Using mathematical modeling as a resource in clinical trials

被引:8
|
作者
Afenya, EK [1 ]
机构
[1] Elmhurst Coll, Dept Math, Elmhurst, IL 60126 USA
关键词
cancer; leukemia; mathematical modeling; clinical trials;
D O I
10.3934/mbe.2005.2.421
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
In light of recent clinical developments, the importance of mathematical modeling in cancer prevention and treatment is discussed. An existing model of cancer chemotherapy is reintroduced and placed within current investigative frameworks regarding approaches to treatment optimization. Areas of commonality between the model predictions and the clinical findings are investigated as a way of further validating the model predictions and also establishing mathematical foundations for the clinical studies. The model predictions are used to propose additional ways that treatment optimization could enhance the clinical processes. Arising out of these, an expanded model of cancer is proposed and a treatment model is subsequently obtained. These models predict that malignant cells in the marrow and peripheral blood exhibit the tendency to evolve toward population levels that enable them to replace normal cells in these compartments in the untreated case. In the case of dose-dense treatment along with recombinant hematopoietic growth factors, the models predict a situation in which normal and abnormal cells in the marrow and peripheral blood are obliterated by drug action, while the normal cells regain their growth capabilities through growth-factor stimulation.
引用
收藏
页码:421 / 436
页数:16
相关论文
共 50 条
  • [21] Psychological Contract in HIV Prevention Clinical Trials in Resource Poor Communities in Africa
    Gwandure, Calvin
    Mayekiso, Thokozile
    JOURNAL OF PSYCHOLOGY IN AFRICA, 2013, 23 (01) : 165 - 169
  • [22] BAYESIAN HIERARCHICAL MODELING FOR DETECTING SAFETY SIGNALS IN CLINICAL TRIALS
    Xia, H. Amy
    Ma, Haijun
    Carlin, Bradley P.
    JOURNAL OF BIOPHARMACEUTICAL STATISTICS, 2011, 21 (05) : 1006 - 1029
  • [23] Clinical trials and clinical trials networks
    Neto, Ary Serpa
    Bellomo, Rinaldo
    RESPIROLOGY, 2024, 29 (05) : 369 - 371
  • [24] Synergistic Enhancement of Cancer Therapy Using HDAC Inhibitors: Opportunity for Clinical Trials
    Hontecillas-Prieto, Lourdes
    Flores-Campos, Rocio
    Silver, Andrew
    de Alava, Enrique
    Hajji, Nabil
    Garcia-Dominguez, Daniel J.
    FRONTIERS IN GENETICS, 2020, 11
  • [25] Data Monitoring in Clinical Trials Using Prediction
    Scott R. Evans
    Lingling Li
    L. J. Wei
    Drug information journal : DIJ / Drug Information Association, 2007, 41 : 733 - 742
  • [26] Using e-technologies in clinical trials
    Rosa, Carmen
    Campbell, Aimee N. C.
    Miele, Gloria M.
    Brunner, Meg
    Winstanley, Erin L.
    CONTEMPORARY CLINICAL TRIALS, 2015, 45 : 41 - 54
  • [27] Using registries to recruit subjects for clinical trials
    Tan, Meng H.
    Thomas, Matthew
    MacEachern, Mark P.
    CONTEMPORARY CLINICAL TRIALS, 2015, 41 : 31 - 38
  • [28] Data monitoring in clinical trials using prediction
    Evans, Scott R.
    Li, Lingling
    Wei, Lj
    DRUG INFORMATION JOURNAL, 2007, 41 (06): : 733 - 742
  • [29] Global Trends of Exosomes Application in Clinical Trials: A Scoping Review
    Rahnama, Maryam
    Heidari, Mohammad
    Poursalehi, Zahra
    Golchin, Ali
    STEM CELL REVIEWS AND REPORTS, 2024, 20 (08) : 2165 - 2193
  • [30] The ethics of using placebo in hypertension clinical trials
    Weber, MA
    JOURNAL OF HYPERTENSION, 1999, 17 (01) : 5 - 8