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Time to Failure on Oral Glucose-Lowering Agents for Patients with Type 2 Diabetes: A Retrospective Cohort Study

Introduction Research has shown that glycemic control is associated with lower rates of microvascular and long-term cardiovascular complications. In the analyses reported here, we examined treatment failure on oral glucose-lowering agents (GLAs), defined as having sustained hemoglobin A1c (HbA1c) ≥  7%. Methods This study utilized the IBM® MarketScan® Claims and Laboratory Data from 1 January 2012 through 30 June 2018. Adults with type 2 diabetes (T2D) were classified based upon the maximum number of classes of GLAs prescribed per day during the time period from 1 July 2012 through 31 December 2012. Patients were followed for 5.5 years in order to examine time to failure on oral GLAs, defined based upon receipt of ≥ 2 consecutive HbA1c results ≥ 7%. Multivariable analyses employing a Cox proportional hazards model were used to examine time to failure overall and based upon the number of index classes of oral GLAs prescribed. For patients who had sustained HbA1c above the threshold, multivariable analyses examined the duration of time that HbA1c remained above the threshold (i.e, glycemic burden) and whether or not an additional oral or injectable class of GLA was added to the patient treatment regimen (i.e., clinical inertia). Results A total of 4156 patients were included in the study, of whom 16% were identified with sustained HbA1c ≥ 7% after 365 days (1 year) and 36% after 730 days (2 years), with half of all patients having sustained HbA1c above target after 1102 days (3 years). There was a statistically significant difference in time to having sustained HbA1c above target based upon index classes of therapy, with patients treated with more GLAs being quicker to have HbA1c above target (P < 0.0001). Among those patients who were found to have sustained HbA1c ≥ 7%, the average number of days in the post-period that HbA1c remained above target was 1026 (2.8 years). Only 36% of patients with sustained HbA1c above target added a GLA to their treatment regimen and, for patients who did add such a therapy, the average duration from identification of HbA1c above target until treatment intensification was 401 days (1.1 years). Multivariable analyses revealed that, among those with sustained HbA1c ≥ 7%, treatment with more classes of oral GLAs was associated with a significantly higher glycemic burden and significantly lower odds of clinical inertia. Conclusion These results indicate that for many patients treated with oral GLAs, glycemic control is not consistently achieved. For patients with above-target HbA1c , the results indicate a relatively large glycemic burden and clinical inertia towards treatment intensification. The findings illustrate some limitations associated with treatment of T2D with oral GLAs. Supplementary Information The online version contains supplementary material available at 10.1007/s13300-021-01051-9.

time to failure on oral GLAs, defined based upon receipt of C 2 consecutive HbA1c results C 7%. Multivariable analyses employing a Cox proportional hazards model were used to examine time to failure overall and based upon the number of index classes of oral GLAs prescribed. For patients who had sustained HbA1c above the threshold, multivariable analyses examined the duration of time that HbA1c remained above the threshold (i.e, glycemic burden) and whether or not an additional oral or injectable class of GLA was added to the patient treatment regimen (i.e., clinical inertia). Results: A total of 4156 patients were included in the study, of whom 16% were identified with sustained HbA1c C 7% after 365 days (1 year) and 36% after 730 days (2 years), with half of all patients having sustained HbA1c above target after 1102 days (3 years). There was a statistically significant difference in time to having sustained HbA1c above target based upon index classes of therapy, with patients treated with more GLAs being quicker to have HbA1c above target (P \ 0.0001). Among those patients who were found to have sustained HbA1c C 7%, the average number of days in the post-period that HbA1c remained above target was 1026 (2.8 years). Only 36% of patients with sustained HbA1c above target added a GLA to their treatment regimen and, for patients who did add such a therapy, the average duration from identification of HbA1c above target until treatment intensification was 401 days (1.1 years). Multivariable analyses revealed that, among those with sustained HbA1c C 7%, treatment with more classes of oral GLAs was associated with a significantly higher glycemic burden and significantly lower odds of clinical inertia.
Conclusion: These results indicate that for many patients treated with oral GLAs, glycemic control is not consistently achieved. For patients with above-target HbA1c , the results indicate a relatively large glycemic burden and clinical inertia towards treatment intensification. The findings illustrate some limitations associated with treatment of T2D with oral GLAs.

Key Summary Points
Why carry out this study?
Despite the advantages associated with glycemic control, previous research has found that treatment delays are common in the treatment of type 2 diabetes (T2D).
This study examines the relationship between treatment with oral glucoselowering agents (GLAs) and glycemic control.
What was learned from the study?
Among the 4156 individuals included in the study, half of all patients were found to have sustained HbA1c above the target level, defined as C 2 sequential hemoglobin A1c ( HbA1c) results above target, after 3 years; and among such patients, the average number of days that HbA1c remained above target was 1026 (2.8 years).
Only 36% of patients with sustained HbA1c above target added a GLA to their treatment regimen, and for patients who did add such a therapy, the average number of days from identification of HbA1c above target until such treatment intensification was 401 days (1.1 years).
Multivariable analyses revealed that, among those with sustained HbA1c C 7%, treatment with more classes of oral GLAs was associated with a significantly higher glycemic burden and significantly lower odds of clinical inertia.
The results of this study illustrate the large glycemic burden and clinical inertia towards treatment intensification associated with the use of oral GLAs.

INTRODUCTION
Type 2 diabetes (T2D) is a progressive disease characterized by deteriorating glycemic control due to declining beta-cell function and increasing insulin resistance [1]. Oral glucoselowering agents (GLAs) are the first-line of treatment for T2D, yet many patients require additional therapies to achieve glycemic control as T2D advances [2]. For example, the UK Prospective Diabetes Study (UKPDS) found that, after 6 years of treatment on oral GLAs, 44% of patients required additional therapy to manage their hyperglycemic symptoms or bring their fasting plasma glucose to \ 15.0 mmol per liter [3]. Similarly, the Diabetes Outcome Progression Trial (ADOPT) reported substantial 5-year failure rates for specific oral agents, including rosiglitazone (15%), metformin (21%), and glyburide (34%), with failure was defined as fasting plasma glucose [ 10.0 mmol per liter [4]. While various measures of glycemic control are used [1], the American Diabetes Association (ADA) has deemed hemoglobin A1c (HbA1c) the primary such measure and has set a standard treatment goal of HbA1c \ 7% for most nonpregnant adults [5]. The benefits of achieving HbA1c \ 7% in patients with T2D include lower rates of both microvascular and long-term cardiovascular complications [6,7], and setting even tighter HbA1c goals might also be associated with improved microvascular outcomes [8]. Nevertheless, more intensive glycemic control has been associated with increased rates of hypoglycemia [8,9], and fear of hypoglycemia and other concerns have been associated with a reluctance to start or intensify antidiabetic treatment in a timely way [10]. More than 50 studies [11] published over the past 2 decades have shown that such treatment delays, deemed clinical inertia [12], are common in the treatment of T2D. However, little research has solely examined treatment failure on oral GLAs, as a medication class, or subsequent outcomes.
Given the evidence of the progressive nature of diabetes, the limitations of oral GLA therapy, and clinical inertia in the treatment of T2D, we hypothesized that oral antidiabetic therapies often fail to sustain the target HbA1c over time among US patients with T2D, and that treatment intensification after such failure is often delayed. To test these hypotheses, the present retrospective analyses focused on a population of patients with T2D who were initiated on oral GLAs to determine: (1) the time to treatment failure on oral therapy, defined as the mean number of days from prescription of oral GLA medications to the record of an HbA1c C 7%; (2) the glycemic burden, defined as the mean number of days that patients sustained HbA1c C 7%; and (3) clinical inertia, defined as the mean number of days from identification of above-target HbA1c to modification of treatment.

METHODS
The study data was from the IBMÒ MarketS-canÒ Claims and Laboratory Data (IBM Watson Health, Cambridge, MA, USA). The claims data consisted of Commercial Claims and Encounters (CCAE) and Medicare Supplemental (MDCR) databases. These databases provided information on patient demographic characteristics, enrollment, inpatient services, outpatient services, prescription drug use, and gross payments to a service provider. The MarketScan Laboratory database provided laboratory test results, including HbA1c test results, for a subset of patients included in the MarketScanÒ CCAE and MDCR databases. The data came from insurance claims and medical encounters dated from 1 January 2012 through to 30 June 2018. All study data were fully de-identified and Health Insurance Portability and Accountability Act (HIPAA) compliant. Given the use of retrospective and de-identified data, ethics committee approval was not required. Permission to use the data for this study was granted by license between IBM Watson Health and Eli Lilly and Company.
For inclusion in the study, patients were required to have filled a prescription for C 1 oral GLAs over the period from 1 July 2012 through 31 December 2012 (i.e., the identification window). For each day in the identification window, the number of classes of GLAs prescribed was examined. The index date was defined as the first date associated with the highest number of GLA classes prescribed. The pre-period was defined as the 6-month period prior to the index date; the post-period was defined as the 5.5 years after the index date; and the study period was defined as the 6-year interval spanning both the pre-and post-periods. Patients were also required to be identified as having T2D in 2012 based upon receipt of C 2 diagnoses of T2D (International Classification of Diseases, Ninth Revision, Clinical Modification [ICD-9-CM] codes 250.x0, 250.x 2 or International Classification of Diseases, Tenth Revision, Clinical Modification [ICD-10-CM] code E11xx) or one diagnosis of T2D and no more than one diagnosis of type 1 diabetes (ICD-9-CM codes 250.x1, 250.x3 or ICD-10-CM code E10xx). Patients were excluded from the study if they used any injectable GLA in 2012, if they were diagnosed with pregnancy or gestational diabetes (ICD-9-CM code 630.xx-679.xx, V22.xx, V23.xx or ICD-10-CM code Oxxxx, Z33xx, Z4xx) at any time over the study period, if they were younger than age 18 years at the index date, or if they did not have continuous insurance coverage over the study period. Finally, patients were required to have at least one recorded HbA1c laboratory test result in the preperiod and at least four such results in the postperiod. Figure 1 illustrates how each of these inclusion and exclusion criteria affected sample size.
The primary outcome of interest was time to treatment failure on oral GLA, with failure on oral antidiabetics defined as sustained HbA1c C 7%. The use of a 7% HbA1c threshold is consistent with ADA guidelines which state that an appropriate goal for most adults is HbA1c \ 7% [5]. In this study, sustained HbA1c C 7% was defined as having at least two consecutive post-period HbA1c tests with results C 7%, and the first such date was defined as the failure date. This definition allows for temporary fluctuations in HbA1c in order to conservatively estimate whether a patient is above the HbA1c target. Time to failure was examined overall as well as by the number of classes of GLAs with which patients were treated on the index date.
In addition to examining time to failure on oral GLAs, for patients who had a sustained HbA1c C 7%, the analyses examined glycemic burden and clinical inertia. Glycemic burden was defined as the number of days in the postperiod where HbA1c remained above target. Consistent with previous research, if an individual had an HbA1c C 7%, it was assumed that HbA1c stayed above target until the next measurement [13]. For patients who had a sustained HbA1c C 7%, clinical inertia was defined as the lack of use of any additional class of GLA therapy [13]. Note that while individuals were excluded from the analyses if they used an injectable GLA in the pre-period or identification period, such use was allowed in the 5.5 year post-period. As a result, patients who added an additional class of an oral GLA or an injectable GLA would be classified as not having clinical inertia.
For descriptive analyses, differences in categorical variables were examined using chisquare statistics, while for continuous variables differences in medians were examined using Kruskal-Wallis tests. Multivariable analyses were used to examine time to failure, glycemic burden, and clinical inertia. Specifically, time to failure was examined employing a Cox proportional hazards model. Among individuals with sustained HbA1c C 7%, days of glycemic burden were examined using a negative binomial model and clinical inertia was examined using logistic analyses. All multivariable analyses controlled for patient age, sex, the average number of days between HbA1c tests, and health status, as proxied by the Charlson Comorbidity Index (CCI) [14] and Diabetes Complications Severity Index (DCSI) [15]. While this research focused on the relationship between number of oral GLAs and outcomes, the complete results for the multivariable analyses are provided in Electronic Supplementary Material (ESM) Appendix A. All analyses were conducted using SAS version 9.4 (SAS Institute, Cary, NC, USA). A P value \ 0.05 was considered, a priori, to be statistically significant.

RESULTS
The final sample consisted of 4156 patients. Table 1 presents the baseline characteristics for all patients and for subgroups stratified according to the number of classes of GLAs prescribed in the identification window. The median age of all patients was 55 years, and 56.0% of patients were male. Most of the individuals in this population resided in the South region of the USA (64.3%), and patients were insured most frequently via a health maintenance organization (43.6%) or preferred provider organization (21.3%). In the identification window, 53.4% of patients filled a prescription for no more than one class of oral GLAs per day, 34.1% filled a prescription for two classes of oral GLAs, and 12.4% filled a prescription for three or more classes of oral GLAs per day. As the number of index classes of oral GLAs increased, patients were more frequently male, residents of the South region of the USA, and insured through a point of service or health maintenance organization, while they were less frequently female, residents of the the North Central region of the USA, and insured with comprehensive insurance or consumer-directed health plans.The median CCI or DCSI scores were zero for all patients as well as all groups of patients based upon number of classes of oral GLAs (both P [ 0.05). Figure 2 presents the results of the multivariable analyses which examine the duration of time until the above-target HbA1c was identified based upon the first of C 2 HbA1c results above target. Figure 2a (left) shows that 16% of the overall population had a sustained HbA1c C 7% after 365 days (1 year), 36% had a sustained HbA1c C 7% after 730 days (2 years), and 50% had a sustained HbA1c C 7% by 1102 days (3 years). Figure 2b (right) shows that the number of classes of oral GLAs prescribed and the time to treatment failure on oral GLAs had an inverse association. For instance, among those treated with one class of oral GLAs, 50% had HbA1c C 7% after day 1815 (5.0 years); among those treated with two classes of oral GLAs, 50% had HbA1c C 7% after day 769 (2.1 years); and among those treated with C 3 classes of oral GLAs, 50% had HbA1c C 7% after day 639 (1.8 years). As these results indicate, patients treated with more GLAs more quickly failed treatment, as measured by having a sustained HbA1c C 7%. Likewise, the greater the number of oral GLAs prescribed, the more likely a patient was to sustain above-target HbA1c after only 1 year. Specifically, for those treated with one, two, or three or more classes of oral GLAs, the percentage of patients with a sustained HbA1c C 7% after 1 year was 11, 23, or 30%, respectively, while after 2 years these percentages were 25, 48, or 58%, respectively. Figure 3 examines glycemic burden. Unadjusted descriptive statistics (Fig. 3a) show that those who sustained HbA1c C 7% did so for 51.1% of the post-period (1026 days; 2.8 years) on average, with this percentage increasing as the number of classes of oral GLAs prescribed in the pre-period increased. For instance, among those prescribed one oral class of GLAs, patients  sustained HbA1c C 7% for 44.8% of the 5.5 year post-period, while those prescribed C 3 oral classes sustained HbA1c C 7% for 59.7% of the post-period. The multivariable analyses (Fig. 3b) are generally consistent with the descriptive statistics, with use of more classes of oral GLAs associated with a larger glycemic burden. For example, the incidence rate ratio illustrates that patients prescribed two classes of oral GLAs or three or more classes of oral GLAs, compared to those who were prescribed only one class, had 1.  Figure 4 examines clinical inertia. Descriptive analyses (Fig. 4a) illustrate that, despite having a sustained HbA1c above target, 64% of the patients in this population were not prescribed any additional glucose-lowering therapies over the entire 5.5 year post-period. This percentage decreased as the number of classes of oral GLAs prescribed at index increased. However, even among those patients who were prescribed an additional therapy, there was often a delay in such a therapy modification. The mean length of time between identification of sustained HbA1c C 7% and therapy modification was 401 days (1.1 years). In the multivariable analyses (Fig. 4b), patients treated with two classes of oral GLAs were 49% (odds ratio [OR] 0.507; 95% CI 0.423-0.607) less likely to have clinical inertia compared to individuals treated with one GLA while patients treated with three or more classes of oral GLAs were 73% less likely to add an additional class of GLA (OR 0.268; 95% CI 0.212-0.339).
As a test of the robustness of the results, all analyses were also conducted using only the subset of patients who had a pre-period HbA1c below target (N = 2392). The results of these alternative (sensitivity) analyses were generally consistent with the primary results, as reported above. In both sets of analyses, treatment with Fig. 2 Time to sustained HbA1c C 7%, overall and by number of classes of oral glucose-lowering agents. Time to sustained HbA1c C 7% was analyzed using the Cox model adjusted for age, sex, patient general health, and average time between HbA1c tests. Sustained HbA1c C 7% was defined as having C 2 consecutive HbA1c laboratory test results above target in the post-period more classes of GLAs was associated with a statistically significant decrease in the time to sustained HbA1c above target. However, the patients in the subset analysis were generally slower to have sustained HbA1c above target. For example, in the main analyses, 16% of patients had sustained HbA1c C 7% after 365 days (1 year), while in the sensitivity analyses only five of patients had ''failed'' on oral GLA therapy after 365 days (1 year). Similarly, for those patients who had sustained HbA1c C 7%, the glycemic burden and likelihood of clinical inertia were also lower in the sensitivity analyses. For example, treatment with two classes of oral GLAs compared to one class, was associated with 1.17-fold the number of days of glycemic burden in the sensitivity analyses (IRR 1.174; 95% CI 1.073-1.284) compared to 1.22-fold the number of days in the main analyses. In the sensitivity analyses, treatment with two classes of oral GLAs, compared to one class was associated with a 41% (OR 0.589; 95% CI 0.442-0.785) reduction in the likelihood of clinical inertia, while in the main analyses such treatment was associated with a 49% reduction in the likelihood of clinical inertia. Complete results for the sensitivity analyses are provided in ESM Appendix B.

DISCUSSION
While clinical inertia in T2D has been a topic of research for many years [10], this study is one of the first to examine the rate of failure on oral GLAs as a medication class, along with subsequent glycemic burden and clinical inertia. As hypothesized, oral monotherapy failed for many of the patients in this US-wide population, and it failed relatively quickly. For   Fig. 3 Glycemic burden and number of classes of oral glucose-lowering agents: descriptive statistics and multivariable Analyses. *Unadjusted differences in results for patients based upon number of classes of oral GLAs prescribed at index date is statistically significant (P \ 0.05). **Results from multivariable analyses that controls for age, sex, pre-period general health and length of time between HbA1c tests indicate significant increase in glycemic burden for patients treated with 2 classes of oral GLAs or C 3 classes of oral GLAs compared to patients treated with 1 class of oral GLA. Glycemic burden is measured as the percentage of days in the post-period with HbA1c C 7% for patients with C 2 consecutive HbA1c results above target instance, after 730 days (2 years), 36% of patients had sustained HbA1c C 7% and half of all patients had sustained HbA1c7% by 1102 days (3.0 years). The glycemic burden associated with such failure was substantial, with affected patients living with above-target hyperglycemia for an average of nearly 3 years (mean 1026 days). Consistent with this large glycemic burden, and also as hypothesized, clinical inertia affected a majority of those unable to sustain \ 7% HbA1c. For instance, at the 5.5 year follow-up, 64% of patients with sustained HbA1c C 7% had never been prescribed an intensified treatment regimen. Meanwhile, those whose therapy was intensified lived for an average of 401 days (1.1 year) with poorly controlled diabetes (i.e., HbA1c C 7%) prior to the intensification. The following subsections discuss the main observations in the context of previous research.

Time to Treatment Failure on Oral GLAs
Consistent with the UKPDS finding that hyperglycemia generally increases over time among patients with T2D regardless of their treatment regimen [16], the percentage of patients who failed on oral therapy in this study increased steadily over time and rose to a failure rate of half the population prior to the end of the third year post-initiation. Other clinical trial research has reported lower percentages of failure on oral medications over longer spans of time [3,17,18], likely due to differences in study design (e.g., prospective or retrospective), treatment targets, and even the specific oral drugs examined, given that length of time to treatment failure has been found to vary based on the type of oral therapy used [16]. Meanwhile, a recent study by Romera et al. with a similar design to the current one looked at time Fig. 4 Clinical inertia and number of classes of oral glucose-lowering agents: descriptive statistics and multivariable analyses. *Unadjusted differences in results for patients based upon number of classes of oral GLAs prescribed at index date is statistically significant (P \ 0.05). **Results from multivariable analyses that controls for age, sex, pre-period general health and length of time between HbA1c tests indicate significant lower odds of clinical inertia associated with being treated with 2 classes of oral GLAs or C 3 classes of oral GLAs compared to patients treated with 1 class of oral GLA. Clinical inertia defined as no addition of other classes of GLAs to failure on oral GLAs and found that many patients were unable to achieve HbA1c \ 8% more than 1 year post-initiation (median days 440 [95% CI 421-459 days]; mean days 597.7 [standard deviation 459.3]) [13]. In contrast to the present study, however, Romera et al. looked exclusively at individuals with poor glycemic control (HbA1c C 8%) and higher treatment complexity (all had obesity and were started on C 2 oral GLAs). The narrower inclusion criteria likely explain why Romera et al. found that many patients failed on oral therapy from day 1 [13].
Notably, in concert with previous studies [11], the time to failure on antidiabetic therapy decreased in the present study as the number of oral therapies prescribed increased. Similarly, in Romera et al., the length of time to treatment intensification decreased as baseline HbA1c increased, suggesting that oral GLA therapy is less helpful in treating more severe cases of hyperglycemia [13]. As such, these observations support the ADA suggestion that combination therapies be initiated at presentation or soon thereafter for patients with the worst glycemic control (HbA1c [ 1.5% above target) [12].

Glycemic Burden
The current estimate of glycemic burden, though substantial, is generally consistent with the 0.4 to [ 7 year ranges of time with abovetarget hyperglycemia reported in earlier research [11,13], although comparisons should be made with caution due to differences in glycemic thresholds and definitions of intensification. Above-target hyperglycemia has been associated with increased risk of microvascular and long-term cardiovascular complications [6,8,10]. As such, the large glycemic burden observed in this study represents considerable additional human suffering.

Clinical Inertia
While clinical inertia has been measured in various ways in studies of T2D [11], the present analyses used two such measures: (1) the median length of time from above-target HbA1c to treatment intensification, and (2) the proportion of patients on oral therapy with above-target HbA1c who did not receive any treatment intensification during the study period. Looking at time to intensification, among the minority who received modified treatment in this study, descriptive statistics revealed that the roughly 1-year average time to intensification was generally consistent with the [ 1-year time to intensification reported in most previous research [10,12]. The rate of patients who received no intensification during the 5.5 year follow-up period (64%) was slightly above the 21-63% range reported in previous investigations with followup periods that exceeded 1 year [11,13]. However, this difference is likely due in large part to the more stringent definition of treatment intensification in this study relative to most previous ones. Specifically, in the present study, treatment intensification was defined as the addition of another class of GLA therapy versus an increase in the dosage of the current GLA or prescription of additional GLA. The ADA recommends that treatment intensification occur within approximately 3 months of an above-target HbA1c result and acknowledges that combination therapy eventually becomes necessary, as oral monotherapy typically is insufficient after the first several years of treatment [2]. As evidenced by the present results, however, real-world treatment patterns suggest that few providers comply with this recommendation.

Study Limitations
The study results should be interpreted in the context of the following limitations. First, these analyses used an administrative claims database and included only patients with medical and prescription coverage as well as recorded HbA1c results, limiting generalizability. Second, patients were identified using diagnostic codes rather than formal diagnostic assessments. Third, the analyses focused on the target of HbA1c \ 7%. While the ADA has stated that this target is appropriate for most adults [5], the analyses does not allow for individualization of this target. Fourth, the multivariable analyses were unable to control for potential variables which may also be associated with outcomes, such as duration of diabetes and patient socioeconomic status. Fifth, sample size limitations precluded any analyses of the association between any specific GLA or class of GLA and outcomes. Finally, the analyses revealed associations but not causation.

CONCLUSIONS
This study explored treatment failure on oral GLA therapy and subsequent outcomes among US patients with T2D. In particular, the analyses quantified time to failure on oral GLA therapy and the association between the number of classes of oral GLAs prescribed and the time to therapeutic failure. In addition, for individuals who had sustained HbA1c C 7%, the research quantified the relationship between treatment and glycemic burden and between treatment and clinical inertia. The results suggest that a substantial portion of US patients fail to achieve the ADA treatment target of HbA1c of \ 7% after 3 years on oral GLA therapy, and that patients live with above-target hyperglycemia for an average of 1026 days (2.8 years). Moreover, a majority (64%) of the patients in this study who failed on oral monotherapy were not prescribed an additional class of GLA to their treatment regimen after having a sustained HbA1c C 7%. While previous research has explored clinical inertia in the treatment of T2D, this is one of the first naturalistic, observational studies to examine treatment failure on oral GLAs as a medication class. The findings illustrate the glycemic burden and clinical inertia associated with oral GLA treatment and suggest that physicians may wish to consider earlier initiation of injectable therapies to potentially minimize the burden of T2D when oral therapies fail. Compliance with Ethics Guidelines. All study data were fully de-identified and Health Insurance Portability and Accountability Act (HIPAA) compliant. Given the use of retrospective and de-identified data, ethics committee approval was not required. Permission to use the data for this study was granted by license between IBM Watson Health and Eli Lilly and Company.
Data Availability. The data used in this study are not available from the authors due to licensing restrictions. Permission to use the data for this study was granted by license between IBM Watson Health and Eli Lilly and Company.
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