and post-intervention. Participants were grouped according to baseline HbA1c into normal, prediabetes, and diabetes groups. All participants received lifestyle education at base line and at every 3-month interval to improve diet and exercise behavior. Diabetic and prediabetic participants received a tailored lifestyle intervention. Post-intervention, 643 participants were analyzed as follows: 20 participants from the diabetes group, 39 from prediabetes, and 584 from the normal group. A modest but significant improvement in the glycemic status of diabetic and prediabetic participants was observed, but not in the normal group. In the diabetes group, 11 (55%) participants achieved normal HbA1c levels, 5 had prediabetes levels, and only 4 remained within diabetes HbA1c levels. In the prediabetes group, 34 (87.2%) participants achieved normal HbA1c levels, while 2 (5.1%) participants remained prediabetic and 3 (7.7%) had diabetes HbA1c levels (p < 0.001). This hybrid lifestyle intervention program modestly reduces the risk of T2DM among youth with elevated HbA1c levels. The challenge of sustaining interest in adopting lifestyle changes for a longer duration should be addressed in further studies in this population.
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Affiliation(s)
- Nasser M. Al-Daghri
- Chair for Biomarkers of Chronic Diseases, Biochemistry Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia; (O.E.A.); (M.N.K.K.); (A.M.A.); (K.W.); (S.S.)
- Correspondence: ; Tel.: +966-114675939; Fax: +966-114675931
| | - Osama E. Amer
- Chair for Biomarkers of Chronic Diseases, Biochemistry Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia; (O.E.A.); (M.N.K.K.); (A.M.A.); (K.W.); (S.S.)
| | | | - Hanan Alfawaz
- Department of Food Science and Nutrition, College of Food Science and Agriculture, King Saud University, Riyadh 11495, Saudi Arabia;
| | - Mohammed Alharbi
- Diabetes Centres and Units Administration, Ministry of Health, Riyadh 11176, Saudi Arabia;
| | - Malak N. K. Khattak
- Chair for Biomarkers of Chronic Diseases, Biochemistry Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia; (O.E.A.); (M.N.K.K.); (A.M.A.); (K.W.); (S.S.)
| | - Abdullah M. Alnaami
- Chair for Biomarkers of Chronic Diseases, Biochemistry Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia; (O.E.A.); (M.N.K.K.); (A.M.A.); (K.W.); (S.S.)
| | - Naji J. Aljohani
- Obesity Endocrine and Metabolism Center, King Fahad Medical City, Riyadh 11525, Saudi Arabia;
| | - Ghadah Alkhaldi
- Department of Community Health Sciences, College of Applied Medical Sciences, King Saud University, Riyadh 11451, Saudi Arabia;
| | - Kaiser Wani
- Chair for Biomarkers of Chronic Diseases, Biochemistry Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia; (O.E.A.); (M.N.K.K.); (A.M.A.); (K.W.); (S.S.)
| | - Shaun Sabico
- Chair for Biomarkers of Chronic Diseases, Biochemistry Department, College of Science, King Saud University, Riyadh 11451, Saudi Arabia; (O.E.A.); (M.N.K.K.); (A.M.A.); (K.W.); (S.S.)
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Alazwari A, Abdollahian M, Tafakori L, Johnstone A, Alshumrani RA, Alhelal MT, Alsaheel AY, Almoosa ES, Alkhaldi AR. Predicting age at onset of type 1 diabetes in children using regression, artificial neural network and Random Forest: A case study in Saudi Arabia. PLoS One 2022; 17:e0264118. [PMID: 35226685 PMCID: PMC8884498 DOI: 10.1371/journal.pone.0264118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Accepted: 02/03/2022] [Indexed: 11/18/2022] Open
Abstract
The rising incidence of type 1 diabetes (T1D) among children is an increasing concern globally. A reliable estimate of the age at onset of T1D in children would facilitate intervention plans for medical practitioners to reduce the problems with delayed diagnosis of T1D. This paper has utilised Multiple Linear Regression (MLR), Artificial Neural Network (ANN) and Random Forest (RF) to model and predict the age at onset of T1D in children in Saudi Arabia (S.A.) which is ranked as the 7th for the highest number of T1D and 5th in the world for the incidence rate of T1D. De-identified data between (2010-2020) from three cities in S.A. were used to model and predict the age at onset of T1D. The best subset model selection criteria, coefficient of determination, and diagnostic tests were deployed to select the most significant variables. The efficacy of models for predicting the age at onset was assessed using multi-prediction accuracy measures. The average age at onset of T1D is 6.2 years and the most common age group for onset is (5-9) years. Most of the children in the sample (68%) are from urban areas of S.A., 75% were delivered after a full term pregnancy length and 31% were delivered through a cesarean section. The models of best fit were the MLR and RF models with R2 = (0.85 and 0.95), the root mean square error = (0.25 and 0.15) and mean absolute error = (0.19 and 0.11) respectively for logarithm of age at onset. This study for the first time has utilised MLR, ANN and RF models to predict the age at onset of T1D in children in S.A. These models can effectively aid health care providers to monitor and create intervention strategies to reduce the impact of T1D in children in S.A.
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Affiliation(s)
- Ahood Alazwari
- School of Science, RMIT University, Melbourne, Victoria, Australia
- School of Science, Al-Baha University, Moundq, Saudi Arabia
- * E-mail:
| | - Mali Abdollahian
- School of Science, RMIT University, Melbourne, Victoria, Australia
| | - Laleh Tafakori
- School of Science, RMIT University, Melbourne, Victoria, Australia
| | - Alice Johnstone
- School of Science, RMIT University, Melbourne, Victoria, Australia
| | - Rahma A. Alshumrani
- Pediatric Endocrine Department, Al Aziziyah Maternal and Children Hospital, Jeddah, Saudi Arabia
| | - Manal T. Alhelal
- Pediatric Endocrine Department, Maternal and Children Hospital, Al-Ahsa, Saudi Arabia
| | | | - Eman S. Almoosa
- Pediatric Endocrine Department, Maternal and Children Hospital, Al-Ahsa, Saudi Arabia
| | - Aseel R. Alkhaldi
- Pediatric Endocrine Department, King Fahad Medical City (KFMC), Riyadh, Saudi Arabia
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Abdullah Al Khalifah R, AbdelNabi RE, Al Sarraj HZ, Ali Al-Agsam M, Alanazi SM, Aldraiweesh NA. School practice and preparedness in caring for children with type 1 diabetes: A Saudi nationwide cross-sectional study. Pediatr Diabetes 2021; 22:221-232. [PMID: 33084177 DOI: 10.1111/pedi.13142] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Revised: 09/30/2020] [Accepted: 10/15/2020] [Indexed: 11/29/2022] Open
Abstract
AIM We aimed to identify gaps in school care and support required for students with type 1 diabetes mellitus (T1DM) in Saudi Arabia. METHODS We performed a cross-sectional nationwide study using self-administered surveys that targeted teachers and parents of students with T1DM in Saudi Arabia from August to December 2019. RESULTS We collected surveys from 632 parents and 983 teachers. Responses were received from all 13 regions in Saudi Arabia, with the majority representing governmental schools. Results showed that 172 students (27.3%) had no available help at school to perform blood glucose measurement, 178 students (28.3%) were left with no hypoglycemia treatment, 374 students (59.6%) took their insulin dose for breakfast at home, and 40.0 (6.4%) students omitted insulin. Overall, school admission refusal was reported by 73 students (11.7%). Students with no available help to manage their hypoglycemia or to inject insulin at school had a higher hemoglobin A1c and poorer academic performance. CONCLUSION Our study revealed a significant gap between schools' local practices and international recommendations, which impacted students' safety, diabetes control, and school achievement. Our study findings will support the creation of the Saudi T1DM school practice guidelines necessary to improve the care of students with T1DM.
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Affiliation(s)
- Reem Abdullah Al Khalifah
- Pediatric Endocrine Division, Department of Pediatrics, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Renad Emad AbdelNabi
- Pediatric Endocrine Division, Department of Pediatrics, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Hadeel Zohair Al Sarraj
- Pediatric Endocrine Division, Department of Pediatrics, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Marwah Ali Al-Agsam
- Pediatric Endocrine Division, Department of Pediatrics, College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Sami Mushawwah Alanazi
- Pediatric Endocrine Division, Department of Pediatrics, King Abdullah Specialist Children's Hospital, Riyadh, Saudi Arabia
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Abstract
OBJECTIVES To examined the safety of schools, availability of school personnel to help in diabetes management, glycemic control, absenteeism, and differences in diabetes care between public and private schools. Methods: This cross-sectional study used an online platform to circulate surveys to parents of children with type 1 diabetes mellitus (T1DM) attending school or kindergarten in all regions of Saudi Arabia from February to May 2019. Results: The 411 questionnaires received were completed mostly by mothers (80.8%). Limited trained staff were found to be responsible for management of diabetes at school, and parents had relatively poor perceptions regarding the care of children with diabetes at school. Glucagon availability, trained staff, possibility of contacting a treating physician during school hours, a written plan for diabetes, and parents' confidence in schools all scored low and were significantly related to school type. Hemoglobin A1c (HbA1c) level was significantly related to insulin regimen. CONCLUSION Parents had poor perceptions regarding diabetes care at school. There was no or very limited availability of glucagon kits and trained staff for management of children with T1DM. This study suggests a need to improve the management of diabetes at schools.
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Affiliation(s)
- Aqeel A Alaqeel
- Department of Pediatrics, College of Medicine, Qassim University, Buraidah, Kingdom of Saudi Arabia. E-mail.
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Alaqeel AA. Pediatric diabetes in Saudi Arabia: Challenges and potential solutions. A review article. Int J Pediatr Adolesc Med 2019; 6:125-130. [PMID: 31890836 PMCID: PMC6926216 DOI: 10.1016/j.ijpam.2019.05.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Accepted: 05/28/2019] [Indexed: 01/27/2023]
Abstract
Diabetes in children has increased globally, and the World Health Organization ranks Saudi Arabia 7th in prevalence and 5th in incidence of type 1 diabetes (T1D). Type 2 diabetes (T2D) in children and adolescents has been identified in Saudi Arabia but its prevalence is still unknown. Despite advances in diabetes management including new insulins, insulin delivery systems, glucose monitoring and easy access to media for disease awareness, diabetes in children continues to be challenging in many aspects. Problems include delayed diagnosis, suboptimal glycemic control, early and late disease complications, transition from pediatric to adult care and raising of obesity and T2D, poor psychological and school support. This review summarizes the pediatric and adolescent diabetes studies in Saudi Arabia to date and explores the country-specific treatment challenges and potential solutions.
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Type 1 Diabetes Mellitus in Saudi Arabia: A Soaring Epidemic. Int J Pediatr 2018; 2018:9408370. [PMID: 29853923 PMCID: PMC5964576 DOI: 10.1155/2018/9408370] [Citation(s) in RCA: 69] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2018] [Revised: 03/04/2018] [Accepted: 03/28/2018] [Indexed: 12/12/2022] Open
Abstract
Type 1 diabetes mellitus (T1DM) is quite prevalent in the world, with a proportion of 1 in every 300 persons and steadily rising frequency of incidence of about 3% every year. More alarmingly, the incidence of T1DM among infants is also increasing, with children as young as 6 months succumbing to it, instead of that at a rather established vulnerable age of around seven and near puberty, when the hormones antagonize the action of insulin. These reports pose a unique challenge of developing efficient T1DM management system for the young children. The Kingdom of Saudi Arabia (KSA) is the largest country in the Middle East that occupies approximately four-fifths of the Arabian Peninsula supporting a population of more than 33.3 million people, of whom 26% are under the age of 14 years. As per the Diabetes Atlas (8th edition), 35,000 children and adolescents in Saudi Arabia suffer from T1DM, which makes Saudi Arabia rank the 8th in terms of numbers of TIDM patients and 4th country in the world in terms of the incidence rate (33.5 per 100,000 individuals) of TIDM. However, in comparison with that in the developed countries, the number of research interventions on the prevalence, incidence, and the sociodemographic aspects of T1DM is woefully inadequate. In this review we discuss different aspects of T1DM in Saudi Arabia drawing on the published literature currently available.
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