Assessment of endogenous insulin secretion in insulin treated diabetes predicts postprandial glucose and treatment response to prandial insulin
- Angus G Jones†1Email author,
- Rachel EJ Besser†1,
- Beverley M Shields1,
- Timothy J McDonald1, 2,
- Suzy V Hope1,
- Bridget A Knight1 and
- Andrew T Hattersley1
© Jones et al.; licensee BioMed Central Ltd. 2012
Received: 10 January 2012
Accepted: 8 June 2012
Published: 8 June 2012
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.
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.
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.
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.
KeywordsDiabetes C-peptide Postprandial Glucose Insulin
Guidelines for treatment in Type 1 and Type 2 diabetes differ greatly predominantly reflecting differences in endogenous insulin secretion [1–3]. Within both major subgroups of diabetes there is both between individual variation and with time intra-individual reduction in a patient’s endogenous insulin secretion which results in differing treatment requirements [4–6]. Traditionally, in clinical practice, endogenous insulin secretion is not measured and treatment decisions are made on the basis of glycaemic control and clinical diagnosis of diabetes subtype. There is some evidence supporting direct measurement of endogenous insulin secretion to assess the most appropriate treatment for a patient, particularly in the context of predicting response to oral therapy [7–19]. Little is known regarding whether measuring endogenous insulin secretion can assist choice of insulin regimen.
It is possible to measure endogenous insulin secretion in clinical practice using C-peptide, which is secreted in equimolar amounts to insulin . 90 minute C-peptide in a formal mixed meal test is a robust assessment of insulin response in insulin treated patients .
One area where underlying insulin secretion is likely to affect treatment requirements is requirement for prandial exogenous insulin. Intensive insulin regimens with prandial rapid or short acting insulin are clearly appropriate in Type 1 diabetes outside the honeymoon period where there is absolute insulin deficiency . However in Type 2 diabetes where endogenous insulin secretion is preserved, excellent glycaemic control can be achieved using basal (intermediate or long acting) insulin without rapid or short acting prandial insulin [22, 23].
We hypothesised that in insulin treated diabetes, patients with higher endogenous insulin secretion will have a lower rise in glucose after meals and will respond less to prandial insulin. We aimed to assess this in a mixed population of Type 1 and Type 2 diabetes with a wide spectrum of insulin secretion.
Post-prandial glucose increment (90 minute – fasting glucose) in a standardised mixed meal test without concurrent exogenous prandial insulin
Treatment response to exogenous prandial insulin as assessed by change in mixed meal glucose increment when exogenous prandial insulin is given
We recruited 102 adults with insulin treated diabetes, HbA1c <86 mmol/mol (10%) and without renal impairment (eGFR > 60mls/min/1.73 m2) from existing research databases and clinical secondary care, as described previously [24, 25]. 58 had Type 1 diabetes (16 within 3 years of diagnosis, median (interquartile range, IQR) age of diagnosis 20 (14–27), BMI 25 (22–27)), 44 had Type 2 diabetes (median (IQR) age of diagnosis 55 (47–59), BMI 29(28–36), classification based on clinical diagnosis from health records), 60 were male. Median (IQR) age was 57 years (42–69), diabetes duration 16 years (6–28), BMI kg/m2 27 (24–29) and HbA1c 63 mmol/mol (55–72) (7.9% (7.2-8.7)). The study was approved by the South West Research Ethics Committee (UK) and conducted in accordance with the Declaration of Helsinki. Written informed consent was obtained from all participants.
Mixed meal tests
All patients underwent a standardised morning mixed meal test (MMT) without morning insulin. In a subgroup of 80 patients treated with prandial breakfast insulin (rapid analogue 61 (4 via insulin pump), rapid analogue/basal mixed 9, human prandial soluble 2, human soluble/basal mixed 8) a further morning MMT was performed with participants’ normal morning insulin dose given. Mixed meal tests were conducted in random order using a randomization list generated in StatsDirect 4 (StatsDirect Ltd, UK), between 48 h and 2 weeks apart. In addition all participants collected a home urine sample 2 hours after their largest meal for urine C-peptide creatinine ratio (UCPCR) as described previously [24–26].
Mixed meal test without insulin (MMT)
This was performed according to a standard protocol as reported previously [21, 25]. In brief participants fasted from midnight without taking their usual morning insulin or OHA. Capillary glucose was measured pre test and test rescheduled if <4 or >15 mmol/L (<72 or >270 mg/dl). Serum C-peptide, creatinine, glucose, and HbA1c were measured on a fasting sample. Participants consumed a standardised mixed meal (Ensure Plus HP (Abbott Nutrition, Illinois, USA) 6 ml/kg (maximum 360 ml), content per 100 ml: carbohydrate 15.9 g, protein 7.9 g, fat 3.3 g, energy 125 kcal). C-peptide and glucose were measured at 90 minutes post completion of mixed meal.
Mixed meal test with insulin (MMT + I)
Performed as per mixed meal protocol above except participants took their usual morning insulin dose before ingestion of the mixed meal. Participants were asked not to correct for hyperglycaemia. Investigators advised a reduced insulin dose in 9 participants where home breakfast was judged to contain substantially more carbohydrate than the mixed meal. Those carbohydrate counting (including insulin pump users) used their normal breakfast insulin to carbohydrate ratio. Normal basal insulin was continued in all participants. Oral hypoglycaemic medications were withheld until completion of the MMT on the morning of both tests.
All samples were analysed in the Biochemistry department at the Royal Devon & Exeter Hospital, Exeter, UK. We undertook C-peptide analysis using the routine automated Roche diagnostics (Manheim, Germany) E170 immuno-analyser.
Data were not normally distributed therefore non parametric tests were used. We assessed the relationship between 90 minute serum C-peptide (SCP) in MMT and both glucose increment (90 minute glucose minus fasting glucose) in MMT and decrease in glucose increment with concurrent insulin (increment in MMT minus increment in MMT + I). We used Spearman’s rank correlation coefficient to assess correlations. Linear regression analysis was used to assess the magnitude of these relationships and to adjust for potential confounders. Residuals were checked to ensure model assumptions were met, given the data were not normally distributed.
In the participants who completed MMT + I data were split into tertiles of endogenous insulin secretion defined by 90 minute serum C-peptide. We assessed statistical trends in mixed meal test results and participant characteristics across tertiles of endogenous insulin secretion using the Jonckheere test or (for proportions) Chi-squared for trend.
Patients who have less endogenous insulin secretion have a higher glucose increase after a mixed meal
Patients with less endogenous insulin secretion have greater response to exogenous prandial insulin
Characteristics of participants (median (IQ range)) by 90 minute MMT stimulated C-peptide (SCP, nmol/L) tertile
Tertile 1 (SCP ≤ 0.02,n = 27)
Tertile 2 (SCP 0.02-0.8, n = 27)
Tertile 3 (SCP ≥ 0.8, n = 26)
p for trend
Age of diagnosis (years)
Duration of Diabetes
Proportion Type 1 diabetes
Fasting glucose (mmol/L) (Test 1)
90 Minute post MMT C-peptide (nmol/L)
Prandial (rapid or soluble only*) insulin dose administered in MMT+I (units)
Total daily insulin dose (units)
Mixed meal test results (median (IQ range)) by 90 minute MMT stimulated C-peptide (SCP, nmol/L) tertile
Tertile 1 (SCP ≤ 0.02,n = 27)
Tertile 2 (SCP 0.02-0.8, n = 27)
Tertile 3 (SCP ≥ 0.8, n = 26)
p for trend
Glucose increment in MMT (without insulin, mmol/L)
Glucose increment in MMT+I (insulin given, mmol/L)
Reduction in glucose increment when prandial insulin given (mmol/L): all participants (n = 80)
Reduction in glucose increment when prandial insulin given (mmol/L): Rapid analogue insulin only* (n = 61):
Reduction in glucose increment when prandial insulin given (mmol/L): Type 1 only (n = 54)
Reduction in glucose increment when prandial insulin given (mmol/L): Type 2 only (n = 26):
These associations remain in those with the same type of diabetes and similar insulin treatment
Our results were not simply due to differences in diabetes subtype or prandial exogenous insulin type. In those treated with rapid analogue prandial insulin (basal bolus/pump regimen only - analogue mixed insulin excluded, n = 61) the correlation between 90 minute C-peptide and reduction in glucose increase with prandial exogenous insulin (r = −0.56, p < 0.001) and the relationship across tertiles of endogenous insulin secretion (Table 2) were maintained. In those with the same type of diabetes the correlations (type 1 diabetes r = −0.49 (p < 0.001, n = 54), type 2 diabetes r = −0.41 (p = 0.037, n = 26)) and the relationship across tertiles (Table 2) were also maintained. Results did not differ when analysed by gender.
Fasting serum C-peptide and home post-prandial UCPCR can be used as the assessment of endogenous insulin secretion
When insulin secretion was assessed by other measurements similar relationships were seen.
When assessed by the measurement of fasting C-peptide correlation with postprandial glucose increase was −0.69 (p < 0.001) and correlation with reduction in glucose increment with exogenous prandial insulin −0.59 (p < 0.001). The values of fasting C-peptide defining tertiles of endogenous insulin secretion were <0.02, 0.02-0.28 and >0.28 nmol/L. The associated fall in glucose increment with prandial insulin was [median (IQR)] 6.9 mmol/L (4.2-11.5) tertile 1, 3.6 (2.3-7.3) tertile 2 and 1.4 (0.4-3.3) tertile 3 (p < 0.001).
When assessed by the measurement of UCPCR correlation with postprandial glucose increase was −0.59 (p < 0.001) and correlation with reduction in glucose increment with exogenous prandial insulin −0.51 (p < 0.001). The values of home evening meal UCPCR defining tertiles of endogenous insulin secretion were <0.03, 0.03-0.73 and >0.73 nmol/mmol. The associated fall in glucose increment with prandial insulin was [median (IQR)] 6.4 mmol/L (4.1-9.4) tertile 1, 4.0 (1.3-7.9) tertile 2 and 2.0 (0.5-3.3) tertile 3 (p < 0.001).
We have shown that patients with less endogenous insulin secretion have greater post meal hyperglycaemia and greater response to prandial exogenous insulin.
In our study of insulin treated patients with Type 1 and Type 2 diabetes postprandial hyperglycaemia is inversely related to endogenous insulin secretion. This is consistent with previous research in non insulin treated Type 2 diabetes has shown that those with low insulin secretion have higher glucose increment after oral glucose tolerance test and higher glycaemic variability [27, 28]. In Type 1 diabetes a reduction in glycaemic variability with restoration of even small amounts of residual insulin secretion has been demonstrated after islet transplantation .
To our knowledge this is the first study to examine the relationship between endogenous insulin secretion and the impact of prandial exogenous insulin administration. We showed that the glucose response to exogenous prandial insulin was greatest in those with the lowest endogenous insulin secretion. In those with the highest endogenous insulin secretion concurrent prandial exogenous insulin had little effect on glucose response despite similar insulin doses and glycaemic control. A probable explanation is that those with high endogenous insulin secretion are exposed to their own endogenous prandial insulin therefore exogenous prandial insulin may be only a small proportion of their total prandial insulin exposure. This is in contrast to those with little endogenous insulin secretion where exogenous insulin makes up their entire prandial insulin exposure. In addition the similar exogenous insulin doses and glycaemic control across tertiles of endogenous insulin secretion mean insulin resistance is likely to be higher in those with preserved insulin secretion.
Our findings have potential practical implications for the management of diabetes. Patients with Type 2 diabetes progressively lose their beta-cell function over time leading to increased treatment requirements. Rates of progression vary widely and progression to severe insulin deficiency may occur rapidly where a patient with LADA or Type 1 diabetes has been misclassified as Type 2[30, 31]. A large proportion of patients with Type 2 diabetes will eventually require insulin. While background insulin alone may achieve initial glycaemic control many patients progress to prandial insulin treatment. The decision when to change to prandial insulin is not well defined and endogenous insulin secretion is rarely measured. Our work suggests that prandial insulin will be most effective when patients have a lower level of endogenous insulin as defined by a C-peptide below the top tertile of our participants; 90 minute post MMT C-peptide <0.8 nmol/L: fasting C peptide <0.29 nmol/L, or UCPCR 2 hours post home evening meal <0.73 nmol/mmol. Prandial fast acting exogenous insulin may have little impact on post meal hyperglycaemia above these levels. Assessment of endogenous insulin secretion could also potentially assist in decisions on rationalising a patient’s insulin regimen, for example where there are potential difficulties with administering multiple insulin doses or where adherence is thought to be poor a move to once or twice daily basal insulin may be justified where endogenous insulin secretion is preserved.
Limitations of our study include that we have recruited participants with a mixture of Type 1 and Type 2 diabetes and that differences seen may reflect differences in insulin secretion between the two diabetes subtypes. However the relationships seen, although weaker, remains when analysing our results by type of diabetes suggesting the relationship between insulin secretion and glucose response is not due to differences between diabetes subtypes alone. It is possible that results could have been influenced by differences in participant’s oral hypoglycaemic agents. While diabetes treatments were withheld on the morning of mixed meal tests, residual levels of treatment taken the previous day could potentially still affect both glucose and C-peptide. However this is unlikely to systematically differ between mixed meal tests (which were conducted in random order) and a longer period without medication might have made results less applicable to clinical practice.
A further potential limitation is that our marker of insulin secretion (90 minute post MMT C-peptide) and measure of post meal glucose increase (glucose increase from 0 to 90 minutes in the MMT) were measured within the same test. Our findings are strengthened by the demonstration of similar results when using fasting C-peptide and UCPCR (measured on a separate occasion) as markers of insulin secretion. The MMT, while well established and likely more reproducible than a conventional meal, may not be a normal physiological stimulus. The more rapid absorption of a liquid meal could lead to an earlier and greater glucose peak than a non liquid meal with the same carbohydrate content. In addition a standardised meal may not reflect a person’s normal intake. The liquid meal given is likely to have higher carbohydrate content than many participants normal breakfast (the carbohydrate content of our mixed meal was 57 g in those >60 kg, equivalent to 3–4 pieces of toast).
While we have shown a clear relationship between insulin secretion and effectiveness of fast acting (prandial) exogenous insulin during a mixed meal test further studies are needed to assess whether C-peptide could be a clinically useful measure to assist choice of insulin regimen. It may be that direct measurement of insulin secretion may assist clinical decisions on optimal insulin treatment. While a formal mixed meal test is unlikely to be an option in mainstream clinical practice the association was preserved using fasting C-peptide and post home meal UCPCR which may be more applicable to clinical practice .
Endogenous insulin secretion is predictive of postprandial hyperglycaemia and response to prandial exogenous insulin. The measurement of endogenous insulin secretion may be a helpful guide to insulin therapy.
This project was supported by the Peninsula NIHR Clinical Research Facility and the Peninsula Collaboration for Leadership in Applied Health Research and Care (PenCLAHRC). ATH,
BAK and BMS are supported by the Peninsula NIHR Clinical Research Facility. NIHR have supported AGJ, SVH and PB through academic clinical fellowships and AGJ through a doctoral research fellowship. ATH is an NIHR senior investigator. REJB is supported by a Diabetes UK clinical training fellowship. This article presents independent research commissioned by the National Institute for
Health Research (NIHR). The views given in this paper do not necessarily represent those of NIHR, the NHS or the Department of Health. We thank all the study volunteers.
- National Institute of Clinical Excellence (UK): Guideline CG87 - Type 2 diabetes: the management of type 2 diabetes. 2009
- National Institute of Clinical Excellence (UK): Guideline CG15, Type 1 diabetes in adults. 2004
- DeWitt DE, Hirsch IB: Outpatient insulin therapy in type 1 and type 2 diabetes mellitus: scientific review. JAMA. 2003, 289: 2254-2264. 10.1001/jama.289.17.2254.View ArticlePubMed
- The Diabetes Control and Complications Trial Research Group: Effect of intensive therapy on residual beta-cell function in patients with type 1 diabetes in the diabetes control and complications trial. A randomized, controlled trial. Ann Intern Med. 1998, 128: 517-523.View Article
- Kahn SE: Clinical review 135: The importance of beta-cell failure in the development and progression of type 2 diabetes. J Clin Endocrinol Metab. 2001, 86: 4047-4058. 10.1210/jc.86.9.4047.PubMed
- Turner RC, Cull CA, Frighi V, Holman RR: Glycemic control with diet, sulfonylurea, metformin, or insulin in patients with type 2 diabetes mellitus: progressive requirement for multiple therapies (UKPDS 49). UK Prospective Diabetes Study (UKPDS) Group. JAMA. 1999, 281: 2005-2012. 10.1001/jama.281.21.2005.View ArticlePubMed
- Hoekstra JB, Van Rijn HJ, Thijssen JH, Erkelens DW: C-peptide reactivity as a measure of insulin dependency in obese diabetic patients treated with insulin. Diabetes Care. 1982, 5: 585-591. 10.2337/diacare.5.6.585.View ArticlePubMed
- Hohberg C, Pfutzner A, Forst T, Lubben G, Karagiannis E, Borchert M, Schondorf T: Successful switch from insulin therapy to treatment with pioglitazone in type 2 diabetes patients with residual beta-cell function: results from the PioSwitch study. Diabetes Obes Metab. 2009, 11: 464-471. 10.1111/j.1463-1326.2008.00975.x.View ArticlePubMed
- Hermann LS, Schersten B, Melander A: Antihyperglycaemic efficacy, response prediction and dose–response relations of treatment with metformin and sulphonylurea, alone and in primary combination. Diabet Med. 1994, 11: 953-960. 10.1111/j.1464-5491.1994.tb00253.x.View ArticlePubMed
- Lee A, Morley J: Classification of type 2 diabetes by clinical response to metformin-troglitazone combination and C-Peptide criteria. Endocr Pract. 1999, 5: 305-313.View ArticlePubMed
- Grant PJ, Barlow E, Miles DW: Plasma C-peptide levels identify insulin-treated diabetic patients suitable for oral hypoglycaemic therapy. Diabet Med. 1984, 1: 284-286. 10.1111/j.1464-5491.1984.tb01974.x.View ArticlePubMed
- Madsbad S, Krarup T, McNair P, Christiansen C, Faber OK, Transbol I, Binder C: Practical clinical value of the C-peptide response to glucagon stimulation in the choice of treatment in diabetes mellitus. Acta Med Scand. 1981, 210: 153-156.View ArticlePubMed
- Munshi MN, Hayes M, Sternthal A, Ayres D: Use of serum c-peptide level to simplify diabetes treatment regimens in older adults. Am J Med. 2009, 122: 395-397. 10.1016/j.amjmed.2008.12.008.View ArticlePubMed
- Laakso M, Sarlund H, Korhonen T, Voutilainen E, Majander H, Hakala P, Uusitupa M, Pyorala K: Stopping insulin treatment in middle-aged diabetic patients with high postglucagon plasma C-peptide. Effect on glycaemic control, serum lipids and lipoproteins. Acta Med Scand. 1988, 223: 61-68.View ArticlePubMed
- Blaum CS, Velez L, Hiss RG, Halter JB: Characteristics related to poor glycemic control in NIDDM patients in community practice. Diabetes Care. 1997, 20: 7-11. 10.2337/diacare.20.1.7.View ArticlePubMed
- Chan WB, Chan JC, Chow CC, Yeung VT, So WY, Li JK, Ko GT, Ma RC, Cockram CS: Glycaemic control in type 2 diabetes: the impact of body weight, beta-cell function and patient education. QJM. 2000, 93: 183-190. 10.1093/qjmed/93.3.183.View ArticlePubMed
- Koskinen P, Viikari J, Irjala K, Kaihola HL, Seppala P: Plasma and urinary C-peptide in the classification of adult diabetics. Scand J Clin Lab Invest. 1986, 46: 655-663. 10.3109/00365518609083728.View ArticlePubMed
- Hother-Nielsen O, Faber O, Sorensen NS, Beck-Nielsen H: Classification of newly diagnosed diabetic patients as insulin-requiring or non-insulin-requiring based on clinical and biochemical variables. Diabetes Care. 1988, 11: 531-537. 10.2337/diacare.11.7.531.View ArticlePubMed
- Saisho Y, Kou K, Tanaka K, Abe T, Kurosawa H, Shimada A, Meguro S, Kawai T, Itoh H: Postprandial serum C-peptide to plasma glucose ratio as a predictor of subsequent insulin treatment in patients with type 2 diabetes. Endocr J. 2011, 58: 315-322. 10.1507/endocrj.K10E-399.View ArticlePubMed
- Clark PM: Assays for insulin, proinsulin(s) and C-peptide. Ann Clin Biochem. 1999, 36 (Pt 5): 541-564.View ArticlePubMed
- Greenbaum CJ, Mandrup-Poulsen T, McGee PF, Battelino T, Haastert B, Ludvigsson J, Pozzilli P, Lachin JM, Kolb H: Mixed-meal tolerance test versus glucagon stimulation test for the assessment of beta-cell function in therapeutic trials in type 1 diabetes. Diabetes Care. 2008, 31: 1966-1971. 10.2337/dc07-2451.PubMed CentralView ArticlePubMed
- Yki-Jarvinen H: Combination therapies with insulin in type 2 diabetes. Diabetes Care. 2001, 24: 758-767. 10.2337/diacare.24.4.758.View ArticlePubMed
- Holman RR, Farmer AJ, Davies MJ, Levy JC, Darbyshire JL, Keenan JF, Paul SK: Three-year efficacy of complex insulin regimens in type 2 diabetes. N Engl J Med. 2009, 361: 1736-1747. 10.1056/NEJMoa0905479.View ArticlePubMed
- Jones AG, Besser REJ, McDonald TJ, Shields BM, Hope SV, Bowman P, Oram RA, Knight BA, Hattersley AT: Urine C-peptide creatinine ratio (UCPCR) is an alternative to stimulated serum C-peptide measurement in late onset insulin treated diabetes. Diabet Med. 2011, 28 (9): 1034-1038. 10.1111/j.1464-5491.2011.03272.x.View ArticlePubMed
- Besser RE, Ludvigsson J, Jones AG, McDonald TJ, Shields BM, Knight BA, Hattersley AT: Urine C-peptide creatinine ratio is a noninvasive alternative to the mixed-meal tolerance test in children and adults with type 1 diabetes. Diabetes Care. 2011, 34 (3): 607-609. 10.2337/dc10-2114.PubMed CentralView ArticlePubMed
- McDonald TJ, Knight BA, Shields BM, Bowman P, Salzmann MB, Hattersley AT: Stability and reproducibility of a single-sample urinary C-Peptide/Creatinine ratio and its correlation with 24-h Urinary C-Peptide. Clin Chem. 2009, 55 (11): 2035-2039. 10.1373/clinchem.2009.129312.View ArticlePubMed
- Ferrannini E, Gastaldelli A, Miyazaki Y, Matsuda M, Mari A, DeFronzo RA: Beta-Cell function in subjects spanning the range from normal glucose tolerance to overt diabetes: a new analysis. J Clin Endocrinol Metab. 2005, 90: 493-500.View ArticlePubMed
- Kohnert KD, Augstein P, Zander E, Heinke P, Peterson K, Freyse EJ, Hovorka R, Salzsieder E: Glycemic variability correlates strongly with postprandial beta-cell dysfunction in a segment of type 2 diabetic patients using oral hypoglycemic agents. Diabetes Care. 2009, 32: 1058-1062. 10.2337/dc08-1956.PubMed CentralView ArticlePubMed
- Shapiro AM, Ricordi C, Hering BJ, Auchincloss H, Lindblad R, Robertson RP, Secchi A, Brendel MD, Berney T, Brennan DC: International trial of the Edmonton protocol for islet transplantation. N Engl J Med. 2006, 355: 1318-1330. 10.1056/NEJMoa061267.View ArticlePubMed
- Naik RG, Brooks-Worrell BM, Palmer JP: Latent autoimmune diabetes in adults. J Clin Endocrinol Metab. 2009, 94: 4635-4644. 10.1210/jc.2009-1120.View ArticlePubMed
- Fonseca VA: Defining and characterizing the progression of type 2 diabetes. Diabetes Care. 2009, 32 (Suppl 2): S151-S156.PubMed CentralView ArticlePubMed
- Swinnen SG, Hoekstra JB, DeVries JH: Insulin therapy for type 2 diabetes. Diabetes Care. 2009, 32 (Suppl 2): S253-S259.PubMed CentralView ArticlePubMed
- The pre-publication history for this paper can be accessed here:http://www.biomedcentral.com/1472-6823/12/6/prepub
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