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Original Article
Drug/Regimen Safety and Effectiveness of Dulaglutide in the Treatment of Type 2 Diabetes Mellitus: A Korean Real-World Post-Marketing Study
Jeonghee Han1orcid, Woo Je Lee2, Kyu Yeon Hur3, Jae Hyoung Cho4, Byung Wan Lee5, Cheol-Young Park6orcidcorresp_icon
Diabetes & Metabolism Journal 2024;48(3):418-428.
DOI: https://doi.org/10.4093/dmj.2023.0030
Published online: February 2, 2024
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1Lilly Korea Ltd., Seoul, Korea

2Department of Internal Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea

3Department of Internal Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea

4Department of Internal Medicine, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul, Korea

5Department of Internal Medicine, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea

6Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Korea

corresp_icon Corresponding author: Cheol-Young Park orcid Department of Internal Medicine, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, 29 Saemunan-ro, Jongno-gu, Seoul 03181, Korea E-mail: cydoctor@chol.com
• Received: February 3, 2023   • Accepted: July 10, 2023

Copyright © 2024 Korean Diabetes Association

This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.

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  • Background
    To investigate the real-world safety and effectiveness of dulaglutide in Korean adults with type 2 diabetes mellitus (T2DM).
  • Methods
    This was a real-world, prospective, non-interventional post-marketing safety study conducted from May 26, 2015 to May 25, 2021 at 85 Korean healthcare centers using electronic case data. Data on patients using dulaglutide 0.75 mg/0.5 mL or the dulaglutide 1.5 mg/0.5 mL single-use pens were collected and pooled. The primary objective was to report the frequency and proportion of adverse and serious adverse events that occurred. The secondary objective was to monitor the effectiveness of dulaglutide at 12 and 24 weeks by evaluating changes in glycosylated hemoglobin (HbA1c), fasting plasma glucose, and body weight.
  • Results
    Data were collected from 3,067 subjects, and 3,022 subjects who received ≥1 dose (of any strength) of dulaglutide were included in the safety analysis set (53% female, mean age 56 years; diabetes duration 11.2 years, mean HbA1c 8.8%). The number of adverse events reported was 819; of these, 68 (8.3%) were serious adverse events. One death was reported. Adverse events were mostly mild in severity; 60.81% of adverse events were considered related to dulaglutide. This study was completed by 72.73% (2,198/3,022) of subjects. At 12/24 weeks there were significant (P<0.0001) reductions from baseline in least-squares mean HbA1c (0.96%/0.95%), fasting blood glucose (26.24/24.43 mg/dL), and body weight (0.75/1.21 kg).
  • Conclusion
    Dulaglutide was generally well tolerated and effective in real-world Korean individuals with T2DM. The results from this study contribute to the body of evidence for dulaglutide use in this population.
• This was a post-marketing safety study conducted upon dulaglutide approval in Korea.
• Real-world data was collected from 3,067 adults with type 2 diabetes from 2015 to 2021.
• Dulaglutide resulted in reductions in HbA1c, fasting blood glucose, and body weight.
• Adverse events were consistent with the known safety profile of dulaglutide.
• Dulaglutide was well-tolerated and effective in Korean adults with type 2 diabetes.
Type 2 diabetes mellitus (T2DM) is a growing global concern with rising prevalence and morbidity/mortality rates [1]. While there are many treatment options available for T2DM, few therapeutic options focus on enhancing the action of glucagon-like peptide-1 (GLP-1). GLP-1 limits postprandial glucose excursion by stimulating insulin secretion, inhibiting glucagon secretion [2], delaying gastric emptying, and reducing food intake [3]. The actions of GLP-1 are mediated via the GLP-1 receptor, which is found in several body tissues and enhances the action of GLP-1 beyond plasma glucose regulation [2]. However, the short half-life of GLP-1 limits it clinical utility. Since the first approval by the U.S. Food and Drug Administration in 2005, GLP-1 receptor agonists (GLP-1 RAs) have been shown to be effective for glycemic control in adults with T2DM [2]. GLP-1 RAs work by activating the GLP-1 receptor in the pancreas, resulting in the promotion of glucose-dependent insulin secretion and inhibition of glucose-dependent glucagon secretion [3,4]. These effects in addition to other mechanisms cause a modest reduction in glycosylated hemoglobin (HbA1c), glucagonemia, and body weight [4,5] with a low risk of hypoglycemia [6]. Despite clinical benefits, the initiation of injectable therapy with GLP-1 RAs can be complex. Adverse events (AEs) have been reported and include gastrointestinal disorders (nausea, vomiting, diarrhea), and pancreatitis [3,4]. In addition, physician-, patient-, or healthcare system-related barriers can exist, where a significant proportion of high-risk patients who are eligible do not obtain the appropriate T2DM treatments [2].
In 2020, 16.7% of Korean adults aged ≥30 years and 30.1% of adults aged ≥65 years were living with T2DM diabetes [1]; however, there are limited data on the effectiveness and safety of GLP-1 RA use in Korean patients [1,7,8]. This real-world, single-country, prospective, non-interventional, post-marketing safety study (PMSS) was designed to investigate the safety and effectiveness of dulaglutide in Korean adults with T2DM. The primary objective was to report the frequency and proportion of AEs and serious adverse events (SAEs) that occurred during the study. The secondary objectives were to monitor the effectiveness of dulaglutide at 12 and 24 weeks by evaluating changes in HbA1c, fasting plasma glucose (FPG), and body weight.
The GLP-1 RA dulaglutide was approved by the Korean Ministry of Food and Drug Safety (MFDS) on May 26, 2015 on the condition that a re-examination PMSS would be conducted. This single-country, prospective, non-interventional PMSS was conducted from May 26, 2015 to May 25, 2021. Before initiating the study, the investigators obtained written and dated approval from the Independent Ethics Committee for the study protocol and its amendments. The study was conducted in accordance with the Standard for Re-examination of New Drugs outlined in the Pharmaceutical Affairs Act, the Regulation on Safety of Medicinal Products, and the regulations of the Korean MFDS (IRB number: PMS2016-035). Informed consent was obtained in compliance with the applicable regulatory requirements and adhered to good clinical practice and the ethical principles that have their origin in the Declaration of Helsinki.
Target populations were recruited from 85 healthcare centers where electronic case report forms (CRFs) were collected, and clinical data had been accurately and completely entered into the CRFs. Study subjects were enrolled via a continuous enrolment method, with their CRFs continuously recorded without omission from the first administered dose of dulaglutide until the contracted number of subjects was reached. A target number of 4,046 subjects were contracted to be recruited from the 85 sites. The subjects were followed up starting from the baseline visit to 24±4 weeks or until the last treatment (in case of the subject discontinuing dulaglutide before 24±4 weeks), whichever came first.
Clinical characteristics, medical history, comorbidities, and status of dulaglutide treatment were recorded. Any AEs that occurred during the investigation period including AEs of low frequency, unexpected AEs (AEs not reflected in the dulaglutide label), and adverse drug reactions (ADRs) were included in the safety analysis. AEs of low frequency (<5%) were reported regardless of whether their relationship to the study drug could be determined [9,10]. Mild AEs were defined as a symptom that does not cause significant interference with daily life, moderate AEs were defined as symptoms that significantly influence everyday life and may require an adjustment of the medication dose, and severe AEs were defined as a symptom that inhibits a person from living their everyday life as he/she wishes. SAEs were defined as any AE resulting in: death; initial or prolonged inpatient hospitalization; a life-threatening experience (i.e., immediate risk of dying); persistent or significant disability/incapacity; congenital anomaly/birth defect; or an AE considered significant by the investigator for any other reason. The relationship between dulaglutide and any safety events was determined by the investigator. HbA1c, FPG, and body weight data were included in the effectiveness analysis.
Data were analyzed using three subsets: (1) the safety evaluation included subjects who received at least one dose of the study drug and participated in at least one post-baseline visit; (2) the effectiveness evaluation included subjects who received at least one dose of the study drug, who participated in at least one post-baseline visit, and whose HbA1c, FPG, or body weight were collected at baseline or at a visit within an acceptable period post-baseline (±4 weeks); (3) a sensitivity analysis for effectiveness was conducted and included subjects whose data were collected at baseline or at a visit within a broader acceptable period post-baseline (±6 weeks).
Descriptive statistics were used to report baseline clinical characteristic data. Univariate analysis (chi-square test or Fisher’s exact test) and multivariable logistic regression were used to identify the incidence and factors that affect AEs and SAEs. A mixed model for repeated measures (MMRM), a paired t-test and an analysis of covariance (ANCOVA) were used to assess, test and measure the difference in change between the HbA1c, FPG, and body weight at baseline and follow-up visits. Multivariable logistic regression and univariate analysis were used to identify the factors associated with the achievement of HbA1c levels of 6.5% or less.
Data were collected from 3,067 subjects’ CRFs; 45 were excluded due to not receiving the drug (n=2), violation of the inclusion/exclusion criteria (n=37), or not having follow-up data (n=6). This resulted in 3,022 subjects being included in the safety evaluation. Of these 3,022 subjects, those whose baseline (±4 weeks) effectiveness data were not collected (n=622) or who did not receive the study drug for at least 8 weeks (n=32) were excluded, leaving 2,368 subjects in the effectiveness evaluation set. An additional subset of 2,590 subjects were included in an effectiveness sensitivity analysis (±6 weeks for visits, as described in the methods).
In this study, most patients were female, had an average age of 56.22 years, a body mass index (BMI) of 28.31 kg/m2, a HbA1c of 8.84%, and duration of T2DM was 11.19 years. Almost all patients (95.43%) had used concomitant medication for T2DM; data on the classes or types of prior T2DM medication were not collected. Similarly, the majority of patients (82.43%) had used non-T2DM concomitant medication, most commonly lipid-modifying agents (66.98%), agents acting on the renin-angiotensin system (37.39%), and anti-platelet agents (33.98%). Baseline demographics and characteristics are outlined in Table 1.
The dose of dulaglutide administered during the study period ranged from 0.75 to 114 mg. Patients were started on an initial dose of 0.75 mg (95.8%) or 1.5 mg (4.2%) dulaglutide. During the study period, 48.6% of patients required a dose increase from 0.75 to 1.5 mg. Most patients received dulaglutide for ≥22 weeks (Supplementary Table 1). A total of 2,198 (72.73%) subjects completed the study and 824 (27.27%) discontinued the study. The reasons for discontinuation included AEs (n=221/824; 26.82%), lost to follow-up (n=12/824; 1.46%), patient decision (n=111/824; 13.47%), investigator decision (n=186/824; 22.57%), and other reasons (n=294/824; 35.68%).
Safety data
All AEs were reported regardless of the association with dulaglutide. A total of 819 AEs including 498 ADRs, 325 unexpected AEs including 62 unexpected ADRs, 68 SAEs including 15 serious ADRs, 59 unexpected SAEs including 13 unexpected serious ADRs, and one death were reported. The most frequently reported AE was nausea, which was reported in 5.03% (152/3,022 subjects, 154 events), followed by diarrhea reported in 2.08% (63/3,022 subjects, 63 events), and decreased appetite, which was reported in 1.29% (39/3,022 subjects, 39 events) (Table 2). Hypoglycemia occurred in 13 subjects (0.43%; 14 events).
The severity of the AEs was mostly mild (82.30%; 674/819 events) or moderate (16.85%; 138/819 events), with severe events comprising 0.85% (7/819 events). Outcomes of the AEs included recovery without sequelae (72.04%), recovery with sequelae (0.12%), ongoing recovery (17.22%), did not recover (8.30%), aggravation (0%), death (0.12%), and unknown outcome (2.20%). The frequency of AEs resulting in initial or prolonged inpatient hospitalization was 8.30% (68/819 events). No life-threatening events were reported, and there was one death (metastatic breast cancer).
The association of AEs with dulaglutide was noted in 60.81% (498/819 events). The most common AEs associated with dulaglutide were gastrointestinal disorders (11.80%) plus general disorders and administration site conditions (8.89%). None of these categories included an aggravation or death. Dose changes due to an AE were reported. The dose was maintained in 59.95%, escalated in 0.37%, reduced in 4.15%, discontinued in 0.85%, and abandoned in 34.68% of study subjects. Discontinued was defined as permanently stopping the medication, while abandoned indicated patient non-adherence to either acquiring or taking the medication. The occurrence of AEs by baseline characteristics is summarized in Table 3. When comparing AEs according to the average weekly dose of dulaglutide received, there was a statistically significant difference in the incidence of AEs according to dose (P=0.0075) (Table 3), but no statistically significant difference in SAEs (P=0.1512).
A higher incidence of AEs was associated with female sex, normal BMI, previous history of T2DM treatment with medicine, the presence of a medical history and pre-existing conditions, and administration of other non-T2DM concomitant medication, according to univariate analysis.
A statistical difference was also noted in AEs by dulaglutide administration duration, average weekly dose, and follow-up period. Using multivariable logistic regression, factors that statistically significantly influenced the incidence of AEs were sex, previous history of T2DM treatment with medicine, administration of other concomitant medication, and the administration duration of dulaglutide (Table 4).
Effectiveness data
HbA1c, FPG, and body weight were all improved from baseline at 12 and 24 weeks. The mean±standard deviation (SD) HbA1c was 8.85%±1.47% at baseline, 7.88%±1.43% at 12±4 weeks, and 7.89%±1.45% at 24±4 weeks. The mean±SD FPG was 172.79±63.75 mg/dL at baseline, 146.79±48.84 mg/dL at 12±4 weeks, and 148.39±49.27 mg/dL at 24±4 weeks. The mean±SD body weight was 74.90±14.72 kg at baseline, 74.16±14.82 kg at 12±4 weeks, and 73.70±14.98 kg at 24±4 weeks. According to the MMRM analysis, the change from baseline was statistically significant at both 12 and 24 weeks for all parameters (Table 5).
In the ANCOVA analysis, a statistically significant difference was noted in the least-square (LS) mean reduction in HbA1c by age (patients <40 years showing a greater reduction [1.50% to 1.25%] in HbA1c levels compared to patients >40 years [0.9% to 1.07%]; P=0.0012), BMI (1.08% in patients with BMI ≥30 kg/m2 vs. 0.04%–0.95% in patients with BMI <30 kg/m2; P=0.0109), history of T2DM treatment with medicine (0.92% with yes, 1.10% with no; P=0.0140), pre-existing conditions (0.93% with yes, 1.11% with no; P=0.0229), use of other concomitant medication (0.95% with yes, 1.06% with no; P<0.0001), administration duration of dulaglutide (0.98% and 1.00% for 22–26 and >26 weeks, respectively, and 0.13%–0.92% for <22 weeks; P=0.0014), and follow-up period (≥22 weeks 0.98%, <22 weeks 0.83%; P=0.0499). There was no statistically significant difference noted for the change in HbA1c and the proportion of patients reaching a HbA1c of <6.5% according to average weekly dulaglutide dose (P=0.8021 and P=0.5329, respectively).
The proportion of subjects who achieved a HbA1c of 6.5% or less was 14.65% (297/2,027 subjects) at 12±4 weeks, 15.52% (225/1,450 subjects) at 24±4 weeks, and 15.38% (344/2,236 subjects) at completion of the study. The proportion of subjects who achieved a HbA1c of 7.0% or less was 27.68% (561/2,027 subjects) at 12±4 weeks, 27.79% (403/1,450 subjects) at 24±4 weeks, and 27.68% (619/2,236 subjects) at completion of the study. Using multivariable logistic regression, factors that statistically significantly influenced the achievement of HbA1c of 6.5% or less are outlined in Table 6.
The sensitivity analysis used a broader definition of an acceptable time period (within ±6 weeks of the scheduled visit vs. ±4 weeks of the scheduled visit in the main analysis). In this analysis, the proportion of subjects who achieved a HbA1c of 6.5% or less was 14.95% (332/2,220 subjects) at 12±6 weeks and 15.75% (268/1,702 subjects) at 24±6 weeks, which are similar to the results of the main analysis. The MMRM analysis using the time period for the sensitivity analysis showed an LS mean±standard error (SE) reduction from baseline in HbA1c of –0.96%±0.03% at 12±6 weeks and –0.92%±0.03% at 24±6 weeks—a statistically significant decrease from baseline at each visit (both P<0.0001). FPG change from baseline using MMRM analysis revealed an LS mean±SE of –25.36±1.15 mg/dL at 12±6 weeks and –23.42±1.29 mg/dL at 24±6 weeks (both P<0.0001). Using MMRM, LS mean±SE change in body weight from baseline was –0.77±0.07 kg at 12±6 weeks and –1.19±0.07 kg at 24±6 weeks (both P<0.0001).
The objective of this PMSS study in Korean subjects with T2DM was to evaluate the safety and effectiveness of dulaglutide. The safety profile of dulaglutide in this real-world study was generally as expected; that is, gastrointestinal AEs were common, and rates of hypoglycemia were low. The factors associated with a statistically significant increase in AEs included female sex, normal BMI, previous history of T2DM treatment with medicine, pre-existing conditions, administration of other concomitant medication, and duration and average weekly dose of dulaglutide, according to univariate analysis. Logistic regression analysis confirmed an association of AEs with sex, previous history of T2DM medication, use of other concomitant medication, and administration duration of dulaglutide. Effectiveness data in this study showed a statistically significant change in HbA1c, body weight, and FPG levels from baseline at both 12 and 24 weeks.
The numerically higher incidence of AEs and SAEs in females reported in this PMSS study has also been noted in some previous studies [11,12]. In other studies, 10.0% to 31.6% of subjects experienced transient gastrointestinal adverse effects [4,13-15], with more events noted in women [16]. Further studies may be warranted on sex differences [17]. As per the current dulaglutide label, no dose adjustment is needed based upon sex.
It is not uncommon to experience an increased incidence of serious AEs in subjects who take other concomitant medication [18]. In this real-world study, the incidence of AEs in subjects who received concomitant medications other than glucose-lowering drugs was 2.52 times higher than in subjects who did not (Table 4). This increase in AEs associated with concomitant medication has been noted in other studies [18,19].
The dose-related change in AEs summarized in Table 3 shows a slightly higher number of AEs (20.67%) in the lower dulaglutide dose of ≤0.75 mg/week when compared to >0.75 to <1.5 mg/week (18.88%). Similar data have been reported in other studies and in Korean populations [20], and where a higher risk of AEs at lower doses occurred, this was associated with age-related changes in pharmacokinetics and pharmacodynamics, the number of prescribed drugs, comorbidities, sex, and allergies [21,22].
Comparable with previous real-world, retrospective, and post hoc analyses of randomized controlled trials [23-26], HbA1c reduction from baseline in this study was –0.96% and –0.95% at 12 and 24 weeks, respectively. HbA1c reductions with dulaglutide reported in the literature varied from –1.43% at 26 weeks [15], –1.3% over 24 months [25], –0.61% after 72 months [24], and –1.24% over 10 years [14]. However, the greatest reduction in HbA1c has been noted in the first 12 months with an average reduction of –0.0197% for each month on dulaglutide during this period [24]. The significant factors associated with HbA1c reduction in this study were age, previous history of T2DM treatment with medicine, other concomitant medications, and administration duration of dulaglutide, with longer administration duration associated with greater reductions (≥22 weeks vs. <22 weeks: approximately 1.00% vs. 0.13%–0.92%). The association of HbA1c reduction with administration duration was unexpected; previous studies showed that the reduction in HbA1c was associated with higher baseline HbA1c levels [11,13,14,26], independent of BMI, duration of disease [24], baseline body weight, total daily insulin dose [13], and sex [14]. The real-world nature of our study means that it is possible that the lesser HbA1c reduction with <22 weeks of dulaglutide is due to poor adherence or lack of response resulting in participant discontinuation before 22 weeks.
In this study, subjects with a previous history of a glucose-lowering drug or other concomitant medication showed a significant reduction of HbA1c in response to dulaglutide treatment. The baseline HbA1c level in this study was 8.84%, which is lower than a study of Korean patients initiating insulin, which reported a baseline HbA1c level of 9.1% [27]. While the difference is small, this suggests that the initiation of the first injectable therapy may occur earlier in the disease course if the injectable is dulaglutide than if it is insulin, highlighting the potential value of dulaglutide in mitigating injection-related barriers.
The statistically significant change from baseline in MMRM LS mean body weight at 12±4 weeks (–0.75 kg) and 24±4 weeks (–1.21 kg) aligns with previous literature [3,4,6,12,14-16,28,29]. The difference is comparable to other studies using a 0.75 mg dose of dulaglutide that have shown an average weight loss of –0.62 kg at 52 weeks [17], but lower than the weight change observed at 6 months in another Korean study that reported losses of –2.1 kg [14]. Some studies have linked the dulaglutide-associated increase in absolute weight loss to a subject’s higher baseline BMI and HbA1c levels [30]. Other studies have also found significant sex differences in changes in body weight, noting that females experienced greater weight loss or less weight gain when taking dulaglutide [16,17]. Of interest is the lowered risk of weight gain observed with dulaglutide when compared with active comparators [11].
In general, safety and effectiveness results of this study were comparable with the previous reports [4,11-13]. The safety data for dulaglutide showed that gastrointestinal AEs were lower than previous reports and similar factors were associated with the risk of AEs [11-16]. In total, 221 of the 824 patients who discontinued the study did so because of AEs (26.8%); however, considering the entire safety evaluation population, discontinuation due to AEs was low (221/3,022; 7.31%). Less than 1% of AEs were considered severe, and most AEs resolved without sequelae. The effectiveness data for dulaglutide showed similar reductions in HbA1c, FPG, and body weight compared with previous data [23-26]. Therefore, this study could establish comparable safety and effectiveness of dulaglutide in the Korean population.
Limitations should be considered when interpreting results due to the study design (single-arm observational study with no comparator group) and the relatively short study duration. Effectiveness results and the P-values of the univariate analysis without correction for multiplicity must be carefully interpreted.
In conclusion, this real-world, single-country, prospective, non-interventional PMSS was designed to investigate the safety and effectiveness of dulaglutide in Korean adults with T2DM. This study concluded that dulaglutide was generally well tolerated in this study population. The prevalence of AEs and SAEs was comparable to current evidence; the majority were mild, without sequelae and resolved by study completion. The clinical use of dulaglutide in this study population was associated with meaningful reductions in HbA1c, FPG, and body weight during the study period.
Supplementary materials related to this article can be found online at https://doi.org/10.4093/dmj.2023.0030.
Supplementary Table 1.
Dulaglutide administration protocol and subject follow-up schedule
dmj-2023-0030-Supplementary-Table-1.pdf

CONFLICTS OF INTEREST

Jeonghee Han: employed by Eli Lilly and Company Korea; Woo Je Lee: a speaker for Eli Lilly and Company, Novo Nordisk, Sanofi, Novartis, Astra Zeneca, Viatris Pharmaceuticals, and Boehringer Ingelheim; Kyu Yeon Hur: no conflict of interest; Jae Hyoung Cho: no conflict of interest; Byung Wan Lee: a speaker and advisory board member for Eli Lilly and Company; Cheol-Young Park: a speaker for Eli Lilly and Company.

AUTHOR CONTRIBUTIONS

Conception or design: J.H., W.J.L., B.W.L., C.Y.P.

Acquisition, analysis, or interpretation of data: W.J.L., K.Y.H., J.H.C., B.W.L., C.Y.P.

Drafting the work or revising: J.H., B.W.L., C.Y.P.

Final approval of the manuscript: all authors.

FUNDING

This work was funded by Eli Lilly and Company.

Acknowledgements
The sponsors acknowledge the participation of all healthy patients and the study site personnel involved in the clinical trial. Medical writing support was provided by Clare Koning and Sheridan Henness (Rx Communications, Mold, UK), funded by Eli Lilly and Company.
dmj-2023-0030f1.jpg
Table 1.
Subject demographics and characteristics at baseline (safety analysis set)a
Category Number Statistic
Female sex 3,022 1,600 (52.95)
Age, yr 3,022 56.22±12.56
 <30 97 (3.21)
 ≥30 and <40 209 (6.92)
 ≥40 and <50 533 (17.64)
 ≥50 and <60 907 (30.01)
 ≥60 and <70 854 (28.26)
 ≥70 and <80 372 (12.31)
 ≥80 50 (1.65)
Patients stratified by age 65 years, yr
 ≥65 785 (25.98)
 <65 2,237 (74.02)
Height, cm 2,341 163.25±9.34
Waist circumference, cm 1,088 91.23±14.19
Baseline weight, kg 2,335 75.45±15.22
Baseline BMI, kg/m2 2,148 28.31±4.64
 Underweight (BMI <18.5) 9 (0.42)
 Normal (18.5≤ BMI <23.0) 195 (9.08)
 Overweight (23.0≤ BMI <25.0) 294 (13.69)
 Obese I (25.0≤ BMI <30.0) 985 (45.86)
 Obese II (BMI ≥30.0) 665 (30.96)
HbA1c, % 2,731 8.84±1.47
FBG, mg/dL 2,174 172.61±63.24
Duration of T2DM, yrb 3,022 11.19±7.83
Previously received T2DM treatment 3,022 2,449 (81.04)
Pre-existing conditions 3,022 2,659 (87.99)
 Hypertension 3,022 1,599 (52.91)
 Dyslipidemiac 3,022 1,067 (35.31)
 Hyperlipidemiad 3,022 838 (27.73)
 Renal impairmente 3,022 258 (8.54)
 Hepatic impairmente 3,022 325 (10.75)
 Allergiese 3,022 84 (2.78)
 Coronary artery disease 3,022 2 (0.07)
Concomitant medication for T2DM 3,022 2,884 (95.43)
Other concomitant medication 3,022 2,491 (82.43)

Values are presented as number (%) or mean±standard deviation.

BMI, body mass index; HbA1c, glycosylated hemoglobin; FBG, fasting blood glucose; T2DM, type 2 diabetes mellitus.

a The safety analysis set (n=3,022) includes subjects from the effectiveness analysis set (n=2,368). The effectiveness set includes subjects whose HbA1c, FBG, or body weight data were collected at baseline,

b The diagnosis date of T2DM for 19 subjects is the same date as starting date for dulaglutide,

c Dyslipidaemia refers to the imbalance of lipids in the blood (low-density lipoprotein cholesterol, triglycerides, and high-density lipoprotein),

d Hyperlipidaemia refers to high levels of lipids or fats in the blood (low-density lipoprotein cholesterol only),

e Renal impairment, hepatic impairment, allergy definitions were not formally defined for this study, and were noted in the case report forms by the treating physician as part of routine clinical practice.

Table 2.
Adverse events and adverse drug reactions and most common symptoms (n=3,022)
Event type No. of events No. of subjects (%) Most common symptom (%)a
Adverse event 819 589 (19.49) Nausea (5.03)
Diarrhea (2.08)
Decreased appetite (1.29)
Adverse drug reaction 498 403 (13.34) Nausea (4.93)
Diarrhea (1.75)
Drug in-effectivity (1.26)
Unexpected adverse event 325 255 (8.44) Increased blood glucose (0.86)
Dizziness (0.53)
Hyperglycemia (0.5)
Unexpected adverse drug reaction 62 60 (1.99) Increased blood glucose (0.26)
Dizziness (0.26)
Headache (0.20)
Pruritis (0.20)
Serious adverse eventb 68 51 (1.69) Increased blood glucose (0.30)
Inadequate DM control (0.1)
Cardiac failure (0.07)
Serious adverse drug reaction 15 14 (0.46) Increased blood glucose (0.26)
Inadequate control of DM, diabetic gastropathy, diabetic nephropathy, and urinary disorders (0.03%, respectively)
Unexpected serious adverse event 59 50 (1.65) Increased blood glucose (0.3)
Inadequate DM control (0.1)
Cardiac failure (0.07)
Unexpected serious adverse drug reaction 13 13 (0.43) Increased blood glucose (0.26)
Inadequate DM control, diabetic gastropathy, dizziness, diabetic nephropathy, urinary disorders (0.03, respectively)
Deathc 1 1

DM, diabetes mellitus.

a Preferred term as defined by MedDRA 24.0 (MedDRA-K 24.0) for system organ class and investigations,

b Serious adverse events included adverse events that resulted in death, required either inpatient hospitalization or the prolongation of hospitalization, were life-threatening (immediate risk of death), resulted in a persistent or significant disability/incapacity or resulted in a congenital anomaly/birth defect, or any adverse event that did not result in death or require inpatient hospitalization but was considered significant based on the investigator’s judgment,

c The causal relationship between dulaglutide and this death was considered unlikely by the investigator.

Table 3.
Occurrence of adverse events by baseline characteristics and other factors
Factor Subject AE incidence 95% CI P valuea
Sex
 Male 1,422 232 (16.32) 14.43–18.34 <0.0001b
 Female 1,600 357 (22.31) 20.29–24.43
 Total 3,022 589 (19.49)
Age, yr
 <30 97 16 (16.49) 9.73–25.40 0.7101
 ≥30–<40 209 39 (18.66) 13.62–24.61
 ≥40–<50 533 93 (17.45) 14.32–20.94
 ≥50–<60 907 177 (19.51) 16.98–22.25
 ≥60–<70 854 181 (21.19) 18.50–24.09
 ≥70–<80 372 74 (19.89) 15.96–24.32
 ≥80 50 9 (18.00) 8.58–31.44
 Total 3,022 589 (19.49)
Patients stratified by age 65 years, yr
 ≥65 785 158 (20.13) 17.38–23.11 0.6005
 <65 2,237 431 (19.27) 17.65–20.96
 Total 3,022 589 (19.49)
BMI, kg/m2
 Underweight (BMI <18.5) 9 2 (22.22) 2.81–60.01 0.0182b
 Normal (18.5≤ BMI <23.0) 195 55 (28.21) 22.01–35.08
 Overweight (23.0≤ BMI <25.0) 294 52 (17.69) 13.50–22.54
 Obese I (25.0≤ BMI <30.0) 985 179 (18.17) 15.81–20.73
 Obese II (BMI ≥30.0) 665 141 (21.20) 18.15–24.51
 Total 2,148 429 (19.97)
Previous history of T2DM treatment
 Yes 2,449 518 (21.15) 19.55–22.82 <0.0001b
 No 573 71 (12.39) 9.81–15.37
 Total 3,022 589 (19.49)
Medical historyc
 Yes 270 76 (28.15) 22.87–33.92 0.0002b
 No 2,752 513 (18.64) 17.20–20.15
 Total 3,022 589 (19.49)
Pre-existing conditions
 Yes 2,659 557 (20.95) 19.41–22.54 <0.0001b
 No 363 32 (8.82) 6.11–12.22
 Total 3,022 589 (19.49)
Renal impairment
 Yes 258 56 (21.71) 16.83–27.24 0.3477
 No 2,764 533 (19.28) 17.83–20.80
 Total 3,022 589 (19.49)
Hepatic impairment
 Yes 325 70 (21.54) 17.19–26.41 0.3238
 No 2,697 519 (19.24) 17.77–20.78
 Total 3,022 589 (19.49)
Allergies 0.1159
 Yes 84 22 (26.19) 17.20–36.93
 No 2,938 567 (19.30) 17.89–20.77
 Total 3,022 589 (19.49)
Concomitant medication for T2DM
 Yes 2,884 571 (19.80) 18.36–21.30 0.0503
 No 138 18 (13.04) 7.92–19.83
 Total 3,022 589 (19.49)
Other concomitant medication <0.0001b
 Yes 2,491 544 (21.84) 20.23–23.51
 No 531 45 (8.47) 6.25–11.18
 Total 3,022 589 (19.49)
Dulaglutide administration duration, wk
 <10 332 106 (31.93) 26.94–37.24 <0.0001b
 10–14 253 71 (28.06) 22.62–34.03
 >14–<22 310 74 (23.87) 19.23–29.01
 22–26 905 145 (16.02) 13.69–18.58
 >26 1,222 193 (15.79) 13.79–17.96
 Total 3,022 589 (19.49)
Average weekly dose of dulaglutide, mg/wk
 ≤0.75 1,548 320 (20.67) 18.68–22.78 0.0075b
 >0.75–<1.5 1,398 264 (18.88) 16.86–21.04
 ≥1.5 76 5 (6.58) 2.17–14.69
 Total 3,022 589 (19.49)
Follow-up period, wk
 <22 761 190 (24.97) 21.93–28.20 <0.0001b
 ≥22 2,261 399 (17.65) 16.10–19.28
 Total 3,022 589 (19.49)

Values are presented as number (%).

AE, adverse event; CI, confidence interval; BMI, body mass index; T2DM, type 2 diabetes mellitus.

a Chi-square test,

b Statistically significant,

c Medical history was not formally defined for this study, and was noted in the case report forms by the treating physician as part of routine clinical practice.

Table 4.
Baseline characteristics and other factors associated with occurrence of adverse events
Factor Odds ratio (95% CI) P valuea
Sex
 Male 0.61 (0.49–0.77) <0.0001b
 Female Reference
BMI, 1 kg/m2 0.99 (0.96–1.01) 0.2865
Previous history of T2DM treatment with medicine
 Yes 1.70 (1.19–2.42) 0.0034b
 No Reference
Medical history
 Yes 1.34 (0.96–1.87) 0.0894
 No Reference
Pre-existing conditions
 Yes 1.64 (0.80–3.37) 0.1762
 No Reference
Other concomitant medication
 Yes 2.52 (1.43–4.44) 0.0014b
 No Reference
Administration duration of dulaglutide, 1 week 0.94 (0.93–0.95) <0.0001b

CI, confidence interval; BMI, body mass index; T2DM, type 2 diabetes mellitus.

a Logistic regression,

b Statistically significant.

Table 5.
Mixed model for repeated measures for change from baseline in HbA1c, FBG, and body weight (baseline follow-up visit, ±4 weeks)
Factor LS mean difference (mean±SE) 95% CI P valuea
HbA1c change from baseline, %b
 12±4 weeks –0.96±0.03 –1.01 to –0.91 <0.0001c
 24±4 weeks –0.95±0.03 –1.01 to –0.89 <0.0001c
FBG change from baseline, mg/dLd
 12±4 weeks –26.24±1.19 –28.56 to –23.91 <0.0001c
 24±4 weeks –24.43±1.37 –27.12 to –21.73 <0.0001c
Body weight change from baseline, kge
 12±4 weeks –0.75±0.07 –0.89 to –0.62 <0.0001c
 24±4 weeks –1.21±0.08 –1.36 to –1.06 <0.0001c

HbA1c, glycosylated hemoglobin; FBG, fasting blood glucose; LS, least-square; SE, standard error; CI, confidence interval.

a P values are tests from mixed model for repeated measure (MMRM),

b MMRM model: change from baseline=β1×visit+β2×baseline HbA1c+β3×visit×baseline HbA1c,

c Statistically significant,

d MMRM model: change from baseline=β1×visit+β2×baseline FBG+β3×visit×baseline FBG,

e MMRM model: change from baseline=β1×visit+β2×baseline weight+β3×visit×baseline weight.

Table 6.
Baseline characteristics and other factors associated with achievement of HbA1c <6.5%
Factor Odds ratio (95% CI) P valuea
Age, 1 year 0.97 (0.96–0.98) <0.0001b
BMI, 1 kg/m2 1.03 (1.00–1.06) 0.0542
Hepatic impairment
 Yes 1.42 (0.96–2.10) 0.0781
 No Reference
Other concomitant medication
 Yes 0.62 (0.45–0.87) 0.0053b
 No Reference

Response variable: achieved HbA1c <6.5% at last observation (yes/no).

HbA1c, glycosylated hemoglobin; CI, confidence interval; BMI, body mass index.

a Logistic regression,

b Statistically significant.

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    • One-year Efficacy and Safety of Dulaglutide in Patients with Type 2 Diabetes and Chronic Kidney Disease: A Retrospective Study of Asian Patients
      Myung Jin Kim, Hwi Seung Kim, Yun Kyung Cho, Chang Hee Jung, Woo Je Lee
      Clinical Therapeutics.2024; 46(9): 683.     CrossRef

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      Safety and Effectiveness of Dulaglutide in the Treatment of Type 2 Diabetes Mellitus: A Korean Real-World Post-Marketing Study
      Diabetes Metab J. 2024;48(3):418-428.   Published online February 2, 2024
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    Safety and Effectiveness of Dulaglutide in the Treatment of Type 2 Diabetes Mellitus: A Korean Real-World Post-Marketing Study
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    Safety and Effectiveness of Dulaglutide in the Treatment of Type 2 Diabetes Mellitus: A Korean Real-World Post-Marketing Study
    Category Number Statistic
    Female sex 3,022 1,600 (52.95)
    Age, yr 3,022 56.22±12.56
     <30 97 (3.21)
     ≥30 and <40 209 (6.92)
     ≥40 and <50 533 (17.64)
     ≥50 and <60 907 (30.01)
     ≥60 and <70 854 (28.26)
     ≥70 and <80 372 (12.31)
     ≥80 50 (1.65)
    Patients stratified by age 65 years, yr
     ≥65 785 (25.98)
     <65 2,237 (74.02)
    Height, cm 2,341 163.25±9.34
    Waist circumference, cm 1,088 91.23±14.19
    Baseline weight, kg 2,335 75.45±15.22
    Baseline BMI, kg/m2 2,148 28.31±4.64
     Underweight (BMI <18.5) 9 (0.42)
     Normal (18.5≤ BMI <23.0) 195 (9.08)
     Overweight (23.0≤ BMI <25.0) 294 (13.69)
     Obese I (25.0≤ BMI <30.0) 985 (45.86)
     Obese II (BMI ≥30.0) 665 (30.96)
    HbA1c, % 2,731 8.84±1.47
    FBG, mg/dL 2,174 172.61±63.24
    Duration of T2DM, yrb 3,022 11.19±7.83
    Previously received T2DM treatment 3,022 2,449 (81.04)
    Pre-existing conditions 3,022 2,659 (87.99)
     Hypertension 3,022 1,599 (52.91)
     Dyslipidemiac 3,022 1,067 (35.31)
     Hyperlipidemiad 3,022 838 (27.73)
     Renal impairmente 3,022 258 (8.54)
     Hepatic impairmente 3,022 325 (10.75)
     Allergiese 3,022 84 (2.78)
     Coronary artery disease 3,022 2 (0.07)
    Concomitant medication for T2DM 3,022 2,884 (95.43)
    Other concomitant medication 3,022 2,491 (82.43)
    Event type No. of events No. of subjects (%) Most common symptom (%)a
    Adverse event 819 589 (19.49) Nausea (5.03)
    Diarrhea (2.08)
    Decreased appetite (1.29)
    Adverse drug reaction 498 403 (13.34) Nausea (4.93)
    Diarrhea (1.75)
    Drug in-effectivity (1.26)
    Unexpected adverse event 325 255 (8.44) Increased blood glucose (0.86)
    Dizziness (0.53)
    Hyperglycemia (0.5)
    Unexpected adverse drug reaction 62 60 (1.99) Increased blood glucose (0.26)
    Dizziness (0.26)
    Headache (0.20)
    Pruritis (0.20)
    Serious adverse eventb 68 51 (1.69) Increased blood glucose (0.30)
    Inadequate DM control (0.1)
    Cardiac failure (0.07)
    Serious adverse drug reaction 15 14 (0.46) Increased blood glucose (0.26)
    Inadequate control of DM, diabetic gastropathy, diabetic nephropathy, and urinary disorders (0.03%, respectively)
    Unexpected serious adverse event 59 50 (1.65) Increased blood glucose (0.3)
    Inadequate DM control (0.1)
    Cardiac failure (0.07)
    Unexpected serious adverse drug reaction 13 13 (0.43) Increased blood glucose (0.26)
    Inadequate DM control, diabetic gastropathy, dizziness, diabetic nephropathy, urinary disorders (0.03, respectively)
    Deathc 1 1
    Factor Subject AE incidence 95% CI P valuea
    Sex
     Male 1,422 232 (16.32) 14.43–18.34 <0.0001b
     Female 1,600 357 (22.31) 20.29–24.43
     Total 3,022 589 (19.49)
    Age, yr
     <30 97 16 (16.49) 9.73–25.40 0.7101
     ≥30–<40 209 39 (18.66) 13.62–24.61
     ≥40–<50 533 93 (17.45) 14.32–20.94
     ≥50–<60 907 177 (19.51) 16.98–22.25
     ≥60–<70 854 181 (21.19) 18.50–24.09
     ≥70–<80 372 74 (19.89) 15.96–24.32
     ≥80 50 9 (18.00) 8.58–31.44
     Total 3,022 589 (19.49)
    Patients stratified by age 65 years, yr
     ≥65 785 158 (20.13) 17.38–23.11 0.6005
     <65 2,237 431 (19.27) 17.65–20.96
     Total 3,022 589 (19.49)
    BMI, kg/m2
     Underweight (BMI <18.5) 9 2 (22.22) 2.81–60.01 0.0182b
     Normal (18.5≤ BMI <23.0) 195 55 (28.21) 22.01–35.08
     Overweight (23.0≤ BMI <25.0) 294 52 (17.69) 13.50–22.54
     Obese I (25.0≤ BMI <30.0) 985 179 (18.17) 15.81–20.73
     Obese II (BMI ≥30.0) 665 141 (21.20) 18.15–24.51
     Total 2,148 429 (19.97)
    Previous history of T2DM treatment
     Yes 2,449 518 (21.15) 19.55–22.82 <0.0001b
     No 573 71 (12.39) 9.81–15.37
     Total 3,022 589 (19.49)
    Medical historyc
     Yes 270 76 (28.15) 22.87–33.92 0.0002b
     No 2,752 513 (18.64) 17.20–20.15
     Total 3,022 589 (19.49)
    Pre-existing conditions
     Yes 2,659 557 (20.95) 19.41–22.54 <0.0001b
     No 363 32 (8.82) 6.11–12.22
     Total 3,022 589 (19.49)
    Renal impairment
     Yes 258 56 (21.71) 16.83–27.24 0.3477
     No 2,764 533 (19.28) 17.83–20.80
     Total 3,022 589 (19.49)
    Hepatic impairment
     Yes 325 70 (21.54) 17.19–26.41 0.3238
     No 2,697 519 (19.24) 17.77–20.78
     Total 3,022 589 (19.49)
    Allergies 0.1159
     Yes 84 22 (26.19) 17.20–36.93
     No 2,938 567 (19.30) 17.89–20.77
     Total 3,022 589 (19.49)
    Concomitant medication for T2DM
     Yes 2,884 571 (19.80) 18.36–21.30 0.0503
     No 138 18 (13.04) 7.92–19.83
     Total 3,022 589 (19.49)
    Other concomitant medication <0.0001b
     Yes 2,491 544 (21.84) 20.23–23.51
     No 531 45 (8.47) 6.25–11.18
     Total 3,022 589 (19.49)
    Dulaglutide administration duration, wk
     <10 332 106 (31.93) 26.94–37.24 <0.0001b
     10–14 253 71 (28.06) 22.62–34.03
     >14–<22 310 74 (23.87) 19.23–29.01
     22–26 905 145 (16.02) 13.69–18.58
     >26 1,222 193 (15.79) 13.79–17.96
     Total 3,022 589 (19.49)
    Average weekly dose of dulaglutide, mg/wk
     ≤0.75 1,548 320 (20.67) 18.68–22.78 0.0075b
     >0.75–<1.5 1,398 264 (18.88) 16.86–21.04
     ≥1.5 76 5 (6.58) 2.17–14.69
     Total 3,022 589 (19.49)
    Follow-up period, wk
     <22 761 190 (24.97) 21.93–28.20 <0.0001b
     ≥22 2,261 399 (17.65) 16.10–19.28
     Total 3,022 589 (19.49)
    Factor Odds ratio (95% CI) P valuea
    Sex
     Male 0.61 (0.49–0.77) <0.0001b
     Female Reference
    BMI, 1 kg/m2 0.99 (0.96–1.01) 0.2865
    Previous history of T2DM treatment with medicine
     Yes 1.70 (1.19–2.42) 0.0034b
     No Reference
    Medical history
     Yes 1.34 (0.96–1.87) 0.0894
     No Reference
    Pre-existing conditions
     Yes 1.64 (0.80–3.37) 0.1762
     No Reference
    Other concomitant medication
     Yes 2.52 (1.43–4.44) 0.0014b
     No Reference
    Administration duration of dulaglutide, 1 week 0.94 (0.93–0.95) <0.0001b
    Factor LS mean difference (mean±SE) 95% CI P valuea
    HbA1c change from baseline, %b
     12±4 weeks –0.96±0.03 –1.01 to –0.91 <0.0001c
     24±4 weeks –0.95±0.03 –1.01 to –0.89 <0.0001c
    FBG change from baseline, mg/dLd
     12±4 weeks –26.24±1.19 –28.56 to –23.91 <0.0001c
     24±4 weeks –24.43±1.37 –27.12 to –21.73 <0.0001c
    Body weight change from baseline, kge
     12±4 weeks –0.75±0.07 –0.89 to –0.62 <0.0001c
     24±4 weeks –1.21±0.08 –1.36 to –1.06 <0.0001c
    Factor Odds ratio (95% CI) P valuea
    Age, 1 year 0.97 (0.96–0.98) <0.0001b
    BMI, 1 kg/m2 1.03 (1.00–1.06) 0.0542
    Hepatic impairment
     Yes 1.42 (0.96–2.10) 0.0781
     No Reference
    Other concomitant medication
     Yes 0.62 (0.45–0.87) 0.0053b
     No Reference
    Table 1. Subject demographics and characteristics at baseline (safety analysis set)a

    Values are presented as number (%) or mean±standard deviation.

    BMI, body mass index; HbA1c, glycosylated hemoglobin; FBG, fasting blood glucose; T2DM, type 2 diabetes mellitus.

    The safety analysis set (n=3,022) includes subjects from the effectiveness analysis set (n=2,368). The effectiveness set includes subjects whose HbA1c, FBG, or body weight data were collected at baseline,

    The diagnosis date of T2DM for 19 subjects is the same date as starting date for dulaglutide,

    Dyslipidaemia refers to the imbalance of lipids in the blood (low-density lipoprotein cholesterol, triglycerides, and high-density lipoprotein),

    Hyperlipidaemia refers to high levels of lipids or fats in the blood (low-density lipoprotein cholesterol only),

    Renal impairment, hepatic impairment, allergy definitions were not formally defined for this study, and were noted in the case report forms by the treating physician as part of routine clinical practice.

    Table 2. Adverse events and adverse drug reactions and most common symptoms (n=3,022)

    DM, diabetes mellitus.

    Preferred term as defined by MedDRA 24.0 (MedDRA-K 24.0) for system organ class and investigations,

    Serious adverse events included adverse events that resulted in death, required either inpatient hospitalization or the prolongation of hospitalization, were life-threatening (immediate risk of death), resulted in a persistent or significant disability/incapacity or resulted in a congenital anomaly/birth defect, or any adverse event that did not result in death or require inpatient hospitalization but was considered significant based on the investigator’s judgment,

    The causal relationship between dulaglutide and this death was considered unlikely by the investigator.

    Table 3. Occurrence of adverse events by baseline characteristics and other factors

    Values are presented as number (%).

    AE, adverse event; CI, confidence interval; BMI, body mass index; T2DM, type 2 diabetes mellitus.

    Chi-square test,

    Statistically significant,

    Medical history was not formally defined for this study, and was noted in the case report forms by the treating physician as part of routine clinical practice.

    Table 4. Baseline characteristics and other factors associated with occurrence of adverse events

    CI, confidence interval; BMI, body mass index; T2DM, type 2 diabetes mellitus.

    Logistic regression,

    Statistically significant.

    Table 5. Mixed model for repeated measures for change from baseline in HbA1c, FBG, and body weight (baseline follow-up visit, ±4 weeks)

    HbA1c, glycosylated hemoglobin; FBG, fasting blood glucose; LS, least-square; SE, standard error; CI, confidence interval.

    P values are tests from mixed model for repeated measure (MMRM),

    MMRM model: change from baseline=β1×visit+β2×baseline HbA1c+β3×visit×baseline HbA1c,

    Statistically significant,

    MMRM model: change from baseline=β1×visit+β2×baseline FBG+β3×visit×baseline FBG,

    MMRM model: change from baseline=β1×visit+β2×baseline weight+β3×visit×baseline weight.

    Table 6. Baseline characteristics and other factors associated with achievement of HbA1c <6.5%

    Response variable: achieved HbA1c <6.5% at last observation (yes/no).

    HbA1c, glycosylated hemoglobin; CI, confidence interval; BMI, body mass index.

    Logistic regression,

    Statistically significant.

    Han J, Lee WJ, Hur KY, Cho JH, Lee BW, Park CY. Safety and Effectiveness of Dulaglutide in the Treatment of Type 2 Diabetes Mellitus: A Korean Real-World Post-Marketing Study. Diabetes Metab J. 2024;48(3):418-428.
    Received: Feb 03, 2023; Accepted: Jul 10, 2023
    DOI: https://doi.org/10.4093/dmj.2023.0030.

    Diabetes Metab J : Diabetes & Metabolism Journal
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