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Fuhri Snethlage CM, Meijnikman AS, Mak AL, Rampanelli E, Voermans B, Callender CAK, de Groen P, Roep BO, van Raalte DH, Knop FK, Holleboom AG, Nieuwdorp M, Hanssen NMJ. Prevalence and predictive features of metabolic dysfunction-associated steatotic liver disease in type 1 diabetes. Eur J Endocrinol 2024; 190:391-400. [PMID: 38679966 DOI: 10.1093/ejendo/lvae043] [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: 07/25/2023] [Revised: 10/19/2023] [Accepted: 02/06/2024] [Indexed: 05/01/2024]
Abstract
AIMS/HYPOTHESIS The prevalence and severity of metabolic dysfunction-associated steatotic liver disease (MASLD) in type 1 diabetes remain unclear. Therefore, we investigated the prevalence and severity of MASLD in type 1 diabetes and assessed which clinical features are most important in predicting MASLD severity. METHODS A total of 453 individuals with type 1 diabetes (41.6 ± 15.0 years, 64% female, body mass index [BMI] 25.4 ± 4.2 kg/m2, and HbA1c 55.6 ± 12 mmol/mol) underwent vibration-controlled transient elastography (VCTE), with a controlled attenuation parameter (CAP) score for steatosis (≥280.0 dB/m) and a liver stiffness measurement (LMS) for fibrosis (≥8.0 kPa). A machine learning Extra-Trees classification model was performed to assess the predictive power of the clinical features associated with type 1 diabetes with respect to steatosis and fibrosis. RESULTS The prevalence of hepatic steatosis and fibrosis was 9.5% (95% CI, 6.8-12.2) and 3.5% (95% CI, 1.8-5.2). Higher LMS was associated with a longer duration of type 1 diabetes (median 30.5 [IQR 18.0-39.3] years vs 15.0 [IQR 6.0-27.0] years), and individuals were older, had a higher BMI (mean 27.8 ± 5.2 vs 25.3 ± 4.1 kg/m2), and a higher CAP score (mean 211.4 ± 51.7 dB/m vs 241.4 ± 75.6 dB/m). The most important predictive features of fibrosis were duration of type 1 diabetes, age, and systolic blood pressure, with a mean ± SD area under the curve of 0.73 ± 0.03. CONCLUSION Individuals with type 1 diabetes and high blood pressure, older age, higher BMI, and longer duration of disease could be considered at high-risk for developing MASLD.
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Affiliation(s)
- Coco M Fuhri Snethlage
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
| | - Abraham S Meijnikman
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
| | - Anne Linde Mak
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
| | - Elena Rampanelli
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
| | - Bas Voermans
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
- HORAIZON Technology B.V. Delft, GZ Delft 2625, The Netherlands
| | - Cengiz A K Callender
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
| | - Pleun de Groen
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
| | - Bart O Roep
- Internal Medicine, Leids Universitair Medisch Centrum, Leiden, ZA 2333, The Netherlands
| | - Daniël H van Raalte
- Department of Endocrinology, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, Vrije Universiteit Amsterdam, Amsterdam, AZ 1105, The Netherlands
| | - Filip K Knop
- Center for Clinical Metabolic Research, Gentofte Hospital, University of Copenhagen, 2900 Hellerup, Denmark
- Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
- Steno Diabetes Center Copenhagen, Department of Clinical and Translational Research, 2730 Herlev, Denmark
- Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, 2200 Copenhagen, Denmark
| | - Adriaan G Holleboom
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
| | - Max Nieuwdorp
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
| | - Nordin M J Hanssen
- Department of Vascular Medicine, Amsterdam Gastroenterology Endocrinology Metabolism, Amsterdam UMC, University of Amsterdam, Amsterdam, AZ 1105, The Netherlands
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Galderisi A, Carr ALJ, Martino M, Taylor P, Senior P, Dayan C. Quantifying beta cell function in the preclinical stages of type 1 diabetes. Diabetologia 2023; 66:2189-2199. [PMID: 37712956 PMCID: PMC10627950 DOI: 10.1007/s00125-023-06011-5] [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: 06/04/2023] [Accepted: 08/08/2023] [Indexed: 09/16/2023]
Abstract
Clinically symptomatic type 1 diabetes (stage 3 type 1 diabetes) is preceded by a pre-symptomatic phase, characterised by progressive loss of functional beta cell mass after the onset of islet autoimmunity, with (stage 2) or without (stage 1) measurable changes in glucose profile during an OGTT. Identifying metabolic tests that can longitudinally track changes in beta cell function is of pivotal importance to track disease progression and measure the effect of disease-modifying interventions. In this review we describe the metabolic changes that occur in the early pre-symptomatic stages of type 1 diabetes with respect to both insulin secretion and insulin sensitivity, as well as the measurable outcomes that can be derived from the available tests. We also discuss the use of metabolic modelling to identify insulin secretion and sensitivity, and the measurable changes during dynamic tests such as the OGTT. Finally, we review the role of risk indices and minimally invasive measures such as those derived from the use of continuous glucose monitoring.
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Affiliation(s)
| | - Alice L J Carr
- Alberta Diabetes Institute, University of Alberta, Edmonton, AB, Canada
| | - Mariangela Martino
- Division of Infection and Immunity, School of Medicine, Cardiff University, Cardiff, UK
| | - Peter Taylor
- Division of Infection and Immunity, School of Medicine, Cardiff University, Cardiff, UK
| | - Peter Senior
- Alberta Diabetes Institute, University of Alberta, Edmonton, AB, Canada
| | - Colin Dayan
- Division of Infection and Immunity, School of Medicine, Cardiff University, Cardiff, UK.
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3
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Eason RJ, Thomas NJ, Hill AV, Knight BA, Carr A, Hattersley AT, McDonald TJ, Shields BM, Jones AG. Routine Islet Autoantibody Testing in Clinically Diagnosed Adult-Onset Type 1 Diabetes Can Help Identify Misclassification and the Possibility of Successful Insulin Cessation. Diabetes Care 2022; 45:2844-2851. [PMID: 36205650 DOI: 10.2337/dc22-0623] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Accepted: 08/23/2022] [Indexed: 02/03/2023]
Abstract
OBJECTIVE Recent joint American Diabetes Association and European Association for the Study of Diabetes guidelines recommend routine islet autoantibody testing in all adults newly diagnosed with type 1 diabetes. We aimed to assess the impact of routine islet autoantibody testing in this population. RESEARCH DESIGN AND METHODS We prospectively assessed the relationship between islet autoantibody status (GADA, IA-2A, and ZNT8A), clinical and genetic characteristics, and progression (annual change in urine C-peptide-to-creatinine ratio [UCPCR]) in 722 adults (≥18 years old at diagnosis) with clinically diagnosed type 1 diabetes and diabetes duration <12 months. We also evaluated changes in treatment and glycemia over 2 years after informing participants and their clinicians of autoantibody results. RESULTS Of 722 participants diagnosed with type 1 diabetes, 24.8% (179) were autoantibody negative. This group had genetic and C-peptide characteristics suggestive of a high prevalence of nonautoimmune diabetes: lower mean type 1 diabetes genetic risk score (islet autoantibody negative vs. positive: 10.85 vs. 13.09 [P < 0.001] [type 2 diabetes 10.12]) and lower annual change in C-peptide (UCPCR), -24% vs. -43% (P < 0.001).After median 24 months of follow-up, treatment change occurred in 36.6% (60 of 164) of autoantibody-negative participants: 22.6% (37 of 164) discontinued insulin, with HbA1c similar to that of participants continuing insulin (57.5 vs. 60.8 mmol/mol [7.4 vs. 7.7%], P = 0.4), and 14.0% (23 of 164) added adjuvant agents to insulin. CONCLUSIONS In adult-onset clinically diagnosed type 1 diabetes, negative islet autoantibodies should prompt careful consideration of other diabetes subtypes. When routinely measured, negative antibodies are associated with successful insulin cessation. These findings support recent recommendations for routine islet autoantibody assessment in adult-onset type 1 diabetes.
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Affiliation(s)
- Russell J Eason
- University of Exeter College of Medicine & Health, Exeter, U.K.,Royal Devon University Healthcare NHS Foundation Trust, Exeter, U.K
| | - Nicholas J Thomas
- University of Exeter College of Medicine & Health, Exeter, U.K.,Royal Devon University Healthcare NHS Foundation Trust, Exeter, U.K
| | - Anita V Hill
- Royal Devon University Healthcare NHS Foundation Trust, Exeter, U.K
| | - Bridget A Knight
- University of Exeter College of Medicine & Health, Exeter, U.K.,Royal Devon University Healthcare NHS Foundation Trust, Exeter, U.K
| | - Alice Carr
- University of Exeter College of Medicine & Health, Exeter, U.K
| | - Andrew T Hattersley
- University of Exeter College of Medicine & Health, Exeter, U.K.,Royal Devon University Healthcare NHS Foundation Trust, Exeter, U.K
| | - Timothy J McDonald
- University of Exeter College of Medicine & Health, Exeter, U.K.,Royal Devon University Healthcare NHS Foundation Trust, Exeter, U.K
| | | | - Angus G Jones
- University of Exeter College of Medicine & Health, Exeter, U.K.,Royal Devon University Healthcare NHS Foundation Trust, Exeter, U.K
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4
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Hassan AA, Elshall S, Erfan A, Hafez M, Salah W, Elrifaey S, El Amrousy D. Urinary C-peptide and urinary C-peptide creatinine ratio as markers for insulin resistance in obese children and adolescents. Pediatr Res 2022; 92:805-809. [PMID: 34775475 DOI: 10.1038/s41390-021-01847-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 10/20/2021] [Accepted: 10/28/2021] [Indexed: 02/08/2023]
Abstract
BACKGROUND Obesity is associated with insulin resistance (IR). Identifying high-risk obese children affected with IR is crucial to apply preventive management. We aimed to assess the diagnostic value of urinary C-peptide (UCP) and urinary C-peptide creatinine ratio (UCPCR) to diagnose IR in obese children. METHODS This prospective cross-sectional study was performed on 60 children with obesity as the study group. Sixty healthy children of matched age and sex with normal body mass index (BMI) served as the control group. Hemostasis model for the assessment of IR (HOMA-IR), glycated hemoglobin (HbA1c), fasting blood glucose and insulin, UCP, and UCPCR were assessed in all included children. RESULTS UCP and UCPCR were significantly higher in children with obesity (2.075 ± 0.783) ng/ml, (0.200 ± 0.021) nmol/mmol compared to the control group (1.012 ± 0.465) ng/ml, (0.148 ± 0.016) nmol/mmol, respectively. Both UCP and UCPCR were positively correlated with each other and with HOMA-IR, HbA1c, acanthosis nigricans, waist circumference, and BMI. At cutoff ≥2.45, the sensitivity of UCP to diagnose IR in obese children was 71.4%. At cutoff ≥0.20, the sensitivity of UCPCR to diagnose IR in obese children was 87.6%. CONCLUSIONS UCP and UCPCR are promising surrogate markers of IR in children and adolescents with obesity. However, UCPCR is a better marker than UCP. IMPACT Obesity is associated with IR. Identifying high-risk obese children affected with IR is crucial to apply preventive management. We aimed to assess the diagnostic value of UCP and UCPCR to detect IR in obese children. To the best of our knowledge, we are the first to use UCP and UCPCR to assess IR in obese children. We found that UCP and UCPCR are practical, easy, dependable noninvasive markers to assess IR in children with obesity and could potentially be useful in epidemiological studies and clinical practice.
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Affiliation(s)
- Ahmed Arafa Hassan
- Pediatric Department, Faculty of Medicine, Tanta University, Tanta, Egypt
| | - Sara Elshall
- Pediatric Department, Faculty of Medicine, Tanta University, Tanta, Egypt
| | - Adel Erfan
- Pediatric Department, Faculty of Medicine, Tanta University, Tanta, Egypt
| | - Mona Hafez
- Pediatric Department, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Wesam Salah
- Clinical Pathology Department, Faculty of Medicine, Tanta University, Tanta, Egypt
| | - Shaymaa Elrifaey
- Pediatric Department, Faculty of Medicine, Tanta University, Tanta, Egypt
| | - Doaa El Amrousy
- Pediatric Department, Faculty of Medicine, Tanta University, Tanta, Egypt.
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5
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Pappachan JM, Sunil B, Fernandez CJ, Lahart IM, Ashraf AP. Diagnostic Test Accuracy of Urine C-peptide Creatinine Ratio for the Correct Identification of the Type of Diabetes: A Systematic Review. TOUCHREVIEWS IN ENDOCRINOLOGY 2022; 18:2-9. [PMID: 35949364 PMCID: PMC9354948 DOI: 10.17925/ee.2022.18.1.2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 03/09/2022] [Indexed: 02/05/2023]
Abstract
Objective: To examine the accuracy of urine c-peptide creatinine ratio (UCPCR) for identifying the type of diabetes in appropriate clinical settings. Design: Systematic review of test accuracy studies on patients with different forms of diabetes. Data sources: Medline, Embase and Cochrane library databases from 1 January 2000 to 15 November 2020. Eligibility criteria: Studies reporting the use of UCPCR for diagnosing patients with type 1 diabetes mellitus (T1DM), type 2 diabetes mellitus (T2DM) and monogenic forms of diabetes (categorized as maturity-onset diabetes of the young [MODY]). Study selection and data synthesis: Two reviewers independently assessed articles for inclusion and assessed the methodological quality of the studies using the Quality Assessment of Diagnostic Accuracy Studies-2 tool, with input from a third reviewer to reach consensus when there was a dispute. Meta-analysis was performed with the studies reporting complete data to derive the pooled sensitivity, specificity and diagnostic odds ratio (DOR), and narrative synthesis only for those with incomplete data. Results: Nine studies with 4,488 patients were included in the qualitative synthesis, while only four of these (915 patients) had complete data and were included in the quantitative synthesis. All the studies had moderate risk of bias and applicability concerns. Meta-analysis of three studies (n=130) revealed sensitivity, specificity and DOR of 84.4% (95% confidence interval [CI] 68.1-93.2%), 91.6% (82.8-96.1%) and 59.9 (32.8-106.0), respectively, for diagnosing T1DM using a UCPCR cut-off of <0.2 nmol/mmol. For participants with T2DM (three studies; n=739), UCPCR >0.2 nmol/mmol was associated with sensitivity, specificity and DOR of 92.8% (84.2-96.9%), 81.6% (61.3-92.5%) and 56.9 (31.3-103.5), respectively. For patients with MODY in the appropriate clinical setting, a UCPCR cut-off of >0.2 nmol/mmol showed sensitivity, specificity and DOR of 85.2% (73.1-92.4%), 98.0% (92.4-99.5%) and 281.8 (57.5-1,379.7), respectively. Conclusions: Based on studies with moderate risk of bias and applicability concerns, UCPCR confers moderate to high sensitivity, specificity, and DOR for correctly identifying T1DM, T2DM and monogenic diabetes in appropriate clinical settings. Large multinational studies with multi-ethnic participation among different age groups are necessary before this test can be routinely used in clinical practice. Study registration: Protocol was registered as PROSPERO CRD42017060633.
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Affiliation(s)
- Joseph M Pappachan
- Department of Endocrinology & Metabolism, Lancashire Teaching Hospitals NHS Trust, Preston, UK
- Faculty of Science, Manchester Metropolitan University, Manchester, UK
- Faculty of Biology, Medicine and Health, The University of Manchester, Manchester, UK
| | - Bhuvana Sunil
- Division of Pediatric Endocrinology & Diabetes, Mary Bridge Children's Hospital, Tacoma, WA, USA
| | | | - Ian M Lahart
- Faculty of Education, Health and Wellbeing, University of Wolverhampton, Walsall, UK
| | - Ambika P Ashraf
- Division of Pediatric Endocrinology & Diabetes, University of Alabama at Birmingham, AL USA
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Taylor GS, Shaw AC, Smith K, Wason J, McDonald TJ, Oram RA, Stevenson E, Shaw JAM, West DJ. Capturing the real-world benefit of residual β-cell function during clinically important time-periods in established Type 1 diabetes. Diabet Med 2022; 39:e14814. [PMID: 35181926 PMCID: PMC9311680 DOI: 10.1111/dme.14814] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Revised: 01/18/2022] [Accepted: 02/16/2022] [Indexed: 11/26/2022]
Abstract
AIMS Many individuals with type 1 diabetes retain residual β-cell function, with increased endogenous insulin secretion associated with reduced hyperglycaemia, hypoglycaemia and glycaemic variability. However, it is unknown when these improvements occur during the day. Dysglycaemia is common in overnight and postprandial periods and associated with diabetes complications. Therefore, this study aimed to determine the influence of residual β-cell function upon nocturnal and postprandial glycaemic control in established type 1 diabetes. METHODS Under free-living conditions, 66 participants wore a blinded continuous glucose monitor (CGM), kept a food diary, and completed a stimulated urine C-peptide creatinine (UCPCR) test. Nocturnal, and postprandial CGM outcomes (participant means and discrete event analysis) were compared between UCPCR groups: undetectable (Cpepund ), low (Cpeplow : 0.001-0.19 nmol/mmol) and high (Cpephigh : ≥0.2 nmol/mmol). RESULTS Greater β-cell function was associated with incremental improvements in glycaemia. Cpephigh spent significantly greater time in normoglycaemia than Cpepund overnight (76 ± 20% vs. 58 ± 20%, p = 0.005) and 0-300 mins postprandially (68 ± 22% vs. 51 ± 22%, p = 0.045), while also having reducing nocturnal variability (SD 1.12 ± 0.41 vs. 1.52 ± 0.43 mmol/L, p = 0.010). Analysis of individual events, controlling for diabetes duration, BMI, basal insulin, use of a continuous or flash glucose monitor and (for postprandial) meal type, carbohydrate and bolus insulin intake, replicated the group findings, additionally demonstrating Cpepund had increased hyperglycaemia versus Cpeplow overnight and increased postprandial hypoglycaemic events compared with Cpephigh . For all participants, breakfast had a significantly higher incremental area under the curve than lunch and dinner. CONCLUSIONS Residual β-cell function is associated with improved nocturnal and postprandial glycaemic control. These data may be of clinical importance for identifying specific periods and individuals where further glycaemic management strategies would be beneficial.
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Affiliation(s)
- Guy S. Taylor
- Faculty of Medical SciencePopulation Health Sciences InstituteNewcastle UniversityNewcastle upon TyneUK
| | - Andy C. Shaw
- Faculty of Medical SciencePopulation Health Sciences InstituteNewcastle UniversityNewcastle upon TyneUK
| | - Kieran Smith
- Faculty of Medical SciencePopulation Health Sciences InstituteNewcastle UniversityNewcastle upon TyneUK
| | - James Wason
- Faculty of Medical SciencePopulation Health Sciences InstituteNewcastle UniversityNewcastle upon TyneUK
| | - Timothy J. McDonald
- National Institute for Health ResearchExeter Clinical Research FacilityUniversity of Exeter Medical SchoolExeterUK
- Royal Devon and Exeter NHS Foundation TrustExeterUK
| | - Richard A. Oram
- National Institute for Health ResearchExeter Clinical Research FacilityUniversity of Exeter Medical SchoolExeterUK
- Royal Devon and Exeter NHS Foundation TrustExeterUK
| | - Emma Stevenson
- Faculty of Medical SciencePopulation Health Sciences InstituteNewcastle UniversityNewcastle upon TyneUK
| | - James A. M. Shaw
- Translational and Clinical Research InstituteNewcastle UniversityNewcastle upon TyneUK
- Newcastle Centre for Diabetes CareNewcastle upon Tyne Hospitals NHS Foundation TrustNewcastle upon TyneUK
| | - Daniel J. West
- Faculty of Medical SciencePopulation Health Sciences InstituteNewcastle UniversityNewcastle upon TyneUK
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Wang Y, Zou X, Cai X, Liu W, Chen L, Zhang R, Zhou L, Gong S, Gao Y, Li S, Luo Y, Han X, Ji L. Urinary C-peptide/creatinine ratio: A useful biomarker of insulin resistance and refined classification of type 2 diabetes mellitus. J Diabetes 2021; 13:893-904. [PMID: 34051046 DOI: 10.1111/1753-0407.13203] [Citation(s) in RCA: 3] [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: 12/25/2020] [Revised: 05/20/2021] [Accepted: 05/25/2021] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND The urinary C-peptide/creatinine ratio (UCPCR) is low in patients with type 1 diabetes mellitus, but it has not been well characterized in patients with type 2 diabetes mellitus (T2DM). We aimed to measure the UCPCRs in patients with T2DM and explore the relationships among UCPCR, insulin resistance (IR), and chronic vascular complications of diabetes. METHODS A cross-sectional study was performed of 1299 Chinese hospitalized patients with T2DM. Binary logistic regression was used to evaluate the relationships between the chronic vascular complications of diabetes and UCPCR. K-means analysis was used to allocate participants to subgroups with five to six variables (age at diagnosis, body mass index [BMI], glycosylated hemoglobin, homoeostasis model assessment 2-estimated beta-cell function (HOMA2-B), and HOMA2-insulin resistance (HOMA2-IR), with or without UCPCR). RESULTS UCPCR positively correlated with HOMA2-IR (r = 0.448, P < .001). After adjustment for sex, age, duration of diabetes, and other cardiovascular risk factors, UCPCR was positively associated with diabetic kidney disease (DKD) (odds ratio [OR] = 1.198, 95% CI 1.019-1.408, P = .029) and coronary heart disease (CHD) (OR = 1.312, 95% CI 1.079-1.594, P = .006). When UCPCR was added, cluster analysis using the six variables identified five subgroups of T2DM, characterized by differing age at diagnosis, BMI, beta-cell function, IR, and prevalence of vascular complications. CONCLUSIONS UCPCR is positively associated with IR, DKD, and CHD and represents a promising biomarker that could refine the classification of T2DM.
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Affiliation(s)
- Yanai Wang
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Xiantong Zou
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Xiaoling Cai
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Wei Liu
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Ling Chen
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Rui Zhang
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Lingli Zhou
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Siqian Gong
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Ying Gao
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Simin Li
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Yingying Luo
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Xueyao Han
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
| | - Linong Ji
- Departments of Endocrinology and Metabolism, Peking University People's Hospital, Peking University Diabetes Center, Beijing, China
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Yuan JN, Zhang JW, Cutfield WS, Dong GP, Jiang YJ, Wu W, Huang K, Chen XC, Zheng Y, Liu BH, Derraik JGB, Fu JF. Surrogate markers and predictors of endogenous insulin secretion in children and adolescents with type 1 diabetes. World J Pediatr 2021; 17:99-105. [PMID: 33411158 DOI: 10.1007/s12519-020-00382-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2020] [Accepted: 07/12/2020] [Indexed: 11/30/2022]
Abstract
BACKGROUND No studies have examined endogenous insulin secretion in pediatric patients with type 1 diabetes in China using the gold-standard mixed-meal tolerance test. Because the latter is labor-intensive, we examined simpler surrogate markers of endogenous insulin secretion in Chinese youth, as previously reported for a European population. METHODS Participants were 57 children and adolescents with type 1 diabetes aged 4.4-16.8 years (56% females). We performed 120-minute mixed-meal tolerance tests with serum C-peptide (CP) measurements every 30 minutes. Severe insulin deficiency (SID) was defined as CP peak < 0.2 nmol/L. Urine CP and creatinine levels were measured at 0 and 120 minutes. RESULTS Twenty-five (44%) patients had SID. Fasting CP levels missed one case (96% sensitivity) with no false positives (100% specificity). While the 120-minute urine CP/creatinine had 100% sensitivity, it yielded markedly lower specificity (63%). Every 1-year increase in diabetes duration and 1-year decrease in age at diagnosis were associated with 37% (P < 0.001) and 20% (P = 0.005) reductions in serum CP area-under-the-curve, respectively. Thus, 86% of children aged < 5 years had SID compared to none among patients aged ≥ 11 years. CONCLUSIONS Simple fasting CP measurements could be used to detect most SID cases in Chinese youth with type 1 diabetes. Fasting CP is a far more reliable measure of endogenous insulin secretion than the more commonly used insulin dose. Therefore, it could more precisely determine insulin secretory capacity to target those who could benefit, if treatments to preserve residual insulin secretion are developed.
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Affiliation(s)
- Jin-Na Yuan
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Jian-Wei Zhang
- Department of Pediatrics, Shaoxing Women and Children's Hospital, Shaoxing, China
| | - Wayne S Cutfield
- Liggins Institute, University of Auckland, Auckland, New Zealand.,A Better Start-National Science Challenge, University of Auckland, Auckland, New Zealand.,Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Guan-Ping Dong
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - You-Jun Jiang
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Wei Wu
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Ke Huang
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Xiao-Chun Chen
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Yan Zheng
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Bi-Hong Liu
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - José G B Derraik
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China.,Liggins Institute, University of Auckland, Auckland, New Zealand.,A Better Start-National Science Challenge, University of Auckland, Auckland, New Zealand.,Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Jun-Fen Fu
- Department of Endocrinology, National Clinical Research Center for Child Health, The Children's Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China.
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Elzahar W, Arafa A, Youssef A, Erfan A, El Amrousy D. Urinary C-peptide creatinine ratio to differentiate type 2 diabetes mellitus from type 1 in pediatric patients. Eur J Pediatr 2020; 179:1115-1120. [PMID: 32052124 DOI: 10.1007/s00431-020-03606-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/29/2019] [Revised: 02/03/2020] [Accepted: 02/06/2020] [Indexed: 02/07/2023]
Abstract
Type 2 diabetes mellitus (T2DM) is frequently misdiagnosed in children and treated as type 1 DM (T1DM) with insulin. Urinary C-peptide to creatinine ratio (UCPCR) can be used to measure ß cell function and endogenous insulin. We aimed to assess the value of UCPCR to differentiate T2DM from T1DM in pediatric patients. We assessed UCPCR from urine sample taken 2 h after lunch in 50 children with T1DM and 30 children with T2DM (duration of the disease ≥ 2 years and without renal impairment). Fasting and postprandial C-peptide levels were also evaluated in all included children. Receiver operating characteristic (ROC) curve was performed to assess the optimal UCPCR cutoff level to differentiate T2DM from T1DM in children. UCPCR was significantly lower in children with T1DM compared with those with T2DM (P < 0.001). There was a significant positive correlation between UCPCR and fasting C-peptide, postprandial C-peptide, and age of onset. There was a significant negative correlation between the UCPCR and both HbA1c and duration of DM in T1DM. Fasting C-peptide had a sensitivity of 63%, a specificity of 84% at a cutoff point ≥ 1.3 ng/ml to differentiate T2DM from T1DM. Postprandial C-peptide had a sensitivity of 87%, a specificity of 86% at a cutoff point ≥ 3.2 ng/ml to differentiate T2DM from T1DM. Finally, UCPCR had a sensitivity of 97%, a specificity of 88% at a cutoff point ≥ 0.28 nmol/nmol to differentiate T2DM from T1DM in pediatric patients.Conclusion: UCPCR is an easy noninvasive reliable marker to differentiate T2DM from T1DM in pediatric patients.What is Known:• Type 2 DM (T2DM) is frequently misdiagnosed in children and treated as type 1 DM (T1DM) with insulin.• Urinary C-peptide to creatinine ratio (UCPCR) can be used to measure ß cell function and endogenous insulin.What is New:• We revealed that UCPCR had a sensitivity of 97%, a specificity of 88% at a cutoff point ≥ 0.28 nmol/nmol to differentiate T2DM from T1DM.• UCPCR is an easy noninvasive dependable marker to diagnose T2DM from T1DM in pediatric patients.
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Affiliation(s)
- Wafaa Elzahar
- Pediatric Department, Faculty of Medicine, Tanta University Hospital, El motasem street No 6, Tanta, Egypt
| | - Ahmed Arafa
- Pediatric Department, Faculty of Medicine, Tanta University Hospital, El motasem street No 6, Tanta, Egypt
| | - Amira Youssef
- Clinical Pathology Department, Faculty of Medicine, Tanta University Hospital, Tanta, Egypt
| | - Adel Erfan
- Pediatric Department, Faculty of Medicine, Tanta University Hospital, El motasem street No 6, Tanta, Egypt
| | - Doaa El Amrousy
- Pediatric Department, Faculty of Medicine, Tanta University Hospital, El motasem street No 6, Tanta, Egypt.
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10
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Ozsu E, Cizmecioglu FM, Yesiltepe Mutlu G, Yuksel AB, Calıskan M, Yesilyurt A, Hatun S. Maturity Onset Diabetes of the Young due to Glucokinase, HNF1-A, HNF1-B, and HNF4-A Mutations in a Cohort of Turkish Children Diagnosed as Type 1 Diabetes Mellitus. Horm Res Paediatr 2019; 90:257-265. [PMID: 30481753 DOI: 10.1159/000494431] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2017] [Accepted: 10/10/2018] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND/AIMS Maturity onset diabetes of the young (MODY) is a rare condition often misdiagnosed as type 1 diabetes (T1D). The purposes of this study were: to identify any patients followed in a large Turkish cohort as T1D, with an atypical natural history, who may in fact have MODY, and to define the criteria which would indicate patients with likely MODY as early as possible after presentation to allow prompt genetic testing. METHODS Urinary C-peptide/creatinine ratio (UCPCR) was studied in 152 patients having a diagnosis of T1D for at least 3 years. Those with a UCPCR ≥0.2 nmol/mmol were selected for genetic analysis of the Glucokinase (GCK), Hepatocyte nuclear factor 1a (HNF1A), Hepatocyte nuclear factor 4a (HNF4A), and Hepatocyte nuclear factor 1b (HNF1B) genes. This UCPCR cut-off was used because of the reported high sensitivity and specificity. Cases were also evaluated using a MODY probability calculator. RESULTS Twenty-three patients from 152 participants (15.1%) had a UCPCR indicating persistent insulin reserve. The mean age ± SD of the patients was 13.6 ± 3.6 years (range 8.30-21.6). Of these 23, two (8.7%) were found to have a mutation, one with HNF4A and one with HNF1B mutation. No mutations were detected in the GCK or HNF1A genes. CONCLUSION In Turkish children with a diagnosis of T1D but who have persistent insulin reserve 3 years after diagnosis, up to 9% may have a genetic mutation indicating a diagnosis of MODY.
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Affiliation(s)
- Elif Ozsu
- Samsun Obstetrics and Children Hospital, İlkadım, Turkey,
| | - Filiz Mine Cizmecioglu
- University of Kocaeli, School of Medicine, Department of Pediatric Endocrinology and Diabetes, Izmit, Turkey
| | - Gul Yesiltepe Mutlu
- University of Koc, School of Medicine, Department of Pediatric Endocrinology and Diabetes, İstanbul, Turkey
| | - Aysegul Bute Yuksel
- Derince Research and Training Hospital, Pediatric Endocrinology, Kocaeli, Turkey
| | - Mursel Calıskan
- Department of Genetics, Dıskapı Yildirim Beyazit Education and Research Hospital, Ankara, Turkey
| | - Ahmet Yesilyurt
- Department of Genetics, Dıskapı Yildirim Beyazit Education and Research Hospital, Ankara, Turkey
| | - Sukru Hatun
- University of Koc, School of Medicine, Department of Pediatric Endocrinology and Diabetes, İstanbul, Turkey
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11
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Dennis JM, Shields BM, Hill AV, Knight BA, McDonald TJ, Rodgers LR, Weedon MN, Henley WE, Sattar N, Holman RR, Pearson ER, Hattersley AT, Jones AG. Precision Medicine in Type 2 Diabetes: Clinical Markers of Insulin Resistance Are Associated With Altered Short- and Long-term Glycemic Response to DPP-4 Inhibitor Therapy. Diabetes Care 2018; 41:705-712. [PMID: 29386249 PMCID: PMC6591121 DOI: 10.2337/dc17-1827] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2017] [Accepted: 12/28/2017] [Indexed: 02/03/2023]
Abstract
OBJECTIVE A precision approach to type 2 diabetes therapy would aim to target treatment according to patient characteristics. We examined if measures of insulin resistance and secretion were associated with glycemic response to dipeptidyl peptidase 4 (DPP-4) inhibitor therapy. RESEARCH DESIGN AND METHODS We evaluated whether markers of insulin resistance and insulin secretion were associated with 6-month glycemic response in a prospective study of noninsulin-treated participants starting DPP-4 inhibitor therapy (Predicting Response to Incretin Based Agents [PRIBA] study; n = 254), with replication for routinely available markers in U.K. electronic health care records (Clinical Practice Research Datalink [CPRD]; n = 23,001). In CPRD, we evaluated associations between baseline markers and 3-year durability of response. To test the specificity of findings, we repeated analyses for glucagon-like peptide 1 (GLP-1) receptor agonists (PRIBA, n = 339; CPRD, n = 4,464). RESULTS In PRIBA, markers of higher insulin resistance (higher fasting C-peptide [P = 0.03], HOMA2 insulin resistance [P = 0.01], and triglycerides [P < 0.01]) were associated with reduced 6-month HbA1c response to DPP-4 inhibitors. In CPRD, higher triglycerides and BMI were associated with reduced HbA1c response (both P < 0.01). A subgroup defined by obesity (BMI ≥30 kg/m2) and high triglycerides (≥2.3 mmol/L) had reduced 6-month response in both data sets (PRIBA HbA1c reduction 5.3 [95% CI 1.8, 8.6] mmol/mol [0.5%] [obese and high triglycerides] vs. 11.3 [8.4, 14.1] mmol/mol [1.0%] [nonobese and normal triglycerides]; P = 0.01). In CPRD, the obese, high- triglycerides subgroup also had less durable response (hazard ratio 1.28 [1.16, 1.41]; P < 0.001). There was no association between markers of insulin resistance and response to GLP-1 receptor agonists. CONCLUSIONS Markers of higher insulin resistance are consistently associated with reduced glycemic response to DPP-4 inhibitors. This finding provides a starting point for the application of a precision diabetes approach to DPP-4 inhibitor therapy.
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Affiliation(s)
- John M Dennis
- Health Statistics Group, University of Exeter Medical School, Exeter, U.K
| | - Beverley M Shields
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K
| | - Anita V Hill
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K
| | - Bridget A Knight
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K
| | - Timothy J McDonald
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K.,Blood Sciences, Royal Devon and Exeter Hospital, Exeter, U.K
| | - Lauren R Rodgers
- Health Statistics Group, University of Exeter Medical School, Exeter, U.K
| | - Michael N Weedon
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, U.K
| | - William E Henley
- Health Statistics Group, University of Exeter Medical School, Exeter, U.K
| | - Naveed Sattar
- Institute of Cardiovascular and Medical Sciences, University of Glasgow, Glasgow, U.K
| | - Rury R Holman
- Diabetes Trials Unit, Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, Oxford, U.K
| | - Ewan R Pearson
- Division of Molecular & Clinical Medicine, Ninewells Hospital and Medical School, University of Dundee, Dundee, U.K
| | - Andrew T Hattersley
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K
| | - Angus G Jones
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K.
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12
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Dyer EM, Amin R. Fifteen-minute consultation: Monogenic forms of diabetes with onset after age 6 months. Arch Dis Child Educ Pract Ed 2018; 103:58-64. [PMID: 28754804 DOI: 10.1136/archdischild-2016-311470] [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: 10/22/2016] [Revised: 06/08/2017] [Accepted: 06/10/2017] [Indexed: 11/03/2022]
Abstract
Monogenic forms of diabetes (historically known as Maturity Onset Diabetes of the Young (MODY)) are caused by single gene mutations inherited in an autosomal dominant fashion that result in reduced pancreatic beta cell function. Children with these forms of diabetes may be misdiagnosed as having type 1 or 2 diabetes, which has important implications for treatment, genetic counselling, screening of family members and prognosis. Useful tools now exist to aid in their diagnosis and management. Here, we attempt to outline the clinical features that will help the physician make the differentiation from other diabetes subtypes.
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Affiliation(s)
- Emma M Dyer
- Department of Paediatrics, Lewisham University Hospital, London, UK
| | - Rakesh Amin
- Department of Endocrinology and Diabetes, Great Ormond Street Hospital London, London, UK
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13
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Shepherd M, Colclough K, McDonald TJ. Tests aiding diagnosis of monogenic diabetes. PRACTICAL DIABETES 2017. [DOI: 10.1002/pdi.2122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Maggie Shepherd
- Institute of Biomedical and Clinical Science; University of Exeter Medical School; Exeter UK
- Exeter NIHR Clinical Research Facility; Royal Devon and Exeter NHS Foundation Trust; Exeter UK
| | - Kevin Colclough
- Molecular Genetics Laboratory; Royal Devon and Exeter NHS Foundation Trust; Exeter UK
| | - Tim J McDonald
- Blood Sciences; Royal Devon and Exeter NHS Foundation Trust; Exeter UK
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14
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Ambery P, Donaldson J, Parkin J, Austin DJ. Urinary C-peptide analysis in an intervention study: experience from the DEFEND-2 otelixizumab trial. Diabet Med 2016; 33:1559-1563. [PMID: 26871270 DOI: 10.1111/dme.13095] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 02/09/2016] [Indexed: 01/07/2023]
Abstract
AIMS To demonstrate that analysis of urinary C-peptide across multiple study sites in the context of an intervention trial (DEFEND-2) is a viable alternative to mixed meal testing and delivers results that correlate to mixed meal testing estimation of endogenous insulin production. METHODS Second morning void urine was collected for analysis and was available from 161 subjects at baseline (55 placebo, 106 otelixizumab), and 146 subjects (47 placebo, 99 otelixizumab) at month 12. Urinary C-peptide concentration was corrected for urinary creatinine [urinary C-peptide/creatinine ratio (UCPCR)] and serum C-peptide from the mixed meal tolerance test was calculated using area under the plasma concentration-time curve (AUC) normalized over 120 min. The correlation between mixed meal stimulated C-peptide AUC (mmol/l/min) and UCPCR (nmol/mmol), as well as the correlation between insulin use (IU/kg), and HbA1c (%) with UCPCR, was determined. RESULTS UCPCR and mixed meal testing C-peptide AUC were correlated, with a correlation coefficient of 0.4172. UCPCR was not correlated with exogenous insulin use (r = -0.089) or with HbA1c (r = -0.032). CONCLUSIONS Urinary C-peptide estimation should be considered as a measure of endogenous insulin production in future Type 1 diabetes mellitus outcome trials. A change in the timing for urine collection (to 120 min post standard meal) may provide a tighter correlation to C-peptide measured via a traditional mixed meal test.
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Affiliation(s)
- P Ambery
- Department of Endocrinology and Diabetes, Addenbrooke's Hospital, Cambridge, UK.
| | - J Donaldson
- Research and Development, GlaxoSmithKline, Uxbridge, UK
| | - J Parkin
- Research and Development, GlaxoSmithKline, Uxbridge, UK
| | - D J Austin
- Research and Development, GlaxoSmithKline, Uxbridge, UK
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15
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Hope SV, Knight BA, Shields BM, Hattersley AT, McDonald TJ, Jones AG. Random non-fasting C-peptide: bringing robust assessment of endogenous insulin secretion to the clinic. Diabet Med 2016; 33:1554-1558. [PMID: 27100275 PMCID: PMC5226330 DOI: 10.1111/dme.13142] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/19/2016] [Indexed: 11/29/2022]
Abstract
BACKGROUND Measuring endogenous insulin secretion using C-peptide can assist diabetes management, but standard stimulation tests are impractical for clinical use. Random non-fasting C-peptide assessment would allow testing when a patient is seen in clinic. METHODS We compared C-peptide at 90 min in the mixed meal tolerance test (sCP) with random non-fasting blood C-peptide (rCP) and random non-fasting urine C-peptide creatinine ratio (rUCPCR) in 41 participants with insulin-treated diabetes [median age 72 (interquartile range 68-78); diabetes duration 21 (14-31) years]. We assessed sensitivity and specificity for previously reported optimal mixed meal test thresholds for severe insulin deficiency (sCP < 200 pmol//l) and Type 1 diabetes/inability to withdraw insulin (< 600 pmol//l), and assessed the impact of concurrent glucose. RESULTS rCP and sCP levels were similar (median 546 and 487 pmol//l, P = 0.92). rCP was highly correlated with sCP, r = 0.91, P < 0.0001, improving to r = 0.96 when excluding samples with concurrent glucose < 8 mmol//l. An rCP cut-off of 200 pmol//l gave 100% sensitivity and 93% specificity for detecting severe insulin deficiency, with area under the receiver operating characteristic curve of 0.99. rCP < 600 pmol//l gave 87% sensitivity and 83% specificity to detect sCP < 600 pmol//l. Specificity improved to 100% when excluding samples with concurrent glucose < 8 mmol//l. rUCPCR (0.52 nmol/mmol) was also well-correlated with sCP, r = 0.82, P < 0.0001. A rUCPCR cut-off of < 0.2 nmol/ mmol gave sensitivity and specificity of 83% and 93% to detect severe insulin deficiency, with area under the receiver operating characteristic curve of 0.98. CONCLUSIONS Random non-fasting C-peptide measures are strongly correlated with mixed meal C-peptide, and have high sensitivity and specificity for identifying clinically relevant thresholds. These tests allow assessment of C-peptide at the point patients are seen for clinical care.
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Affiliation(s)
- S V Hope
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, UK
- Department of Geriatrics, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
| | - B A Knight
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, UK
| | - B M Shields
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, UK
| | - A T Hattersley
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, UK
- Department of Diabetes & Endocrinology, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
| | - T J McDonald
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, UK
- Department of Blood Sciences, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
| | - A G Jones
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, UK.
- Department of Diabetes & Endocrinology, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK.
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16
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Jainandunsing S, Wattimena JLD, Rietveld T, van Miert JNI, Sijbrands EJG, de Rooij FWM. Post-glucose-load urinary C-peptide and glucose concentration obtained during OGTT do not affect oral minimal model-based plasma indices. Endocrine 2016; 52:253-62. [PMID: 26526605 PMCID: PMC4824812 DOI: 10.1007/s12020-015-0765-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2015] [Accepted: 09/28/2015] [Indexed: 11/25/2022]
Abstract
The purpose of this study was to investigate how renal loss of both C-peptide and glucose during oral glucose tolerance test (OGTT) relate to and affect plasma-derived oral minimal model (OMM) indices. All individuals were recruited during family screening between August 2007 and January 2011 and underwent a 3.5-h OGTT, collecting nine plasma samples and urine during OGTT. We obtained the following three subgroups: normoglycemic, at risk, and T2D. We recruited South Asian and Caucasian families, and we report separate analyses if differences occurred. Plasma glucose, insulin, and C-peptide concentrations were analyzed as AUCs during OGTT, OMM estimate of renal C-peptide secretion, and OMM beta-cell and insulin sensitivity indices were calculated to obtain disposition indices. Post-glucose load glucose and C-peptide in urine were measured and related to plasma-based indices. Urinary glucose corresponded well with plasma glucose AUC (Cau r = 0.64, P < 0.01; SA r = 0.69, P < 0.01), S I (Cau r = -0.51, P < 0.01; SA r = -0.41, P < 0.01), Φ dynamic (Cau r = -0.41, P < 0.01; SA r = -0.57, P < 0.01), and Φ oral (Cau r = -0.61, P < 0.01; SA r = -0.73, P < 0.01). Urinary C-peptide corresponded well to plasma C-peptide AUC (Cau r = 0.45, P < 0.01; SA r = 0.33, P < 0.05) and OMM estimate of renal C-peptide secretion (r = 0.42, P < 0.01). In general, glucose excretion plasma threshold for the presence of glucose in urine was ~10-10.5 mmol L(-1) in non-T2D individuals, but not measurable in T2D individuals. Renal glucose secretion during OGTT did not influence OMM indices in general nor in T2D patients (renal clearance range 0-2.1 %, with median 0.2 % of plasma glucose AUC). C-indices of urinary glucose to detect various stages of glucose intolerance were excellent (Cau 0.83-0.98; SA 0.75-0.89). The limited role of renal glucose secretion validates the neglecting of urinary glucose secretion in kinetic models of glucose homeostasis using plasma glucose concentrations. Both C-peptide and glucose in urine collected during OGTT might be used as non-invasive measures for endogenous insulin secretion and glucose tolerance state.
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Affiliation(s)
- Sjaam Jainandunsing
- Department of Internal Medicine, Erasmus MC - University Medical Center Rotterdam, Room Na-512, PO-box 2040, 3000 CA, Rotterdam, The Netherlands
| | - J L Darcos Wattimena
- Department of Internal Medicine, Erasmus MC - University Medical Center Rotterdam, Room Na-512, PO-box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Trinet Rietveld
- Department of Internal Medicine, Erasmus MC - University Medical Center Rotterdam, Room Na-512, PO-box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Joram N I van Miert
- Department of Internal Medicine, Erasmus MC - University Medical Center Rotterdam, Room Na-512, PO-box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Eric J G Sijbrands
- Department of Internal Medicine, Erasmus MC - University Medical Center Rotterdam, Room Na-512, PO-box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Felix W M de Rooij
- Department of Internal Medicine, Erasmus MC - University Medical Center Rotterdam, Room Na-512, PO-box 2040, 3000 CA, Rotterdam, The Netherlands.
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17
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Practical Classification Guidelines for Diabetes in patients treated with insulin: a cross-sectional study of the accuracy of diabetes diagnosis. Br J Gen Pract 2016; 66:e315-22. [PMID: 27080317 PMCID: PMC4838443 DOI: 10.3399/bjgp16x684961] [Citation(s) in RCA: 48] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2015] [Accepted: 12/23/2015] [Indexed: 12/17/2022] Open
Abstract
Background Differentiating between type 1 and type 2 diabetes is fundamental to ensuring appropriate management of patients, but can be challenging, especially when treating with insulin. The 2010 UK Practical Classification Guidelines for Diabetes were developed to help make the differentiation. Aim To assess diagnostic accuracy of the UK guidelines against ‘gold standard’ definitions of type 1 and type 2 diabetes based on measured C-peptide levels. Design and setting In total, 601 adults with insulin-treated diabetes and diabetes duration ≥5 years were recruited in Devon, Northamptonshire, and Leicestershire. Method Baseline information and home urine sample were collected. Urinary C-peptide creatinine ratio (UCPCR) measures endogenous insulin production. Gold standard type 1 diabetes was defined as continuous insulin treatment within 3 years of diagnosis and absolute insulin deficiency (UCPCR<0.2 nmol/mmol ≥5 years post-diagnosis); all others classed as having type 2 diabetes. Diagnostic performance of the clinical criteria was assessed and other criteria explored using receiver operating characteristic (ROC) curves. Results UK guidelines correctly classified 86% of participants. Most misclassifications occurred in patients classed as having type 1 diabetes who had significant endogenous insulin levels (57 out of 601; 9%); most in those diagnosed ≥35 years and treated with insulin from diagnosis, where 37 out of 66 (56%) were misclassified. Time to insulin and age at diagnosis performed best in predicting long-term endogenous insulin production (ROC AUC = 0.904 and 0.871); BMI was a less strong predictor of diabetes type (AUC = 0.824). Conclusion Current UK guidelines provide a pragmatic clinical approach to classification reflecting long-term endogenous insulin production; caution is needed in older patients commencing insulin from diagnosis, where misclassification rates are increased.
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Jones AG, McDonald TJ, Shields BM, Hill AV, Hyde CJ, Knight BA, Hattersley AT. Markers of β-Cell Failure Predict Poor Glycemic Response to GLP-1 Receptor Agonist Therapy in Type 2 Diabetes. Diabetes Care 2016; 39:250-7. [PMID: 26242184 PMCID: PMC4894547 DOI: 10.2337/dc15-0258] [Citation(s) in RCA: 98] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/04/2015] [Accepted: 07/04/2015] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To assess whether clinical characteristics and simple biomarkers of β-cell failure are associated with individual variation in glycemic response to GLP-1 receptor agonist (GLP-1RA) therapy in patients with type 2 diabetes. RESEARCH DESIGN AND METHODS We prospectively studied 620 participants with type 2 diabetes and HbA1c ≥58 mmol/mol (7.5%) commencing GLP-1RA therapy as part of their usual diabetes care and assessed response to therapy over 6 months. We assessed the association between baseline clinical measurements associated with β-cell failure and glycemic response (primary outcome HbA1c change 0-6 months) with change in weight (0-6 months) as a secondary outcome using linear regression and ANOVA with adjustment for baseline HbA1c and cotreatment change. RESULTS Reduced glycemic response to GLP-1RAs was associated with longer duration of diabetes, insulin cotreatment, lower fasting C-peptide, lower postmeal urine C-peptide-to-creatinine ratio, and positive GAD or IA2 islet autoantibodies (P ≤ 0.01 for all). Participants with positive autoantibodies or severe insulin deficiency (fasting C-peptide ≤0.25 nmol/L) had markedly reduced glycemic response to GLP-1RA therapy (autoantibodies, mean HbA1c change -5.2 vs. -15.2 mmol/mol [-0.5 vs. -1.4%], P = 0.005; C-peptide <0.25 nmol/L, mean change -2.1 vs. -15.3 mmol/mol [-0.2 vs. -1.4%], P = 0.002). These markers were predominantly present in insulin-treated participants and were not associated with weight change. CONCLUSIONS Clinical markers of low β-cell function are associated with reduced glycemic response to GLP-1RA therapy. C-peptide and islet autoantibodies represent potential biomarkers for the stratification of GLP-1RA therapy in insulin-treated diabetes.
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Affiliation(s)
- Angus G Jones
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School and Royal Devon and Exeter National Health Service Foundation Trust, Exeter, U.K.
| | - Timothy J McDonald
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School and Royal Devon and Exeter National Health Service Foundation Trust, Exeter, U.K
| | - Beverley M Shields
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School and Royal Devon and Exeter National Health Service Foundation Trust, Exeter, U.K
| | - Anita V Hill
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School and Royal Devon and Exeter National Health Service Foundation Trust, Exeter, U.K
| | - Christopher J Hyde
- Institute of Health Research, University of Exeter Medical School, Exeter, U.K
| | - Bridget A Knight
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School and Royal Devon and Exeter National Health Service Foundation Trust, Exeter, U.K
| | - Andrew T Hattersley
- National Institute for Health Research Exeter Clinical Research Facility, University of Exeter Medical School and Royal Devon and Exeter National Health Service Foundation Trust, Exeter, U.K
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19
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McDonald TJ, Perry MH. Detection of C-Peptide in Urine as a Measure of Ongoing Beta Cell Function. Methods Mol Biol 2016; 1433:93-102. [PMID: 27083170 DOI: 10.1007/7651_2016_330] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
C-peptide is a protein secreted by the pancreatic beta cells in equimolar quantities with insulin, following the cleavage of proinsulin into insulin. Measurement of C-peptide is used as a surrogate marker of endogenous insulin secretory capacity. Assessing C-peptide levels can be useful in classifying the subtype of diabetes as well as assessing potential treatment choices in the management of diabetes.Standard measures of C-peptide involve blood samples collected either fasted or, most often, after a fixed stimulus (such as oral glucose, mixed meal, or IV glucagon). Despite the established clinical utility of blood C-peptide measurement, its widespread use is limited. In many instances this is due to perceived practical restrictions associated with sample collection.Urine C-peptide measurement is an attractive noninvasive alternative to blood measures of beta-cell function. Urine C-peptide creatinine ratio measured in a single post stimulated sample has been shown to be a robust, reproducible measure of endogenous C-peptide which is stable for three days at room temperature when collected in boric acid. Modern high sensitivity immunoassay technologies have facilitated measurement of C-peptide down to single picomolar concentrations.
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Affiliation(s)
- T J McDonald
- Blood Sciences, Royal Devon and Exeter NHS Foundation Trust, Barrack Road, Exeter, EX2 5DW, UK. .,University of Exeter Medical School, RILD Building, Barrack Road, Exeter, EX2 5DW, UK.
| | - M H Perry
- Blood Sciences, Royal Devon and Exeter NHS Foundation Trust, Barrack Road, Exeter, EX2 5DW, UK
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Oram RA, McDonald TJ, Shields BM, Hudson MM, Shepherd MH, Hammersley S, Pearson ER, Hattersley AT. Most people with long-duration type 1 diabetes in a large population-based study are insulin microsecretors. Diabetes Care 2015; 38:323-8. [PMID: 25519449 PMCID: PMC5646646 DOI: 10.2337/dc14-0871] [Citation(s) in RCA: 77] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE Small studies using ultrasensitive C-peptide assays suggest endogenous insulin secretion is frequently detectable in patients with long-standing type 1 diabetes (T1D), but these studies do not use representative samples. We aimed to use the stimulated urine C-peptide-to-creatinine ratio (UCPCR) to assess C-peptide levels in a large cross-sectional, population-based study of patients with T1D. RESEARCH DESIGN AND METHODS We recruited 924 patients from primary and secondary care in two U.K. centers who had a clinical diagnosis of T1D, were under 30 years of age when they received a diagnosis, and had a diabetes duration of >5 years. The median age at diagnosis was 11 years (interquartile range 6-17 years), and the duration of diabetes was 19 years (11-27 years). All provided a home postmeal UCPCR, which was measured using a Roche electrochemiluminescence assay. RESULTS Eighty percent of patients (740 of 924 patients) had detectable endogenous C-peptide levels (UCPCR >0.001 nmol/mmol). Most patients (52%, 483 of 924 patients) had historically very low undetectable levels (UCPCR 0.0013-0.03 nmol/mmol); 8% of patients (70 of 924 patients) had a UCPCR ≥0.2 nmol/mmol, equivalent to serum levels associated with reduced complications and hypoglycemia. Absolute UCPCR levels fell with duration of disease. Age at diagnosis and duration of disease were independent predictors of C-peptide level in multivariate modeling. CONCLUSIONS This population-based study shows that the majority of long-duration T1D patients have detectable urine C-peptide levels. While the majority of patients are insulin microsecretors, some maintain clinically relevant endogenous insulin secretion for many years after the diagnosis of diabetes. Understanding this may lead to a better understanding of pathogenesis in T1D and open new possibilities for treatment.
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Affiliation(s)
- Richard A Oram
- National Institute for Health Research, Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K
| | - Timothy J McDonald
- National Institute for Health Research, Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K. Department of Blood Sciences, Royal Devon and Exeter NHS Foundation Trust, Exeter, U.K
| | - Beverley M Shields
- National Institute for Health Research, Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K
| | - Michelle M Hudson
- National Institute for Health Research, Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K
| | - Maggie H Shepherd
- National Institute for Health Research, Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K
| | - Suzanne Hammersley
- National Institute for Health Research, Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K
| | - Ewan R Pearson
- Division of Cardiovascular and Diabetes Medicine, Medical Research Institute, Ninewells Hospital and Medical School, University of Dundee, Dundee, U.K
| | - Andrew T Hattersley
- National Institute for Health Research, Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, U.K.
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Oram RA, Brooks AM, Forbes S, Eckoldt S, Smith RM, Choudhary P, Rosenthal MJ, Johnson P, Rutter MK, Burling KA, McDonald TJ, Shaw JAM, Hattersley AT. Home urine C-peptide creatinine ratio can be used to monitor islet transplant function. Diabetes Care 2014; 37:1737-40. [PMID: 24623023 DOI: 10.2337/dc13-1266] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE Islet graft function is defined by serum C-peptide in a standardized challenge test. We assessed whether urine C-peptide creatinine ratio (UCPCR) sent from home could provide a viable alternative. RESEARCH DESIGN AND METHODS Seventeen islet recipients provided 90-min serum C-peptide (sCP90) and 120-min UCPCR (UCPCR120) samples during 68 interval posttransplant mixed-meal tolerance tests, also posting from home a 120-min postbreakfast UCPCR sample every 2 weeks. UCPCR was compared with a clinical score of islet function, derived from HbA1c and insulin dose. RESULTS UCPCR120 and mean home postmeal UCPCR were strongly correlated with sCP90 (r(s) = 0.73, P < 0.001; and rs = 0.73, P < 0.01, respectively). Mean home UCPCR increased with clinical score (r(s) = 0.75; P < 0.001) and with graft function defined both by sCP90 >200 pmol/L and insulin independence. UCPCR cutoffs to detect insulin independence and poor graft function were sensitive and specific. CONCLUSIONS Home UCPCR provides a valid measure of C-peptide production in islet transplant recipients.
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Affiliation(s)
- Richard A Oram
- NIHR Exeter Clinical Research Facility, Exeter Medical School, U.K
| | - Augustin M Brooks
- Institute of Cellular Medicine, Newcastle University, Newcastle, U.K
| | - Shareen Forbes
- Royal Infirmary of Edinburgh and Endocrinology Unit, University of Edinburgh, Edinburgh, U.K
| | | | | | | | | | - Paul Johnson
- Oxford Centre for Diabetes Endocrinology and Metabolism, University of Oxford, Oxford, U.K
| | - Martin K Rutter
- Endocrinology and Diabetes Research Group, Institute of Human Development, Faculty of Medical and Human Sciences, University of Manchester, Manchester, U.K.Manchester Diabetes Centre, Central Manchester University Hospitals NHS Foundation Trust, Manchester Academic Health Science Centre, Manchester, U.K
| | - Keith A Burling
- NIHR Cambridge Biomedical Research Centre, Core Biochemical Assay Laboratory, Cambridge, U.K
| | | | - James A M Shaw
- Institute of Cellular Medicine, Newcastle University, Newcastle, U.K.
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Oram RA, Jones AG, Besser REJ, Knight BA, Shields BM, Brown RJ, Hattersley AT, McDonald TJ. The majority of patients with long-duration type 1 diabetes are insulin microsecretors and have functioning beta cells. Diabetologia 2014; 57:187-91. [PMID: 24121625 PMCID: PMC3855529 DOI: 10.1007/s00125-013-3067-x] [Citation(s) in RCA: 196] [Impact Index Per Article: 19.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/06/2013] [Accepted: 09/09/2013] [Indexed: 01/17/2023]
Abstract
AIMS/HYPOTHESIS Classically, type 1 diabetes is thought to proceed to absolute insulin deficiency. Recently developed ultrasensitive assays capable of detecting C-peptide under 5 pmol/l now allow very low levels of C-peptide to be detected in patients with long-standing type 1 diabetes. It is not known whether this low-level endogenous insulin secretion responds to physiological stimuli. We aimed to assess how commonly low-level detectable C-peptide occurs in long-duration type 1 diabetes and whether it responds to a meal stimulus. METHODS We performed a mixed-meal tolerance test in 74 volunteers with long-duration (>5 years) type 1 diabetes, i.e. with age at diagnosis 16 (9-23) years (median [interquartile range]) and diabetes duration of 30 (19-41) years. We assessed fasting and stimulated serum C-peptide levels using an electrochemiluminescence assay (detection limit 3.3 pmol/l), and also the urinary C-peptide:creatinine ratio (UCPCR). RESULTS Post-stimulation serum C-peptide was detectable at very low levels (>3.3 pmol/l) in 54 of 74 (73%) patients. In all patients with detectable serum C-peptide, C-peptide either increased (n = 43, 80%) or stayed the same (n = 11) in response to a meal, with no indication of levels falling (p < 0.0001). With increasing disease duration, absolute C-peptide levels fell although the numbers with detectable C-peptide remained high (68%, i.e. 25 of 37 patients with >30 years duration). Similar results were obtained for UCPCR. CONCLUSIONS/INTERPRETATION Most patients with long-duration type 1 diabetes continue to secrete very low levels of endogenous insulin, which increase after meals. This is consistent with the presence of a small number of still functional beta cells and implies that beta cells are either escaping immune attack or undergoing regeneration.
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Affiliation(s)
- Richard A. Oram
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Barrack Road, Exeter, UK
| | - Angus G. Jones
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Barrack Road, Exeter, UK
| | - Rachel E. J. Besser
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Barrack Road, Exeter, UK
| | - Bridget A. Knight
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Barrack Road, Exeter, UK
| | - Beverley M. Shields
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Barrack Road, Exeter, UK
| | - Richard J. Brown
- Department of Blood Sciences, Royal Devon and Exeter NHS Foundation Trust, Exeter, UK
| | - Andrew T. Hattersley
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Barrack Road, Exeter, UK
| | - Timothy J. McDonald
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Barrack Road, Exeter, UK
- Department of Blood Sciences, Royal Devon and Exeter NHS Foundation Trust, Exeter, UK
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Oram RA, Rawlingson A, Shields BM, Bingham C, Besser REJ, McDonald TJ, Knight BA, Hattersley AT. Urine C-peptide creatinine ratio can be used to assess insulin resistance and insulin production in people without diabetes: an observational study. BMJ Open 2013; 3:e003193. [PMID: 24353253 PMCID: PMC3884748 DOI: 10.1136/bmjopen-2013-003193] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
OBJECTIVES The current assessment of insulin resistance (IR) in epidemiology studies relies on the blood measurement of C-peptide or insulin. A urine C-peptide creatinine ratio (UCPCR) can be posted from home unaided. It is validated against serum measures of the insulin in people with diabetes. We tested whether UCPCR could be a surrogate measure of IR by examining the correlation of UCPCR with serum insulin, C-peptide and HOMA2 (Homeostasis Model Assessment 2)-IR in participants without diabetes and with chronic kidney disease (CKD). DESIGN Observational study. SETTING Single-centre clinical research facility. PARTICIPANTS 37 healthy volunteers and 30 patients with CKD (glomerular filtration rate 15-60) were recruited. PRIMARY AND SECONDARY ENDPOINTS Serum insulin, C-peptide and glucose at fasting (0), 30, 60, 90 and 120 min were measured during an oral glucose tolerance test (OGTT). Second-void fasting UCPCR and 120 min post-OGTT UCPCR were collected. HOMA2-IR was calculated using fasting insulin and glucose. The associations between UCPCR and serum measures were assessed using Spearman's correlations. RESULTS In healthy volunteers, fasting second-void UCPCR strongly correlated with serum insulin (rs=0.69, p<0.0001), C-peptide (rs=0.73, p<0.0001) and HOMA2-IR (rs=-0.69, p<0.0001). 120 min post-OGTT UCPCR correlated strongly with C-peptide and insulin area under the curve. In patients with CKD, UCPCR did not correlate with serum C-peptide, insulin or HOMA2-IR. CONCLUSIONS In participants with normal renal function, UCPCR may be a simple, practical method for the assessment of IR in epidemiology studies.
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Affiliation(s)
- Richard A Oram
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
- Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
| | - Andrew Rawlingson
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
- Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
| | - Beverley M Shields
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
| | | | | | - Tim J McDonald
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
- Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
| | - Bridget A Knight
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
| | - Andrew T Hattersley
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Royal Devon & Exeter NHS Foundation Trust, Exeter, UK
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Hope SV, Jones AG, Goodchild E, Shepherd M, Besser REJ, Shields B, McDonald T, Knight BA, Hattersley A. Urinary C-peptide creatinine ratio detects absolute insulin deficiency in Type 2 diabetes. Diabet Med 2013; 30:1342-8. [PMID: 23659458 PMCID: PMC4154136 DOI: 10.1111/dme.12222] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2013] [Revised: 04/03/2013] [Accepted: 05/07/2013] [Indexed: 12/24/2022]
Abstract
AIMS To determine the prevalence and clinical characteristics of absolute insulin deficiency in long-standing Type 2 diabetes, using a strategy based on home urinary C-peptide creatinine ratio measurement. METHODS We assessed the urinary C-peptide creatinine ratios, from urine samples taken at home 2 h after the largest meal of the day, in 191 insulin-treated subjects with Type 2 diabetes (diagnosis age ≥45 years, no insulin in the first year). If the initial urinary C-peptide creatinine ratio was ≤0.2 nmol/mmol (representing absolute insulin deficiency), the assessment was repeated. A standardized mixed-meal tolerance test with 90-min stimulated serum C-peptide measurement was performed in nine subjects with a urinary C-peptide creatinine ratio ≤ 0.2 nmol/mmol (and in nine controls with a urinary C-peptide creatinine ratio >0.2 nmol/mmol) to confirm absolute insulin deficiency. RESULTS A total of 2.7% of participants had absolute insulin deficiency confirmed by a mixed-meal tolerance test. They were identified initially using urinary C-peptide creatinine ratio: 11/191 subjects (5.8%) had two consistent urinary C-peptide creatinine ratios ≤ 0.2 nmol/mmol; 9 of these 11 subjects completed a mixed-meal tolerance test and had a median stimulated serum C-peptide of 0.18 nmol/l. Five of these 9 had stimulated serum C-peptide <0.2 nmol/l and 9/9 subjects with urinary C-peptide creatinine ratio >0.2 had endogenous insulin secretion confirmed by the mixed-meal tolerance test. Compared with subjects with a urinary C-peptide creatinine ratio >0.2 nmol/mmol, those with confirmed absolute insulin deficiency had a shorter time to insulin treatment (median 2.5 vs. 6 years, P=0.005) and lower BMI (25.1 vs. 29.1 kg/m(2) , P=0.04). Two out of the five patients with absolute insulin deficiency were glutamic acid decarboxylase autoantibody-positive. CONCLUSIONS Absolute insulin deficiency may occur in long-standing Type 2 diabetes, and cannot be reliably predicted by clinical features or autoantibodies. Absolute insulin deficiency in Type 2 diabetes may increase the risk of hypoglycaemia and ketoacidosis, as in Type 1 diabetes. Its recognition should help guide treatment, education and management. The urinary C-peptide creatinine ratio is a practical non-invasive method to aid detection of absolute insulin deficiency, with a urinary C-peptide creatinine ratio > 0.2 nmol/mmol being a reliable indicator of retained endogenous insulin secretion.
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Affiliation(s)
- S. V. Hope
- Department of GeriatricsRoyal Devon and Exeter NHS Foundation TrustExeterUK
- NIHR Exeter Clinical Research FacilityExeterUK
| | - A. G. Jones
- NIHR Exeter Clinical Research FacilityExeterUK
| | | | - M. Shepherd
- NIHR Exeter Clinical Research FacilityExeterUK
| | | | - B. Shields
- NIHR Exeter Clinical Research FacilityExeterUK
| | - T. McDonald
- NIHR Exeter Clinical Research FacilityExeterUK
- Department of BiochemistryRoyal Devon and Exeter NHS Foundation TrustExeterUK
| | | | - A. Hattersley
- NIHR Exeter Clinical Research FacilityExeterUK
- Correspondence to: Andrew Hattersley. E‐mail:
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Zhang M, Xu W, Deng Y. A new strategy for early diagnosis of type 2 diabetes by standard-free, label-free LC-MS/MS quantification of glycated peptides. Diabetes 2013; 62:3936-42. [PMID: 23894188 PMCID: PMC3806625 DOI: 10.2337/db13-0347] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The early diagnosis of diabetes, one of the top three chronic incurable diseases, is becoming increasingly important. Here, we investigated the applicability of an (18)O-labeling technique for the development of a standard-free, label-free liquid chromatography-tandem mass spectrometry (LC-MS/MS) method for the early diagnosis of type 2 diabetes mellitus (T2DM). Rather than attempting to identify quantitative differences in proteins as biomarkers, glycation of the highest abundance protein in human plasma, human serum albumin (HSA), was monitored through quantitative analysis of HSA characteristic peptides using the (18)O-labeling technique. Eight glucose-sensitive peptides and one glucose-insensitive peptide were discovered. The glucose-insensitive peptide served as the internal standard, and a standard-free, label-free LC-MS/MS method was developed. This method was then used to select putative biomarkers for T2DM in a clinical trial with 389 human plasma samples. As a result, three of the eight glucose-sensitive peptides (FKDLGEENFK, LDELRDEGK, and KVPQVSTPTLVEVSR) were selected and could be used as potential biomarkers for the early diagnosis of T2DM.
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Jones AG, Hattersley AT. The clinical utility of C-peptide measurement in the care of patients with diabetes. Diabet Med 2013; 30:803-17. [PMID: 23413806 PMCID: PMC3748788 DOI: 10.1111/dme.12159] [Citation(s) in RCA: 368] [Impact Index Per Article: 33.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/13/2012] [Revised: 12/19/2012] [Accepted: 02/14/2013] [Indexed: 12/16/2022]
Abstract
C-peptide is produced in equal amounts to insulin and is the best measure of endogenous insulin secretion in patients with diabetes. Measurement of insulin secretion using C-peptide can be helpful in clinical practice: differences in insulin secretion are fundamental to the different treatment requirements of Type 1 and Type 2 diabetes. This article reviews the use of C-peptide measurement in the clinical management of patients with diabetes, including the interpretation and choice of C-peptide test and its use to assist diabetes classification and choice of treatment. We provide recommendations for where C-peptide should be used, choice of test and interpretation of results. With the rising incidence of Type 2 diabetes in younger patients, the discovery of monogenic diabetes and development of new therapies aimed at preserving insulin secretion, the direct measurement of insulin secretion may be increasingly important. Advances in assays have made C-peptide measurement both more reliable and inexpensive. In addition, recent work has demonstrated that C-peptide is more stable in blood than previously suggested or can be reliably measured on a spot urine sample (urine C-peptide:creatinine ratio), facilitating measurement in routine clinical practice. The key current clinical role of C-peptide is to assist classification and management of insulin-treated patients. Utility is greatest after 3-5 years from diagnosis when persistence of substantial insulin secretion suggests Type 2 or monogenic diabetes. Absent C-peptide at any time confirms absolute insulin requirement and the appropriateness of Type 1 diabetes management strategies regardless of apparent aetiology.
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Affiliation(s)
- A G Jones
- NIHR Exeter Clinical Research Facility, University of Exeter Medical School, Exeter, UK.
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27
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Besser REJ, Shields BM, Hammersley SE, Colclough K, McDonald TJ, Gray Z, Heywood JJN, Barrett TG, Hattersley AT. Home urine C-peptide creatinine ratio (UCPCR) testing can identify type 2 and MODY in pediatric diabetes. Pediatr Diabetes 2013; 14:181-8. [PMID: 23289766 DOI: 10.1111/pedi.12008] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2012] [Revised: 09/09/2012] [Accepted: 10/25/2012] [Indexed: 01/17/2023] Open
Abstract
BACKGROUND Making the correct diabetes diagnosis in children is crucial for lifelong management. Type 2 diabetes and maturity onset diabetes of the young (MODY) are seen in the pediatric setting, and can be difficult to discriminate from type 1 diabetes. Postprandial urinary C-peptide creatinine ratio (UCPCR) is a non-invasive measure of endogenous insulin secretion that has not been tested as a diagnostic tool in children or in patients with diabetes duration <5 yr. We aimed to assess whether UCPCR can discriminate type 1 diabetes from MODY and type 2 in pediatric diabetes. METHODS Two-hour postprandial UCPCR was measured in 264 patients aged <21 yr (type 1, n = 160; type 2, n = 41; and MODY, n = 63). Receiver operating characteristic curves were used to identify the optimal UCPCR cutoff for discriminating diabetes subtypes. RESULTS UCPCR was lower in type 1 diabetes [0.05 (<0.03-0.39) nmol/mmol median (interquartile range)] than in type 2 diabetes [4.01 (2.84-5.74) nmol/mmol, p < 0.0001] and MODY [3.51 (2.37-5.32) nmol/mmol, p < 0.0001]. UCPCR was similar in type 2 diabetes and MODY (p = 0.25), so patients were combined for subsequent analyses. After 2-yr duration, UCPCR ≥ 0.7 nmol/mmol has 100% sensitivity [95% confidence interval (CI): 92-100] and 97% specificity (95% CI: 91-99) for identifying non-type 1 (MODY + type 2 diabetes) from type 1 diabetes [area under the curve (AUC) 0.997]. UCPCR was poor at discriminating MODY from type 2 diabetes (AUC 0.57). CONCLUSIONS UCPCR testing can be used in diabetes duration greater than 2 yr to identify pediatric patients with non-type 1 diabetes. UCPCR testing is a practical non-invasive method for use in the pediatric outpatient setting.
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Affiliation(s)
- Rachel E J Besser
- Peninsula NIHR Clinical Research Facility, Peninsula Medical School, University of Exeter, Exeter, UK.
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Yoon HJ, Cho YZ, Kim JY, Kim BJ, Park KY, Koh GP, Lee DH, Lim DM. Correlations between Glucagon Stimulated C-peptide Levels and Microvascular Complications in Type 2 Diabetes Patients. Diabetes Metab J 2012; 36:379-87. [PMID: 23130323 PMCID: PMC3486985 DOI: 10.4093/dmj.2012.36.5.379] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/09/2011] [Accepted: 05/23/2012] [Indexed: 12/02/2022] Open
Abstract
BACKGROUND This study aimed to investigate whether stimulated C-peptide is associated with microvascular complications in type 2 diabetes mellitus (DM). METHODS A cross-sectional study was conducted in 192 type 2 diabetic patients. Plasma basal C-peptide and stimulated C-peptide were measured before and 6 minutes after intravenous injection of 1 mg glucagon. The relationship between C-peptide and microvascular complications was statistically analyzed. RESULTS In patients with retinopathy, basal C-peptide was 1.9±1.2 ng/mL, and stimulated C-peptide was 2.7±1.6 ng/mL; values were significantly lower compared with patients without retinopathy (P=0.031 and P=0.002, respectively). In patients with nephropathy, basal C-peptide was 1.6±0.9 ng/mL, and stimulated C-peptide was 2.8±1.6 ng/mL; values were significantly lower than those recorded in patients without nephropathy (P=0.020 and P=0.026, respectively). Stimulated C-peptide level was associated with increased prevalence of microvascular complications. Age-, DM duration-, and hemoglobin A1c-adjusted odds ratios for retinopathy in stimulated C-peptide value were 4.18 (95% confidence interval [CI], 1.40 to 12.51) and 3.35 (95% CI, 1.09 to 10.25), respectively. The multiple regression analysis between nephropathy and C-peptide showed that stimulated C-peptide was statistically correlated with nephropathy (P=0.03). CONCLUSION In patients with type 2 diabetes, the glucagon stimulation test was a relatively simple method of short duration for stimulating C-peptide response. Stimulated C-peptide values were associated with microvascular complications to a greater extent than basal C-peptides.
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Affiliation(s)
- Hye-Jin Yoon
- Division of Endocrinology and Metabolism, Konyang University Hospital, Konyang University College of Medicine, Daejeon, Korea
| | - Youn-Zoo Cho
- Division of Endocrinology and Metabolism, Konyang University Hospital, Konyang University College of Medicine, Daejeon, Korea
| | - Ji-young Kim
- Division of Endocrinology and Metabolism, Konyang University Hospital, Konyang University College of Medicine, Daejeon, Korea
| | - Byung-Joon Kim
- Division of Endocrinology and Metabolism, Konyang University Hospital, Konyang University College of Medicine, Daejeon, Korea
| | - Keun-Young Park
- Division of Endocrinology and Metabolism, Konyang University Hospital, Konyang University College of Medicine, Daejeon, Korea
| | - Gwan-Pyo Koh
- Division of Endocrinology and Metabolism, Jeju National University Hospital, Jeju National University College of Medicine, Jeju, Korea
| | - Dae-Ho Lee
- Division of Endocrinology and Metabolism, Jeju National University Hospital, Jeju National University College of Medicine, Jeju, Korea
| | - Dong-Mee Lim
- Division of Endocrinology and Metabolism, Konyang University Hospital, Konyang University College of Medicine, Daejeon, Korea
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Jones AG, Besser REJ, Shields BM, McDonald TJ, Hope SV, Knight BA, Hattersley AT. Assessment of endogenous insulin secretion in insulin treated diabetes predicts postprandial glucose and treatment response to prandial insulin. BMC Endocr Disord 2012; 12:6. [PMID: 22681724 PMCID: PMC3405447 DOI: 10.1186/1472-6823-12-6] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/10/2012] [Accepted: 06/08/2012] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In patients with both Type 1 and Type 2 diabetes endogenous insulin secretion falls with time which changes treatment requirements, however direct measurement of endogenous insulin secretion is rarely performed. We aimed to assess the impact of endogenous insulin secretion on postprandial glucose increase and the effectiveness of prandial exogenous insulin. METHODS We assessed endogenous insulin secretion in 102 participants with insulin treated diabetes (58 Type 1) following a standardised mixed meal without exogenous insulin. We tested the relationship between endogenous insulin secretion and post meal hyperglycaemia. In 80 participants treated with fast acting breakfast insulin we repeated the mixed meal with participants' usual insulin given and assessed the impact of endogenous insulin secretion on response to exogenous prandial insulin. RESULTS Post meal glucose increment (90 minute - fasting) was inversely correlated with endogenous insulin secretion (90 minute C-peptide) (Spearman's r = -0.70, p < 0.001). Similar doses of exogenous prandial insulin lowered glucose increment more when patients had less endogenous insulin; by 6.4(4.2-11.1) verses 1.2(0.03-2.88) mmol/L (p < 0.001) for patients in the lowest verses highest tertiles of endogenous insulin. CONCLUSIONS In insulin treated patients the measurement of endogenous insulin secretion may help predict the degree of postprandial hyperglycaemia and the likely response to prandial insulin.
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Affiliation(s)
- Angus G Jones
- Peninsula NIHR Clinical Research Facility, Peninsula Medical School, University of Exeter, Exeter, UK
| | - Rachel EJ Besser
- Peninsula NIHR Clinical Research Facility, Peninsula Medical School, University of Exeter, Exeter, UK
| | - Beverley M Shields
- Peninsula NIHR Clinical Research Facility, Peninsula Medical School, University of Exeter, Exeter, UK
| | - Timothy J McDonald
- Peninsula NIHR Clinical Research Facility, Peninsula Medical School, University of Exeter, Exeter, UK
- Royal Devon and Exeter Hospital, Barrack Road, Exeter, EX2 5DW, UK
| | - Suzy V Hope
- Peninsula NIHR Clinical Research Facility, Peninsula Medical School, University of Exeter, Exeter, UK
| | - Bridget A Knight
- Peninsula NIHR Clinical Research Facility, Peninsula Medical School, University of Exeter, Exeter, UK
| | - Andrew T Hattersley
- Peninsula NIHR Clinical Research Facility, Peninsula Medical School, University of Exeter, Exeter, UK
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Thomas NJ, Shields BM, Besser REJ, Jones AG, Rawlingson A, Goodchild E, Leighton C, Bowman P, Shepherd M, Knight BA, McDonald TJ, Hattersley AT. The impact of gender on urine C-peptide creatinine ratio interpretation. Ann Clin Biochem 2012; 49:363-8. [PMID: 22568974 DOI: 10.1258/acb.2011.011164] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
BACKGROUND Urinary C-peptide creatinine ratio (UCPCR) is a non-invasive and convenient way of assessing endogenous insulin production. Adjusting for urine creatinine levels allows for differences in urine concentration. Creatinine excretion is known to be higher in men due to gender differences in muscle mass. We investigated the impact of gender on UCPCR. METHODS One hundred and seventy-six subjects underwent a mixed meal tolerance test (MMTT). We looked at the relationship between UCPCR on urine C-peptide and creatinine excretion rates using timed post-meal urine samples. A further 415 subjects had two-hour post-meal UCPCR measurements in order to derive gender-specific percentiles for different diabetes subgroups and controls. RESULTS UCPCR was 1.48-fold higher in women (n=78) than men (n=98), median (interquartile range [IQR]): 1.88 (0.49-3.49) men versus 2.88 (1.58-4.91) nmol mmol(-1) women, P=0.01. This reflects a gender difference in creatinine excretion rates (11.5 [8.3-13.7] men versus 8.2 [5.6-9.1] women μmol min(-1) P<0.001). C-peptide excretion rate was similar in men and women (19.8 [5.2-37.0] versus 22.1 [7.4-40.5] pmol min(-1), P=0.7). UCPCR was higher in women in all subgroups defined by diabetes classification and treatment, except long-term type 1 diabetes in whom C-peptide secretion was minimal. CONCLUSIONS Gender affects UCPCR, with higher values found in women. This results from lower urine creatinine reflecting gender differences in muscle mass. This necessitates gender-specific ranges for accurate interpretation of UCPCR results.
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Bowman P, McDonald TJ, Shields BM, Knight BA, Hattersley AT. Validation of a single-sample urinary C-peptide creatinine ratio as a reproducible alternative to serum C-peptide in patients with Type 2 diabetes. Diabet Med 2012; 29:90-3. [PMID: 21883437 DOI: 10.1111/j.1464-5491.2011.03428.x] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
AIMS Serum C-peptide can be used in Type 2 diabetes as a measure of endogenous insulin secretion, but practicalities of collection limit its routine clinical use. Urine C-peptide creatinine ratio is a non-invasive alternative that is stable for at least 3 days at room temperature in boric acid preservative. We aimed to assess the utility of urine C-peptide creatinine ratio in individuals with Type 2 diabetes as an alternative to serum C-peptide. METHODS We assessed, in 77 individuals with Type 2 diabetes, the reproducibility of, and correlations between, fasting and postprandial urine C-peptide creatinine ratio and serum C-peptide, and the impact of renal impairment (estimated glomerular filtration rate < 60 ml min(-1) 1.73 m(-2)) on these correlations. RESULTS Urine C-peptide creatinine ratio was at least as reproducible as serum C-peptide [fasting coefficient of variation mean (95% CI): 28 (21-35)% vs. 38 (26-59)% and 2-h post-meal 26 (18-33)% vs. 27 (20-34)%. Urine C-peptide creatinine ratio 2 h post-meal was correlated with stimulated serum C-peptide, both the 2-h value (r = 0.64, P < 0.001) and the 2-h area under the C-peptide curve (r = 0.63, P < 0.001). The association seen was similar in patients with and without moderate renal impairment (P = 0.6). CONCLUSIONS In patients with Type 2 diabetes, a single urine C-peptide creatinine ratio is a stable, reproducible measure that is well correlated with serum C-peptide following meal stimulation, even if there is moderate renal impairment. Urine C-peptide creatinine ratio therefore has potential for use in clinical practice in the assessment of Type 2 diabetes.
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Affiliation(s)
- P Bowman
- Peninsula NIHR Clinical Research Facility, Peninsula Medical School, University of Exeter, Exeter, UK.
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