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1.
Endocr Pract ; 2024 Jun 14.
Article in English | MEDLINE | ID: mdl-38880349

ABSTRACT

OBJECTIVE: A new generation of basal insulin analogs enabling once-weekly administration is currently under development. Weekly basal insulins have the potential to overcome limitations exhibited by current daily basal insulins. The pharmacokinetic and glucodynamic characteristics differ significantly between weekly and daily basal insulins and will require paradigm shifts in how basal insulins are dosed. METHODS: An overview of pharmacokinetic and glucodynamic principles of basal insulins is presented. Specifically, the pharmacokinetic and glucodynamic properties of daily basal insulins and how these differ for the new weekly basal insulins are discussed. Finally, models and simulations are used to describe the impact of weekly insulin properties on dosing. RESULTS: Two approaches have been used to extend the half-lives of these insulins, creating fusion proteins with reduced clearance and reduced receptor-mediated degradation of the insulin. The resulting prolonged exposure-response profiles affect dosing and the impact of dosing errors. Specifically, the impact of loading doses, missed doses, and double doses, and the effect on glycemic variability of a once weekly basal insulin option are demonstrated using pharmacokinetic/glucodynamic models and simulations. CONCLUSIONS: The transition from daily to weekly basal insulin dosing requires an understanding of the implications of the prolonged exposure-response profiles to effectively and confidently incorporate these weekly basal insulins into clinical practice. By reviewing the application of pharmacokinetic and glucodynamic principles to daily basal insulin analogs, the differences with weekly basal insulins, and the impact of these properties on dosing, this review intends to explain the principles behind weekly basal insulin dosing.

3.
Infect Dis Ther ; 12(7): 1861-1873, 2023 Jul.
Article in English | MEDLINE | ID: mdl-37329415

ABSTRACT

INTRODUCTION: Bamlanivimab and etesevimab (BAM + ETE) are monoclonal antibodies (mAbs) effective in reducing COVID-19-related hospitalizations and all-cause mortality in adult participants at increased risk for severe disease. We present pharmacokinetic (PK), efficacy, and safety results from pediatric participants (< 18 years of age) with COVID-19 who were treated with BAM + ETE. METHODS: In an addendum to the phase 2/3 BLAZE-1 clinical trial (NCT04427501), pediatric participants received open-label weight-based dosing (WBD, n = 94) based on exposure-matching to the authorized dose of BAM + ETE in adult participants. For efficacy and safety assessments, placebo (n = 14) and BAM + ETE (n = 20)-treated adolescent participants (> 12 to < 18 years of age) from the BLAZE-1 trial were included in the overall pediatric population (N = 128). All participants had mild to moderate COVID-19 upon enrollment and ≥ 1 risk factor for severe COVID-19. The primary objective was to characterize the PK of BAM and ETE in the WBD population. RESULTS: The median age of the participants was 11.2 years, 46.1% were female, 57.9% were Black/African American, and 19.7% were Hispanic/Latino. The area under the curve for BAM and ETE in the WBD population was similar to that previously observed in adults. There were no COVID-19-related hospitalizations or deaths. All adverse events (AE) except one were mild or moderate, with one participant reporting a serious AE. CONCLUSION: WBD in pediatric participants achieved similar drug exposures compared to adult participants that received the authorized BAM + ETE dose. The pediatric efficacy and safety data were consistent with adults receiving mAbs for COVID-19. TRIAL REGISTRATION NUMBER: NCT04427501.

4.
Diabetes Care ; 46(5): 1060-1067, 2023 05 01.
Article in English | MEDLINE | ID: mdl-36944059

ABSTRACT

OBJECTIVE: Basal insulin Fc (BIF) (insulin efsitora alfa; LY3209590), a fusion protein combining a novel single-chain insulin variant with a human IgG Fc domain, is designed for once-weekly basal insulin administration. This phase 2 study assessed the safety and efficacy of BIF versus degludec in insulin-naive patients with type 2 diabetes (T2D) previously treated with oral antihyperglycemic medications. RESEARCH DESIGN AND METHODS: During this randomized, parallel, open-label study, 278 insulin-naive patients with T2D were randomly assigned (1:1) to receive BIF once weekly or degludec once daily over the 26-week treatment period. Both groups were titrated to fasting glucose of 80-100 mg/dL (4.4 to <5.6 mmol/L). The primary end point was HbA1c change from baseline to week 26 (noninferiority margin 0.4%). Secondary end points included fasting blood glucose (FBG), six-point glucose profiles, and rate of hypoglycemia. RESULTS: After 26 weeks of treatment, BIF demonstrated a noninferior HbA1c change from baseline versus degludec, with a treatment difference of 0.06% (90% CI -0.11, 0.24; P = 0.56). Both BIF and degludec treatment led to significant reductions in FBG from baseline. At week 26, the between-treatment difference for BIF versus degludec was 4.7 mg/dL (90% CI 0.1, 9.3; P = 0.09). The rate of level 2 hypoglycemia was low and not significantly different between treatment groups (BIF 0.22 events/patient/year, degludec 0.15 events/patient/year; P = 0.64); there was no severe hypoglycemia. The occurrence of treatment-emergent adverse events was also similar between BIF and degludec. CONCLUSIONS: Once-weekly BIF achieved excellent glycemic control similar to degludec, with no concerning hypoglycemia or other safety findings.


Subject(s)
Diabetes Mellitus, Type 2 , Hypoglycemia , Humans , Insulin , Insulin Glargine , Glycated Hemoglobin , Glycemic Control , Blood Glucose/metabolism , Hypoglycemic Agents , Hypoglycemia/chemically induced , Insulin, Regular, Human/therapeutic use , Glucose/therapeutic use
5.
Diabetes Care ; 46(5): 1052-1059, 2023 05 01.
Article in English | MEDLINE | ID: mdl-36920867

ABSTRACT

OBJECTIVE: Basal Insulin Fc (BIF; insulin efsitora alfa; LY3209590), a fusion protein combining a novel single-chain insulin variant with a human IgG Fc domain, is designed for once-weekly basal insulin administration. This phase 2 study assessed safety and efficacy of BIF versus degludec in 265 patients with type 1 diabetes (T1D) using multiple daily injections. RESEARCH DESIGN AND METHODS: During this randomized, parallel, open-label study, patients with T1D were randomized (1:1) to receive BIF once weekly or degludec once daily over the 26-week treatment period. Both groups were titrated to a fasting glucose level of 80-100 mg/dL. The primary end point was HbA1c change from baseline to week 26 (noninferiority margin, 0.4%). Secondary end points included percent time in range (TIR) (70-180 mg/dL), continuous glucose monitoring (CGM) fasting glucose (FG) level, and rate of hypoglycemia. RESULTS: After 26 weeks, patients receiving BIF had noninferior HbA1c change from baseline versus those receiving degludec, with a statistically significant treatment difference of 0.17% (90% CI 0.01, 0.32; P = 0.07) favoring the comparator. Percent TIR was similar for patients in the BIF (56.1%) and degludec (58.9%; P = 0.112) groups at week 26. FG values were significantly higher for patients receiving BIF (158.8 mg/dL) versus degludec (143.2 mg/dL; P = 0.003). Rates of CGM-derived hypoglycemia were not statistically significantly different for BIF and degludec over 24 h for level 1 (P = 0.960) or level 2 (P = 0.517) hypoglycemia during the treatment period. Occurrence of serious adverse events was similar between the BIF and degludec groups. CONCLUSIONS: Once-weekly BIF demonstrated noninferior glycemic control to once-daily degludec (treatment difference: 0.17% favoring degludec) and no difference in hypoglycemia or other safety findings in patients with T1D.


Subject(s)
Diabetes Mellitus, Type 1 , Diabetes Mellitus, Type 2 , Hypoglycemia , Humans , Diabetes Mellitus, Type 1/drug therapy , Diabetes Mellitus, Type 1/chemically induced , Hypoglycemic Agents/adverse effects , Insulin Glargine , Diabetes Mellitus, Type 2/chemically induced , Glycated Hemoglobin , Glycemic Control , Blood Glucose Self-Monitoring , Blood Glucose/metabolism , Insulin/adverse effects , Hypoglycemia/chemically induced
6.
Lancet Diabetes Endocrinol ; 11(3): 158-168, 2023 03.
Article in English | MEDLINE | ID: mdl-36758572

ABSTRACT

BACKGROUND: The burden of daily basal insulins often causes hesitancy and delays in the initiation of insulin therapy. Basal insulin Fc (BIF, insulin efsitora alfa), designed for once-weekly administration, is a fusion protein combining a novel single-chain insulin variant with a human immunoglobulin G (IgG) Fc domain. In this study, we explored the safety and efficacy of BIF in people with type 2 diabetes who had been previously treated with basal insulin. METHODS: For this phase 2, 44-site (clinical research centres and hospitals), randomised, open-label, comparator-controlled, 32-week study in the USA, Puerto Rico, and Mexico, we enrolled participants with type 2 diabetes. Eligible participants had to be adults (aged ≥18 years) and to have been treated with basal insulin and up to three oral antidiabetic medicines. Participants were randomly assigned (1:1:1) to subcutaneous administration of BIF (BIF treatment group 1 [BIF-A1] or 2 [BIF-A2]) or insulin degludec. Randomisation was stratified by country, baseline HbA1c values (<8·5% or ≥8·5%; <69·4 or ≥69·4 mmol/mol), use of sulfonylureas (yes or no), and baseline BMI (<30 or ≥30 kg/m2). The randomisation scheme was performed using an interactive web-response system, which ensured balance between treatment groups. Different fasting glucose targets for the BIF-A1 (≤7·8 mmol/L or ≤140 mg/dL; titrated every 2 weeks), BIF-A2 (≤6·7 mmol/L or ≤120 mg/dL; titrated every 4 weeks), and degludec (≤5·6 mmol/L or ≤100 mg/dL) groups were selected. Patients randomly assigned to BIF received a one-time loading dose ranging from 1·5-3 times their calculated weekly dose. The first weekly dose was administered 1 week after the loading dose. We used interstitial fasting glucose measurements from the Dexcom G6 continuous glucose monitoring system to titrate the basal insulin. The primary measure of glycaemic control was change in HbA1c from baseline to week 32 for BIF. BIF was also compared with degludec (with a non-inferiority margin of 0·40%). The efficacy analysis set consisted of data from all randomised study participants who received at least one dose of the study medication and participants were analysed according to the treatment they were assigned. The safety population was the same as the efficacy analysis set. The completed trial is registered at ClinicalTrials.gov (NCT03736785). FINDINGS: Between Nov 15, 2018 and Feb 18, 2020, 399 participants were enrolled and randomised to BIF-A1 (n=135), BIF-A2 (n=132), or degludec (n=132); 202 (51%) were female and 197 (49%) were male. 379 were analysed for the primary outcome (BIF-A1: n=130; BIF-A2: n=125; degludec: n=124). Mean HbA1c change from baseline to week 32, the primary outcome, was -0·6% (SE 0·1%) for BIF-A1 and BIF-A2. Degludec achieved a change from baseline of -0·7% (0·1%). The pooled BIF analysis achieved non-inferiority versus degludec for the treatment difference in HbA1c (0·1% [90% CI -0·1 to 0·3]). The hypoglycaemia (≤3·9 mmol/L or ≤70 mg/dL) event rates (hypoglycaemia events per patient per year) in the BIF groups were 25% lower than those in the degludec group (treatment ratio BIF-A1 vs degludec was 0·75 [0·61-0·93]; and BIF-A2 vs degludec was 0·74 [0·58-0·94]). BIF was well tolerated; treatment-emergent adverse events were similar across groups. INTERPRETATION: Weekly BIF achieved a similar efficacy compared with degludec despite higher fasting glucose targets in the BIF groups. Higher fasting glucose targets and lower glucose variability might have contributed to lower hypoglycaemia rates for BIF compared with degludec. These findings support continued development of BIF as a once-weekly insulin treatment for people with diabetes. FUNDING: Eli Lilly and Company.


Subject(s)
Diabetes Mellitus, Type 2 , Hypoglycemia , Adult , Humans , Male , Female , Adolescent , Diabetes Mellitus, Type 2/drug therapy , Insulin Glargine/therapeutic use , Glycated Hemoglobin , Blood Glucose Self-Monitoring , Blood Glucose , Hypoglycemic Agents/therapeutic use , Insulin/therapeutic use , Hypoglycemia/chemically induced , Glucose , Treatment Outcome
7.
Diabetes Obes Metab ; 25(4): 1080-1090, 2023 04.
Article in English | MEDLINE | ID: mdl-36541037

ABSTRACT

AIM: To assess the safety, tolerability, pharmacokinetics (PK) and pharmacodynamics (PD) of basal insulin Fc (BIF; LY3209590), a fusion protein combining a novel single-chain insulin variant together with human IgG2 Fc domain, following single and multiple once-weekly BIF administration. MATERIALS AND METHODS: The single ascending dose, 15-day study assessed four BIF doses (5-35 mg) in healthy participants and people with type 2 diabetes (T2D). In the 6-week multiple ascending dose study, people with T2D, previously treated with basal insulin, received insulin glargine daily or a one-time loading dose of BIF followed by 5 weeks of once-weekly dosing (1-10 mg). Safety, tolerability and PK and glucose PD were examined. RESULTS: Mean ages of people with T2D (N = 57) and healthy participants (N = 16) in the single-dose study were 58.4 and 35.8 years, respectively; mean body mass index values were 29.5 and 26.1 kg/m2 . BIF had a PK half-life of approximately 17 days, which led to a sustained, dose-dependent decrease in fasting blood glucose for 5 days or longer. No severe hypoglycaemia was observed. The 6-week ascending dose study included 33 people with T2D aged 40-69 years. BIF showed a low peak-to-trough ratio of 1.14 after the last dose at week 6 (steady state). Over 6 weeks, BIF seven-point glucose profiles remained constant and were similar to insulin glargine. Rates and duration of BIF hypoglycaemic events were similar to insulin glargine. CONCLUSIONS: BIF was well tolerated and the PK/PD profile enabled once-weekly dosing with minimal variation in exposure in a treatment interval of 1 week. The findings suggest BIF is suitable for further development as a weekly basal insulin in people with diabetes.


Subject(s)
Diabetes Mellitus, Type 2 , Humans , Diabetes Mellitus, Type 2/drug therapy , Insulin/therapeutic use , Insulin Glargine/therapeutic use , Blood Glucose/metabolism , Hypoglycemic Agents/therapeutic use , Insulin, Regular, Human/therapeutic use , Glucose/therapeutic use , Double-Blind Method
8.
CPT Pharmacometrics Syst Pharmacol ; 11(11): 1443-1457, 2022 11.
Article in English | MEDLINE | ID: mdl-35899461

ABSTRACT

Glycated hemoglobin (HbA1c) is the main biomarker of diabetes drug development. However, because of its delayed turnover, trial duration is rarely shorter than 12 weeks, and being able to predict long-term HbA1c with precision using data from shorter studies would be beneficial. The feasibility of reducing study duration was therefore investigated in this study, assuming a model-based analysis. The aim was to investigate the predictive performance of 24- and 52-week extrapolations using data from up to 4, 6, 8 or 12 weeks, with six previously published pharmacometric models of HbA1c. Predictive performance was assessed through simulation-based dose-response predictions and model averaging (MA) with two hypothetical drugs. Results were consistent across the methods of assessment, with MA supporting the results derived from the model-based framework. The models using mean plasma glucose (MPG) or nonlinear fasting plasma glucose (FPG) effect, driving the HbA1c formation, showed good predictive performance despite a reduced study duration. The models, using the linear effect of FPG to drive the HbA1c formation, were sensitive to the limited amount of data in the shorter studies. The MA with bootstrap demonstrated strongly that a 4-week study duration is insufficient for precise predictions of all models. Our findings suggest that if data are analyzed with a pharmacometric model with MPG or FPG with a nonlinear effect to drive HbA1c formation, a study duration of 8 weeks is sufficient with maintained accuracy and precision of dose-response predictions.


Subject(s)
Blood Glucose , Diabetes Mellitus, Type 2 , Humans , Glycated Hemoglobin , Diabetes Mellitus, Type 2/drug therapy , Fasting , Biomarkers
9.
CPT Pharmacometrics Syst Pharmacol ; 11(6): 721-730, 2022 06.
Article in English | MEDLINE | ID: mdl-35289125

ABSTRACT

The relationship between severe acute respiratory syndrome-coronavirus 2 (SARS-CoV-2) viral load reduction and disease symptom resolution remains largely undefined for coronavirus disease 2019 (COVID-19). While the vaccine-derived immunity takes time to develop, neutralizing monoclonal antibodies offer immediate, passive immunity to patients with COVID-19. Bamlanivimab and etesevimab are two potent neutralizing monoclonal antibodies directed to the receptor binding domain of the spike protein of SARS-CoV-2. This study aims to describe the relationship between viral load and resolution of eight common COVID-19-related symptoms in patients following treatment with neutralizing monoclonal antibodies (bamlanivimab alone or bamlanivimab and etesevimab together), in a phase II clinical trial. Corresponding pharmacokinetics (PKs), viral load, and COVID-19-related symptom data were modeled using Nonlinear Mixed Effects Modeling to describe the time-course of eight COVID-19-related symptoms in an ordered categorical manner (none, mild, moderate, and severe), following administration of bamlanivimab or bamlanivimab and etesevimab together to participants with COVID-19. The PK/pharmacodynamic (PD) models characterized the exposure-viral load-symptom time course of the eight preselected COVID-19-related symptoms. Baseline viral load (BVL), change in viral load from baseline, and time since the onset of symptoms, demonstrated statistically significant effects on symptom score probabilities. Higher BVL generally indicated an increased probability of symptom severity. The severity of symptoms decreased over time, partially driven by the decrease in viral load. The effect of increasing time resulting in decreased severity of symptoms was over and above the effect of decreasing viral load. Administration of bamlanivimab alone or together with etesevimab results in a faster time to resolution of COVID-19-related symptoms compared to placebo.


Subject(s)
COVID-19 Drug Treatment , SARS-CoV-2 , Antibodies, Monoclonal, Humanized/therapeutic use , Antibodies, Neutralizing , Antibodies, Viral , Humans , Viral Load
10.
Clin Pharmacol Ther ; 111(3): 595-604, 2022 03.
Article in English | MEDLINE | ID: mdl-34687040

ABSTRACT

Neutralizing monoclonal antibodies (mAb), novel therapeutics for the treatment of coronavirus disease 2019 (COVID-19) caused by severe acute respiratory syndrome-coronavirus 2 (SARS-CoV-2), have been urgently researched from the start of the pandemic. The selection of the optimal mAb candidate and therapeutic dose were expedited using open-access in silico models. The maximally effective therapeutic mAb dose was determined through two approaches; both expanded on innovative, open-science initiatives. A physiologically-based pharmacokinetic (PBPK) model, incorporating physicochemical properties predictive of mAb clearance and tissue distribution, was used to estimate mAb exposure that maintained concentrations above 90% inhibitory concentration of in vitro neutralization in lung tissue for up to 4 weeks in 90% of patients. To achieve fastest viral clearance following onset of symptoms, a longitudinal SARS-CoV-2 viral dynamic model was applied to estimate viral clearance as a function of drug concentration and dose. The PBPK model-based approach suggested that a clinical dose between 175 and 500 mg of bamlanivimab would maintain target mAb concentrations in the lung tissue over 28 days in 90% of patients. The viral dynamic model suggested a 700 mg dose would achieve maximum viral elimination. Taken together, the first-in-human trial (NCT04411628) conservatively proceeded with a starting therapeutic dose of 700 mg and escalated to higher doses to evaluate the upper limit of safety and tolerability. Availability of open-access codes and application of novel in silico model-based approaches supported the selection of bamlanivimab and identified the lowest dose evaluated in this study that was expected to result in the maximum therapeutic effect before the first-in-human clinical trial.


Subject(s)
Antibodies, Monoclonal, Humanized/administration & dosage , Antibodies, Monoclonal/administration & dosage , Antibodies, Neutralizing/administration & dosage , Antiviral Agents/administration & dosage , Models, Biological , SARS-CoV-2/drug effects , Antibodies, Monoclonal/pharmacokinetics , Antiviral Agents/pharmacokinetics , Clinical Trials as Topic , Computer Simulation , Dose-Response Relationship, Drug , Dose-Response Relationship, Immunologic , Humans , SARS-CoV-2/immunology
11.
Clin Pharmacol Ther ; 110(5): 1302-1310, 2021 11.
Article in English | MEDLINE | ID: mdl-34514598

ABSTRACT

Bamlanivimab and etesevimab are neutralizing antibodies indicated for treatment of coronavirus disease 2019 (COVID-19) in patients with early mild or moderate disease. We present the use of pharmacokinetic/pharmacodynamic (PK/PD) modeling that characterizes the timecourse of viral load obtained from 2,970 patients from 2 phase II clinical trials. The model was used for identification of optimal doses that would result in at least 90% of patients achieving serum drug concentrations that result in 90% of maximum drug effect (IC90) for at least 28 days. The serum IC90 (95% confidence interval) was estimated to be 4.2 (3.2-4.3) µg/mL for bamlanivimab and 12.6 (9.7-12.8) µg/mL for etesevimab. Observed clinical trial data confirmed PK and PK/PD model predictions that doses of 700 mg bamlanivimab and 1,400 mg etesevimab would result in maximum reduction in viral load, with no additional effect seen at higher doses. No dose adjustment is recommended as age, sex, race, baseline viral load, and hepatic impairment did not have a significant impact on the PK of the antibodies. Earlier drug administration resulted in greater reductions in viral load, demonstrating the importance of receiving treatment as soon as possible. Relative to placebo, typical reduction in viral load over a 7-day period was estimated to be 80 or 93% (drug administered 4 days or 1 day after the onset of symptoms, respectively), P < 0.0001. PK/PD modeling and simulation was pivotal throughout the drug development and emergency use authorization process.


Subject(s)
Antibodies, Monoclonal, Humanized/pharmacokinetics , Antibodies, Monoclonal/pharmacokinetics , Antibodies, Neutralizing/pharmacology , Antiviral Agents/pharmacokinetics , COVID-19 Drug Treatment , Administration, Intravenous , Antibodies, Monoclonal/administration & dosage , Antibodies, Monoclonal/pharmacology , Antibodies, Monoclonal, Humanized/administration & dosage , Antibodies, Monoclonal, Humanized/pharmacology , Antibodies, Neutralizing/administration & dosage , Antiviral Agents/administration & dosage , Antiviral Agents/pharmacology , Body Weight , COVID-19/blood , Double-Blind Method , Drug Combinations , Drug Therapy, Combination , Humans , Models, Theoretical , Population , Time Factors , Viral Load/drug effects
12.
Clin Pharmacol Ther ; 110(6): 1467-1477, 2021 12.
Article in English | MEDLINE | ID: mdl-34455583

ABSTRACT

Therapeutics for patients hospitalized with coronavirus disease 2019 (COVID-19) are urgently needed during the pandemic. Bamlanivimab is a potent neutralizing monoclonal antibody that blocks severe acute respiratory syndrome-coronavirus 2 (SARS-CoV-2) attachment and entry into human cells, which could potentially lead to therapeutic benefit. J2W-MC-PYAA was a randomized, double-blind, sponsor unblinded, placebo-controlled, single ascending dose first-in-human trial (NCT04411628) in hospitalized patients with COVID-19. A total of 24 patients received either placebo or a single dose of bamlanivimab (700 mg, 2,800 mg, or 7,000 mg). The primary objective was assessment of safety and tolerability, including adverse events and serious adverse events, with secondary objectives of pharmacokinetic (PK) and pharmacodynamic analyses. Treatment-emergent adverse event (TEAE) rates were identical in the placebo and pooled bamlanivimab groups (66.7%). There were no apparent dose-related increases in the number or severity of TEAEs. There were no serious adverse events or deaths during the study, and no discontinuations due to adverse events. PKs of bamlanivimab is linear and exposure increased proportionally with dose following single i.v. administration. The half-life was ~ 17 days. These results demonstrate the favorable safety profile of bamlanivimab, and provided the initial critical evaluation of safety, tolerability, and PKs in support of the development of bamlanivimab in several ongoing clinical trials.


Subject(s)
Antibodies, Monoclonal, Humanized/administration & dosage , Antiviral Agents/administration & dosage , COVID-19 Drug Treatment , COVID-19/diagnosis , Hospitalization/trends , Administration, Intravenous , Adult , Aged , Antibodies, Monoclonal, Humanized/adverse effects , Antiviral Agents/adverse effects , COVID-19/immunology , Dose-Response Relationship, Drug , Double-Blind Method , Fatigue/chemically induced , Female , Headache/chemically induced , Humans , Male , Middle Aged
13.
J Clin Pharmacol ; 61(2): 234-243, 2021 02.
Article in English | MEDLINE | ID: mdl-32895980

ABSTRACT

Weight loss has been associated with improvement in insulin sensitivity. It is consequently a cornerstone in the management of type 2 diabetes mellitus (T2DM). However, the strictly quantitative relationship between weight loss, insulin sensitivity, and clinically relevant glucose homeostasis biomarkers as well as changes therein as T2DM progresses is not yet fully understood. Therefore, the objective of our research was to establish a body weight-directed disease trial model for glucose homeostasis. To that end, we conducted a model-based meta-analysis using time course data of body weight loss (following lifestyle change or surgical procedure) and corresponding improvement of insulin sensitivity expressed as the Matsuda index. Changes in body weight were best described by a sigmoidal Emax model, whereas changes in the Matsuda index were best described by a linear model with a slope of 3.49. Once developed and verified, the model-based meta-analysis was linked to a disease-drug trial model for T2DM previously developed by our group to characterize and predict the impact of weight loss on clinically relevant glucose homeostasis biomarkers. The joint model was then used to conduct clinical trial simulations, which showed that weight loss can greatly improve clinically relevant glucose homeostasis biomarkers in T2DM patients.


Subject(s)
Diabetes Mellitus, Type 2/physiopathology , Insulin Resistance/physiology , Models, Biological , Weight Loss/physiology , Biomarkers , Blood Glucose , Glycated Hemoglobin , Humans , Insulin/blood
15.
Clin Pharmacol Ther ; 104(4): 699-708, 2018 10.
Article in English | MEDLINE | ID: mdl-29271001

ABSTRACT

Type 2 diabetes mellitus (T2DM) is a chronic, progressive disease characterized by persistently elevated blood glucose concentration (hyperglycemia). We developed a mechanistic drug-disease modeling platform based on data from more than 4,000 T2DM subjects in seven phase II/III clinical trials. The model integrates longitudinal changes in clinically relevant biomarkers of glycemic control with information on baseline disease state, demographics, disease progression, and different therapeutic interventions, either when given alone or as add-on combination therapy. The model was able to simultaneously characterize changes in fasting plasma glucose, fasting serum insulin, and glycated hemoglobin A1c following administration of sulfonylurea, metformin, and thiazolidinedione as well as disease progression in clinical trials ranging from 16-104 weeks of treatment. The mechanistic components of this generalized mechanism-based platform, based on knowledge of pharmacology, insulin-glucose homeostatic feedback, and diabetes pathophysiology, allows its application to be further expanded to other antidiabetic drug classes and combination therapies.


Subject(s)
Blood Glucose/drug effects , Clinical Trials as Topic/methods , Diabetes Mellitus, Type 2/drug therapy , Endpoint Determination , Hypoglycemic Agents/therapeutic use , Models, Biological , Research Design , Adult , Aged , Aged, 80 and over , Biomarkers/blood , Blood Glucose/metabolism , Diabetes Mellitus, Type 2/blood , Diabetes Mellitus, Type 2/diagnosis , Dose-Response Relationship, Drug , Drug Therapy, Combination , Female , Glycated Hemoglobin/metabolism , Humans , Hypoglycemic Agents/adverse effects , Hypoglycemic Agents/pharmacokinetics , Insulin/blood , Male , Metformin/therapeutic use , Middle Aged , Sulfonylurea Compounds/therapeutic use , Thiazolidinediones/therapeutic use , Time Factors , Treatment Outcome
16.
Diabetes Technol Ther ; 19(8): 483-490, 2017 08.
Article in English | MEDLINE | ID: mdl-28700249

ABSTRACT

BACKGROUND: The purpose of this prospective, model-based simulation approach was to evaluate the impact of various rapid-acting mealtime insulin dose-titration algorithms on glycemic control (hemoglobin A1c [HbA1c]). METHODS: Seven stepwise, glucose-driven insulin dose-titration algorithms were evaluated with a model-based simulation approach by using insulin lispro. Pre-meal blood glucose readings were used to adjust insulin lispro doses. Two control dosing algorithms were included for comparison: no insulin lispro (basal insulin+metformin only) or insulin lispro with fixed doses without titration. RESULTS: Of the seven dosing algorithms assessed, daily adjustment of insulin lispro dose, when glucose targets were met at pre-breakfast, pre-lunch, and pre-dinner, sequentially, demonstrated greater HbA1c reduction at 24 weeks, compared with the other dosing algorithms. Hypoglycemic rates were comparable among the dosing algorithms except for higher rates with the insulin lispro fixed-dose scenario (no titration), as expected. The inferior HbA1c response for the "basal plus metformin only" arm supports the additional glycemic benefit with prandial insulin lispro. CONCLUSIONS: Our model-based simulations support a simplified dosing algorithm that does not include carbohydrate counting, but that includes glucose targets for daily dose adjustment to maintain glycemic control with a low risk of hypoglycemia.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Hypoglycemic Agents/administration & dosage , Insulin Glargine/administration & dosage , Insulin Lispro/administration & dosage , Metformin/administration & dosage , Models, Theoretical , Algorithms , Computer Simulation , Diabetes Mellitus, Type 2/blood , Dose-Response Relationship, Drug , Glycated Hemoglobin/analysis , Humans , Hypoglycemic Agents/therapeutic use , Insulin Glargine/therapeutic use , Insulin Lispro/therapeutic use , Metformin/therapeutic use
17.
Clin Pharmacokinet ; 55(7): 769-788, 2016 07.
Article in English | MEDLINE | ID: mdl-26798033

ABSTRACT

Type 2 diabetes mellitus (T2DM) is a chronic metabolic disease, which affects millions of people worldwide. The disease is characterized by chronically elevated blood glucose concentrations (hyperglycaemia), which result in comorbidities and multi-organ dysfunction. This is due to a gradual loss of glycaemic control as a result of increasing insulin resistance, as well as decreasing ß-cell function. The objective of T2DM drug interventions is, therefore, to reduce fasting and postprandial blood glucose concentrations to normal, healthy levels without hypoglycaemia. Several classes of novel antihyperglycaemic drugs with various mechanisms of action have been developed over the past decades or are currently under clinical development. The development of these drugs is routinely supported by the application of pharmacokinetic/pharmacodynamic modelling and simulation approaches. They integrate information on the drug's pharmacokinetics, clinically relevant biomarker information and disease progression into a single, unifying approach, which can be used to inform clinical study design, dose selection and drug labelling. The objective of this review is to provide a comprehensive overview of the quantitative approaches that have been reported since the 2008 review by Landersdorfer and Jusko in an increasing order of complexity, starting with glucose homeostasis models. Each of the presented approaches is discussed with respect to its strengths and limitations, and respective knowledge gaps are highlighted as potential opportunities for future drug-disease model development in the area of T2DM.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Hypoglycemic Agents/pharmacology , Hypoglycemic Agents/therapeutic use , Models, Biological , Biomarkers , Blood Glucose/drug effects , Dipeptidyl-Peptidase IV Inhibitors/pharmacology , Glucagon-Like Peptide 1/agonists , Glucokinase/biosynthesis , Glycated Hemoglobin , Humans , Hyperglycemia/prevention & control , Hypoglycemic Agents/pharmacokinetics , Incretins/biosynthesis , Insulin/metabolism , Receptors, G-Protein-Coupled/agonists , Receptors, Glucagon/antagonists & inhibitors , Sodium-Glucose Transporter 2 Inhibitors
18.
Clin Pharmacokinet ; 55(5): 625-34, 2016 May.
Article in English | MEDLINE | ID: mdl-26507721

ABSTRACT

BACKGROUND AND OBJECTIVE: Dulaglutide is a long-acting glucagon-like peptide-1 receptor agonist administered as once-weekly subcutaneous injections for the treatment of type 2 diabetes (T2D). The clinical pharmacokinetics of dulaglutide were characterized in patients with T2D and healthy subjects. METHODS: The pharmacokinetics of dulaglutide were assessed throughout clinical development, including conventional pharmacokinetic analysis in clinical pharmacology studies and population pharmacokinetic analyses of data from combined phase 2 and phase 3 studies in patients with T2D. The effects of potential covariates on dulaglutide population pharmacokinetics were evaluated using nonlinear mixed-effects models. RESULTS: Dulaglutide gradually reached the maximum concentration in 48 h and had a terminal elimination half-life of 5 days. Steady state was achieved between the second and fourth doses. The accumulation ratio was 1.56 for the 1.5 mg dose. Intra-individual variability estimates for the area under the plasma concentration-time curve and the maximum concentration were both <17% [coefficient of variation (CV)]. There was no difference in pharmacokinetics between injection sites (arm, thigh or abdomen). Dulaglutide pharmacokinetics were well described by a two-compartment model with first-order absorption and elimination. The population clearance was estimated at 0.126 L/h [inter-individual variability (CV) 33.8%]. Age, body weight, sex, race and ethnicity did not influence dulaglutide pharmacokinetics to any clinically relevant degree. CONCLUSION: The pharmacokinetics of dulaglutide support once-weekly administration in patients with T2D. The pharmacokinetic findings suggest that dose adjustment is not necessary on the basis of body weight, sex, age, race or ethnicity or site of injection.


Subject(s)
Diabetes Mellitus, Type 2/metabolism , Glucagon-Like Peptides/analogs & derivatives , Hypoglycemic Agents/pharmacokinetics , Recombinant Fusion Proteins/pharmacokinetics , Adult , Aged , Aged, 80 and over , Drug Administration Routes , Female , Glucagon-Like Peptides/administration & dosage , Glucagon-Like Peptides/blood , Glucagon-Like Peptides/pharmacokinetics , Humans , Hypoglycemic Agents/administration & dosage , Hypoglycemic Agents/blood , Immunoglobulin Fc Fragments/administration & dosage , Immunoglobulin Fc Fragments/blood , Male , Middle Aged , Recombinant Fusion Proteins/administration & dosage , Recombinant Fusion Proteins/blood , Young Adult
19.
J Pharm Sci ; 103(1): 71-7, 2014 Jan.
Article in English | MEDLINE | ID: mdl-24186148

ABSTRACT

According to the JPS Drug Delivery Clinical Trials Database (jpharmscidatabase.org), 37,738, 14,104, and 8060 clinical trials are registered to evaluate (1) drug delivery technology, (2) biomolecule platform, and (3) drug metabolism and pharmacokinetic (PK)-pharmacodynamic (PD) interactions. These numbers represent a 19%-29% increase since 2012. Within biomolecules in clinical testing, antibodies constitute the majority and approximately 6% carry drug conjugates. Paul Ehrlich introduced the antibody-drug conjugate or "magic bullet" concept about a century ago. A monoclonal antibody (mAb)-drug conjugate Mylotarg was licensed for treating cancer in 2000 and exhibits significant liver toxicity and immune hypersensitivity. Plasma drug instability and a bacterial-derived drug may be partly to blame. Progress in antibody-drug conjugation chemistry, understanding how biologic systems respond to antibody-drug conjugates, and unwavering efforts of scientists have enabled successful development of highly potent and effective second-generation antibody-drug conjugates. With the approval of Adcetris for lymphoma in 2011 and Kadcyla in 2013, about a twofold to fourfold gain in cancer response rate is attributed to drug conjugates. With a demonstrated higher safety profile, many more antibody-drug conjugates are in development. The clinical success of Adcetris and Kadcyla has raised hope that antibody-guided "drug bullets" may be truly "magical" in leading to a cure for cancer.


Subject(s)
Antibodies, Monoclonal/administration & dosage , Antibodies, Monoclonal/chemistry , Drug Delivery Systems/methods , Neoplasms/drug therapy , Translational Research, Biomedical/methods , Animals , Clinical Trials as Topic , Humans
20.
Cell Metab ; 18(3): 333-40, 2013 Sep 03.
Article in English | MEDLINE | ID: mdl-24011069

ABSTRACT

Fibroblast growth factor 21 (FGF21) is a recently discovered metabolic regulator. Exogenous FGF21 produces beneficial metabolic effects in animal models; however, the translation of these observations to humans has not been tested. Here, we studied the effects of LY2405319 (LY), a variant of FGF21, in a randomized, placebo-controlled, double-blind proof-of-concept trial in patients with obesity and type 2 diabetes. Patients received placebo or 3, 10, or 20 mg of LY daily for 28 days. LY treatment produced significant improvements in dyslipidemia, including decreases in low-density lipoprotein cholesterol and triglycerides and increases in high-density lipoprotein cholesterol and a shift to a potentially less atherogenic apolipoprotein concentration profile. Favorable effects on body weight, fasting insulin, and adiponectin were also detected. However, only a trend toward glucose lowering was observed. These results indicate that FGF21 is bioactive in humans and suggest that FGF21-based therapies may be effective for the treatment of selected metabolic disorders.


Subject(s)
Diabetes Mellitus, Type 2/drug therapy , Fibroblast Growth Factors/therapeutic use , Obesity/drug therapy , Adiponectin/blood , Adolescent , Adult , Aged , Blood Glucose/analysis , Body Mass Index , Body Weight , Cholesterol, HDL/blood , Cholesterol, LDL/blood , Diabetes Mellitus, Type 2/complications , Double-Blind Method , Dyslipidemias/complications , Dyslipidemias/drug therapy , Female , Humans , Insulin/blood , Male , Middle Aged , Obesity/complications , Placebo Effect , Triglycerides/blood , Young Adult
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