Ke Zhang, Aiping Zhao, Zhen Wang, Kaihe Ye, Zhaosi Xu, Xiao Gong, Guanghu Zhu
{"title":"塞马鲁肽治疗 2 型糖尿病的时间-疗效关系:基于模型的 Meta 分析。","authors":"Ke Zhang, Aiping Zhao, Zhen Wang, Kaihe Ye, Zhaosi Xu, Xiao Gong, Guanghu Zhu","doi":"10.1007/s40262-024-01449-1","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>Our objective was to quantify the efficacy of subcutaneous once-weekly semaglutide in treating type 2 diabetes mellitus (T2DM) over time.</p><p><strong>Methods: </strong>Based on a literature search of the PubMed, Embase, Cochrane, and Web of Science databases, a modified maximum effect (E<sub>max</sub>) model including rebound effects was built using model-based meta-analysis with change from baseline in glycated hemoglobin as the efficacy endpoint. This was combined with the covariate model to form a final model, and then theoretical values of E<sub>max</sub> and time to reach 50% of E<sub>max</sub> (ET<sub>50</sub>) were obtained for each dose. Model fit and prediction were assessed using goodness-of-fit plots and visual prediction checking.</p><p><strong>Results: </strong>E<sub>max</sub> and ET<sub>50</sub> were influenced by the proportion of males and the baseline values, respectively. There was no evidence of a placebo effect with semaglutide. The efficacy of other doses became more significant over time, and a rebound effect was observed after maximum efficacy, at a rate of 0.018. Simulation of the typical efficacy at the different doses yielded a maximum efficacy of -1.58% with 0.5 mg and a maximum efficacy of -1.87% with 1 mg. In addition, the six simulated doses (0, 0.1, 0.2, 0.5, 1, and 2 mg) showed a dose-dependent relationship between dose and efficacy except for 0.4 mg and 0.8 mg. A higher dose would result in greater efficacy and a faster onset of action.</p><p><strong>Conclusion: </strong>The efficacy of semaglutide in glucose control was investigated using the model-based meta-analysis method, which yields new insights into the treatment of T2DM with semaglutide.</p>","PeriodicalId":10405,"journal":{"name":"Clinical Pharmacokinetics","volume":" ","pages":""},"PeriodicalIF":4.6000,"publicationDate":"2024-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Time-Efficacy Relationship of Semaglutide in the Treatment of Type 2 Diabetes Mellitus: A Model-Based Meta-Analysis.\",\"authors\":\"Ke Zhang, Aiping Zhao, Zhen Wang, Kaihe Ye, Zhaosi Xu, Xiao Gong, Guanghu Zhu\",\"doi\":\"10.1007/s40262-024-01449-1\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objective: </strong>Our objective was to quantify the efficacy of subcutaneous once-weekly semaglutide in treating type 2 diabetes mellitus (T2DM) over time.</p><p><strong>Methods: </strong>Based on a literature search of the PubMed, Embase, Cochrane, and Web of Science databases, a modified maximum effect (E<sub>max</sub>) model including rebound effects was built using model-based meta-analysis with change from baseline in glycated hemoglobin as the efficacy endpoint. This was combined with the covariate model to form a final model, and then theoretical values of E<sub>max</sub> and time to reach 50% of E<sub>max</sub> (ET<sub>50</sub>) were obtained for each dose. Model fit and prediction were assessed using goodness-of-fit plots and visual prediction checking.</p><p><strong>Results: </strong>E<sub>max</sub> and ET<sub>50</sub> were influenced by the proportion of males and the baseline values, respectively. There was no evidence of a placebo effect with semaglutide. The efficacy of other doses became more significant over time, and a rebound effect was observed after maximum efficacy, at a rate of 0.018. Simulation of the typical efficacy at the different doses yielded a maximum efficacy of -1.58% with 0.5 mg and a maximum efficacy of -1.87% with 1 mg. In addition, the six simulated doses (0, 0.1, 0.2, 0.5, 1, and 2 mg) showed a dose-dependent relationship between dose and efficacy except for 0.4 mg and 0.8 mg. A higher dose would result in greater efficacy and a faster onset of action.</p><p><strong>Conclusion: </strong>The efficacy of semaglutide in glucose control was investigated using the model-based meta-analysis method, which yields new insights into the treatment of T2DM with semaglutide.</p>\",\"PeriodicalId\":10405,\"journal\":{\"name\":\"Clinical Pharmacokinetics\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":4.6000,\"publicationDate\":\"2024-11-16\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Clinical Pharmacokinetics\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1007/s40262-024-01449-1\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"PHARMACOLOGY & PHARMACY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Clinical Pharmacokinetics","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s40262-024-01449-1","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
Time-Efficacy Relationship of Semaglutide in the Treatment of Type 2 Diabetes Mellitus: A Model-Based Meta-Analysis.
Objective: Our objective was to quantify the efficacy of subcutaneous once-weekly semaglutide in treating type 2 diabetes mellitus (T2DM) over time.
Methods: Based on a literature search of the PubMed, Embase, Cochrane, and Web of Science databases, a modified maximum effect (Emax) model including rebound effects was built using model-based meta-analysis with change from baseline in glycated hemoglobin as the efficacy endpoint. This was combined with the covariate model to form a final model, and then theoretical values of Emax and time to reach 50% of Emax (ET50) were obtained for each dose. Model fit and prediction were assessed using goodness-of-fit plots and visual prediction checking.
Results: Emax and ET50 were influenced by the proportion of males and the baseline values, respectively. There was no evidence of a placebo effect with semaglutide. The efficacy of other doses became more significant over time, and a rebound effect was observed after maximum efficacy, at a rate of 0.018. Simulation of the typical efficacy at the different doses yielded a maximum efficacy of -1.58% with 0.5 mg and a maximum efficacy of -1.87% with 1 mg. In addition, the six simulated doses (0, 0.1, 0.2, 0.5, 1, and 2 mg) showed a dose-dependent relationship between dose and efficacy except for 0.4 mg and 0.8 mg. A higher dose would result in greater efficacy and a faster onset of action.
Conclusion: The efficacy of semaglutide in glucose control was investigated using the model-based meta-analysis method, which yields new insights into the treatment of T2DM with semaglutide.
期刊介绍:
Clinical Pharmacokinetics promotes the continuing development of clinical pharmacokinetics and pharmacodynamics for the improvement of drug therapy, and for furthering postgraduate education in clinical pharmacology and therapeutics.
Pharmacokinetics, the study of drug disposition in the body, is an integral part of drug development and rational use. Knowledge and application of pharmacokinetic principles leads to accelerated drug development, cost effective drug use and a reduced frequency of adverse effects and drug interactions.