A reaction-diffusion model of cancer invasion.

We present mathematical analyses, experimental data, and clinical observations which support our novel hypothesis that tumor-induced alteration of microenvironmental pH may provide a simple but complete mechanism for cancer invasion. A reaction-diffusion model describing the spatial distribution and temporal development of tumor tissue, normal tissue, and excess H+ ion concentration is presented. The model predicts a pH gradient extending from the tumor-host interface, which is confirmed by reanalysis of existing experimental data. Investigation of the structure and dynamics of the tumor-host interaction within the context of the model demonstrates a transition from benign to malignant growth analogous to the adenoma-carcinoma sequence. The effect of biological parameters critical to controlling this transition are supported by experimental and clinical observations. Tumor wave front velocities determined via a marginal stability analysis of the model equations are consistent with in vivo tumor growth rates. The model predicts a previously unrecognized hypocellular interstitial gap at the tumor-host interface which we demonstrate both in vivo and in vitro. A direct correlation between the interfacial morphology and tumor wave front velocity provides an explicit, testable, clinically important prediction.

[1]  B. Ashby pH studies in human malignant tumours. , 1966, Lancet.

[2]  H. Rubin pH AND POPULATION DENSITY IN THE REGULATION OF ANIMAL CELL MULTIPLICATION , 1971, The Journal of cell biology.

[3]  R. C. Weast CRC Handbook of Chemistry and Physics , 1973 .

[4]  D. Aronson,et al.  Multidimensional nonlinear di u-sion arising in population genetics , 1978 .

[5]  J S Fowler,et al.  Increased accumulation of 2-deoxy-2-[18F]Fluoro-D-glucose in liver metastases from colon carcinoma. , 1982, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[6]  I. Fidler,et al.  Biological diversity in metastatic neoplasms: origins and implications. , 1982, Science.

[7]  James S. Langer,et al.  Propagating pattern selection , 1983 .

[8]  J. Cuzick,et al.  PROGRESSIVE POTENTIAL OF MILD CERVICAL ATYPIA: PROSPECTIVE CYTOLOGICAL, COLPOSCOPIC, AND VIROLOGICAL STUDY , 1986, The Lancet.

[9]  Wim van Saarloos Dynamical velocity selection: Marginal stability. , 1987 .

[10]  B. Vanheel,et al.  Surface pH and the control of intracellular pH in cardiac and skeletal muscle. , 1987, Canadian journal of physiology and pharmacology.

[11]  B. Vogelstein,et al.  Clonal analysis of human colorectal tumors. , 1987, Science.

[12]  P. Vaupel,et al.  Glucose uptake, lactate release, ketone body turnover, metabolic micromilieu, and pH distributions in human breast cancer xenografts in nude rats. , 1988, Cancer research.

[13]  R. Kerbel,et al.  Genetic tagging of tumor cells with retrovirus vectors: clonal analysis of tumor growth and metastasis in vivo , 1988, Molecular and cellular biology.

[14]  W. van Saarloos,et al.  Front propagation into unstable states: Marginal stability as a dynamical mechanism for velocity selection. , 1988, Physical review. A, General physics.

[15]  W. Clark,et al.  Antigenic profile of tumor progression stages in human melanocytic nevi and melanomas. , 1989, Cancer research.

[16]  D. Hanahan,et al.  Induction of angiogenesis during the transition from hyperplasia to neoplasia , 1989, Nature.

[17]  R. Gatenby,et al.  Suppression of wound healing in tumor bearing animals as a model for tumor-host interaction: mechanism of suppression. , 1990, Cancer research.

[18]  R. Clarke,et al.  The process of malignant progression in human breast cancer. , 1990, Annals of oncology : official journal of the European Society for Medical Oncology.

[19]  H. Yamasaki,et al.  Gap junctional intercellular communication and carcinogenesis. , 1990, Carcinogenesis.

[20]  The simultaneous determination of intracellular pH and cell energy status. , 1991, Radiation research.

[21]  L. Spriet Phosphofructokinase activity and acidosis during short-term tetanic contractions. , 1991, Canadian journal of physiology and pharmacology.

[22]  J. Griffiths Are cancer cells acidic? , 1991, British Journal of Cancer.

[23]  R. Gatenby,et al.  Population ecology issues in tumor growth. , 1991, Cancer research.

[24]  S. V. Sotirchos,et al.  Variations in tumor cell growth rates and metabolism with oxygen concentration, glucose concentration, and extracellular pH , 1992, Journal of cellular physiology.

[25]  J. Folkman,et al.  The role of angiogenesis in tumor growth. , 1992, Seminars in cancer biology.

[26]  Bonnie F. Sloane,et al.  Pericellular pH affects distribution and secretion of cathepsin B in malignant cells. , 1994, Cancer research.

[27]  K. Jeong,et al.  Metabolic consequences of a reversed pH gradient in rat tumors. , 1994, Cancer research.

[28]  S. Dairkee,et al.  Selective cell culture of primary breast carcinoma. , 1995, Cancer research.

[29]  R. Gatenby,et al.  The potential role of transformation-induced metabolic changes in tumor-host interaction. , 1995, Cancer research.

[30]  J. Murray,et al.  A mathematical model of glioma growth: the effect of chemotherapy on spatio‐temporal growth , 1995, Cell proliferation.

[31]  Potential role of FDG-PET imaging in understanding tumor-host interaction. , 1995, Journal of nuclear medicine : official publication, Society of Nuclear Medicine.

[32]  S. Hubchak,et al.  Multiple genetic alterations in hamster pancreatic ductal adenocarcinomas. , 1995, Cancer research.