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用于癌症治疗的突变转铁蛋白-CRM107分子偶联物的数学建模

Mathematical modeling of mutant transferrin-CRM107 molecular conjugates for cancer therapy.

作者信息

Yoon Dennis J, Chen Kevin Y, Lopes André M, Pan April A, Shiloach Joseph, Mason Anne B, Kamei Daniel T

机构信息

Department of Bioengineering, University of California, Los Angeles, 420 Westwood Plaza, 5121 Engineering V, Los Angeles, CA 90095, USA.

Biotechnology Core Laboratory, National Institute of Diabetes and Digestive and Kidney Diseases, National Institute of Health, Bethesda, MD 20892, USA.

出版信息

J Theor Biol. 2017 Mar 7;416:88-98. doi: 10.1016/j.jtbi.2017.01.008. Epub 2017 Jan 6.

Abstract

The transferrin (Tf) trafficking pathway is a promising mechanism for use in targeted cancer therapy due to the overexpression of transferrin receptors (TfRs) on cancerous cells. We have previously developed a mathematical model of the Tf/TfR trafficking pathway to improve the efficiency of Tf as a drug carrier. By using diphtheria toxin (DT) as a model toxin, we found that mutating the Tf protein to change its iron release rate improves cellular association and efficacy of the drug. Though this is an improvement upon using wild-type Tf as the targeting ligand, conjugated toxins like DT are unfortunately still highly cytotoxic at off-target sites. In this work, we address this hurdle in cancer research by developing a mathematical model to predict the efficacy and selectivity of Tf conjugates that use an alternative toxin. For this purpose, we have chosen to study a mutant of DT, cross-reacting material 107 (CRM107). First, we developed a mathematical model of the Tf-DT trafficking pathway by extending our Tf/TfR model to include intracellular trafficking via DT and DT receptors. Using this mathematical model, we subsequently investigated the efficacy of several conjugates in cancer cells: DT and CRM107 conjugated to wild-type Tf, as well as to our engineered mutant Tf proteins (K206E/R632A Tf and K206E/R534A Tf). We also investigated the selectivity of mutant Tf-CRM107 against non-neoplastic cells. Through the use of our mathematical model, we predicted that (i) mutant Tf-CRM107 exhibits a greater cytotoxicity than wild-type Tf-CRM107 against cancerous cells, (ii) this improvement was more drastic with CRM107 conjugates than with DT conjugates, and (iii) mutant Tf-CRM107 conjugates were selective against non-neoplastic cells. These predictions were validated with in vitro cytotoxicity experiments, demonstrating that mutant Tf-CRM107 conjugates is indeed a more suitable therapeutic agent. Validation from in vitro experiments also confirmed that such whole-cell kinetic models can be useful in cancer therapeutic design.

摘要

由于癌细胞上转铁蛋白受体(TfRs)的过表达,转铁蛋白(Tf)的运输途径是一种很有前景的用于靶向癌症治疗的机制。我们之前已经开发了一个Tf/TfR运输途径的数学模型,以提高Tf作为药物载体的效率。通过使用白喉毒素(DT)作为模型毒素,我们发现突变Tf蛋白以改变其铁释放速率可改善药物的细胞结合和疗效。尽管这相对于使用野生型Tf作为靶向配体是一种改进,但不幸的是,像DT这样的偶联毒素在脱靶位点仍然具有高度细胞毒性。在这项工作中,我们通过开发一个数学模型来预测使用替代毒素的Tf偶联物的疗效和选择性,从而解决癌症研究中的这一障碍。为此,我们选择研究DT的一种突变体,交叉反应物质107(CRM107)。首先,我们通过扩展我们的Tf/TfR模型以包括通过DT和DT受体的细胞内运输,开发了一个Tf-DT运输途径的数学模型。使用这个数学模型,我们随后研究了几种偶联物在癌细胞中的疗效:与野生型Tf偶联的DT和CRM107,以及与我们工程改造的突变Tf蛋白(K206E/R632A Tf和K206E/R534A Tf)偶联的DT和CRM107。我们还研究了突变Tf-CRM107对非肿瘤细胞的选择性。通过使用我们的数学模型,我们预测:(i)突变Tf-CRM107对癌细胞的细胞毒性比野生型Tf-CRM107更大,(ii)与DT偶联物相比,CRM107偶联物的这种改善更为显著,以及(iii)突变Tf-CRM107偶联物对非肿瘤细胞具有选择性。这些预测通过体外细胞毒性实验得到验证,表明突变Tf-CRM107偶联物确实是一种更合适的治疗剂。体外实验的验证也证实了这种全细胞动力学模型在癌症治疗设计中可能是有用的。

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本文引用的文献

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Inhibition of transferrin iron release increases in vitro drug carrier efficacy.抑制转铁蛋白铁释放可提高体外药物载体功效。
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