How amenable is type 2 diabetes treatment for precision diabetology? A meta-regression of glycaemic control data from 174 randomised trials
Kuss O, Opitz ME, Brandstetter LV, Schlesinger S, Roden M, Hoyer A (2023)
Diabetologia.
Zeitschriftenaufsatz
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Autor*in
Kuss, Oliver;
Opitz, Marie Elisabeth;
Brandstetter, Lea Verena;
Schlesinger, Sabrina;
Roden, Michael;
Hoyer, AnnikaUniBi
Abstract / Bemerkung
Aims/hypothesis There are two prerequisites for the precision medicine approach to be beneficial for treated individuals. First, there must be treatment heterogeneity; second, in the case of treatment heterogeneity, we need to detect clinical predictors to identify people who would benefit from one treatment more than from others. There is an established meta-regression approach to assess these two prerequisites that relies on measuring the variability of a clinical outcome after treatment in placebo-controlled randomised trials. Our aim was to apply this approach to the treatment of type 2 diabetes. Methods We performed a meta-regression analysis using information from 174 placebo-controlled randomised trials with 178 placebo and 272 verum (i.e. active treatment) arms including 86,940 participants with respect to the variability of glycaemic control as assessed by HbA(1c) after treatment and its potential predictors. Results The adjusted difference in log(SD) values between the verum and placebo arms was 0.037 (95% CI: 0.004, 0.069). That is, we found a small increase in the variability of HbA(1c) values after treatment in the verum arms. In addition, one potentially relevant predictor for explaining this increase, drug class, was observed, and GLP-1 receptor agonists yielded the largest differences in log(SD) values. Conclusions/interpretation The potential of the precision medicine approach in the treatment of type 2 diabetes is modest at best, at least with regard to an improvement in glycaemic control. Our finding of a larger variability after treatment with GLP-1 receptor agonists in individuals with poor glycaemic control should be replicated and/or validated with other clinical outcomes and with different study designs. Data availability Two datasets (one for the log[SD] and one for the baseline-corrected log[SD]) to reproduce the analyses from this paper are available on https://zenodo.org/record/7956635.
Stichworte
Dipeptidyl peptidase-4 inhibitors;
Glucagon-like peptide 1;
HbA(1c);
Meta-regression;
Precision medicine;
Sodium-glucose transporter 2;
inhibitors;
Type 2 diabetes mellitus
Erscheinungsjahr
2023
Zeitschriftentitel
Diabetologia
ISSN
0012-186X
eISSN
1432-0428
Page URI
https://pub.uni-bielefeld.de/record/2981387
Zitieren
Kuss O, Opitz ME, Brandstetter LV, Schlesinger S, Roden M, Hoyer A. How amenable is type 2 diabetes treatment for precision diabetology? A meta-regression of glycaemic control data from 174 randomised trials. Diabetologia. 2023.
Kuss, O., Opitz, M. E., Brandstetter, L. V., Schlesinger, S., Roden, M., & Hoyer, A. (2023). How amenable is type 2 diabetes treatment for precision diabetology? A meta-regression of glycaemic control data from 174 randomised trials. Diabetologia. https://doi.org/10.1007/s00125-023-05951-2
Kuss, Oliver, Opitz, Marie Elisabeth, Brandstetter, Lea Verena, Schlesinger, Sabrina, Roden, Michael, and Hoyer, Annika. 2023. “How amenable is type 2 diabetes treatment for precision diabetology? A meta-regression of glycaemic control data from 174 randomised trials”. Diabetologia.
Kuss, O., Opitz, M. E., Brandstetter, L. V., Schlesinger, S., Roden, M., and Hoyer, A. (2023). How amenable is type 2 diabetes treatment for precision diabetology? A meta-regression of glycaemic control data from 174 randomised trials. Diabetologia.
Kuss, O., et al., 2023. How amenable is type 2 diabetes treatment for precision diabetology? A meta-regression of glycaemic control data from 174 randomised trials. Diabetologia.
O. Kuss, et al., “How amenable is type 2 diabetes treatment for precision diabetology? A meta-regression of glycaemic control data from 174 randomised trials”, Diabetologia, 2023.
Kuss, O., Opitz, M.E., Brandstetter, L.V., Schlesinger, S., Roden, M., Hoyer, A.: How amenable is type 2 diabetes treatment for precision diabetology? A meta-regression of glycaemic control data from 174 randomised trials. Diabetologia. (2023).
Kuss, Oliver, Opitz, Marie Elisabeth, Brandstetter, Lea Verena, Schlesinger, Sabrina, Roden, Michael, and Hoyer, Annika. “How amenable is type 2 diabetes treatment for precision diabetology? A meta-regression of glycaemic control data from 174 randomised trials”. Diabetologia (2023).
Daten bereitgestellt von European Bioinformatics Institute (EBI)
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Daten bereitgestellt von Europe PubMed Central.
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Daten bereitgestellt von Europe PubMed Central.
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