Systems analysis of the “weights” of Bcl‐2 and Mcl‐1 in mitochondrial apoptosis pathway establishes a predictor for best drug combination ratio
Open Access
- 1 September 2021
- journal article
- research article
- Published by Wiley in Quantitative Biology
- Vol. 9 (3) , 329-340
Abstract
Background: Inhibitors of B‐cell CLL/lymphoma 2 (Bcl‐2) family proteins have shown hope as antitumor drugs. While the notion that it is efficient to coordinate, balance, and neutralize both arms of the anti‐apoptotic Bcl‐2 family has been validated in many cancer cells, the weights of the two arms contributing to apoptosis inhibition have not been explored. This study analyzed the best combination ratio for different Bcl‐2 selective inhibitors.Methods: We used a previously established mathematical model to study the weights of Bcl‐2 (representing both Bcl‐2 and Bcl‐xL in this study) and myeloid cell leukemia‐1 (Mcl‐1). Correlation and single‐parameter sensitivity analysis were used to find the major molecular determinants for Bcl‐2 and Mcl‐1 dependency, as well as their weights. Biological experiments were used to verify the mathematical model.Results: Bcl‐2 protein level and Mcl‐1 protein level, production, and degradation rates were the major molecular determinants for Bcl‐2 and Mcl‐1 dependency. The model gained agreement with the experimental assays for ABT‐737/A‐1210477 and ABT‐737/compound 5 combination effect in MCF‐7 and MDA‐MB‐231. Two sets of equations composed of Bcl‐2 and Mcl‐1 levels were obtained to predict the best combination ratio for Bcl‐2 inhibitors with Mcl‐1 inhibitors that stabilize and downregulate Mcl‐1, respectively.Conclusions: The two sets of equations can be used as tools to bypass time‐consuming and laborious experimental screening to predict the best drug combination ratio for treatment.Keywords
Funding Information
- National Natural Science Foundation of China (81430083, 81903462)
- China Postdoctoral Science Foundation (2018M641694)
- Fundamental Research Funds for the Central Universities (DUT20LK28, DUT20YG133)
This publication has 35 references indexed in Scilit:
- The secrets of the Bcl-2 familyCell Death & Differentiation, 2012
- The BCL-2 Family ReunionMolecular Cell, 2010
- Building a drug–target network and its applicationsExpert Opinion on Drug Discovery, 2009
- A novel paradigm for rapid ABT-737-induced apoptosis involving outer mitochondrial membrane rupture in primary leukemia and lymphoma cellsCell Death & Differentiation, 2008
- The BCL-2 protein family: opposing activities that mediate cell deathNature Reviews Molecular Cell Biology, 2008
- Small molecule obatoclax (GX15-070) antagonizes MCL-1 and overcomes MCL-1-mediated resistance to apoptosisProceedings of the National Academy of Sciences, 2007
- Structural insights into the degradation of Mcl-1 induced by BH3 domainsProceedings of the National Academy of Sciences, 2007
- The Bcl-2 apoptotic switch in cancer development and therapyOncogene, 2007
- Chronic lymphocytic leukemia requires BCL2 to sequester prodeath BIM, explaining sensitivity to BCL2 antagonist ABT-737Journal of Clinical Investigation, 2007
- The BH3 mimetic ABT-737 targets selective Bcl-2 proteins and efficiently induces apoptosis via Bak/Bax if Mcl-1 is neutralizedCancer Cell, 2006