Ibrahim-Hashim Arig, Robertson-Tessi Mark, Enriquez-Navas Pedro M, Damaghi Mehdi, Balagurunathan Yoganand, Wojtkowiak Jonathan W, Russell Shonagh, Yoonseok Kam, Lloyd Mark C, Bui Marilyn M, Brown Joel S, Anderson Alexander R A, Gillies Robert J, Gatenby Robert A
Department of Cancer Imaging and Metabolism, H. Lee Moffitt Cancer Center, Tampa, Florida.
Department of Integrated Mathematical Oncology, H. Lee Moffitt Cancer Center, Tampa, Florida.
Cancer Res. 2017 May 1;77(9):2242-2254. doi: 10.1158/0008-5472.CAN-16-2844. Epub 2017 Mar 1.
Ongoing intratumoral evolution is apparent in molecular variations among cancer cells from different regions of the same tumor, but genetic data alone provide little insight into environmental selection forces and cellular phenotypic adaptations that govern the underlying Darwinian dynamics. In three spontaneous murine cancers (prostate cancers in TRAMP and PTEN mice, pancreatic cancer in KPC mice), we identified two subpopulations with distinct niche construction adaptive strategies that remained stable in culture: (i) invasive cells that produce an acidic environment via upregulated aerobic glycolysis; and (ii) noninvasive cells that were angiogenic and metabolically near-normal. Darwinian interactions of these subpopulations were investigated in TRAMP prostate cancers. Computer simulations demonstrated invasive, acid-producing (C2) cells maintain a fitness advantage over noninvasive, angiogenic (C3) cells by promoting invasion and reducing efficacy of immune response. Immunohistochemical analysis of untreated tumors confirmed that C2 cells were invariably more abundant than C3 cells. However, the C2 adaptive strategy phenotype incurred a significant cost due to inefficient energy production (i.e., aerobic glycolysis) and depletion of resources for adaptations to an acidic environment. Mathematical model simulations predicted that small perturbations of the microenvironmental extracellular pH (pHe) could invert the cost/benefit ratio of the C2 strategy and select for C3 cells. , 200 mmol/L NaHCO added to the drinking water of 4-week-old TRAMP mice increased the intraprostatic pHe by 0.2 units and promoted proliferation of noninvasive C3 cells, which remained confined within the ducts so that primary cancer did not develop. A 0.2 pHe increase in established tumors increased the fraction of C3 cells and signficantly diminished growth of primary and metastatic tumors. In an experimental tumor construct, MCF7 and MDA-MB-231 breast cancer cells were coinjected into the mammary fat pad of SCID mice. C2-like MDA-MB-231 cells dominated in untreated animals, but C3-like MCF7 cells were selected and tumor growth slowed when intratumoral pHe was increased. Overall, our data support the use of mathematical modeling of intratumoral Darwinian interactions of environmental selection forces and cancer cell adaptive strategies. These models allow the tumor to be steered into a less invasive pathway through the application of small but selective biological force. .
同一肿瘤不同区域的癌细胞分子变异表明肿瘤内部正在进行进化,但仅靠基因数据几乎无法深入了解控制潜在达尔文动力学的环境选择力和细胞表型适应性。在三种自发的小鼠癌症(TRAMP和PTEN小鼠的前列腺癌、KPC小鼠的胰腺癌)中,我们鉴定出两个具有不同生态位构建适应策略的亚群,它们在培养中保持稳定:(i)通过上调有氧糖酵解产生酸性环境的侵袭性细胞;(ii)具有血管生成能力且代谢接近正常的非侵袭性细胞。我们在TRAMP前列腺癌中研究了这些亚群之间的达尔文相互作用。计算机模拟表明,侵袭性产酸(C2)细胞通过促进侵袭和降低免疫反应效力,比非侵袭性血管生成(C3)细胞具有适应性优势。对未经治疗的肿瘤进行免疫组织化学分析证实,C2细胞总是比C3细胞更丰富。然而,由于能量产生效率低下(即有氧糖酵解)以及适应酸性环境的资源消耗,C2适应性策略表型付出了巨大代价。数学模型模拟预测,微环境细胞外pH(pHe)的微小扰动可能会改变C2策略的成本/效益比,并选择C3细胞。给4周龄TRAMP小鼠的饮用水中添加200 mmol/L的NaHCO₃可使前列腺内pHe升高0.2个单位,并促进非侵袭性C3细胞的增殖,这些细胞仍局限于导管内,因此原发性癌症未发生。已形成肿瘤的pHe升高0.2会增加C3细胞的比例,并显著抑制原发性和转移性肿瘤的生长。在一个实验性肿瘤构建中,将MCF7和MDA-MB-231乳腺癌细胞共同注射到SCID小鼠的乳腺脂肪垫中。在未经治疗的动物中,类似C2的MDA-MB-231细胞占主导地位,但当肿瘤内pHe升高时,类似C3的MCF7细胞被选择,肿瘤生长减缓。总体而言,我们的数据支持对肿瘤内环境选择力和癌细胞适应性策略的达尔文相互作用进行数学建模。这些模型允许通过施加微小但具有选择性的生物力将肿瘤引导至侵袭性较小的途径。