What this is
- This research analyzes the safety profile of tirzepatide (TZP) using the FDA Reporting System (FAERS) database.
- The focus is on gastrointestinal (GI) adverse events, diabetic retinopathy, pancreato-biliary disorders, and medullary thyroid cancer.
- Findings indicate that TZP has a safety profile comparable to glucagon-like peptide-1 receptor agonists (GLP-1RA) but with specific risks.
Essence
- Tirzepatide is linked to increased reporting of certain adverse events, particularly gastrointestinal issues and medullary thyroid cancer, but overall maintains a safety profile similar to GLP-1RA without heightened risk of pancreato-biliary disorders.
Key takeaways
- Tirzepatide (TZP) was associated with 20,409 reports, with 1432 unique events identified. Notably, 38% of these reports involved administration site complications.
- Disproportionate reporting was observed for gastrointestinal events, including nausea ( 4.01) and pancreatitis ( 3.63), indicating a higher incidence compared to other treatments.
- Compared to GLP-1RA, TZP showed a lower risk of diabetic retinopathy and pancreato-biliary adverse events, suggesting a more favorable safety profile in these areas.
Caveats
- The FAERS database relies on spontaneous reporting, which may not imply causation and can lead to incomplete data.
- Data on patient demographics, such as age and gender, were often missing, potentially affecting the interpretation of rates.
Definitions
- Adverse Event (AE): Any undesirable experience associated with the use of a medical product in a patient.
- Reporting Odds Ratio (ROR): A statistical measure used to determine the strength of association between an adverse event and a drug.
AI simplified
Introduction
Tirzepatide (TZP) is a dual glucose-dependent insulinotropic (GIP)/glucagon-like peptide-1 (GLP-1) receptor agonist approved by the Food and Drug Administration (FDA) for the management of diabetes since May 2022 and obesity since November 2023. In the latest version of the American Diabetes Associationâs Standard of Medical Care in Diabetes, TZP has been listed among the most efficacious drugs for achieving glucose- and/or body weight (BW)-lowering [1]. Furthermore, a recent network meta-analysis has showed TZP to be superior to other currently available incretin-based treatment strategies in reducing HbA1c [i.e. â0.40%, 95% CI (â0.66; â0.14) vs. iDegLira] and BW [i.e. â6.56 kg, 95% CI (â7.38; â5.73) vs. semaglutide 2 mg] [2]. Randomized controlled trials (RCT) have also shown the safety profile of TZP to be similar to that of GLP-1 receptor mono-agonists (GLP-1RA) and mainly characterized by gastrointestinal (GI) adverse events (AE) [3]. Of note, both RCT [4] and real-world studies [5] with GLP-1RA have arisen concerns on other AE, including pancreato-biliary disorders, diabetic retinopathy, and thyroid (especially medullary) cancer [5], while evidence on these issues is still scarce and inconclusive for TZP. A systematic review and meta-analysis of 9 RCT showed that the administration of TZP was associated with a similar risk of pancreatitis compared to basal insulin or placebo or selected GLP-1RA, while the risk of composite gallbladder or biliary diseases vs. basal insulin or placebo was found to be increased [6]. However, a very limited number of cases of pancreato-biliary AE were reported in the 9687 patients involved in the SURPASS program [7â15]. Also, very few cases of diabetic retinopathy and no cases of medullary thyroid cancer were detected [7â15].
The FDA Adverse Event Reporting System (FAERS) database is a publicly available repository for post-marketing surveillance of FDA-approved therapies, collecting manufacturer- or customer-initiated reports of AE, product quality complaints, and medication errors as coded using the Medical Dictionary for Regulatory Activities (MedDRA) terminology. Despite intrinsic limitations, analysis of real-world data such as those collected in the FAERS database may be informative and complement the information from RCT [16]. In this study, we aimed to investigate the real-world safety profile of TZP as depicted by the FAERS database, with a particular focus on GI and pancreato-biliary AE, diabetic retinopathy, and medullary thyroid cancer.
Research design and methods
OpenVigil 2.1-MedDRA-v24 and AERSMine [17] (data 2004Q1-2023Q3) were used to query FAERS. A positive signal of disproportionality was defined as a proportional reporting ratio (PRR) of 2 or greater, chi-squared of at least 4, and 3 or more cases according to Evansâ criteria [18]. The number of total AE and of AE fulfilling Evansâ criteria was extracted for TZP vs. all other drug. Then, in agreement with the MedDRA terminology, reports of AE identified by the preferred terms (PT) under the following high level terms (HLT) were retrieved: âgastrointestinal signs and symptoms necâ, âgastrointestinal disorders necâ, ânausea and vomiting symptomsâ, âdyspeptic signs and symptomsâ, âdiarrhoea (excl infective)â, âgastrointestinal atonic and hypomotility disorders necâ, âflatulence, bloating and distentionâ, âgastrointestinal and abdominal pains (excl oral and throat)â, âacute and chronic pancreatitisâ, âcholecystitis and cholelithiasisâ, âbile duct infections and inflammationsâ, âdiabetic complications ophthalmicâ, âthyroid neoplasmsâ, âthyroid disorders necâ (Supplementary Table 1). Automatic data deduplication is provided by the software and based on case and individual safety reports (ISR) numbers. The PRR and the reporting odds ratio (ROR) were extracted to assess the disproportionality reporting between cases and non-cases. The analysis of disproportionality allows to detect a higher reporting frequency of a certain adverse event with the investigated drug in comparison with a reference represented by the overall database or another specific drug [18]. Then, we repeated and restricted the search to reports indicating TZP as primary suspect drug for each AE with a positive signal of disproportionality at initial evaluation. Also, search was filtered for reports regarding female or male and adult (aged 18â65 years) or elderly (aged > 65 years) patients for all AE showing disproportionate reporting. The OpenVigil 2 Ă 2 contingency table (https://openvigil.pharmacology.uni-kiel.de/contingency-table-calculator.phpâ) was used to assess difference in AE reporting according to age or gender retrieving chi-squared values with Yatesâ correction, PRR and ROR. This tool was also used to assess differences in AE reporting in TZP users compared to patients on insulin ("insulin (human)" "insulin lispro" "insulin aspart" "insulin glulisine" "insulin glargine" "insulin detemir" "insulin degludec" "insulin icodec"), GLP-1RA (âexenatideâ, âlixisenatideâ, âliraglutideâ, âalbiglutideâ, âsemaglutideâ, âdulaglutideâ) as a group and individually, sodium-glucose cotransporter-2 inhibitors (SGLT-2i: âdapagliflozinâ, âcanagliflozinâ, âempagliflozinâ, âertugliflozinâ, âipragliflozinâ, âsotagliflozinâ, âluseogliflozinâ, âbexagliflozinâ), and metformin. Concomitant use of TZP was excluded. In addition, we performed a sensitivity analysis by excluding concomitant insulin or GLP-1RA use when comparing TZP with non-insulin and non-incretin-based treatments, respectively.
Figures were created with RStudio 2023.12.1 Build 402 (MacOS, Apple Silicon version), R 4.3.3 (2024-02-29) and R package ggplot 2 version 3.4.4.
Results
TZP was associated with a total of 20,409 reports related to 1432 AE, 116 of which fulfilled Evansâ criteria. Interestingly, 44 out of 116 (38%) AE concerned administration site and procedural complications [i.e., injection site injury, ROR 52.78, 95% confidence interval (CI) 45.75â60.89; incorrect dose administered, ROR 43.66, 95% CI 42.33â45.01], 20 (17%) GI disorders and 14 (12%) nutrition and metabolism disorders (i.e. âstarvationâ, ROR 41.57, 95% CI 27.22â63.48) (Supplementary Table 2).
Tirzepatide vs. all other drugs
With respect to the pre-specified HLT, 397 AE were classified as âgastrointestinal signs and symptoms necâ, 236 as âgastrointestinal disorders necâ, 2895 as ânausea and vomiting symptomsâ, 678 as âdyspeptic signs and symptomsâ, 1085 as âdiarrhoea (excl infective)â, 890 as âgastrointestinal atonic and hypomotility disorders necâ, 361 as âflatulence, bloating and distentionâ, 578 as âgastrointestinal and abdominal pains (excl oral and throat)â, 218 as âacute and chronic pancreatitisâ, 56 as âcholecystitis and cholelithiasisâ, 9 as âbile duct infections and inflammationsâ, 12 as âdiabetic complications ophthalmicâ, 20 as âthyroid neoplasmsâ, and 25 as âthyroid disorders necâ. Disproportionate reporting of several adverse GI events was detected. Specifically, âabdominal discomfortâ (ROR 2.20, 95% CI 1.97â2.45), âabdominal pain upperâ (ROR 2.25, 95% CI 2.04â2.49), âabdominal rigidityâ (ROR 3.39, 95% CI 1.61â7.13), âconstipationâ (ROR 4.12, 95% CI 3.81â4.45), âdiarrhoeaâ (ROR 2.15, 95% CI 2.02â2.29), âdyspepsiaâ (ROR 4.02, 95% CI 3.61â4.48), âearly satietyâ (ROR 2.96, 95% CI 1.23â7.13), âeructationâ (ROR 30.25, 95% CI 27.38â33.42), âflatulenceâ (ROR 4.31, 95% CI 3.75â4.96), âfood poisoningâ (ROR 3.59, 95% CI 2.12â6.07), âgastrooesophageal refluxâ (ROR 2.41, 95% CI 2.06â2.82), âgastrointestinal disorderâ (ROR 2.73, 95% CI 2.37â3.15), âimpaired gastric emptyingâ (ROR 13.3, 95% CI 10.7â16.7), âpancreatitisâ (ROR 3.63, 95% CI 3.15â4.19), âpancreatitis necrotisingâ (ROR 2.81, 95% CI 1.26â6.26), âbiliary colicâ (ROR 2.83, 95% CI 1.41â5.67), ânauseaâ (ROR 4.01, 95% CI 3.85â4.19), âvomitingâ (ROR 2.44, 95% CI 2.29â2.61) and âvomiting projectileâ (ROR 4.07, 95% CI 2.11â7.85) were all likely related to the administration of TZP according to Evansâ criteria (Fig. 1). A positive signal was also detected for âdiabetic retinopathyâ (ROR 4.13, 95% CI 2.34â7.29) among âdiabetic complications ophthalmicâ, and for âmedullary thyroid cancerâ (ROR 13.67, 95% CI 4.35â42.96) and âthyroid massâ (ROR 4.48, 95% CI 2.47â8.12) among âthyroid neoplasmsâ and âthyroid disorders necâ (Fig. 1). Such associations persisted after restricting the analysis to TZP as primary suspect, with the exception of âpancreatitis necrotisingâ (Supplementary Table 3). No signal for other gallbladder and biliary-related AE was found (i.e., ROR 1.69, 95% CI 1.05â2.72, for cholecystitis; ROR 1.35, 95% CI 0.98â1.87, for cholelithiasis).
Disproportionately reported adverse events (AE) of interest for tirzepatide vs. all other drugs in the FAERS database. The forest plot shows reporting odds ratios (ROR) with 95% confidence intervals for gastrointestinal, pancreato-biliary, eye-related, and thyroid-related AE for tirzepatide vs. control drugs
Safety of tirzepatide according to age and gender
A greater number of AE reports were submitted for females (13,845) than for males (3578). However, females displayed a lower risk of âabdominal discomfortâ, âdiarrhoeaâ, âeructationâ, âflatulenceâ, âgastrointestinal disorderâ, âpancreatitisâ, âbiliary colicâ and a greater risk of ânauseaâ compared to males (Fig. 2). Also, a greater number of AE reports were filed for individuals aged 18â65 years (6475) rather than above 65 years (896). Nonetheless, older patients exhibited a greater risk of âabdominal discomfortâ, âabdominal pain upperâ, âconstipationâ, âdiarrhoeaâ, âdyspepsiaâ, âflatulenceâ and âthyroid massâ occurrence (Fig. 3).
Reporting odds ratio (ROR) of adverse events (AE) of interest for tirzepatide vs. all other drugs in females vs. males. The forest plot shows ROR with 95% confidence intervals for gastrointestinal, pancreato-biliary, eye-related, and thyroid-related AE for tirzepatide vs. control drugs in females vs. males. A RORâ<â1.0 indicates a disproportional lower rate of AE among reports for females
Reporting odds ratio of adverse events (AE) of interest for tirzepatide vs. all other drugs in individuals agedâ>â65 vs. 18â65 years. The forest plot shows reporting odds ratios (ROR) with 95% confidence intervals for gastrointestinal, pancreato-biliary, eye-related, and thyroid-related AE for tirzepatide vs. control drugs in individuals agedâ>â65 years (old) vs. individuals aged 18â65 years (young). A RORâ<â1.0 indicates a disproportional lower rate of AE among reports for individuals agedâ>â65 years
Tirzepatide vs. GLP-1RA
When compared to GLP-1RA as a class, TZP displayed a lower risk of âabdominal discomfortâ, âabdominal pain upperâ, âgastrooesophageal reflux diseaseâ, ânauseaâ, âvomitingâ, âvomiting projectileâ, âpancreatitisâ, âpancreatitis necrotisingâ, âthyroid massâ and âdiabetic retinopathyâ and a greater risk of âconstipationâ, âeructationâ and âgastrointestinal disorderâ (Fig. 4A). The overall GI tolerability of TZP appeared to be greater than semaglutide (Fig. 4B) and worse than lixisenatide and albiglutide (Supplementary Figs. 1 and 2). Some differences in GI AE were also detected vs. exenatide, liraglutide, and dulaglutide, roughly in line with the observations regarding GLP-1RA as a class (Supplementary Figs. 3, 4, and 5). No difference in the risk of âbiliary colicâ was described between TZP and GLP-1RA, although TZP was associated with reduced occurrence of âcholecystitisâ, âcholecystitis acuteâ, âcholecystitis chronicâ and âcholelithiasisâ (Supplementary Table 4).
TZP was associated with a lower risk of âdiabetic retinopathyâ vs. GLP-1RA as a class, which persisted vs. lixisenatide, liraglutide, semaglutide and dulaglutide, and following restriction of the analysis to exclude patients on concomitant insulin treatment (Fig. 4A, B; Supplementary Figs. 1, 3, 4, and 5). Also, TZP and GLP-1RA displayed a similar risk of âmedullary thyroid cancerâ, yet with a lower risk for TZP vs. liraglutide and semaglutide.
Reporting odds ratio (ROR) of adverse events (AE) of interest for tirzepatide vs. all glucagon-like peptide-1 receptor agonists (GLP-1RA,), semaglutide (), insulin (), sodium-glucose cotransporter-2 inhibitors (SGLT-2i,). The forest plot shows ROR with 95% confidence intervals for gastrointestinal, pancreato-biliary, eye-related, and thyroid-related AE for tirzepatide vs. all GLP-1RA (), semaglutide (), insulin (), and SGLT-2i (). A RORâ<â1.0 indicates a disproportional lower rate of AE among reports for tirzepatide A B C D A B C D
Tirzepatide vs. insulin and SGLT-2i
As expected, TZP was associated with a greater risk of GI AE vs. insulin and SGLT-2i (Fig. 4C, D). Notably, no disproportionate reporting of âpancreatitisâ and âbiliary colicâ was observed vs. SGLT-2i, while a greater risk was described vs. insulin (ROR 1.58, 95% CI 1.37â1.82, for âpancreatitisâ, and ROR 2.40, 95% CI 1.16â4.94, for âbiliary colicâ) (Fig. 4C, D).
TZP was associated with a similar risk of âdiabetic retinopathyâ (ROR 0.74, 95% CI 0.41-1.35)Â and âmedullary thyroid cancerâ (ROR 2.53, 95% CI 0.78-8.21)Â vs. SGLT-2i. With respect to insulin, TZP was associated with a lower risk of âdiabetic retinopathyâ (ROR 0.14, 95% CI 0.08â0.24) and a greater risk of âmedullary thyroid cancerâ (ROR 2.88, 95% CI 1.37â1.82). When restricting the analysis to exclude patients on concomitant GLP-1RA, a lower risk of âdiabetic retinopathyâ vs. insulin persisted (ROR 0.12, 95% CI 0.06â0.22).
Tirzepatide vs. metformin
With respect to metformin, TZP was associated with a greater risk of GI AE, a similar risk of âpancreatitisâ, âpancreatitis necrotisingâ, âbiliary colicâ, âmedullary thyroid cancerâ and âthyroid massâ (Supplementary Fig. 6), and lower risk of âdiabetic retinopathyâ (ROR 0.41, 95% CI 0.23â0.72) (Supplementary Fig. 6). However, when restricting the analysis to exclude patients on concomitant insulin treatment, no difference was found between TZP and metformin in the risk of âdiabetic retinopathyâ (ROR 0.57, 95% CI 0.29â1.11).
Conclusions
Real-world data from the FAERS database confirmed that treatment with TZP could increase the risk of GI AE. Disproportionate reporting for âdiabetic retinopathyâ and âmedullary thyroid cancerâ was also detected, while no signal for gallbladder and biliary-related AE was found apart from âbiliary colicâ.
In line with data from the SURPASS program [3], nausea, diarrhoea, and vomiting were the most commonly reported GI AE (Supplementary Table 3). Constipation, eructation, abdominal pain, and dyspepsia also emerged as frequent complaints. As expected, TZP showed a greater risk of GI AE vs. metformin, SGLT-2i and insulin, and a similar GI tolerability profile compared to GLP-1RA. Interestingly, TZP showed a lower risk of ânauseaâ and âvomitingâ compared to GLP-1RA. This finding may have a biological explanation, as GIP receptor agonism hindered malaise and vomiting related to GLP-1 receptor agonism in three animal models [19]. GIP receptors are expressed in gamma-aminobutyric acid (GABA) ergic neurons of the area postrema of the brainstem and promote the inhibition of neurons responsible for nausea and emesis [19]. Instead, a differential effect in gastric emptying delay is unlikely to be involved, as both animal and human studies showed effects of similar magnitude for long-acting GLP-1RA and TZP [20]. Also, optimal dose and dose escalation modalities might be crucial in maximizing efficacy and tolerability of TZP, as a slower dose escalation schedule with lower initial dose and smaller subsequent dose increments improved its GI tolerability [21]. Importantly, BW reduction with TZP occurred independently of GI AE, and TZP induced a greater BW loss vs. GLP-1RA despite a similar GI tolerability [3].
Our analysis did not detect disproportionate reporting of single gallbladder and biliary-related AE with TZP except for âbiliary colicâ, in line with a recent meta-analysis of the SURPASS RCT program describing a significant increase in the risk of the composite of gallbladder and biliary disease only if considered as a group [6]. In addition, we found that TZP had a more favorable profile compared to GLP-1RA, which are known to be associated with an increased yet small risk of gallbladder and biliary-related disorders both in patients treated for type 2 diabetes and obesity [22]. In fact, GLP-1RA hinder gallbladder motility and emptying by reducing cholecystokinin secretion [23]. Gasbjerg et al. showed that endogenous GIP, and not GLP-1, also induced gallbladder relaxation. Dedicated studies are needed to investigate whether GIP still affects gallbladder motility in the presence of diabetes and whether these effects are replicated by TZP, as with endogenous GLP-1 and GLP-1RA [24].
Being an incretin-based medication, TZP inherited GLP-1RA-related concerns of diabetic retinopathy worsening, which peaked especially following the dissemination of the SUSTAIN-6 trial results with subcutaneous semaglutide [25]. However, this association remains controversial as meta-analyses of RCT and real-world data from the FAERS database found that GLP-1RA did not increase the risk of diabetic retinopathy outcomes vs. placebo or other glucose-lowering medications [26]. Instead, HbA1c reduction was associated with increased risk of diabetic retinopathy in a meta-regression of GLP-1RA cardiovascular outcome trials [27]. These concerns have affected the design of all subsequent trials with incretin-based medications, which in most cases excluded participants with proliferative retinopathy or retinopathy requiring immediate intervention. The ongoing FOCUS trial (NCT03811561â) was also designed to assess the effects of semaglutide on diabetic retinopathy over a 5-year follow-up. Our analysis identified only 12 âdiabetic retinopathyâ events; TZP was associated with an increased risk of âdiabetic retinopathyâ compared to all other drug but with a consistently lower risk vs. GLP-1RA and insulin use, which could represent a proxy for more advanced stages of disease. A meta-analysis of the SURPASS program RCT showed a neutral effect of TZP on diabetic retinopathy, although an exiguous number of events occurred and high risk patients were excluded from these trials [28]. The role of endogenous GIP and TZP in the development of diabetic retinopathy is unknown in humans, while experiments in diabetic rats are limited to the description of GIP and GIP receptor expression in the retina [29].
The risk of medullary thyroid cancer was investigated due to the presence of a black box warning for GLP-1RA in patients at risk for this condition, despite conflicting evidence [30]. A positive signal for medullary thyroid cancer was found for TZP, although based on only 3 events. However, a higher expression of GIP receptor was found in tumor rather than normal tissue in rats and human specimens of medullary thyroid cancer, and the stimulation of GIP receptor resulted in increased secretion of calcitonin [31]. The implications of the GIP/GIP receptor axis stimulation on the occurrence of medullary thyroid cancer and patientsâ prognosis remains to be elucidated.
As frequently observed with pharmacovigilance databases [32], we found that a greater number of reports of AE with TZP concerned females. This could be due to several reasons, such as a different access to healthcare services, biological differences in AE occurrence and perception between genders, and pre-existing social and structural barriers [32]. In our analysis, females appeared to be at a lower risk of some GI-related AE vs. males, although it should be acknowledged that approximately 2900 reports were not informative on patientsâ gender. These findings conflict with data coming mostly from Asian studies showing that GI AE with GLP-1RA are more common in females [33] and require further confirmation in studies with TZP enrolling patients with diverse ethnicity.
Patientsâ age was also underreported, as this information was missing in approximately 13,000 reports. We found that elderly patients displayed a greater risk of several GI AE and âthyroid massâ, in agreement with the notion that frailty and polypharmacy might predispose to the development of AE. Moreover, aging induces GI changes which may facilitate GI AE occurrence, and is also a well-known risk factor for cancer development [34].
The main limitations of this work are related to the intrinsic features of the FAERS database. Firstly, the FAERS includes spontaneous reports of AE without necessarily implying a cause-effect relationship with the designated primary suspect drug. Moreover, not only healthcare professionals, but also patients and their families, representatives, and even manufacturers are allowed to file AE reports. This could lead to duplicates and incomplete reporting, with clinically relevant information such as drug dose, indication for prescription and patientsâ gender and age often missing or being inappropriately transmitted. AE reporting could also be affected by public awareness of certain drug-AE associations, ethnicity, geography, and timing of approval and introduction to the market [35]. Moreover, discrimination of oral or injectable semaglutide and daily or weekly exenatide was often unfeasible, preventing from assessing whether differences vs. TZP were due to the pharmacokinetic and pharmacodynamic properties of oral vs. injectable and short vs. long acting formulations, respectively. Finally, available data refer to approximately the first 16 months of TZP availability on the U.S. market, and this could at least partially account for the retrieval of a small number of less common non-GI-related AE, demanding a cautious approach to the interpretation of these findings.
In summary, real-world evidence from the FAERS database depicts a reassuring safety profile for TZP. While exhibiting impressive efficacy, TZP maintains a similar GI tolerability compared to the widely used class of GLP-1RA without increased risk of pancreatitis, diabetic retinopathy, and medullary thyroid cancer.
Supplementary Information
Below is the link to the electronic supplementary material.
Acknowledgements
We acknowledge Dr. Ruwen Böhm and Dr. Mayur Sarangdhar for providing prompt assistance and information on OpenVigil 2.1-MedDRA-v24 and AERSMine, respectively.
Author contributions
I.C., A.C. and F.G. conceived this work. I.C., L.D.G., M.C., and S.D.M. researched data. I.C. and L.D.G. performed statistical analysis. I.C. wrote the first draft of the manuscript. L.D.G., M.C., S.D.M., and F.G. contributed to discussion. A.C., G.P.S., L.L., and F.G. reviewed and edited the manuscript. All authors approved the final version of the manuscript. F.G. is the guarantor of this work and, as such, had full access to all the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis.
Funding
Open access funding provided by UniversitĂ degli Studi di Bari Aldo Moro within the CRUI-CARE Agreement. We acknowledge co-funding from the Fondazione per la Ricerca Biomedica âSaverio e Isabella Cianciolaâ and from Next Generation EU, in the context of the National Recovery and Resilience Plan, Investment PE8 â Project Age-It: âAgeing Well in an Ageing Societyâ. This resource was co-financed by the Next Generation EU [DM 1557 11.10.2022]. The views and opinions expressed are only those of the authors and do not necessarily reflect those of the European Union or the European Commission; neither the European Union nor the European Commission can be held responsible for them.
Data availability
The data that support the findings of this study are available from the corresponding author, F.G., upon reasonable request.
Declarations
Conflicts of interest
AC: AstraZeneca, Eli Lilly, Novo Nordisk, Roche Diagnostics, Sanofi Aventis. FG: AstraZeneca, Boehringer-Ingelheim, Eli Lilly, Lifescan, Medimmune, Merck Sharp & Dohme, Medtronic, Novo Nordisk, Roche Diabetes Care, Sanofi Aventis. GPS: Amgen, Amryt, Eli Lilly, Farmitalia, Novo Nordisk, Sanofi; IC: Eli Lilly, Novo Nordisk; LDG: Eli Lilly, Lusofarmaco, Medtronic, MOVI SpA, Novo Nordisk, Roche Diabetes Care, Sanofi Aventis. LL: Abbott, AstraZeneca, Boehringer-Ingelheim, Eli Lilly, Merck Sharp & Dohme, Medtronic, Menarini, MOVI SpA, Mundipharma, Novo Nordisk, Roche Diabetes Care, Sanofi Aventis, Terumo. MC: AstraZeneca, Eli Lilly, Guidotti, Novo Nordisk; SDM: Ascensia Diabetes Care, Eli Lilly, MOVI SpA, Roche Diabetes Care.
Footnotes
References
Associated Data
Supplementary Materials
Data Availability Statement
The data that support the findings of this study are available from the corresponding author, F.G., upon reasonable request.