Managing DIabetes Remission After Combined Therapy in EarLy Stage of DiabetEs

NCT ID: NCT04271189

Last Updated: 2025-03-18

Study Results

Results pending

The study team has not published outcome measurements, participant flow, or safety data for this trial yet. Check back later for updates.

Basic Information

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Recruitment Status

COMPLETED

Clinical Phase

PHASE3

Total Enrollment

108 participants

Study Classification

INTERVENTIONAL

Study Start Date

2020-09-01

Study Completion Date

2024-12-31

Brief Summary

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Epidemiologic, social and economic burdens of type 2 diabetes mellitus (T2DM) keep rising worldwide. Implementation of T2DM preventive trategies is lagging behind. Metabolic surgery, very low calorie diet can induce T2DM remission, but so far for few patients. The investigators will assess the efficacy to cause T2DM remission (primary end point) and direct costs to the National Health System of a 4-month polychemotherapy (metformin+pioglitazone+sitagliptin+empagliflozin) regimen vs standard care in patients with newly diagnosed T2DM by an open label, pragmatic RCT. Mechanisms of action will be investigated in a sub-cohort by a prolonged OGTT plus dual tracer technique and modeling of beta cell function.

If proved efficacious in this proof-of-concept study and inducer of durable remission in the future, T2DM polychemotherapy will turn out to be a convenient, relatively unexpensive strategy to restrain prevalence of T2DM and its complications and to alleviate its personal, social and economic burden.

Detailed Description

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Hypothesis: at diagnosis of T2DM, a 4 month course of oral polychemotherapy (POLYCHEM), by engaging multiple glucose lowering mechanisms, results into euglycemia and, after suspension, in T2DM remission in a clinically significant higher number of patients when compared to standard diabetes care (SDC).

* Diabetes remission: simultaneous nondiabetic values of fasting glucose, 2-hour glucose (after OGTT) and HbA1c for at least 12 months with no pharmacologic/surgical treatment of diabetes.
* Complete remission: all values of fasting glucose, 2-hour glucose and HbA1c are within the limits of normal glucose regulation; otherwise, remission is partial.
* Hyperglycemia remission as in diabetes remission, but duration\<12 months.

Based on the "Consensus Report: Definition and Interpretation of Remission in Type 2 Diabetes" published on Diabetes Care 2021;44(10):2438-2444, remission should be defined as a return of HbA1c to \<6.5% (\<48 mmol/mol) that occurs spontaneously or following an intervention and that persists for at least 3 months in the absence of usual glucose-lowering pharmacotherapy.

A POLYCHEM (metformin, pioglitazone, sitagliptin and empagliflozin) will be used to improve:

1. Insulin sensitivity of endogenous glucose output (EGO) and peripheral (muscle) glucose uptake (PGU);
2. Beta cell function;
3. GLP-1 and GIP bioavailability. To these effects, the direct glycosuric action of EMPA is added; EMPA effects on alpha cell and liver (increased glucagon secretion and EGO), may be, at least in part, counterbalanced by SITA and MET/PIO, respectively. Increased heart failure events with PIO may be, at least in part, counteracted by EMPA.

In many patients POLYCHEM should result in stable euglycemia, with negligible risk of hypoglycemia, and the number of patients in T2DM remission should be much higher than with MET+SU. The underpinning is that euglycemia reverses the detrimental effects of glucose toxicity and glucose regulation can be maintained in the nondiabetic range.

If the invesigators hypothesis is proved, POLYCHEM would be a convenient, simple and relatively unexpensive strategy to induce remission in a great number of patients with newly diagnosed T2DM. Novel, more efficacious goals of therapy could be introduced. Duration of remission is expected to delay the processes which result into the T2DM related risk of tissue damage. At the patient acceptance level, the trade off between the full T2DM burden (diabetes, its care and the risk of its complications) and the risk of T2DM relapse should favor the latter. At the society level, achieving a durable remission in a substantial number of these patients should attenuate, or even annull, the rises in prevalence, burden and tolls of "active" T2DM.

Patients with newly diagnosed (i.e. less than 6 months) T2DM will be recruited in the Diabetes Outpatient Clinics and will provide informed written consent before participation. After a screening visit (V0), patients will be randomized 1:1, with center stratification through web-based data collection (eCRF), to receive POLYCHEM or SDC with standard lifestyle intervention in both.

In both arms, patients will undergo planned visits at week 0 (V1), week 16 (V2), and week 28 (V3), after at least 3 days of drug washout. Patients will perform weekly a 6-point home blood glucose profile. Between week 17 and week 28, if a patient in hyperglycemia remission relapses, V3 will be anticipated (V3B), after which the patient will be treated as in SDC and will be re-evaluated at week 28 .

Visit procedures:

* V0: assessment of patient eligibility , including medical history, physical examination, and lab exams, if needed.
* V0S: between V0 and V1; signature of informed written consent and randomization.
* V1, V2, V3 and V3B: assessment of anthropometry, ambulatory blood pressure and heart rate, WBC, fasting glucose, HbA1c, lipids, AST, ALT, creatinine, lipase, urine analysis, microalbuminuria, insulin, C-peptide, glucagon, GLP-1, GIP, quality of life (QoL), and, only in V1, blood for DNA collection (the last for post hoc studies).

POLYCHEM-ARM: After V1, patients will start POLYCHEM (MET titrated to 1000 mg b.i.d., PIO 15 mg b.i.d., SITA 100 mg q.d., EMPA 10 mg q.d.) for 16 weeks, at the end of which (V2) patients in hyperglycemia remission stop drug therapy, the others are transferred to SDC. Patients with MET intolerance will be treated with PIO+SITA+EMPA only.

SDC-ARM: After V1, patients will continue their SDC for 16 weeks, at the end of which (V2) patients in hyperglycemia remission stop drug therapy, the others continue SDC.

Conditions

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Newly Diagnosed Type 2 Diabetes

Study Design

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Allocation Method

RANDOMIZED

Intervention Model

PARALLEL

Multicenter, open label pragmatic phase IIb/III RCT with a duration of 3 years
Primary Study Purpose

TREATMENT

Blinding Strategy

NONE

Study Groups

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POLYCHEM

Metformin (extended release), Pioglitazone, Sitagliptin and Empaglifozin.

Group Type EXPERIMENTAL

Metformin-Sitagliptin-Empaglifozin-Pioglitazone

Intervention Type DRUG

1000 mg metformin (extended release) b.i.d., pioglitazone 15 mg b.i.d., sitagliptin 100 mg q.d., empaglifozin 10 mg q.d..

STANDARD CARE

Standard of care according to the local health service.

Group Type ACTIVE_COMPARATOR

Standard of care

Intervention Type DRUG

Usual medical care to treat diabetes.

Interventions

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Metformin-Sitagliptin-Empaglifozin-Pioglitazone

1000 mg metformin (extended release) b.i.d., pioglitazone 15 mg b.i.d., sitagliptin 100 mg q.d., empaglifozin 10 mg q.d..

Intervention Type DRUG

Standard of care

Usual medical care to treat diabetes.

Intervention Type DRUG

Other Intervention Names

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POLYCHEM SDC

Eligibility Criteria

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Inclusion Criteria

* Age 35-75 years;
* HbA1c \<= 10.0% (86 mmol/mol);
* T2DM diagnosis (\< 6 months)
* BMI\>=23 and \<=40 kg/m2
* Fasting C-peptide \> 0.3 nmol/l;
* GAD-antibody negative.

Exclusion Criteria

* Diagnosis of type 1 diabetes;
* History of cancer in the previous 5 years;
* Multiple daily insulin treatment;
* Acute cardiovascular event within the previous 6 months;
* Chronic heart failure;
* eGFR \< 45 ml.min-1.1.73 m2 according to the MDRD formula;
* Women of child bearing potential with no use of acceptable contraception;
* Presence of diabetic retinopathy;
* Contraindications to the use of any drug of POLYCHEM.
Minimum Eligible Age

35 Years

Maximum Eligible Age

75 Years

Eligible Sex

ALL

Accepts Healthy Volunteers

No

Sponsors

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Azienda Ospedaliero-Universitaria di Parma

OTHER

Sponsor Role lead

Responsible Party

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Riccardo Bonadonna

Director of Endocrinology Unit

Responsibility Role PRINCIPAL_INVESTIGATOR

Principal Investigators

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Riccardo Bonadonna, MD

Role: PRINCIPAL_INVESTIGATOR

Azienda Ospedaliero-Universitaria di Parma

Locations

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Azienda Ospedaliero Universitaria di Parma

Parma, Parma, Italy

Site Status

Countries

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Italy

References

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Gregg EW, Li Y, Wang J, Burrows NR, Ali MK, Rolka D, Williams DE, Geiss L. Changes in diabetes-related complications in the United States, 1990-2010. N Engl J Med. 2014 Apr 17;370(16):1514-23. doi: 10.1056/NEJMoa1310799.

Reference Type BACKGROUND
PMID: 24738668 (View on PubMed)

American Diabetes Association. 4. Prevention or Delay of Type 2 Diabetes. Diabetes Care. 2016 Jan;39 Suppl 1:S36-8. doi: 10.2337/dc16-S007. No abstract available.

Reference Type BACKGROUND
PMID: 26696678 (View on PubMed)

Alouki K, Delisle H, Bermudez-Tamayo C, Johri M. Lifestyle Interventions to Prevent Type 2 Diabetes: A Systematic Review of Economic Evaluation Studies. J Diabetes Res. 2016;2016:2159890. doi: 10.1155/2016/2159890. Epub 2016 Jan 13.

Reference Type BACKGROUND
PMID: 26885527 (View on PubMed)

Aziz Z, Absetz P, Oldroyd J, Pronk NP, Oldenburg B. A systematic review of real-world diabetes prevention programs: learnings from the last 15 years. Implement Sci. 2015 Dec 15;10:172. doi: 10.1186/s13012-015-0354-6.

Reference Type BACKGROUND
PMID: 26670418 (View on PubMed)

Knowler WC, Barrett-Connor E, Fowler SE, Hamman RF, Lachin JM, Walker EA, Nathan DM; Diabetes Prevention Program Research Group. Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin. N Engl J Med. 2002 Feb 7;346(6):393-403. doi: 10.1056/NEJMoa012512.

Reference Type BACKGROUND
PMID: 11832527 (View on PubMed)

Tuomilehto J, Lindstrom J, Eriksson JG, Valle TT, Hamalainen H, Ilanne-Parikka P, Keinanen-Kiukaanniemi S, Laakso M, Louheranta A, Rastas M, Salminen V, Uusitupa M; Finnish Diabetes Prevention Study Group. Prevention of type 2 diabetes mellitus by changes in lifestyle among subjects with impaired glucose tolerance. N Engl J Med. 2001 May 3;344(18):1343-50. doi: 10.1056/NEJM200105033441801.

Reference Type BACKGROUND
PMID: 11333990 (View on PubMed)

Li G, Zhang P, Wang J, Gregg EW, Yang W, Gong Q, Li H, Li H, Jiang Y, An Y, Shuai Y, Zhang B, Zhang J, Thompson TJ, Gerzoff RB, Roglic G, Hu Y, Bennett PH. The long-term effect of lifestyle interventions to prevent diabetes in the China Da Qing Diabetes Prevention Study: a 20-year follow-up study. Lancet. 2008 May 24;371(9626):1783-9. doi: 10.1016/S0140-6736(08)60766-7.

Reference Type BACKGROUND
PMID: 18502303 (View on PubMed)

DeFronzo RA, Tripathy D, Schwenke DC, Banerji M, Bray GA, Buchanan TA, Clement SC, Henry RR, Hodis HN, Kitabchi AE, Mack WJ, Mudaliar S, Ratner RE, Williams K, Stentz FB, Musi N, Reaven PD; ACT NOW Study. Pioglitazone for diabetes prevention in impaired glucose tolerance. N Engl J Med. 2011 Mar 24;364(12):1104-15. doi: 10.1056/NEJMoa1010949.

Reference Type BACKGROUND
PMID: 21428766 (View on PubMed)

Carlsson LM, Peltonen M, Ahlin S, Anveden A, Bouchard C, Carlsson B, Jacobson P, Lonroth H, Maglio C, Naslund I, Pirazzi C, Romeo S, Sjoholm K, Sjostrom E, Wedel H, Svensson PA, Sjostrom L. Bariatric surgery and prevention of type 2 diabetes in Swedish obese subjects. N Engl J Med. 2012 Aug 23;367(8):695-704. doi: 10.1056/NEJMoa1112082.

Reference Type BACKGROUND
PMID: 22913680 (View on PubMed)

Schauer PR, Mingrone G, Ikramuddin S, Wolfe B. Clinical Outcomes of Metabolic Surgery: Efficacy of Glycemic Control, Weight Loss, and Remission of Diabetes. Diabetes Care. 2016 Jun;39(6):902-11. doi: 10.2337/dc16-0382.

Reference Type BACKGROUND
PMID: 27222548 (View on PubMed)

Lim EL, Hollingsworth KG, Aribisala BS, Chen MJ, Mathers JC, Taylor R. Reversal of type 2 diabetes: normalisation of beta cell function in association with decreased pancreas and liver triacylglycerol. Diabetologia. 2011 Oct;54(10):2506-14. doi: 10.1007/s00125-011-2204-7. Epub 2011 Jun 9.

Reference Type BACKGROUND
PMID: 21656330 (View on PubMed)

Sattar N. Revisiting the links between glycaemia, diabetes and cardiovascular disease. Diabetologia. 2013 Apr;56(4):686-95. doi: 10.1007/s00125-012-2817-5. Epub 2013 Jan 27.

Reference Type BACKGROUND
PMID: 23354123 (View on PubMed)

Buse JB, Caprio S, Cefalu WT, Ceriello A, Del Prato S, Inzucchi SE, McLaughlin S, Phillips GL 2nd, Robertson RP, Rubino F, Kahn R, Kirkman MS. How do we define cure of diabetes? Diabetes Care. 2009 Nov;32(11):2133-5. doi: 10.2337/dc09-9036. No abstract available.

Reference Type BACKGROUND
PMID: 19875608 (View on PubMed)

Weng J, Li Y, Xu W, Shi L, Zhang Q, Zhu D, Hu Y, Zhou Z, Yan X, Tian H, Ran X, Luo Z, Xian J, Yan L, Li F, Zeng L, Chen Y, Yang L, Yan S, Liu J, Li M, Fu Z, Cheng H. 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. 2008 May 24;371(9626):1753-60. doi: 10.1016/S0140-6736(08)60762-X.

Reference Type BACKGROUND
PMID: 18502299 (View on PubMed)

Sosnowski C, Janeczko-Sosnowska E. [Commentary to the article: Kahn SE, Haffner SM, Heise MA, et al. ADOPT Study Group. Glycemic durability of rosiglitazone, metformin, or glyburide monotherapy. N Engl J Med 2006; 355: 2427-43]. Kardiol Pol. 2007 Feb;65(2):214-6; discussion 216-7. No abstract available. Polish.

Reference Type BACKGROUND
PMID: 17366371 (View on PubMed)

Kahn SE, Cooper ME, Del Prato S. Pathophysiology and treatment of type 2 diabetes: perspectives on the past, present, and future. Lancet. 2014 Mar 22;383(9922):1068-83. doi: 10.1016/S0140-6736(13)62154-6. Epub 2013 Dec 3.

Reference Type BACKGROUND
PMID: 24315620 (View on PubMed)

Ferrannini E, Muscelli E, Frascerra S, Baldi S, Mari A, Heise T, Broedl UC, Woerle HJ. Metabolic response to sodium-glucose cotransporter 2 inhibition in type 2 diabetic patients. J Clin Invest. 2014 Feb;124(2):499-508. doi: 10.1172/JCI72227. Epub 2014 Jan 27.

Reference Type BACKGROUND
PMID: 24463454 (View on PubMed)

Muscelli E, Casolaro A, Gastaldelli A, Mari A, Seghieri G, Astiarraga B, Chen Y, Alba M, Holst J, Ferrannini E. Mechanisms for the antihyperglycemic effect of sitagliptin in patients with type 2 diabetes. J Clin Endocrinol Metab. 2012 Aug;97(8):2818-26. doi: 10.1210/jc.2012-1205. Epub 2012 Jun 8.

Reference Type BACKGROUND
PMID: 22685234 (View on PubMed)

Basu R, Shah P, Basu A, Norby B, Dicke B, Chandramouli V, Cohen O, Landau BR, Rizza RA. Comparison of the effects of pioglitazone and metformin on hepatic and extra-hepatic insulin action in people with type 2 diabetes. Diabetes. 2008 Jan;57(1):24-31. doi: 10.2337/db07-0827. Epub 2007 Oct 3.

Reference Type BACKGROUND
PMID: 17914032 (View on PubMed)

Dormandy JA, Charbonnel B, Eckland DJ, Erdmann E, Massi-Benedetti M, Moules IK, Skene AM, Tan MH, Lefebvre PJ, Murray GD, Standl E, Wilcox RG, Wilhelmsen L, Betteridge J, Birkeland K, Golay A, Heine RJ, Koranyi L, Laakso M, Mokan M, Norkus A, Pirags V, Podar T, Scheen A, Scherbaum W, Schernthaner G, Schmitz O, Skrha J, Smith U, Taton J; PROactive Investigators. Secondary prevention of macrovascular events in patients with type 2 diabetes in the PROactive Study (PROspective pioglitAzone Clinical Trial In macroVascular Events): a randomised controlled trial. Lancet. 2005 Oct 8;366(9493):1279-89. doi: 10.1016/S0140-6736(05)67528-9.

Reference Type BACKGROUND
PMID: 16214598 (View on PubMed)

Zinman B, Wanner C, Lachin JM, Fitchett D, Bluhmki E, Hantel S, Mattheus M, Devins T, Johansen OE, Woerle HJ, Broedl UC, Inzucchi SE; EMPA-REG OUTCOME Investigators. Empagliflozin, Cardiovascular Outcomes, and Mortality in Type 2 Diabetes. N Engl J Med. 2015 Nov 26;373(22):2117-28. doi: 10.1056/NEJMoa1504720. Epub 2015 Sep 17.

Reference Type BACKGROUND
PMID: 26378978 (View on PubMed)

Fonseca V, Staels B, Morgan JD 2nd, Shentu Y, Golm GT, Johnson-Levonas AO, Kaufman KD, Goldstein BJ, Steinberg H. Efficacy and safety of sitagliptin added to ongoing metformin and pioglitazone combination therapy in a randomized, placebo-controlled, 26-week trial in patients with type 2 diabetes. J Diabetes Complications. 2013 Mar-Apr;27(2):177-83. doi: 10.1016/j.jdiacomp.2012.09.007. Epub 2012 Oct 30.

Reference Type BACKGROUND
PMID: 23116881 (View on PubMed)

Kovacs CS, Seshiah V, Merker L, Christiansen AV, Roux F, Salsali A, Kim G, Stella P, Woerle HJ, Broedl UC; EMPA-REG EXTEND PIO investigators. Empagliflozin as Add-on Therapy to Pioglitazone With or Without Metformin in Patients With Type 2 Diabetes Mellitus. Clin Ther. 2015 Aug;37(8):1773-88.e1. doi: 10.1016/j.clinthera.2015.05.511. Epub 2015 Jun 29.

Reference Type BACKGROUND
PMID: 26138864 (View on PubMed)

Trombetta M, Dauriz M, Bonetti S, Travia D, Boselli L, Santi L, Bonora E, Bonadonna RC. Is common genetic variation at IRS1, ENPP1 and TRIB3 loci associated with cardiometabolic phenotypes in type 2 diabetes? An exploratory analysis of the Verona Newly Diagnosed Type 2 Diabetes Study (VNDS) 5. Nutr Metab Cardiovasc Dis. 2016 Mar;26(3):232-8. doi: 10.1016/j.numecd.2016.01.002. Epub 2016 Jan 14.

Reference Type BACKGROUND
PMID: 26868433 (View on PubMed)

Zwarenstein M, Treweek S, Gagnier JJ, Altman DG, Tunis S, Haynes B, Oxman AD, Moher D; CONSORT group; Pragmatic Trials in Healthcare (Practihc) group. Improving the reporting of pragmatic trials: an extension of the CONSORT statement. BMJ. 2008 Nov 11;337:a2390. doi: 10.1136/bmj.a2390.

Reference Type BACKGROUND
PMID: 19001484 (View on PubMed)

Apolone G, Mosconi P. The Italian SF-36 Health Survey: translation, validation and norming. J Clin Epidemiol. 1998 Nov;51(11):1025-36. doi: 10.1016/s0895-4356(98)00094-8.

Reference Type BACKGROUND
PMID: 9817120 (View on PubMed)

Trento M, Passera P, Borgo E, Tomalino M, Bajardi M, Cavallo F, Porta M. A 5-year randomized controlled study of learning, problem solving ability, and quality of life modifications in people with type 2 diabetes managed by group care. Diabetes Care. 2004 Mar;27(3):670-5. doi: 10.2337/diacare.27.3.670.

Reference Type BACKGROUND
PMID: 14988283 (View on PubMed)

Matthews DR, Hosker JP, Rudenski AS, Naylor BA, Treacher DF, Turner RC. Homeostasis model assessment: insulin resistance and beta-cell function from fasting plasma glucose and insulin concentrations in man. Diabetologia. 1985 Jul;28(7):412-9. doi: 10.1007/BF00280883.

Reference Type BACKGROUND
PMID: 3899825 (View on PubMed)

Bonadonna RC, Heise T, Arbet-Engels C, Kapitza C, Avogaro A, Grimsby J, Zhi J, Grippo JF, Balena R. Piragliatin (RO4389620), a novel glucokinase activator, lowers plasma glucose both in the postabsorptive state and after a glucose challenge in patients with type 2 diabetes mellitus: a mechanistic study. J Clin Endocrinol Metab. 2010 Nov;95(11):5028-36. doi: 10.1210/jc.2010-1041. Epub 2010 Aug 25.

Reference Type BACKGROUND
PMID: 20739378 (View on PubMed)

Daniele G, Gaggini M, Comassi M, Bianchi C, Basta G, Dardano A, Miccoli R, Mari A, Gastaldelli A, Del Prato S. Glucose Metabolism in High-Risk Subjects for Type 2 Diabetes Carrying the rs7903146 TCF7L2 Gene Variant. J Clin Endocrinol Metab. 2015 Aug;100(8):E1160-7. doi: 10.1210/jc.2015-1172. Epub 2015 Jun 5.

Reference Type BACKGROUND
PMID: 26046964 (View on PubMed)

Nadalini L, Zenti MG, Masotto L, Indelicato L, Fainelli G, Bonora F, Battistoni M, Romani B, Genna M, Zoppini G, Bonora E. Improved quality of life after bariatric surgery in morbidly obese patients. Interdisciplinary group of bariatric surgery of Verona (G.I.C.O.V.). G Chir. 2014 Jul-Aug;35(7-8):161-4.

Reference Type BACKGROUND
PMID: 25174289 (View on PubMed)

Riddle MC, Cefalu WT, Evans PH, Gerstein HC, Nauck MA, Oh WK, Rothberg AE, le Roux CW, Rubino F, Schauer P, Taylor R, Twenefour D. Consensus Report: Definition and Interpretation of Remission in Type 2 Diabetes. Diabetes Care. 2021 Aug 30;44(10):2438-44. doi: 10.2337/dci21-0034. Online ahead of print.

Reference Type BACKGROUND
PMID: 34462270 (View on PubMed)

Other Identifiers

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2018-833-12

Identifier Type: -

Identifier Source: org_study_id

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