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Goldney J, Barker MM, Sargeant JA, Daynes E, Papamargaritis D, Shabnam S, Goff LM, Khunti K, Henson J, Davies MJ, Zaccardi F. Burden of vascular risk factors by age, sex, ethnicity and deprivation in young adults with and without newly diagnosed type 2 diabetes. Diabetes Res Clin Pract 2025; 220:112002. [PMID: 39800277 DOI: 10.1016/j.diabres.2025.112002] [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: 09/12/2024] [Revised: 01/07/2025] [Accepted: 01/08/2025] [Indexed: 01/15/2025]
Abstract
AIMS Do associations between age at diagnosis of type 2 diabetes and vascular risk factors vary by ethnicity and deprivation? METHODS Utilising the Clinical Practice Research Datalink, we matched 16-50-year-old individuals with newly diagnosed type 2 diabetes to ∼10 individuals without using sex, age and primary care practice. Differences in BMI, obesity, LDL-cholesterol, HbA1c, and hypertension between individuals with vs without type 2 diabetes across sex, age, ethnicity and deprivation quintiles were explored using generalised linear models. RESULTS We included 108,061 individuals (45.6% women) with newly diagnosed type 2 diabetes and 829,946 controls. BMI, obesity, LDL-cholesterol, and hypertension were higher in individuals with vs without type 2 diabetes. Across both sexes, all ethnic groups and deprivation quintiles, these differences were larger with an earlier age, particularly for BMI and obesity. Association between age and HbA1c were variable across subgroups. Differences in BMI, obesity, and hypertension (individuals with vs without diabetes) were largest in White individuals and with less deprivation. CONCLUSIONS The increased vascular risk phenotype associated with an earlier age of diagnosis of type 2 diabetes was consistent across ethnic and deprivation groups. Population-based strategies are needed to address the risk associated with early-onset type 2 diabetes, especially weight-management-based strategies.
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Affiliation(s)
- Jonathan Goldney
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK.
| | - Mary M Barker
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; Unit of Integrative Epidemiology, Institute of Environmental Medicine, Karolinska Institutet, Sweden
| | - Jack A Sargeant
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Leicester Diabetes Centre, University Hospitals of Leicester NHS Trust, Leicester LE5 4PW UK
| | - Enya Daynes
- NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Department of Respiratory Sciences, University of Leicester, Glenfield Hospital, Leicester LE3 9QP UK
| | - Dimitris Papamargaritis
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK
| | - Sharmin Shabnam
- Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK
| | - Louise M Goff
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK
| | - Kamlesh Khunti
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Applied Research Collaboration East Midlands (ARC-EM), Leicester Diabetes Centre, University of Leicester LE5 4PW UK
| | - Joseph Henson
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK
| | - Melanie J Davies
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Leicester Diabetes Centre, University Hospitals of Leicester NHS Trust, Leicester LE5 4PW UK
| | - Francesco Zaccardi
- Diabetes Research Centre, College of Life Sciences, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK; NIHR Leicester Biomedical Research Centre, University Hospitals of Leicester NHS Trust and University of Leicester, Leicester LE5 4PW UK; Leicester Real World Evidence Unit, Leicester Diabetes Centre, University of Leicester, Leicester General Hospital, Leicester LE5 4PW UK
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Chen X, Zhang L, Chen W. Global, regional, and national burdens of type 1 and type 2 diabetes mellitus in adolescents from 1990 to 2021, with forecasts to 2030: a systematic analysis of the global burden of disease study 2021. BMC Med 2025; 23:48. [PMID: 39876009 PMCID: PMC11776159 DOI: 10.1186/s12916-025-03890-w] [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] [Received: 10/08/2024] [Accepted: 01/22/2025] [Indexed: 01/30/2025] Open
Abstract
BACKGROUND Adolescent diabetes is one of the major public health problems worldwide. This study aims to estimate the burden of type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM) in adolescents from 1990 to 2021, and to predict diabetes prevalence through 2030. METHODS We extracted epidemiologic data from the Global Burden of Disease (GBD) on T1DM and T2DM among adolescents aged 10-24 years in 204 countries and territories worldwide. This study calculated the age-standardized prevalence rate (ASPR) and age-standardized DALY rate (ASDR) in adolescents based on the world standard population for cross-country comparisons. Average annual percentage changes (AAPC) in age-standardized rate were calculated by linkage point regression. Correlation analyses were used to identify the relationship between age-standardized rate and sociodemographic index (SDI). The Bayesian age-period-cohort (BAPC) model was used to predict changes in the diabetes prevalence among adolescents from 2022 to 2030. RESULTS In 2021, 3.4 million adolescents were living with T1DM, with an ASPR of 180.96 (95% CI 180.77-181.15), and 14.6 million were living with T2DM, with ASPR of 1190.73 (1190.13-1191.34). As national and territory SDI levels rise, the prevalence rate of T1DM increases (r = 0.44, p < 0.01), and the prevalence rate of T2DM decreases (r = - 0.18, p < 0.01). Compared with males, females had a greater age-standardized prevalence of T1DM (185.49 [185.21-185.76] vs. 176.66 [176.39-176.92]), whereas males had a greater ASPR of T2DM than females did (1241.45 [1240.58-1242.31] vs. 1138.24 [1137.40-1139.09]). This study found a negative correlation between the SDI and the ASDR for both T1DM (r = - 0.51, p < 0.01) and T2DM (r = - 0.62, p < 0.01) in adolescents. For T2DM patients, 32.84% of DALYs were attributed to high BMI, which increased by 40.78% during the study period. By 2030, 3.7 million people are projected to have T1DM, and 14.6 million are projected to have T2DM. CONCLUSIONS Among adolescents, the burden of T1DM and T2DM is increasing and varies by region, sex, and SDI. Therefore, targeted interventions based on regional features are needed to prevent and control adolescent diabetes. Moreover, more efforts are needed to control climate change and obesity to reduce the adolescent diabetes burden.
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Affiliation(s)
- Xing Chen
- Department of Health Economics, School of Public Health, Fudan University, Shanghai, China
| | - Luying Zhang
- Department of Health Economics, School of Public Health, Fudan University, Shanghai, China.
| | - Wen Chen
- Department of Health Economics, School of Public Health, Fudan University, Shanghai, China
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Pemberton JS, Fang Z, Chalew SA, Uday S. Ethnic disparities in HbA1c and hypoglycemia among youth with type 1 diabetes: beyond access to technology, social deprivation and mean blood glucose. BMJ Open Diabetes Res Care 2025; 13:e004369. [PMID: 39863288 PMCID: PMC11784428 DOI: 10.1136/bmjdrc-2024-004369] [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: 06/05/2024] [Accepted: 11/25/2024] [Indexed: 01/27/2025] Open
Abstract
INTRODUCTION The UK national pediatric diabetes audit reports higher HbA1c for children and young people (CYP) with type 1 diabetes (T1D) of Black ethnicity compared with White counterparts. This is presumably related to higher mean blood glucose (MBG) due to lower socioeconomic status (SES) and less access to technology. We aimed to determine if HbA1c ethnic disparity persists after accounting for the above variables. RESEARCH DESIGN AND METHODS A retrospective analysis of participants who received structured education in continuous glucose monitoring (CGM) use was conducted at a tertiary center. HbA1c was paired with glucose metrics from 90-day CGM data. The influence of ethnicity, SES determined by Index of Multiple Deprivation (IMD), MBG and other covariates on HbA1c was evaluated using multiple variable regression analysis. Occurrence of hypoglycemia was evaluated. RESULTS A total of 168 (79 White, 61 South Asian, 28 Black) CYP with T1D were included. There were no differences between groups for age, MBG, time in range (3.9-10.0 mmol/L), diabetes duration, gender, insulin delivery method (multiple daily injections vs continuous subcutaneous insulin infusion), or percent sensor use (PSU). In multiple variable analysis, MBG (p<0.0001), ethnicity (p<0.0001), age (p<0.001), duration of diabetes (p<0.01) and PSU (p<0.05) accounted for 81% of the variability in HbA1c. Adjusted HbA1c in the Black group (67 mmol/mol) was higher than both South Asian (63 mmol/mol) and White groups (62 mmol/mol) (p<0.001). Despite significant IMD differences between groups, it did not influence HbA1c. Multiple variable analysis showed that the Black group experienced more hypoglycemia than South Asian and White groups (<3.9 and <3.0 mmol/L, p<0.05). CONCLUSIONS CYP from Black ethnic backgrounds have a higher HbA1c compared with their South Asian and White counterparts which is clinically significant and independent of MBG, potentially contributing to increased complications risk. Additionally, the Black group experienced a higher incidence of hypoglycemia, possibly due to a treat-to-HbA1c target approach.
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Affiliation(s)
- John Stuart Pemberton
- Diabetes and Endocrinology, Birmingham Women's and Children's NHS Foundation Trust, Birmingham, UK
| | - Zhide Fang
- Biostatistics Program, School of Public Health, Louisiana State University Health Sciences Center, New Orleans, Louisiana, USA
| | - Stuart A Chalew
- Division of Pediatric Endocrinology and Diabetes, Louisiana State University Health Sciences Center, New Orleans, Louisiana, USA
| | - Suma Uday
- Diabetes and Endocrinology, Birmingham Women's and Children's NHS Foundation Trust, Birmingham, UK
- University of Birmingham Institute of Metabolism and Systems Research, Birmingham, UK
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Plebon-Huff S, Haji-Mohamed H, Gardiner H, Ghanem S, Koh J, LeBlanc AG. Contextualization of Diabetes: A Review of Reviews from Organisation for Economic Co-operation and Development (OECD) Countries. Curr Diab Rep 2025; 25:19. [PMID: 39849148 PMCID: PMC11758158 DOI: 10.1007/s11892-024-01574-y] [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: 12/17/2024] [Indexed: 01/25/2025]
Abstract
PURPOSE OF REVIEW The prevalence of diabetes is rising around the world and represents an important public health concern. Unlike individual-level risk and protective factors related to the etiology of diabetes, contextual risk factors have been much less studied. Identification of contextual factors related to the risk of type 1 and type 2 diabetes in Organisation for Economic Co-operation and Development (OECD) countries may help health professionals, researchers, and policymakers to improve surveillance, develop policies and programs, and allocate funding. RECENT FINDINGS Among 4,470 potential articles, 48 were included in this review. All reviews were published in English between 2005 and 2023 and were conducted in over 20 different countries. This review identified ten upstream contextual risk factors related to type 1 and type 2 diabetes risk, including income, employment, education, immigration, race/ethnicity, geography, rural/urban status, built environment, environmental pollution, and food security/environment. The ten upstream contextual risk factors identified this review may be integrated into diabetes research, surveillance and prevention activities to help promote better outcomes for people at risk or living with diabetes in OECD countries. Additional research is needed to better quantify the measures of associations between emerging key contextual factors and diabetes outcomes.
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Affiliation(s)
- Sieara Plebon-Huff
- Centre for Surveillance and Applied Research, Health Promotion and Chronic Disease Prevention Branch, Public Health Agency of Canada, 785 Carling Ave, Ottawa, Ontario, K1A 0K9, Canada
| | - Hubi Haji-Mohamed
- Centre for Surveillance and Applied Research, Health Promotion and Chronic Disease Prevention Branch, Public Health Agency of Canada, 785 Carling Ave, Ottawa, Ontario, K1A 0K9, Canada
| | - Helene Gardiner
- Centre for Surveillance and Applied Research, Health Promotion and Chronic Disease Prevention Branch, Public Health Agency of Canada, 785 Carling Ave, Ottawa, Ontario, K1A 0K9, Canada.
| | - Samantha Ghanem
- Centre for Surveillance and Applied Research, Health Promotion and Chronic Disease Prevention Branch, Public Health Agency of Canada, 785 Carling Ave, Ottawa, Ontario, K1A 0K9, Canada
| | - Jessica Koh
- Centre for Surveillance and Applied Research, Health Promotion and Chronic Disease Prevention Branch, Public Health Agency of Canada, 785 Carling Ave, Ottawa, Ontario, K1A 0K9, Canada
| | - Allana G LeBlanc
- Centre for Surveillance and Applied Research, Health Promotion and Chronic Disease Prevention Branch, Public Health Agency of Canada, 785 Carling Ave, Ottawa, Ontario, K1A 0K9, Canada
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Zimmermann AT, Lanzinger S, Kummernes SJ, Lund-Blix NA, Holl RW, Fröhlich-Reiterer E, Maahs DM, Ebekozien O, Rompicherla S, Warner JT, Pons Perez S, Robinson H, Craig ME, Johnson S, Akesson K, Thorén A, Eeg-Olofsson K, Ranjan AG, Madsen M, Witsch M, Bratke H, Alonso GT, Sumnik Z, Neuman V, Cinek O, Skrivarhaug T, Svensson J. Treatment regimens and glycaemic outcomes in more than 100 000 children with type 1 diabetes (2013-22): a longitudinal analysis of data from paediatric diabetes registries. Lancet Diabetes Endocrinol 2025; 13:47-56. [PMID: 39622257 DOI: 10.1016/s2213-8587(24)00279-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2024] [Revised: 08/29/2024] [Accepted: 08/29/2024] [Indexed: 12/28/2024]
Abstract
BACKGROUND Advances in paediatric type 1 diabetes management and increased use of diabetes technology have led to improvements in glycaemia, reduced risk of severe hypoglycaemia, and improved quality of life. Since 1993, progressively lower HbA1c targets have been set. The aim of this study was to perform a longitudinal analysis of HbA1c, treatment regimens, and acute complications between 2013 and 2022 using data from eight national and one international paediatric diabetes registries. METHODS In this longitudinal analysis, we obtained data from the Australasian Diabetes Data Network, Czech National Childhood Diabetes Register, Danish Registry of Childhood and Adolescent Diabetes, Diabetes Prospective Follow-up Registry, Norwegian Childhood Diabetes Registry, England and Wales' National Paediatric Diabetes Audit, Swedish Childhood Diabetes Registry, T1D Exchange Quality Improvement Collaborative, and the SWEET initiative. All children (aged ≤18 years) with type 1 diabetes with a duration of longer than 3 months were included. Investigators compared data from 2013 to 2022; analyses performed on data were pre-defined and conducted separately by each respective registry. Data on demographics, HbA1c, treatment regimen, and event rates of diabetic ketoacidosis and severe hypoglycaemia were collected. ANOVA was performed to compare means between registries and years. Joinpoint regression analysis was used to study significant breakpoints in temporal trends. FINDINGS In 2022, data were available for 109 494 children from the national registries and 35 590 from SWEET. Between 2013 and 2022, the aggregated mean HbA1c decreased from 8·2% (95% CI 8·1-8·3%; 66·5 mmol/mol [65·2-67·7]) to 7·6% (7·5-7·7; 59·4mmol/mol [58·2-60·5]), and the proportion of participants who had achieved HbA1c targets of less than 7% (<53 mmol/mol) increased from 19·0% to 38·8% (p<0·0001). In 2013, the aggregate event rate of severe hypoglycaemia rate was 3·0 events per 100 person-years (95% CI 2·0-4·9) compared with 1·7 events per 100 person-years (1·0-2·7) in 2022. In 2013, the aggregate event rate of diabetic ketoacidosis was 3·1 events per 100 person-years (95% CI 2·0-4·8) compared with 2·2 events per 100 person-years (1·4-3·4) in 2022. The proportion of participants with insulin pump use increased from 42·9% (95% CI 40·4-45·5) in 2013 to 60·2% (95% CI 57·9-62·6) in 2022 (mean difference 17·3% [13·8-20·7]; p<0·0001), and the proportion of participants using continuous glucose monitoring (CGM) increased from 18·7% (95% CI 9·5-28·0) in 2016 to 81·7% (73·0-90·4) in 2022 (mean difference 63·0% [50·3-75·7]; p<0·0001). INTERPRETATION Between 2013 and 2022, glycaemic outcomes have improved, parallel to increased use of diabetes technology. Many children had HbA1c higher than the International Society for Pediatric and Adolescent Diabetes (ISPAD) 2022 target. Reassuringly, despite targeting lower HbA1c, severe hypoglycaemia event rates are decreasing. Even for children with type 1 diabetes who have access to specialised diabetes care and diabetes technology, further advances in diabetes management are required to assist with achieving ISPAD glycaemic targets. FUNDING None. TRANSLATIONS For the Norwegian, German, Czech, Danish and Swedish translations of the abstract see Supplementary Materials section.
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Affiliation(s)
| | - Stefanie Lanzinger
- Institute of Epidemiology and Medical Biometry, Computer Assisted Quality Management, Ulm University, Ulm, Germany; German Center for Diabetes Research, Munich-Neuherberg, Munich, Germany
| | - Siv Janne Kummernes
- The Norwegian Childhood Diabetes Registry, Division of Childhood and Adolescent Medicine, Oslo University Hospital, Oslo, Norway
| | - Nicolai A Lund-Blix
- The Norwegian Childhood Diabetes Registry, Division of Childhood and Adolescent Medicine, Oslo University Hospital, Oslo, Norway
| | - Reinhard W Holl
- Institute of Epidemiology and Medical Biometry, Computer Assisted Quality Management, Ulm University, Ulm, Germany; German Center for Diabetes Research, Munich-Neuherberg, Munich, Germany
| | - Elke Fröhlich-Reiterer
- Department of Paediatric and Adolescent Medicine, Medical University of Graz, Graz, Austria
| | - David M Maahs
- Department of Pediatrics, Division of Endocrinology, Stanford University School of Medicine, California, CA, USA
| | - Osagie Ebekozien
- T1D Exchange, Boston, MA, USA; School of Medicine, University of Mississippi, Jackson, MI, USA
| | | | - Justin T Warner
- National Paediatric Diabetes Audit, Noah's Ark Children's Hospital for Wales, Cardiff, UK
| | - Saira Pons Perez
- National Paediatric Diabetes Audit, Royal College of Paediatrics and Child Health, London, UK
| | - Holly Robinson
- Royal College of Paediatrics and Child Health, London, UK
| | - Maria E Craig
- Paediatrics and Child Health, University of New South Wales, Sydney, NSW, Australia; Charles Perkins Centre Westmead, University of Sydney, Sydney, NSW, Australia
| | - Stephanie Johnson
- Department of Endocrinology, Queensland Children's Hospital, Brisbane, QLD, Australia
| | - Karin Akesson
- The Swedish National Diabetes Register, Department of Clinical and Experimental Medicine, Linköping University, Linköping, Sweden; Department of Pediatrics, Ryhov County Hospital, Jönköping, Sweden; The Swedish National Diabetes Register, Center of Registers, Gothenburg, Sweden
| | - Alexander Thorén
- The Swedish National Diabetes Register, Center of Registers, Gothenburg, Sweden
| | - Katarina Eeg-Olofsson
- The Swedish National Diabetes Register, Center of Registers, Gothenburg, Sweden; Department of Molecular and Clinical Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden; Department of Medicine, Sahlgrenska University Hospital, Gothenburg, Sweden
| | | | - Mette Madsen
- Steno Diabetes Center North Denmark, Aalborg University Hospital, Aalborg, Denmark; Department of Pediatrics and Adolescent Medicine, Aalborg University Hospital, Aalborg, Denmark; Department of Clinical Medicine, Aalborg University, Gistrup, Denmark
| | - Michael Witsch
- Centre Hospitalier de Luxembourg, Luxembourg City, Luxembourg
| | - Heiko Bratke
- Department of Pediatrics, Haugesund Hospital, Fonna Health Trust, Haugesund, Norway
| | - G Todd Alonso
- Barbara Davis Center, University of Colorado, Aurora, CO, USA
| | - Zdenek Sumnik
- Department of Pediatrics, 2nd Faculty of Medicine, Motol University Hospital, Charles University, Prague, Czechia
| | - Vit Neuman
- Department of Pediatrics, 2nd Faculty of Medicine, Motol University Hospital, Charles University, Prague, Czechia
| | - Ondrej Cinek
- Department of Pediatrics, 2nd Faculty of Medicine, Motol University Hospital, Charles University, Prague, Czechia
| | - Torild Skrivarhaug
- The Norwegian Childhood Diabetes Registry, Division of Childhood and Adolescent Medicine, Oslo University Hospital, Oslo, Norway; Oslo Diabetes Research Center, Oslo, Norway; Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
| | - Jannet Svensson
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden; Steno Diabetes Center Copenhagen, Herlev, Denmark; Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
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Au-Yeung CH, Ellis D, Dallaway A, Riley J, Varney J, Howell-Jones R. Socioeconomic and ethnic inequalities increase the risk of type 2 diabetes: an analysis of NHS health check attendees in Birmingham. Front Public Health 2024; 12:1477418. [PMID: 39664526 PMCID: PMC11631903 DOI: 10.3389/fpubh.2024.1477418] [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: 08/07/2024] [Accepted: 11/08/2024] [Indexed: 12/13/2024] Open
Abstract
Introduction Birmingham has a significantly higher type-II diabetes prevalence than the national average. This study aimed to investigate the association of socioeconomic deprivation and ethnicity on the risk of diabetes in Birmingham. Methods Data were included from 108,514 NHS Health Checks conducted in Birmingham between 2018 and 2023. Attributable fraction and multinomial logistic regression were used to estimate the number of events avoidable and the prevalence odds ratios (POR) of determinants respectively. Results Attributable fraction analysis estimated that 64% of diabetes and 44% of pre-diabetes cases could be attributed to socioeconomic deprivation. Specifically, if Asian attendees in the least deprived areas had the same risk as White individuals in the least deprived areas, there would have been 1,056 fewer cases of diabetes and 2,226 fewer cases of pre-diabetes. Diabetes was significantly associated with Asian ethnicity (POR = 5.43, p < 0.001), Black ethnicity (POR = 3.15, p < 0.001) and Mixed ethnicity (POR = 2.79, p < 0.001). Pre-diabetes was also significantly associated with Asian ethnicity (POR = 3.06, p < 0.001), Black ethnicity (POR = 2.70, p < 0.001) and Mixed ethnicity (POR = 2.21, p < 0.001). The interaction effects between ethnicity and deprivation posed a greater risk of diabetes, especially for Asian attendees in the first (POR = 9.34, p < 0.001) and second (POR = 6.24, p < 0.001) most deprived quintiles. Discussion The present findings demonstrate the association of ethnicity and socioeconomic deprivation on the risk of diabetes and pre-diabetes. It underscores the necessity for targeted interventions and policies to address these inequalities.
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Affiliation(s)
| | - David Ellis
- Public Health, Birmingham City Council, Birmingham, United Kingdom
| | - Alexander Dallaway
- School of Health and Society, Faculty of Education, Health and Wellbeing, University of Wolverhampton, Wolverhampton, United Kingdom
- Warwickshire Institute for the Study of Diabetes, Endocrinology and Metabolism (WISDEM), University Hospitals Coventry and Warwickshire NHS Trust, Coventry, United Kingdom
| | - Jenny Riley
- Public Health, Birmingham City Council, Birmingham, United Kingdom
| | - Justin Varney
- Public Health, Birmingham City Council, Birmingham, United Kingdom
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Khan AB, Tariq A. Comment on: Glucometrics and device satisfaction in children and adolescents with type 1 diabetes using different treatment modalities: A multicenter real-world observational study. Diabetes Res Clin Pract 2024; 214:111787. [PMID: 39032660 DOI: 10.1016/j.diabres.2024.111787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2024] [Accepted: 07/16/2024] [Indexed: 07/23/2024]
Affiliation(s)
- Abdul Basit Khan
- Ayub Medical College, Abbottabad, Street#7 Phul Gulaab Road Al-Mansoor Town Abbottabad, KPK, Pakistan.
| | - Abeera Tariq
- Ayub Medical College, Hayatabad, Peshawar, KPK, Pakistan
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Negrato CA, Martins RLDM, Louro MD, Medeiros GA, Lanzarin JVM, Zajdenverg L, Lopes LCP. Association between perinatal and obstetric factors and early age at diagnosis of type 1 diabetes mellitus: a cohort study. J Pediatr Endocrinol Metab 2024; 0:jpem-2024-0235. [PMID: 39042913 DOI: 10.1515/jpem-2024-0235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2024] [Accepted: 07/07/2024] [Indexed: 07/25/2024]
Abstract
OBJECTIVES To evaluate the association between perinatal and obstetric factors as potential triggers for the early onset of T1DM. METHODS This was a retrospective cohort study enrolling 409 patients diagnosed with T1DM, in Bauru, São Paulo, Brazil, from 1981 to 2023. Data were retrieved from medical records, regarding sociodemographic parameters as age, sex, ethnicity, and socioeconomic status. Perinatal and obstetric factors as delivery type, gestational age, filiation order, length of exclusive breastfeeding, maternal age, maternal and fetal blood types, and occurrence of maternal gestational diabetes were also analyzed. An adapted survival analysis was employed to gauge the impact of each assessed variable at the age of T1DM diagnosis. RESULTS The median age of T1DM diagnosis was 10.3 years with an interquartile range between 6.4 and 15.5 years. Delivery type and filiation order were the only factors statistically significantly associated with an early age at T1DM diagnosis. Patients who were born through cesarean section and who were firstborns showed a 28.6 and 18.0 % lower age at T1DM diagnosis, respectively, compared to those born through vaginal delivery and those that were nonfirstborns. CONCLUSIONS Being born by cesarean section and being firstborn showed to be statistically significant factors to determine an early T1DM diagnosis.
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Affiliation(s)
- Carlos A Negrato
- Universidade de São Paulo, Faculdade de Medicina de Bauru, Bauru, SP, Brazil
| | | | - Marina D Louro
- Universidade de São Paulo, Faculdade de Medicina de Bauru, Bauru, SP, Brazil
| | - Gabriel A Medeiros
- Universidade de São Paulo, Faculdade de Medicina de Bauru, Bauru, SP, Brazil
| | - João V M Lanzarin
- Universidade de São Paulo, Faculdade de Medicina de Bauru, Bauru, SP, Brazil
| | - Lenita Zajdenverg
- Internal Medicine Department - Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil
| | - Lucas C P Lopes
- Universidade de São Paulo, Faculdade de Medicina de Bauru, Bauru, SP, Brazil
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Zhang WH, Wang CF, Wang H, Tang J, Zhang HQ, Zhu JY, Zheng XY, Luo SH, Ding Y. Association between glucose levels of children with type 1 diabetes and parental economic status in mobile health application. World J Diabetes 2024; 15:1477-1488. [PMID: 39099806 PMCID: PMC11292339 DOI: 10.4239/wjd.v15.i7.1477] [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: 02/22/2024] [Revised: 04/25/2024] [Accepted: 05/20/2024] [Indexed: 07/08/2024] Open
Abstract
BACKGROUND The glycemic control of children with type 1 diabetes (T1D) may be influenced by the economic status of their parents. AIM To investigate the association between parental economic status and blood glucose levels of children with T1D using a mobile health application. METHODS Data from children with T1D in China's largest T1D online community, Tang-TangQuan®. Blood glucose levels were uploaded every three months and parental economic status was evaluated based on annual household income. Children were divided into three groups: Low-income (< 30000 Yuan), middle-income (30000-100000 Yuan), and high-income (> 100000 yuan) (1 Yuan = 0.145 United States Dollar approximately). Blood glucose levels were compared among the groups and associations were explored using Spearman's correlation analysis and multivariable logistic regression. RESULTS From September 2015 to August 2022, 1406 eligible children with T1D were included (779 female, 55.4%). Median age was 8.1 years (Q1-Q3: 4.6-11.6) and duration of T1D was 0.06 years (0.02-0.44). Participants were divided into three groups: Low-income (n = 320), middle-income (n = 724), and high-income (n = 362). Baseline hemoglobin A1c (HbA1c) levels were comparable among the three groups (P = 0.072). However, at month 36, the low-income group had the highest HbA1c levels (P = 0.036). Within three years after registration, glucose levels increased significantly in the low-income group but not in the middle-income and high-income groups. Parental economic status was negatively correlated with pre-dinner glucose (r = -0.272, P = 0.012). After adjustment for confounders, parental economic status remained a significant factor related to pre-dinner glucose levels (odds ratio = 13.02, 95%CI: 1.99 to 126.05, P = 0.002). CONCLUSION The blood glucose levels of children with T1D were negatively associated with parental economic status. It is suggested that parental economic status should be taken into consideration in the management of T1D for children.
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Affiliation(s)
- Wen-Hao Zhang
- Department of Endocrinology, The First Affiliated Hospital of University of Science and Technology of China, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230001, Anhui Province, China
| | - Chao-Fan Wang
- Department of Endocrinology and Metabolism, The Third Affiliated Hospital of Sun Yat-sen University, Guangdong Provincial Key Laboratory of Diabetology, Guangzhou 510000, Guangdong Province, China
| | - Hao Wang
- Graduate School, Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Jie Tang
- Graduate School, Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Hong-Qiang Zhang
- Department of Endocrinology, The First Affiliated Hospital of University of Science and Technology of China, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230001, Anhui Province, China
| | - Jiang-Yu Zhu
- Graduate School, Bengbu Medical College, Bengbu 233000, Anhui Province, China
| | - Xue-Ying Zheng
- Department of Endocrinology, The First Affiliated Hospital of University of Science and Technology of China, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230001, Anhui Province, China
| | - Si-Hui Luo
- Department of Endocrinology, The First Affiliated Hospital of University of Science and Technology of China, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230001, Anhui Province, China
| | - Yu Ding
- Department of Endocrinology, The First Affiliated Hospital of University of Science and Technology of China, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei 230001, Anhui Province, China
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10
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Casey C, Buckley CM, Kearney PM, Griffin MD, Dinneen SF, Griffin TP. Social deprivation and diabetic kidney disease: A European view. J Diabetes Investig 2024; 15:541-556. [PMID: 38279774 PMCID: PMC11060165 DOI: 10.1111/jdi.14156] [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: 10/23/2023] [Revised: 01/10/2024] [Accepted: 01/18/2024] [Indexed: 01/28/2024] Open
Abstract
There is a large body of literature demonstrating a social gradient in health and increasing evidence of an association between social deprivation and diabetes complications. Diabetic kidney disease (DKD) increases mortality in people with diabetes. Socioeconomic deprivation is increasingly recognized as a modifier of risk factors for kidney disease but also an independent risk factor itself for kidney disease. This may not be truly appreciated by clinicians and warrants further attention and exploration. In this review we explore the literature to date from Europe on the relationship between social deprivation and DKD. The majority of the studies showed at least an association with microalbuminuria, an early marker of DKD, while many showed an association with overt nephropathy. This was seen across many countries in Europe using a variety of different measures of deprivation. We reviewed and considered the mechanisms by which deprivation may lead to DKD. Health related behaviors such as smoking and suboptimal control of risk factors such as hypertension, hyperglycemia and elevated body mass index (BMI) accounts for some but not all of the association. Poorer access to healthcare, health literacy, and stress are also discussed as potential mediators of the association. Addressing deprivation is difficult but starting points include targeted interventions for people living in deprived circumstances, equitable roll out of diabetes technology, and flexible outpatient clinic arrangements including virtual and community-based care.
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Affiliation(s)
- Caoimhe Casey
- Centre for Diabetes, Endocrinology and MetabolismGalway University HospitalsGalwayIreland
- School of Public HealthUniversity College CorkCorkIreland
| | | | | | - Matthew D Griffin
- Regenerative Medicine Institute (REMEDI) at CÚRAM SFI Research Centre for Medical Devices, School of MedicineUniversity of GalwayGalwayIreland
- Department of NephrologyGalway University HospitalGalwayIreland
| | - Sean F Dinneen
- Centre for Diabetes, Endocrinology and MetabolismGalway University HospitalsGalwayIreland
- School of MedicineUniversity of GalwayGalwayIreland
| | - Tomás P Griffin
- Centre for Diabetes, Endocrinology and MetabolismGalway University HospitalsGalwayIreland
- School of MedicineUniversity of GalwayGalwayIreland
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11
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Maahs DM, Prahalad P, Schweiger DS, Shalitin S. Diabetes Technology and Therapy in the Pediatric Age Group. Diabetes Technol Ther 2024; 26:S117-S140. [PMID: 38441448 DOI: 10.1089/dia.2024.2508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/07/2024]
Affiliation(s)
- David M Maahs
- Department of Pediatrics, Division of Endocrinology and Diabetes, Stanford University, Stanford, CA
- Stanford Diabetes Research Center, Stanford University, Stanford, CA
- Department of Health Research and Policy (Epidemiology), Stanford University, Stanford, CA
| | - Priya Prahalad
- Department of Pediatrics, Division of Endocrinology and Diabetes, Stanford University, Stanford, CA
- Stanford Diabetes Research Center, Stanford University, Stanford, CA
| | - Darja Smigoc Schweiger
- Department of Pediatric Endocrinology, Diabetes and Metabolic Diseases, University Children's Hospital, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Shlomit Shalitin
- Jesse Z and Sara Lea Shafer Institute for Endocrinology and Diabetes, National Center for Childhood Diabetes, Schneider Children's Medical Center of Israel, Petah Tikva, Israel
- Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
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12
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Gharacheh L, Amini-Rarani M, Torabipour A, Karimi S. A Scoping Review of Possible Solutions for Decreasing Socioeconomic Inequalities in Type 2 Diabetes Mellitus. Int J Prev Med 2024; 15:5. [PMID: 38487697 PMCID: PMC10935579 DOI: 10.4103/ijpvm.ijpvm_374_22] [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] [Received: 11/12/2022] [Accepted: 05/17/2023] [Indexed: 03/17/2024] Open
Abstract
Background As socioeconomic inequalities are key factors in access and utilization of type 2 diabetes (T2D) services, the purpose of this scoping review was to identify solutions for decreasing socioeconomic inequalities in T2D. Methods A scoping review of scientific articles from 2000 and later was conducted using PubMed, Web of Science (WOS), Scopus, Embase, and ProQuest databases. Using the Arksey and O'Malley framework for scoping review, articles were extracted, meticulously read, and thematically analyzed. Results A total of 7204 articles were identified from the reviewed databases. After removing duplicate and nonrelevant articles, 117 articles were finally included and analyzed. A number of solutions and passways were extracted from the final articles. Solutions for decreasing socioeconomic inequalities in T2D were categorized into 12 main solutions and 63 passways. Conclusions Applying identified solutions in diabetes policies and interventions would be recommended for decreasing socioeconomic inequalities in T2D. Also, the passways could be addressed as entry points to help better implementation of diabetic policies.
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Affiliation(s)
- Laleh Gharacheh
- Student Research Committee, School of Management and Medical Information Sciences, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Mostafa Amini-Rarani
- Social Determinants of Health Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Amin Torabipour
- Social Determinants of Health Research Center, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Saeed Karimi
- Health Management and Economics Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
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13
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Moore TH, Dawson S, Wheeler J, Hamilton-Shield J, Barrett TG, Redwood S, Litchfield I, Greenfield SM, Searle A. Views of children with diabetes from underserved communities, and their families on diabetes, glycaemic control and healthcare provision: A qualitative evidence synthesis. Diabet Med 2023; 40:e15197. [PMID: 37573564 DOI: 10.1111/dme.15197] [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] [Received: 01/26/2023] [Revised: 08/07/2023] [Accepted: 08/08/2023] [Indexed: 08/15/2023]
Abstract
AIMS Children and young people with diabetes (CYPD) from socio-economically deprived and/or ethnic minority groups tend to have poorer glucose control and greater risk of diabetes-related complications. In this systematic review of qualitative evidence (qualitative evidence synthesis, QES), we aimed to explore the experiences and views of clinical encounters in diabetes care from the perspectives of CYPD and their family/carers from underserved communities and healthcare professionals in diabetes care. METHODS We searched 6 databases to March 2022 with extensive search terms, and used a thematic synthesis following methods of Thomas and Harden. RESULTS We identified 7 studies and described 11 descriptive themes based on primary and secondary constructs. From these, three "analytical themes" were developed. (1) "Alienation of CYPD" relates to their social identity and interaction with peers, family and health service practitioners in the context of diabetes self- and family/carer management and is impacted by communication in the clinical encounter. (2) "Empowerment of CYPD and family/carers" explores families' understanding of risks and consequences of diabetes and taking responsibility for self- and family/carer management in the context of their socio-cultural background. (3) "Integration of diabetes (into self and family)" focuses on the ability to integrate diabetes self-management into the daily lives of CYPD and family/carers beyond the clinical consultation. CONCLUSIONS The analytical themes are interdependent and provide a conceptual framework from which to explore and strengthen the therapeutic alliance in clinical encounters and to foster greater concordance with treatment plans. Communicating the biomedical aspects of managing diabetes in the clinical encounter is important, but should be balanced with addressing socio-emotional factors important to CYPD and family/carers.
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Affiliation(s)
- Theresa H Moore
- NIHR Applied Research Collaboration West (ARC West) at University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Sarah Dawson
- NIHR Applied Research Collaboration West (ARC West) at University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
| | - Jessica Wheeler
- NIHR Applied Research Collaboration West (ARC West) at University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | | | - Timothy G Barrett
- Institute of Cancer and Genomic Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, UK
| | - Sabi Redwood
- NIHR Applied Research Collaboration West (ARC West) at University Hospitals Bristol and Weston NHS Foundation Trust, Bristol, UK
- Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK
| | - Ian Litchfield
- IOEM, Institute of Applied Health Research, University of Birmingham, Birmingham, UK
| | - Sheila M Greenfield
- IOEM, Institute of Applied Health Research, University of Birmingham, Birmingham, UK
| | - Aidan Searle
- NIHR Bristol Biomedical Research Centre Nutrition theme, University Hospitals Bristol and Weston NHS Foundation Trust and the University of Bristol, Bristol, UK
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14
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Buchmann M, Tuncer O, Auzanneau M, Eckert AJ, Rosenbauer J, Reitzle L, Heidemann C, Holl RW, Thamm R. Incidence, prevalence and care of type 1 diabetes in children and adolescents in Germany: Time trends and regional socioeconomic situation. JOURNAL OF HEALTH MONITORING 2023; 8:57-78. [PMID: 37408713 PMCID: PMC10318564 DOI: 10.25646/11439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Accepted: 04/21/2023] [Indexed: 07/07/2023]
Abstract
Background Trends over time and possible socio-spatial inequalities in the incidence and care of type 1 diabetes mellitus (T1D) in children and adolescents are important parameters for the planning of target-specific treatment structures. Methodology The incidence and prevalence of type 1 diabetes, diabetic ketoacidosis and severe hypoglycaemia as well as the HbA1c value are presented for under 18-year-olds based on data from the nationwide Diabetes Prospective Follow-up Registry (DPV) and the diabetes registry of North Rhine-Westphalia. Indicators were mapped by sex over time between 2014 and 2020, and stratified by sex, age and regional socioeconomic deprivation for 2020. Results In 2020, the incidence was 29.2 per 100,000 person-years and the prevalence was 235.5 per 100,000 persons, with the figures being higher in boys than in girls in either case. The median HbA1c value was 7.5%. Ketoacidosis manifested in 3.4% of treated children and adolescents, significantly more often in regions with very high (4.5%) deprivation than in regions with very low deprivation (2.4%). The proportion of severe hypoglycaemia cases was 3.0%. Between 2014 and 2020, the incidence, prevalence and HbA1c levels changed little, while the proportions of ketoacidosis and severe hypoglycaemia decreased. Conclusions The decrease in acute complications indicates that type 1 diabetes care has improved. Similar to previous studies, the results suggest an inequality in care by regional socioeconomic situation.
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Affiliation(s)
- Maike Buchmann
- Robert Koch Institute, Berlin, Department of Epidemiology and Health Monitoring
| | - Oktay Tuncer
- Robert Koch Institute, Berlin, Department of Epidemiology and Health Monitoring
| | - Marie Auzanneau
- Ulm University, Institute for Epidemiology and Medical Biometry, ZIBMT
- German Center for Diabetes Research (DZD), München-Neuherberg
| | - Alexander J. Eckert
- Ulm University, Institute for Epidemiology and Medical Biometry, ZIBMT
- German Center for Diabetes Research (DZD), München-Neuherberg
| | - Joachim Rosenbauer
- German Diabetes Center, Leibniz Center for Diabetes Research at Heinrich Heine University Düsseldorf, Institute for Biometrics and Epidemiology
- German Center for Diabetes Research (DZD), München-Neuherberg
| | - Lukas Reitzle
- Robert Koch Institute, Berlin, Department of Epidemiology and Health Monitoring
| | - Christin Heidemann
- Robert Koch Institute, Berlin, Department of Epidemiology and Health Monitoring
| | - Reinhard W. Holl
- Ulm University, Institute for Epidemiology and Medical Biometry, ZIBMT
- German Center for Diabetes Research (DZD), München-Neuherberg
| | - Roma Thamm
- Robert Koch Institute, Berlin, Department of Epidemiology and Health Monitoring
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15
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Senbanjo IO, Akinola IJ, Umar UI, Anyabolu CH, Abolurin OO, Adekoya AO, Adeniyi OF, Adepoju AA, Salisu MA, Gwarzo GD, Olorunmoteni OE, Ugowe OJ, Suwaid S, Ashubu OO, Fetuga MB, Oduwole AO. Children and adolescents with type 1 diabetes mellitus in Nigeria: clinical characteristics and compliance with care. J Pediatr Endocrinol Metab 2022; 35:1377-1384. [PMID: 36148598 DOI: 10.1515/jpem-2022-0290] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 09/01/2022] [Indexed: 11/15/2022]
Abstract
OBJECTIVES The prevalence of type 1 diabetes mellitus (T1DM) is increasing in most developed and developing countries. This study described the clinical characteristics and compliance with care among Nigerian children and adolescents with T1DM. METHODS This was a cross-sectional descriptive multi-center study of children seen at the paediatric endocrinology clinic of seven selected tertiary health facilities in Nigeria. Information was collected on socio-demographics, clinical characteristics and compliance of the children with dietary recommendations and insulin therapy. Compliance with dietary recommendations and insulin therapy was graded as either good or poor based on defined criteria. RESULTS The mean age of children was 13.1 ± 4.7 years. The mean age of children at the diagnosis of T1DM was 9.9 ± 4.2 years. Sixty-nine (60%) children were female while about half (47.8%) of the children were from the lower socioeconomic class. Compliance with insulin administration was good in 39.1% of the children and was significantly associated with the father's (p=0.001) and mother's educational status (p=0.024) while compliance with dietary recommendations was good in 20.0% of the children and was significantly associated with mother's educational status (p=0.034) and family socioeconomic class (p=0.010). Only the mother's level of education was independently and significantly associated with compliance to recommendations on insulin therapy (OR 4.2, 95% CI=1.5-11.6, p=0.007). CONCLUSIONS The compliance of children with dietary recommendations and insulin therapy was poor. Efforts should be strengthened at all healthcare facilities to educate parents on the need for compliance with management guidelines.
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Affiliation(s)
- Idowu O Senbanjo
- Department of Paediatrics and Child Health, Lagos State University College of Medicine, Ikeja, Lagos, Nigeria
| | - Ibironke J Akinola
- Department of Paediatrics and Child Health, Lagos State University College of Medicine, Ikeja, Lagos, Nigeria
| | - Umar I Umar
- Department of Paediatrics, Aminu Kano University Teaching Hospital, Kano, Nigeria
| | - Chineme H Anyabolu
- Department of Paediatrics, Obafemi Awolowo University Teaching Hospital, Ile-Ife, Nigeria
| | | | - Adesola O Adekoya
- Department of Paediatrics, Babcock University Teaching Hospital, Ilishan-Remo, Nigeria
| | - Olufunmilayo F Adeniyi
- Department of Paediatrics, College of Medicine, University of Lagos, Akoka, Lagos, Nigeria
| | - Akinlolu A Adepoju
- Department of Paediatrics, College of Medicine, University of Ibadan, Ibadan, Nigeria
| | - Mohammad A Salisu
- Department of Paediatrics and Child Health, Lagos State University College of Medicine, Ikeja, Lagos, Nigeria
| | - Garba D Gwarzo
- Department of Paediatrics, Aminu Kano University Teaching Hospital, Kano, Nigeria
| | | | - Osagie J Ugowe
- Department of Paediatrics, Obafemi Awolowo University Teaching Hospital, Ile-Ife, Nigeria
| | - Salma Suwaid
- Department of Paediatrics, Murtala Mohammed Specialist Hospital, Kano, Nigeria
| | - Oluwakemi O Ashubu
- Department of Paediatrics, College of Medicine, University of Ibadan, Ibadan, Nigeria
| | - Musili B Fetuga
- Departments of Paediatrics, Obafemi Awolowo College of Health Sciences, Olabisi Onabanjo University, Sagamu, Nigeria
| | - Abiola O Oduwole
- Department of Paediatrics, College of Medicine, University of Lagos, Akoka, Lagos, Nigeria
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Tang A, Woldemariam S, Roger J, Sirota M. Translational Bioinformatics to Enable Precision Medicine for All: Elevating Equity across Molecular, Clinical, and Digital Realms. Yearb Med Inform 2022; 31:106-115. [PMID: 36463867 PMCID: PMC9719766 DOI: 10.1055/s-0042-1742513] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/07/2022] Open
Abstract
OBJECTIVES Over the past few years, challenges from the pandemic have led to an explosion of data sharing and algorithmic development efforts in the areas of molecular measurements, clinical data, and digital health. We aim to characterize and describe recent advanced computational approaches in translational bioinformatics across these domains in the context of issues or progress related to equity and inclusion. METHODS We conducted a literature assessment of the trends and approaches in translational bioinformatics in the past few years. RESULTS We present a review of recent computational approaches across molecular, clinical, and digital realms. We discuss applications of phenotyping, disease subtype characterization, predictive modeling, biomarker discovery, and treatment selection. We consider these methods and applications through the lens of equity and inclusion in biomedicine. CONCLUSION Equity and inclusion should be incorporated at every step of translational bioinformatics projects, including project design, data collection, model creation, and clinical implementation. These considerations, coupled with the exciting breakthroughs in big data and machine learning, are pivotal to reach the goals of precision medicine for all.
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Affiliation(s)
- Alice Tang
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Graduate Program in Bioengineering, UCSF, San Francisco, CA, USA
- School of Medicine, UCSF, San Francisco, CA, USA
| | - Sarah Woldemariam
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- School of Medicine, UCSF, San Francisco, CA, USA
| | - Jacquelyn Roger
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Graduate Program in Biological and Medical Informatics, UCSF, San Francisco, CA, USA
| | - Marina Sirota
- Bakar Computational Health Sciences Institute, UCSF, San Francisco, CA, USA
- Department of Pediatrics, UCSF, San Francisco, CA, USA
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