Abstract
To investigate whether metformin add-on to the continuous subcutaneous insulin infusion (Met + CSII) therapy leads to a significant reduction in insulin doses required by type 2 diabetes (T2D) patients to maintain glycemic control, and an improvement in glycemic variation (GV) compared to CSII only therapy. We analyzed data from our two randomized, controlled open-label trials. Newly diagnoses T2D patients were randomized assigned to receive either CSII therapy or Met + CSII therapy for 4 weeks. Subjects were subjected to a 4-day continuous glucose monitoring (CGM) at the endpoint. Insulin doses and GV profiles were analyzed. The primary endpoint was differences in insulin doses and GV between the two groups. A total of 188 subjects were admitted as inpatients. Subjects in metformin add-on therapy required significantly lower total, basal and bolus insulin doses than those of control group. CGM data showed that patients in Met + CSII group exhibited significant reduction in the 24-hr mean amplitude of glycemic excursions (MAGE), the standard deviation, and the coefficient of variation compared to those of control group. Our data suggest that metformin add-on to CSII therapy leads to a significant reduction in insulin doses required by T2D patients to control glycemic variations.
Similar content being viewed by others
Introduction
Since the emergence of continuous subcutaneous insulin infusion (CSII) therapy in 19971, CSII has become the potential treatment for type 2 diabetes (T2D). Early implementation of a 2 to 3-week course of intensive insulin therapy leads to a prolonged glycemic control in newly diagnosed T2D2. The mechanisms by which CSII achieves protracted glycemic remission in T2D may be the improvement in beta-cell function and insulin resistance1,2,3,4, and, may partially, because the positive attitudes towards diabetes by CSII therapy5. In addition, despite the fact that CSII lowers blood glucose concentrations, the incidence of severe hypoglycemia is rare6,7. Patients with longstanding T2D, even previous use of intensive insulin therapy, still have favorable outcomes on the mean glycated hemoglobin (HbA1c) and glycemic variations8. Using continuous glucose monitoring (CGM), we also demonstrated that treatment with CSII provided a greater improvement in blood glucose fluctuations in newly diagnosed or longstanding T2D patients9.
Patients with high blood glucose fluctuations may have some risks for long-term diabetic complications10,11. To decrease the clinical implications, patients with T2D should be treated in a manner aimed at reducing glycemic variations, especially acute glucose swings, and HbA1c values12. CGM provides the potential to mitigate glycemic variations (GV) in subjects with diabetes13,14,15,16. Higher GV, namely 24-hr standard deviation of the MG (SD) and the 24-hr mean amplitude of glycemic excursions (MAGE), was verified even in subjects with prediabetes17. Studies have also indicated that SD and MAGE have strong correlations13,18. The percent coefficient of variation (%CV) may be a good indicator of GV13,18,19. Using CGM data, physicians can efficiently address the larger blood glycemic variations, which might be important for decision-making20.
Metformin is a safe insulin-sparing diabetes agent21, and was established as the first-line therapy for T2D. By enhancing insulin sensitivity in the liver and muscle, metformin exerts a glucose-lowering efficacy22,23,24,25. A trial conducted in subjects with type 1 diabetes indicated that a metformin add-on CSII therapy resulted in an improvement in blood glucose control and insulin requirements21. In patients with T2D, the metformin combination with CSII significantly decreased the time required to achieve euglycemic control, the daily insulin dose, the insulin resistance, and increased β cell function26. The study also demonstrated that a NPH plus metformin treatment can improve mean blood glucose (MBG), MAGE, and SD27.
It is unknown whether a metformin add-on to the CSII therapy leads to a significant reduction in insulin doses required by T2D patients to maintain glycemic control, and an improvement in glycemic variation in the hospital setting compared to CSII only therapy. We previously performed two clinical trials [ClinicalTrials.gov, CliCTR-TRC-10001218 Registration date 13th Feb. 2011, and ClinicalTrials.gov, number NCT03226210 Registration date: 19th Jul. 2017] on newly diagnosed T2D patients treated with CSII with or without metformin add-on therapy to assess GV monitored by CGM28,29,30. In the present paper, we have analyzed the results according to insulin doses and GV, and we report that newly diagnosed T2D patients with metformin add-on to CSII therapy required significantly lower insulin doses to maintain euglycemic control compared to those with CSII therapy only.
Results
Baseline characteristics in patients between the two groups
A total of 188 patients were recruited for the study. At the conclusion of the study, patients in the metformin add-on CSII therapy and CSII only therapy group numbered 95 and 93, respectively. There were no significant demographic differences in terms of mean values age, body-mass index, fasting plasma glucose concentrations, fasting plasma insulin concentrations, HOMA-IR, HOMA-B, Insulinogenic index, and Matsuda index between groups at baseline (Table 1).
Glycemic control and insulin profiles between groups
Patients in metformin add-on group reached their glycemic goals quicker than the control group did (3.97 ± 1.81 vs. 4.84 ± 2.63 days, P < 0.05). The daily total insulin dose required by subjects to maintain euglycemic control in the metformin add-on CSII therapy group was significantly lower than that required by the control group at the conclusion of the study (0.58 ± 0.28 vs. 0.28 ± 0.13 U/Kg, P < 0.01). We analyzed the bolus insulin doses and the basal insulin doses used by patients between groups. Our data showed that patients in metformin add-on CSII group needed significantly lower basal insulin doses (0.31 ± 0.16 vs. 0.17 ± 0.08 U/Kg, P < 0.01) and bolus insulin doses (0.26 ± 0.18 vs. 0.11 ± 0.08 U/Kg, P < 0.01) than those in the control group to maintain glycemic control.
Glycemic profiles
Our CGM data showed that the hourly glucose concentrations in patients treated with metformin combined with CSII therapy were significantly lower than those of control group, especially from 0400 to 2300 o’clock (P < 0.05, respectively) (Fig. 1). Furthermore, we also analyzed the 0000–0600, 0000–0300 and 0300–0600 hours glucose concentrations between the two groups at the conclusion of the study. Our data showed that patients treated with the metformin add-on CSII therapy had significantly lower glucose concentrations during 0300–0600 hours (5.84 ± 0.96 vs. 6.40 ± 1.45 mmol/L, P < 0.05), although patients had similar glucose concentrations during 0000–0600 and 0000–0300 hours (5.97 ± 1.07 vs. 6.40 ± 1.54 mmol/L and 6.10 ± 1.37 vs. 6.40 ± 1.78 mmol/L, P > 0.05, respectively) between the two groups.
Our data also showed that patients in the metformin add-on therapy group had significant reduction in 24-hr MG (6.62 ± 0.78 vs. 7.89 ± 1.62 mmol/L, P < 0.01), the MAGE (3.35 ± 1.71 vs. 4.62 ± 1.80 mmol/L, P < 0.01), the SD (1.33 ± 0.51 vs. 1.92 ± 0.71 mmol/L, P < 0.01), the CV (18.6 ± 6.6 vs. 22.8 ± 6.2%, P < 0.01), the incremental of AUC of glucose >10.0 mmol/L (0.04 ± 0.09 vs. 0.16 ± 0.16 mmol/L*Day, P < 0.01), the 2-hr postprandial glucose levels after three meals (after breakfast: 7.55 ± 1.62 vs. 9.16 ± 2.08 mmol/L, after lunch: 6.88 ± 1.26 vs. 7.96 ± 1.71 mmol/L, after dinner: 7.10 ± 1.33 vs. 8.28 ± 2.10 mmol/L, P < 0.01, respectively) than those of control group. We did not observe any difference in the incremental AUC of glucose less than 3.9 mmol/L between the two groups (0.01 ± 0.03 vs. 0.01 ± 0.02 mmol/L*Day, P > 0.05) (Table 2).
We analyzed dawn phenomenon in this study, the incidence of dawn phenomenon was 3.1% (6 out of 195 subjects). The average magnitude of the dawn phenomenon was 2.60 ± 2.20 mmol/L, and the percentage of their nights do people display this phenomenon is 21.1%.
Safety and tolerance
A total of 16 patients in metformin add-on CSII therapy group had mild digestive disorders. We also compared the risk of severe hypoglycemia (glucose level <3.9 mmol/L) between the two groups. Although Table 2 showed the incremental of area under the curve of glucose concentration less than 3.9 mmol/L was similar between the two groups. The hypoglycemic events in CSII group were statistically significant higher compared to those in Metformin add-on CSII group (17 vs. 7 patients, P = 0.03).
Discussion
We analyzed data from our two randomized, controlled open-label trials on newly diagnoses T2D patients randomized assigned to receive either CSII therapy or metformin add-on to CSII therapy. Our data demonstrated that a metformin add-on to the CSII therapy can significantly reduce the total daily insulin doses to maintain euglycemic control and facilitate further improvements in glycemic variations. We also found that patients treated with the combined metformin and CSII therapy needed a shorter treatment period to achieve euglycemic control than those in the control (CSII) group at the end of the study, and that combination therapy resulted in no increase of hypoglycemia.
Metformin, a family number of biguanide, has become established as the first-line treatment in management of T2D. In combination with insulin in treatment of T2D, the use of metformin leads to the increase in insulin sensitivity and the reduction of daily insulin doses22,23,24. In this study, we observed that patients in the metformin add-on CSII therapy achieved euglycemic control in significantly shorter times, and with lower daily insulin doses than those in control group. Our results were in agreement with a previous study reporting that metformin combined with CSII therapy needed less insulin titration time to achieve glycemic control than the control group, and 90% patients achieved euglycemic control by month 326. Our data indicated that patients treated with a metformin add-on CSII therapy showed significant improvement in β-cell function as measured by HOMA-B and Insulinogenic Index. Although these are indirect measurements of beta cell function, they suggest a reason for the lower FPG and fasting insulin concentration found in the treated patients. In addition, patients treated with metformin combined with NPH therapy for 12-week had significantly decrease in MBG, MAGE, SDBG, and LAGE from baseline27.
CGM provides glucose concentrations every 5 min, which may be an option for determining 24-hr glycemic profiles. The increasing use of CGM leading to the better understanding of glycemic variability31, and promoting the emerging of treatment aimed at avoiding glucose fluctuations in diabetic patients32. A number of metrics obtained from CGM could be used to describe the GV in diabetic patients14,15,16. Using CGM data, clinical researchers and clinicians could efficiently evaluate the quality of the glycemic control which might be important for decision-making20. In this study, our CGM data revealed that patients in the metformin add-on CSII therapy group had further improvement in MAGE, SD, and CV compared with those in CSII alone therapy group. Studies have demonstrated that there was a high degree of correlation between SD and MAGE13,18. The percent CV displays well the interpretation of GV13,18,19. In addition, we observed that patients in the metformin add-on CSII group had lower glycemic variations during 0300–0600 o’clock compared with those in CSII alone group. In this study, the incidence of dawn phenomenon was 3.1% in all subjects. Our observation was in agreement of a previous study reporting that the dawn phenomenon affecting nearly 3% of T2D population33. However, our data could not address the underlying mechanisms of metformin decreasing the dawn phenomenon.
A trial conducted in subjects with type 1 diabetes indicated that a metformin add-on CSII therapy resulted in an improvement in blood glucose control and insulin requirements21. Of most importance, metformin combination with CSII is a safe therapy for the treatment of type 1 diabetes21. We previously observed that older (>60 years) men with newly diagnosed T2D had a high incidence of nocturnal low glucose before and during intensive insulin therapy, which indicates that special attention should be paid to prevention of hypoglycemia in elderly male patients when treated with intensive insulin therapy using an insulin pump30. In this study, we used insulin pump 712E (Medtronic Incorporated, Northridge, USA) delivered insulin in both groups, our data showed that patients treated with the metformin add-on CSII therapy had significantly decreased incidences of hypoglycemia (blood glucose <3.9 mmol/L). Although, we did not observe the long-run effect of metformin add-on CSII therapy on T2D glycemic control, the significant improvement in MAGE, SD, and %CV compared with control group indicating that metformin add-on CSII therapy may be the better option aimed at reducing glycemic fluctuations in T2D.
In the current study, we observed that drug naïve diabetic patients treated with metformin combination with CSII therapy experienced a significant reduction in the total daily insulin doses, bolus insulin doses, and basal insulin doses to maintain euglycemic control, the shorter times to achieve euglycemic control, the improvement in glycemic variation and associated with no increase of hypoglycemia, which indicates that metformin combined with CSII therapy can be considered a safe and valuable treatment option. However, the study patient population was limited to the Nanjing area in China, therefore, the situation might not be the same for other geographical regions or populations. The Chinese population had thrifty gene34, the high portion intake of carbohydrates and highly different life-style35. Moreover, Asian T2D populations have the lower BMI and smaller waist circumferences compared to the Western participants36. The better response to acarbose37, DPP-4 inhibitor38, GLP-1 receptor agonists39, and SGLT-2 inhibitor therapy40. These therapies have shown potential improvements in glucose fluctuation37,38,40 and lower insulin dose requirement by patients with T2D to maintain euglycemic control in Chinese populations38.
Our study has several limitations. Firstly, the study only observed patients population in Jiangsu Provence in China, so the situation might not be applicable to patients of other populations. Secondly, we did not observe the long-term effects of metformin add-on CSII therapy on glycemic control in patients with newly diagnosed T2D. Thirdly, we did not demonstrate the underline mechanisms of older men patients who had a higher risk of nocturnal hypoglycemia when treated using insulin intensive therapy. Lastly, a major limitation of study that performed in the inpatient setting with meals provided, therefore limited applicability to the real world.
In conclusion, our data showed that patients with newly diagnosed T2D may take advantage of the metformin add-on CSII therapy in requiring less insulin doses, and having available other methods of glycemic treatments in a hospital setting.
Materials and Methods
The two studies were both randomized, controlled open-label trials. Between April 2012 and June 2016, we recruited a total of 188 patients with newly diagnosed T2D from Nanjing First Hospital in China. The inclusion criteria were (1) patients aged between >18 and <80; (2), HbA1c values >9.0% at diagnosis. Patients were excluded from analysis if they had serum creatinine levels ≥1.5 mg/dL (males), ≥1.4 mg/dL (females) or abnormal creatinine clearance, known hypersensitivity to metformin, acute or chronic metabolic acidosis, including diabetic ketoacidosis, with or without coma.
The study protocols and patient consent forms were approved by the Institutional Ethical Committee of Nanjing First Hospital. All patients gave written informed consent to participate. The methods were carried out in accordance with the Declaration of Helsinki guidelines, including any relevant details.
The trials included a screening period to collect baseline parameter values, a 2± weeks treatment period, and a CGM period. During the study period, all subjects were admitted as inpatients. Computer-generated random orders were prepared by the data-coordinating center and distributed to each patient to determine the patient’s treatment assignments. After the baseline parameters were assessed, subjects underwent oral glucose tolerance tests (OGTTs) using 75 g of glucose (dissolved in 200 ml water) before and after treatment. Serum samples were obtained before and 30, and 120 min after oral administration for glucose, insulin, C-peptide, and HbA1c determination. Plasma insulin was determined using an insulin radioimmunoassay kit (Beijing Technology Company, Beijing, China). HbA1c was measured by a DiaSTAT HbA1c analyzer (Bio-Rad, Hercules, CA). C-peptide and glucose concentrations were measured centrally at the central laboratory in Nanjing First Hospital, Nanjing Medical University.
Enrolled subjects were then randomized either metformin add-on CSII or CSII only treatment. Metformin (Bristol-Myers Squibb, USA) was administered 500 mg thrice-daily. If the patients were unable to tolerate the minimum metformin dose (1000 mg/day), they were excluded from this study. The total daily insulin (Aspart, Novo Nordisk, Bagsværd, Denmark) doses were 0.4 IU/kg which was given in two injection modes: 1/3 of total daily dose was equally given as boluses within three meals, the remaining insulin was given as basal dose. Investigators titrated insulin doses on an individual-patient basis using the algorithm as before described39. When euglycemic control was achieved, treatments would remain unchanged for another 3 days. The treatment period required to achieve euglycemic control (the fasting capillary blood glucose was less than 6.1 mmol/L and capillary blood glucose at 2-hr after each of three meals was less than 8.0 mmol/L), were recorded for each subjects41,42. Changes in insulin doses following treatment were also analyzed.
All patients were subjected to 4-day retrospective CGM (Sof-sensor, CGMS-Gold, Medtronic Incorporated, Northridge, USA) in hospital by the specialist nurse after the completion of treatment. The CGM was performed by the study nurses, and the CGM data were saved by the investigator, as described previously9,37,43. During the CGM period, all subjects were instructed to maintain their usual physical activity and received meals consisting of a total daily caloric intake of 25 kcal/kg. The ratio of carbohydrate, proteins and fats was 55%, 17% and 28%, respectively.
The 24-hr mean glucose (MG), the SD, the CV, the MAGE, the incremental area under curve (AUC) of hyperglycemia (glucose >10.0 mmol/L) and hypoglycemia (glucose <3.9 mmol/L), the 2-hr postprandial after each meals, and the hourly BG were recorded and calculated. The β-cell function and insulin resistance were assessed by the homoeostasis model assessment B (HOMA-B) and HOMA-IR42,44. Matsuda Index45 and Insulinogenic Index46 were calculated as previously described.
The primary endpoints were differences in insulin doses and glycemic variations between groups at the completion of treatments. The times taken by the patients to achieve euglycemic control, the total daily insulin doses, the basal insulin doses, the bolus insulin doses, the hourly mean glucose concentrations, the 24-h BG and the AUC of hypoglycemia and hyperglycemia at the endpoint were also analyzed.
Statistical analysis
All data were normal distribution and were presented as the means ± SD. Statistical significance was determined by one-way analysis of variance (ANOVA), or two-way ANOVA for repeated measurements for the group comparisons, followed by Bonferroni-Dunn post hoc test. P < 0.05 was considered to be statistically significant. All of the statistical analyses were performed using the Statistical Product and Services Solutions (SPSS) package (Version 11.5, SPSS, Science, Chicago, USA).
References
Ilkova, H., Glaser, B., Tunckale, A., Bagriacik, N. & Cerasi, E. Induction of long-term glycemic control in newly diagnosed type 2 diabetic patients by transient intensive insulin treatment. Diabetes care 20, 1353–1356 (1997).
Ryan, E. A., Imes, S. & Wallace, C. Short-term intensive insulin therapy in newly diagnosed type 2 diabetes. Diabetes care 27, 1028–1032 (2004).
Retnakaran, R. & Drucker, D. J. Intensive insulin therapy in newly diagnosed type 2 diabetes. Lancet 371, 1725–1726, https://doi.org/10.1016/S0140-6736(08)60736-9 (2008).
Li, Y. et al. Induction of long-term glycemic control in newly diagnosed type 2 diabetic patients is associated with improvement of beta-cell function. Diabetes care 27, 2597–2602 (2004).
Chen, A. et al. Attitudes toward diabetes affect maintenance of drug-free remission in patients with newly diagnosed type 2 diabetes after short-term continuous subcutaneous insulin infusion treatment. Diabetes care 35, 474–481, https://doi.org/10.2337/dc11-1638 (2012).
Zinman, B., Tildesley, H., Chiasson, J. L., Tsui, E. & Strack, T. Insulin lispro in CSII: results of a double-blind crossover study. Diabetes 46, 440–443 (1997).
Melki, V. et al. Improvement of HbA1c and blood glucose stability in IDDM patients treated with lispro insulin analog in external pumps. Diabetes care 21, 977–982 (1998).
Reznik, Y. et al. Insulin pump treatment compared with multiple daily injections for treatment of type 2 diabetes (OpT2mise): a randomised open-label controlled trial. Lancet 384, 1265–1272, https://doi.org/10.1016/S0140-6736(14)61037-0 (2014).
Li, F. F. et al. Blood Glucose Fluctuations in Type 2 Diabetes Patients Treated with Multiple Daily Injections. Journal of diabetes research 2016, 1028945, https://doi.org/10.1155/2016/1028945 (2016).
Nathan, D. M. et al. Translating the A1C assay into estimated average glucose values. Diabetes care 31, 1473–1478, https://doi.org/10.2337/dc08-0545 (2008).
Del Prato, S. In search of normoglycaemia in diabetes: controlling postprandial glucose. Int J Obes Relat Metab Disord 26(Suppl 3), S9–17, https://doi.org/10.1038/sj.ijo.0802172 (2002).
Monnier, L. et al. Activation of oxidative stress by acute glucose fluctuations compared with sustained chronic hyperglycemia in patients with type 2 diabetes. Jama 295, 1681–1687, https://doi.org/10.1001/jama.295.14.1681 (2006).
Rodbard, D. et al. Improved quality of glycemic control and reduced glycemic variability with use of continuous glucose monitoring. Diabetes technology & therapeutics 11, 717–723, https://doi.org/10.1089/dia.2009.0077 (2009).
Fabris, C. et al. Glucose variability indices in type 1 diabetes: parsimonious set of indices revealed by sparse principal component analysis. Diabetes technology & therapeutics 16, 644–652, https://doi.org/10.1089/dia.2013.0252 (2014).
Fabris, C. et al. Parsimonious Description of Glucose Variability in Type 2 Diabetes by Sparse Principal Component Analysis. Journal of diabetes science and technology 10, 119–124, https://doi.org/10.1177/1932296815596173 (2015).
Rodbard, D. New and improved methods to characterize glycemic variability using continuous glucose monitoring. Diabetes technology & therapeutics 11, 551–565, https://doi.org/10.1089/dia.2009.0015 (2009).
Salkind, S. J., Huizenga, R., Fonda, S. J., Walker, M. S. & Vigersky, R. A. Glycemic variability in nondiabetic morbidly obese persons: results of an observational study and review of the literature. Journal of diabetes science and technology 8, 1042–1047, https://doi.org/10.1177/1932296814537039 (2014).
Rodbard, D. Increased glycemic variability at the onset and during progression of type 2 diabetes-commentary. Diabetes technology & therapeutics 15, 445–447, https://doi.org/10.1089/dia.2013.0146 (2013).
Rodbard, D. Clinical interpretation of indices of quality of glycemic control and glycemic variability. Postgrad Med 123, 107–118, https://doi.org/10.3810/pgm.2011.07.2310 (2011).
Rodbard, D. Interpretation of continuous glucose monitoring data: glycemic variability and quality of glycemic control. Diabetes technology & therapeutics 11(Suppl 1), S55–67, https://doi.org/10.1089/dia.2008.0132 (2009).
Meyer, L. et al. The benefits of metformin therapy during continuous subcutaneous insulin infusion treatment of type 1 diabetic patients. Diabetes care 25, 2153–2158 (2002).
Giugliano, D. et al. Metformin for obese, insulin-treated diabetic patients: improvement in glycaemic control and reduction of metabolic risk factors. Eur J Clin Pharmacol 44, 107–112 (1993).
Robinson, A. C., Burke, J., Robinson, S., Johnston, D. G. & Elkeles, R. S. The effects of metformin on glycemic control and serum lipids in insulin-treated NIDDM patients with suboptimal metabolic control. Diabetes care 21, 701–705 (1998).
Yu, J. G., Kruszynska, Y. T., Mulford, M. I. & Olefsky, J. M. A comparison of troglitazone and metformin on insulin requirements in euglycemic intensively insulin-treated type 2 diabetic patients. Diabetes 48, 2414–2421 (1999).
Inzucchi, S. E. et al. Efficacy and metabolic effects of metformin and troglitazone in type II diabetes mellitus. N Engl J Med 338, 867–872, https://doi.org/10.1056/NEJM199803263381303 (1998).
Huang, Z. et al. Short-term continuous subcutaneous insulin infusion combined with insulin sensitizers rosiglitazone, metformin, or antioxidant alpha-lipoic acid in patients with newly diagnosed type 2 diabetes mellitus. Diabetes technology & therapeutics 15, 859–869, https://doi.org/10.1089/dia.2013.0013 (2013).
Ma, Z., Chen, R., Liu, Y., Yu, P. & Chen, L. Effect of liraglutide vs. NPH in combination with metformin on blood glucose fluctuations assessed using continuous glucose monitoring in patients with newly diagnosed type 2 diabetes. Int J Clin Pharmacol Ther 53, 933–939, https://doi.org/10.5414/CP202415 (2015).
Li, F. F. et al. Young onset type 2 diabetic patients might be more sensitive to metformin compared to late onset type 2 diabetic patients. Scientific reports 7, 16382, https://doi.org/10.1038/s41598-017-16658-x (2017).
Li, F. F. et al. Features of glycemic variations in drug naive type 2 diabetic patients with different HbA1c values. Scientific reports 7, 1583, https://doi.org/10.1038/s41598-017-01719-y (2017).
Li, F. F. et al. Continuous Glucose Monitoring in Newly Diagnosed Type 2 Diabetes Patients Reveals a Potential Risk of Hypoglycemia in Older Men. Journal of diabetes research 2017, 2740372, https://doi.org/10.1155/2017/2740372 (2017).
Monnier, L., Colette, C. & Owens, D. R. Glycemic variability: the third component of the dysglycemia in diabetes. Is it important? How to measure it? Journal of diabetes science and technology 2, 1094–1100 (2008).
Ceriello, A. & Ihnat, M. A. ‘Glycaemic variability’: a new therapeutic challenge in diabetes and the critical care setting. Diabet Med 27, 862–867, https://doi.org/10.1111/j.1464-5491.2010.02967.x (2010).
Carroll, M. F., Hardy, K. J., Burge, M. R. & Schade, D. S. Frequency of the dawn phenomenon in type 2 diabetes: implications for diabetes therapy. Diabetes technology & therapeutics 4, 595–605, https://doi.org/10.1089/152091502320798213 (2002).
Neel, J. V. Diabetes mellitus: a “thrifty” genotype rendered detrimental by “progress”? Am J Hum Genet 14, 353–362 (1962).
Yabe, D., Seino, Y., Fukushima, M. & Seino, S. beta cell dysfunction versus insulin resistance in the pathogenesis of type 2 diabetes in East Asians. Current diabetes reports 15, 602, https://doi.org/10.1007/s11892-015-0602-9 (2015).
Ntuk, U. E., Gill, J. M., Mackay, D. F., Sattar, N. & Pell, J. P. Ethnic-specific obesity cutoffs for diabetes risk: cross-sectional study of 490,288 UK biobank participants. Diabetes care 37, 2500–2507, https://doi.org/10.2337/dc13-2966 (2014).
Li, F. F. et al. Influence of Acarbose on Plasma Glucose Fluctuations in Insulin-Treated Patients with Type 2 Diabetes: A Pilot Study. Int J Endocrinol 2015, 903524, https://doi.org/10.1155/2015/903524 (2015).
Li, F. F. et al. Effects of saxagliptin add-on therapy to insulin on blood glycemic fluctuations in patients with type 2 diabetes: A randomized, control, open-labeled trial. Medicine 95, e5229, https://doi.org/10.1097/MD.0000000000005229 (2016).
Li, F. F. et al. Exenatide Add-on to Continuous Subcutaneous Insulin Infusion Therapy Reduces Bolus Insulin Doses in Patients with Type 2 Diabetes: A Randomized, Controlled, Open-LabelTrial. Diabetes therapy: research, treatment and education of diabetes and related disorders, https://doi.org/10.1007/s13300-016-0222-7 (2016).
Li, F. F. et al. Influence of Dapagliflozin on Glycemic Variations in Patients with Newly Diagnosed Type 2 Diabetes Mellitus. Journal of diabetes research 2016, 5347262, https://doi.org/10.1155/2016/5347262 (2016).
Schnell, O., Mertes, G. & Standl, E. Acarbose and metabolic control in patients with type 2 diabetes with newly initiated insulin therapy. Diabetes, obesity & metabolism 9, 853–858, https://doi.org/10.1111/j.1463-1326.2006.00666.x (2007).
Weng, J. et al. Effect of intensive insulin therapy on beta-cell function and glycaemic control in patients with newly diagnosed type 2 diabetes: a multicentre randomised parallel-group trial. Lancet 371, 1753–1760, https://doi.org/10.1016/S0140-6736(08)60762-X (2008).
Zhou, J. et al. Reference values for continuous glucose monitoring in Chinese subjects. Diabetes care 32, 1188–1193, https://doi.org/10.2337/dc09-0076 (2009).
Matthews, D. R. et al. Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia 28, 412–419 (1985).
Matsuda, M. & DeFronzo, R. A. Insulin sensitivity indices obtained from oral glucose tolerance testing: comparison with the euglycemic insulin clamp. Diabetes care 22, 1462–1470 (1999).
Seltzer, H. S., Allen, E. W., Herron, A. L. Jr. & Brennan, M. T. Insulin secretion in response to glycemic stimulus: relation of delayed initial release to carbohydrate intolerance in mild diabetes mellitus. J Clin Invest 46, 323–335, https://doi.org/10.1172/JCI105534 (1967).
Acknowledgements
This research was funded by Science and Technology Support Program of Jiangsu Province (CN) (No. BL2014010), the National Natural Science Foundation of China (No. 81500606), the Jiangsu provincial scientific project (SBK2015042970) and Project funded by China Postdoctoral Science Foundation (2015M581829).
Author information
Authors and Affiliations
Contributions
J.H.M., X.F. Su. and L.Y. contributed to the conception and design of the study. F.F.L., B.L.L., G.P.Y., R.N.Y., D.F.Z., and J.D.W. contributed to the Conduct/data collection. B.L.L., G.P.Y. and J.D.W. contributed to data analysis. F.F.L. contributed to manuscript writing. J.H.M., X.F. Su. and L.Y. final approval of the manuscript.
Corresponding author
Ethics declarations
Competing Interests
The authors declare no competing interests.
Additional information
Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Li, Ff., Liu, Bl., Yin, Gp. et al. Metformin add-on continuous subcutaneous insulin infusion on precise insulin doses in patients with type 2 diabetes. Sci Rep 8, 9713 (2018). https://doi.org/10.1038/s41598-018-27950-9
Received:
Accepted:
Published:
DOI: https://doi.org/10.1038/s41598-018-27950-9
This article is cited by
-
Glycemic Control in Hospitalized Stroke Patients: A Review
Current Diabetes Reports (2021)
Comments
By submitting a comment you agree to abide by our Terms and Community Guidelines. If you find something abusive or that does not comply with our terms or guidelines please flag it as inappropriate.