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Iqbal S, Jayyab AA, Alrashdi AM, Shujauddin S, Clua-Espuny JL, Reverté-Villarroya S. The Predictive Potential of C-Peptide in Differentiating Type 1 Diabetes From Type 2 Diabetes in an Outpatient Population in Abu Dhabi. Clin Ther 2024; 46:696-701. [PMID: 39117487 DOI: 10.1016/j.clinthera.2024.07.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2024] [Revised: 07/02/2024] [Accepted: 07/04/2024] [Indexed: 08/10/2024]
Abstract
PURPOSE We aimed to investigate the predictive potential of plasma connecting peptide (C-peptide) in differentiating type 1 diabetes (T1D) from type 2 diabetes (T2D) and to inform evidence-based diabetes classification criteria. METHODS A retrospective review was performed of all the patients with diabetes visiting an outpatient diabetology, endocrinology, general practice and family medicine tertiary health care center between January 2016 and December 2021. FINDINGS Two hundred twelve individuals with diabetes were included, 85 (44.8%) with T1D and 127 (55.2%) with T2D. Mean (SD) age at diagnosis was 35.9 (15.1) years, and 112 (52.8%) men. Median (interquartile range [IQR]) duration of diabetes was 3.8 (3.0-4.5) years (T1D, 3.9 [3.5-4.6]; T2D, 3.4 [2.4-4.4]; P = 0.001). Body mass index was <18.5 kg/m2 in 5 (2.5%) individuals (T1D, 5; T2D, none), 18.5 to <25 kg/m2 in 57 (28.5%) (T1D, 32; T2D, 25), 25 to <30 kg/m2 in 58 (29%) (T1D, 28; T2D, 30), and >30 kg/m2 in 80 (40.0%) (T1D, 20; T2D, 60). Median (IQR) glycosylated hemoglobin was 7.4% (6.7%-8.5%) (T1D, 8.3% [7.2%-9.9%]; T2D, 7% [6.3%-7.6%]; P = 0.0001). Median (IQR) C-peptide concentration was 0.59 nmol/L (0.01-1.14 nmol/L) (T1D, 0.01 nmol/L [0.003-0.05 nmol/L]; T2D, 1.03 nmol/L [0.70-1.44 nmol/L]; P = 0.0001). C-peptide concentration of ≤0.16 nmol/L showed 92.9% sensitivity, 1-specificity of 2.4%, and AUC of 97.2% (CI, 94.7%-99.6%; P = 0.0001) in differentiating T1D from T2D. IMPLICATIONS To our knowledge, this is the first study in the Middle East and North Africa region highlighting the role of C-peptide in diabetes classification. The estimated cutoff point for C-peptide concentration (≤0.16 nmol/L) will certainly help in accurately classifying the T1D and will rule out the routine clinical judgmental approaches in the region, especially in those scenarios and periods where it is always difficult to diagnose the diabetes type. Quantifying the cutoff for C-peptide is among the vital strengths of this study that will provide a better treatment plan in diabetes care management. Also, we evaluated concomitant glucose levels to rule out the phenomenon of falsely low C-peptide values in the setting of hypoglycemia or severe glucose toxicity. Based on our findings, C-peptide testing could be included in postulating an evidence-based guideline that differentiates T1D from T2D. Despite this, our study has some limitations, including the selection bias due to the retrospective design and low C-peptide levels could be indicative of low pancreatic reserves due to other causes or long-standing T2D, and quantifying these reasons requires additional resources and time.
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Affiliation(s)
- Sajid Iqbal
- Nursing Department, Universitat Rovira i Virgili, Campus Terres de l'Ebre, Tortosa, Tarragona, Spain; Faculty of Health and Medical Science, Liwa College of Technology, Abu Dhabi, United Arab Emirates.
| | - Abdulrahim Abu Jayyab
- Faculty of Health and Medical Science, Liwa College of Technology, Abu Dhabi, United Arab Emirates
| | - Ayah Mohammad Alrashdi
- Faculty of Health and Medical Science, Liwa College of Technology, Abu Dhabi, United Arab Emirates; Burjeel Hospital, Abu Dhabi, United Arab Emirates
| | | | - Josep Lluis Clua-Espuny
- Primary Health-Care Center EAP Tortosa Est, Institut Català de la Salut, CAP El Temple Plaça Carrilet, Tortosa, Spain; Research Support Unit Terres de l'Ebre, Institut Universitari d'Investigació en Atenció Primària Jordi Gol (IDIAPJGol) (Barcelona), Ebrictus Research Group, Terres de l'Ebre, Tortosa, Spain
| | - Silvia Reverté-Villarroya
- Nursing Department, Universitat Rovira i Virgili, Campus Terres de l'Ebre, Tortosa, Tarragona, Spain; Hospital de Tortosa Verge de la Cinta, Catalan Institute of Health, Pere Virgili Institute, Carretera Esplanetes, Tortosa, Tarragona, Spain
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Rugg-Gunn CEM, Dixon E, Jorgensen AL, Usher-Smith JA, Marcovecchio ML, Deakin M, Hawcutt DB. Factors Associated With Diabetic Ketoacidosis at Onset of Type 1 Diabetes Among Pediatric Patients: A Systematic Review. JAMA Pediatr 2022; 176:1248-1259. [PMID: 36215053 DOI: 10.1001/jamapediatrics.2022.3586] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
IMPORTANCE Presenting with diabetic ketoacidosis (DKA) at onset of type 1 diabetes (T1D) remains a risk. Following a 2011 systematic review, considerable additional articles have been published, and the review required updating. OBJECTIVE To evaluate factors associated with DKA at the onset of T1D among pediatric patients. EVIDENCE REVIEW In this systematic review, PubMed, Embase, Scopus, CINAHL, Web of Science, and article reference lists were searched using the population, intervention, comparison, outcome search strategy for primary research studies on DKA and T1D onset among individuals younger than 18 years that were published from January 2011 to November 2021. These studies were combined with a 2011 systematic review on the same topic. Data were pooled using a random-effects model. FINDINGS A total of 2565 articles were identified; 149 were included, along with 46 from the previous review (total 195 articles). Thirty-eight factors were identified and examined for their association with DKA at T1D onset. Factors associated with increased risk of DKA were younger age at T1D onset (<2 years vs ≥2 years; odds ratio [OR], 3.51; 95% CI, 2.85-4.32; P < .001), belonging to an ethnic minority population (OR, 0.40; 95% CI, 0.21-0.74; P = .004), and family history of T1D (OR, 0.46; 95% CI, 0.37-0.57; P < .001), consistent with the 2011 systematic review. Some factors that were not associated with DKA in the 2011 systematic review were associated with DKA in the present review (eg, delayed diagnosis: OR, 2.27; 95% CI, 1.72-3.01; P < .001). Additional factors associated with risk of DKA among patients with new-onset T1D included participation in screening programs (OR, 0.35; 95% CI, 0.21-0.59; P < .001) and presentation during the COVID-19 pandemic (OR, 2.32; 95% CI, 1.76-3.06; P < .001). CONCLUSIONS AND RELEVANCE In this study, age younger than 2 years at T1D onset, belonging to an ethnic minority population, delayed diagnosis or misdiagnosis, and presenting during the COVID-19 pandemic were associated with increased risk of DKA. Factors associated with decreased risk of DKA included greater knowledge of key signs or symptoms of DKA, such as a family history of T1D or participation in screening programs. Future work should focus on identifying and implementing strategies related to these factors to reduce risk of DKA among new patients with T1D.
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Affiliation(s)
| | - Eleanor Dixon
- Usher Institute, University of Edinburgh, Edinburgh, Scotland
| | - Andrea L Jorgensen
- Department of Biostatistics, University of Liverpool, Liverpool, England
| | - Juliet A Usher-Smith
- Primary Care Unit, Department of Public Health and Primary Care, University of Cambridge School of Clinical Medicine, Cambridge, England
| | | | - Mark Deakin
- Alder Hey Children's Hospital, Liverpool, England
| | - Daniel B Hawcutt
- NIHR Alder Hey Clinical Research Facility, Liverpool, England.,Department of Women's and Children's Health, University of Liverpool, Liverpool, England
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Godman B, Haque M, Leong T, Allocati E, Kumar S, Islam S, Charan J, Akter F, Kurdi A, Vassalo C, Bakar MA, Rahim SA, Sultana N, Deeba F, Khan MAH, Alam ABMM, Jahan I, Kamal ZM, Hasin H, Munzur-E-Murshid, Nahar S, Haque M, Dutta S, Abhayanand JP, Kaur RJ, Rwegerera GM, do Nascimento RCRM, Dias Godói IP, Irfan M, Amu AA, Matowa P, Acolatse J, Incoom R, Sefah IA, Acharya J, Opanga S, Njeri LW, Kimonge D, Kwon HY, Bae S, Khuan KKP, Abubakar AR, Sani IH, Khan TA, Hussain S, Saleem Z, Malande OO, Piloya-Were T, Gambogi R, Hernandez Ortiz C, Alutuli L, Kalungia AC, Hoxha I, Marković-Peković V, Tubic B, Petrova G, Tachkov K, Laius O, Harsanyi A, Inotai A, Jakupi A, Henkuzens S, Garuoliene K, Gulbinovič J, Wladysiuk M, Rutkowski J, Mardare I, Fürst J, McTaggart S, MacBride-Stewart S, Pontes C, Zara C, Tagoe ET, Banzi R, Wale J, Jakovljevic M. The Current Situation Regarding Long-Acting Insulin Analogues Including Biosimilars Among African, Asian, European, and South American Countries; Findings and Implications for the Future. Front Public Health 2021; 9:671961. [PMID: 34249838 PMCID: PMC8264781 DOI: 10.3389/fpubh.2021.671961] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 04/29/2021] [Indexed: 12/12/2022] Open
Abstract
Background: Diabetes mellitus rates continue to rise, which coupled with increasing costs of associated complications has appreciably increased global expenditure in recent years. The risk of complications are enhanced by poor glycaemic control including hypoglycaemia. Long-acting insulin analogues were developed to reduce hypoglycaemia and improve adherence. Their considerably higher costs though have impacted their funding and use. Biosimilars can help reduce medicine costs. However, their introduction has been affected by a number of factors. These include the originator company dropping its price as well as promoting patented higher strength 300 IU/ml insulin glargine. There can also be concerns with different devices between the manufacturers. Objective: To assess current utilisation rates for insulins, especially long-acting insulin analogues, and the rationale for patterns seen, across multiple countries to inform strategies to enhance future utilisation of long-acting insulin analogue biosimilars to benefit all key stakeholders. Our approach: Multiple approaches including assessing the utilisation, expenditure and prices of insulins, including biosimilar insulin glargine, across multiple continents and countries. Results: There was considerable variation in the use of long-acting insulin analogues as a percentage of all insulins prescribed and dispensed across countries and continents. This ranged from limited use of long-acting insulin analogues among African countries compared to routine funding and use across Europe in view of their perceived benefits. Increasing use was also seen among Asian countries including Bangladesh and India for similar reasons. However, concerns with costs and value limited their use across Africa, Brazil and Pakistan. There was though limited use of biosimilar insulin glargine 100 IU/ml compared with other recent biosimilars especially among European countries and Korea. This was principally driven by small price differences in reality between the originator and biosimilars coupled with increasing use of the patented 300 IU/ml formulation. A number of activities were identified to enhance future biosimilar use. These included only reimbursing biosimilar long-acting insulin analogues, introducing prescribing targets and increasing competition among manufacturers including stimulating local production. Conclusions: There are concerns with the availability and use of insulin glargine biosimilars despite lower costs. This can be addressed by multiple activities.
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Affiliation(s)
- Brian Godman
- Department of Pharmacoepidemiology, Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, United Kingdom
- Division of Public Health Pharmacy and Management, School of Pharmacy, Sefako Makgatho Health Sciences University, Pretoria, South Africa
- School of Pharmaceutical Sciences, Universiti Sains Malaysia, George Town, Malaysia
| | - Mainul Haque
- Unit of Pharmacology, Faculty of Medicine and Defence Health, Universiti Pertahanan Nasional Malaysia (National Defence University of Malaysia), Kuala Lumpur, Malaysia
| | - Trudy Leong
- Essential Drugs Programme, South African National Department of Health, Pretoria, South Africa
| | - Eleonora Allocati
- Center for Health Regulatory Policies, Istituto di Ricerche Farmacologiche “Mario Negri” IRCCS, Milan, Italy
| | - Santosh Kumar
- Department of Periodontology and Implantology, Karnavati University, Gandhinagar, India
| | - Salequl Islam
- Department of Microbiology, Jahangirnagar University, Dhaka, Bangladesh
| | - Jaykaran Charan
- Department of Pharmacology, All India Institute of Medical Sciences, Jodhpur, India
| | - Farhana Akter
- Department of Endocrinology, Chittagong Medical College, Chittagong, Bangladesh
| | - Amanj Kurdi
- Department of Pharmacoepidemiology, Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow, United Kingdom
- Division of Public Health Pharmacy and Management, School of Pharmacy, Sefako Makgatho Health Sciences University, Pretoria, South Africa
- Department of Pharmacology, College of Pharmacy, Hawler Medical University, Erbil, Iraq
| | - Carlos Vassalo
- Facultad de Ciencias Médicas, Universidad Nacional del Litoral, Santa Fe, Argentina
| | - Muhammed Abu Bakar
- Department of Endocrinology and Metabolism, Chattogram Maa-O-Shishu Hospital Medical College, Chattogram, Bangladesh
| | - Sagir Abdur Rahim
- Bangladesh Institute of Research and Rehabilitation in Diabetes, Endocrine and Metabolic Disorders General Hospital, Dhaka, Bangladesh
| | - Nusrat Sultana
- Department of Endocrinology and Metabolism, Bangabandhu Sheik Mujib Medical University Hospital, Dhaka, Bangladesh
| | - Farzana Deeba
- Department of Obstetrics and Gynaecology, Bangabandhu Sheik Mujib Medical University, Dhaka, Bangladesh
| | | | | | - Iffat Jahan
- Department of Physiology, Eastern Medical College, Cumilla, Bangladesh
| | | | - Humaira Hasin
- Clinical Fellow, Epsom and St Helier University Hospitals NHS Trust, Surrey, United Kingdom
| | - Munzur-E-Murshid
- Women's Integrated Sexual Health (WISH) 2 Access Choice Together Innovate Ownership Now (ACTION) Project, Handicap International, Kurigram, Bangladesh
| | - Shamsun Nahar
- Department of Microbiology, Jahangirnagar University, Dhaka, Bangladesh
| | - Monami Haque
- Human Resource Department, Square Toiletries Limited, Rupayan Center, Dhaka, Bangladesh
| | - Siddhartha Dutta
- Department of Pharmacology, All India Institute of Medical Sciences, Jodhpur, India
| | | | - Rimple Jeet Kaur
- Department of Pharmacology, All India Institute of Medical Sciences, Jodhpur, India
| | - Godfrey Mutashambara Rwegerera
- Department of Medicine, Sir Ketumile Masire Teaching Hospital, Gaborone, Botswana
- Faculty of Medicine, University of Botswana, Gaborone, Botswana
| | | | - Isabella Piassi Dias Godói
- Institute of Health and Biological Studies, Universidade Federal do Sul e Sudeste do Pará, Cidade Universitária, Marabá, Brazil
- Group (CNPq) for Epidemiological, Economic and Pharmacological Studies of Arboviruses (EEPIFARBO), Universidade Federal do Sul e Sudeste do Pará, Marabá, Brazil
| | - Mohammed Irfan
- Faculdade de Odontologia, Universidade Federal de Pelotas, Pelotas, Brazil
| | - Adefolarin A. Amu
- Pharmacy Department, Eswatini Medical Christian University, Mbabane, Eswatini
| | - Patrick Matowa
- Pharmacy Department, Eswatini Medical Christian University, Mbabane, Eswatini
| | | | - Robert Incoom
- Cape Coast Teaching Hospital (CCTH), Cape Coast, Ghana
| | - Israel Abebrese Sefah
- Pharmacy Department, Keta Municipal Hospital, Ghana Health Service, Keta-Dzelukope, Ghana
- Pharmacy Practise Department of Pharmacy Practise, School of Pharmacy, University of Health and Allied Sciences, Volta Region, Ghana
| | | | - Sylvia Opanga
- Department of Pharmaceutics and Pharmacy Practise, School of Pharmacy, University of Nairobi, Nairobi, Kenya
| | | | - David Kimonge
- Department of Pharmaceutics and Pharmacy Practise, School of Pharmacy, University of Nairobi, Nairobi, Kenya
| | - Hye-Young Kwon
- Division of Biology and Public Health, Mokwon University, Daejeon, South Korea
| | - SeungJin Bae
- College of Pharmacy, Ewha Woman's University, Seoul, South Korea
| | | | - Abdullahi Rabiu Abubakar
- Department of Pharmacology and Therapeutics, Faculty of Pharmaceutical Sciences, Bayero University, Kano, Nigeria
| | - Ibrahim Haruna Sani
- Unit of Pharmacology, College of Health Sciences, Yusuf Maitama Sule University (YUMSUK), Kano, Nigeria
| | | | | | - Zikria Saleem
- Department of Pharmacy Practise, Faculty of Pharmacy, The University of Lahore, Lahore, Pakistan
| | - Oliver Ombeva Malande
- Department of Child Health and Paediatrics, Egerton University, Nakuru, Kenya
- East Africa Centre for Vaccines and Immunisation (ECAVI), Kampala, Uganda
| | - Thereza Piloya-Were
- Paediatric Endocrinologist, School of Medicine, College of Health Sciences, Makerere University, Kampala, Uganda
| | | | | | - Luke Alutuli
- University Teaching Hospital Group, Department of Pharmacy, Lusaka, Zambia
| | | | - Iris Hoxha
- Department of Pharmacy, Faculty of Medicine, University of Medicine, Tirana, Albania
| | - Vanda Marković-Peković
- Department of Social Pharmacy, Faculty of Medicine, University of Banja Luka, Banja Luka, Bosnia and Herzegovina
| | - Biljana Tubic
- Agency for Medicinal Products and Medical Devices of Bosnia and Herzegovina, Banja Luka, Bosnia and Herzegovina
- Department of Medicinal Chemistry, Faculty of Medicine, University of Banja Luka, Banja Luka, Bosnia and Herzegovina
| | - Guenka Petrova
- Department of Social Pharmacy and Pharmacoeconomics, Faculty of Pharmacy, Medical University of Sofia, Sofia, Bulgaria
| | - Konstantin Tachkov
- Department of Social Pharmacy and Pharmacoeconomics, Faculty of Pharmacy, Medical University of Sofia, Sofia, Bulgaria
| | - Ott Laius
- State Agency of Medicines, Tartu, Estonia
| | - András Harsanyi
- Department of Health Policy and Health Economics, Eotvos Lorand University, Budapest, Hungary
| | - András Inotai
- Syreon Research Institute, Budapest, Hungary
- Center of Health Technology Assessment, Semmelweis University, Budapest, Hungary
| | - Arianit Jakupi
- Faculty of Pharmacy, UBT Higher Education Institute, Pristina, Kosovo
| | | | - Kristina Garuoliene
- Department of Pharmacy, Faculty of Medicine, Institute of Biomedical Sciences, Vilnius University, Vilnius, Lithuania
| | - Jolanta Gulbinovič
- Department of Pathology, Forensic Medicine and Pharmacology, Faculty of Medicine, Institute of Biomedical Sciences, Vilnius University, Vilnius, Lithuania
| | - Magdalene Wladysiuk
- Chair of Epidemiology and Preventive Medicine Jagiellonian University, Medical College, Kraków, Poland
- HTA Consulting, Kraków, Poland
| | | | - Ileana Mardare
- Faculty of Medicine, Public Health and Management Department, “Carol Davila” University of Medicine and Pharmacy Bucharest, Bucharest, Romania
| | - Jurij Fürst
- Health Insurance Institute, Ljubljana, Slovenia
| | | | | | - Caridad Pontes
- Drug Department, Catalan Health Service, Barcelona, Spain
- Department of Pharmacology, Therapeutics and Toxicology, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Corinne Zara
- Drug Department, Catalan Health Service, Barcelona, Spain
| | - Eunice Twumwaa Tagoe
- Department of Management Science, Business School, University of Strathclyde, Glasgow, United Kingdom
| | - Rita Banzi
- Center for Health Regulatory Policies, Istituto di Ricerche Farmacologiche “Mario Negri” IRCCS, Milan, Italy
| | - Janney Wale
- Independent Consumer Advocate, Brunswick, VIC, Australia
| | - Mihajlo Jakovljevic
- Department of Global Health Economics and Policy, University of Kragujevac, Kragujevac, Serbia
- Faculty of Economics, Institute of Comparative Economic Studies, Hosei University Tokyo, Tokyo, Japan
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