Modeling of tumor growth and anticancer effects of combination therapy

被引:0
|
作者
Gilbert Koch
Antje Walz
Gezim Lahu
Johannes Schropp
机构
[1] University of Konstanz,Department of Mathematics and Statistics
[2] Nycomed GmbH,Department of Pharmacometrics
[3] University of Tuebingen,Institute of Pharmacy
关键词
Anticancer PK/PD model; Drug combination; Nature of interaction; Synergistic modulator; Quantification of combined drug effect;
D O I
暂无
中图分类号
学科分类号
摘要
Combination therapies are widely used in the treatment of patients with cancer. Selecting synergistic combination strategies is a great challenge during early drug development. Here, we present a pharmacokinetic/pharmacodynamic (PK/PD) model with a smooth nonlinear growth function to characterize and quantify anticancer effect of combination therapies using time-dependent data. To describe the pharmacological effect of combination therapy, an interaction term was introduced into a semi-mechanistic anticancer PK/PD model. This approach enables testing of a pharmacological hypothesis with respect to an anticipated pharmacological synergy of drug combinations, such as an assumed pharmacological synergy of complementary inhibition of a particular signaling pathway. The model was applied to three real data sets derived from preclinical screening experiments using xenograft mice. The suggested model fitted well the observed data from mono- to combination-therapy and allowed physiologically meaningful interpretation of the experiments. The tested drug combinations were assessed for their ability to act as synergistic modulators of tumor growth inhibition by the interaction parameter ψ. The presented approach has practical implications because it can be applied to standard xenograft experiments and may assist in the selection of both optimal drug combinations and administration schedules. The unique feature of the presented approach is the ability to characterize the nature of combined drug interaction as well as to quantify the intensity of such interactions by assessing the time course of combined drug effect.
引用
收藏
页码:179 / 197
页数:18
相关论文
共 50 条
  • [21] Tumor microenvironment and the response to anticancer therapy
    Brown, JM
    CANCER BIOLOGY & THERAPY, 2002, 1 (05) : 453 - 458
  • [22] The future of antisense therapy: combination with anticancer treatments
    Biroccio, A
    Leonetti, C
    Zupi, G
    ONCOGENE, 2003, 22 (42) : 6579 - 6588
  • [23] Preface: Nanoformulations for combination or cascade anticancer therapy
    Zhang, Qiang
    Huang, Leaf
    ADVANCED DRUG DELIVERY REVIEWS, 2017, 115 : 1 - 2
  • [24] MATHEMATICAL APPROACH TO DESIGN OF COMBINATION ANTICANCER THERAPY
    NORTON, L
    SIMON, RM
    CLINICAL RESEARCH, 1976, 24 (03): : A462 - A462
  • [25] The future of antisense therapy: combination with anticancer treatments
    Annamaria Biroccio
    Carlo Leonetti
    Gabriella Zupi
    Oncogene, 2003, 22 : 6579 - 6588
  • [26] THE EFFECTS OF LEVONANTRADOL HYDROCHLORIDE ON TUMOR-GROWTH AND THERAPY
    WOLFF, JS
    HEMSWORTH, GR
    DEMAIO, M
    SLOAN, D
    JOURNAL OF CLINICAL PHARMACOLOGY, 1981, 21 (8-9): : S99 - S102
  • [27] Anticancer Effects of Sublingual Type I IFN in Combination with Chemotherapy in Implantable and Spontaneous Tumor Models
    Ciccolella, Maria
    Andreone, Sara
    Mancini, Jacopo
    Sestili, Paola
    Negri, Donatella
    Pacca, Anna Maria
    D'Urso, Maria Teresa
    Macchia, Daniele
    Canese, Rossella
    Pang, Ken
    SaiYing Ko, Thomas
    Decadt, Yves
    Schiavoni, Giovanna
    Mattei, Fabrizio
    Belardelli, Filippo
    Arico, Eleonora
    Bracci, Laura
    CELLS, 2021, 10 (04)
  • [28] Adaptive short term ahead tumor growth inhibition prediction subjected in anticancer agents given in combination
    Liliopoulos, Sotirios G.
    Stavrakakis, George S.
    2019 IEEE 19TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE), 2019, : 174 - 181
  • [29] Tumor necrosis factor, cancer and anticancer therapy
    Mocellin, S
    Rossi, CR
    Pilati, P
    Nitti, D
    CYTOKINE & GROWTH FACTOR REVIEWS, 2005, 16 (01) : 35 - 53
  • [30] Anticancer Drug Delivery for Tumor Targeting and Therapy
    Kim, Yu Jin
    Park, Il-Kyu
    Kim, Jin Soo
    Hwang, Joon
    Chung, Eui-Sik
    Huh, Kang Moo
    Lee, Yong-kyu
    2009 4TH IEEE INTERNATIONAL CONFERENCE ON NANO/MICRO ENGINEERED AND MOLECULAR SYSTEMS, VOLS 1 AND 2, 2009, : 919 - +