Skip to main content
NIHPA Author Manuscripts logoLink to NIHPA Author Manuscripts
. Author manuscript; available in PMC: 2019 Aug 2.
Published in final edited form as: Int J Cancer. 2012 Apr 24;131(10):2213–2214. doi: 10.1002/ijc.27568

Analysis of Stromal Gene Expression for the Identification of Prognostic and Predictive Molecular Markers in Cancer Therapy

Stefan Ambs 1
PMCID: PMC6676902  NIHMSID: NIHMS1043993  PMID: 22528763

In all epithelial tumors, cancer cells coexist with other cell types that together make up the tumor-associated stroma. These stromal cells include fibroblasts, inflammatory cells, and vascular cells. Cancer cells functionally interact with stromal cells and also define their phenotype through soluble factors, like cytokines and chemokines, leading to tumor-stroma interactions that involve complex feedback loops between these cells. It is thought that these interactions create an environment that principally supports tumor progression. Stromal cells are also actively recruited by cancer cells, and this recruitment of stromal cells into solid tumor is essential for tumor growth13. Vascular cells are required for neo-vascularization and formation of microvessels, which allows tumors to grow while the microvessels can become highways for inflammatory cells to get into the tumors and for cancer cells to escape the tumor mass and metastasize into distant organs. Tumor-associated fibroblasts have diverse functions and are essential for tissue restoration processes in the expanding tumor, commonly referred to as the wound healing response of tumors, and they participate in tumor growth by providing the extracellular matrix structure within the tumor and by influencing cancer cell differentiation. Fibroblasts can induce what is known as the epithelial to mesenchymal transition or transformation of cancer cells, a phenotype that leads to increased mobility and an enhanced metastatic potential of the transformed cells. In addition, cancer cells actively recruit inflammatory cells and modify their phenotype to foster tumor development. Tumor-associated macrophages and the reprogramming of cytotoxic T cells into regulatory T cells are examples of a cancer cell-induced immune microenvironment where re-programmed immune cells impede the development of an anti-tumor immunity and secrete pro-inflammatory mediators, leading to a metastatic cancer phenotype, increased tumor angiogenesis, and inhibition of the anti-tumor activity of chemotherapeutics, radiation, and immune therapies4,5.

The tumor-associated stroma frequently accounts for a large fraction of the tumor mass and can largely determine the phenotype of a tumor. Accordingly, distinct molecular features of stromal cells and stroma-related gene signatures were found to define the aggressiveness of human tumors6. For example, stromal gene signatures predict clinical outcome and resistance to therapy in breast cancer7,8. Other studies revealed that fibroblast-derived transcriptional signatures are associated with cancer progression and poor outcome in human breast and lung cancer9,10. These findings highlight the importance of stromal biology and specifically the process of fibroblast-induced wound healing in cancer biology, disease aggressiveness, and response to therapy. Thus, the study of the tumor stroma has the promise to advance discovery of prognostic and predictive molecular markers for patient management and cancer therapy.

In this issue, Edlund and coworkers describe stromal CD99 expression as a novel prognostic marker in human non-small cell lung cancer (NSCLC). CD99 is a glycoprotein encoded by the MIC2 gene and is best known as a leukemia antigen and a diagnostic marker for Ewing’s sarcoma. It is expressed by many hematopoitic cells. In NSCLC, CD99 is expressed by stromal cells including fibroblasts and tumor-infiltrating lymphocytes. The prognostic significance of CD99 in NSCLC was discovered when Edlund et al. examined the global gene expression of laser capture microdissected (LCM) tumor epithelium and compared the obtained profiles with those of bulk tumor tissue samples containing both tumor epithelium and tumor-associated stroma. This comparison yielded a short list of 200 candidate stroma-associated genes that were differently expressed between the LCM-obtained and bulk tumor samples. Further mining of Human Protein Atlas expressing data and immunohistochemical analysis of a NSCLC tissue microarray showed that 12 candidates were expressed in NSCLC stroma. Of those, one gene, CD99, was found to be independently associated with increased long-term survival of lung cancer patients, which was corroborated by the analysis of a second dataset. The approach in this study was different from those taken by others who directly analyzed LCM-obtained stroma6,7,11. However, stroma without contamination by cancer cells can be difficult to obtain and the research approach chosen by Edlund et al. may yield findings that are comparable to those from directly analyzing stroma samples.

How does increased stromal CD99 expression extend lung cancer survival? The authors did not examine the underlying mechanism(s) by which CD99 expression may influence disease aggressiveness and cause increased long-term survival of NSCLC patients, which is a limitation of the study. Others reported that CD99 is a cell adhesion molecule and its expression inhibits proliferation and migration of various human cancer cell lines12,13, consistent with a tumor suppressor function of CD99. These studies were initiated because decreased CD99 immunoreactivity in cancer cells of osteosarcoma, pulmonary carcinoid tumors, and gastric adenocarcinoma was found to be associated with lymph node metastasis and poor survival1214. We can only speculate that CD99 expression in stromal cells may have effects similar to those observed in human cancer cell lines. Alternatively, CD99 expression in stromal cells may alter tumor-stroma interactions that are based on cell-cell contacts between stromal cells and cancer cells, or may affect the architecture of the stroma and for example inhibit the process of neo-angiogenesis. Despite this uncertainty, the literature reports are consistent in their findings that CD99 is a candidate tumor suppressor in a broad range of human tumors and low tumor CD99 expression is a marker of poor outcome.

While there is a myriad of studies in the peer-reviewed literature that have examined tumor epithelial molecular markers for prognosis and guidance of cancer therapy, only few reports have focused on the analysis of the tumor-associated stroma for the identification of prognostic and predictive markers in cancer therapy. This is at least partly explained by the difficulty to obtain pure stroma samples and also by the fact that the tumor-associated stroma is made up of several different cell types whose relative abundance in the stroma can greatly change within a tumor and from one patient to another. Nevertheless, several recent publications and the study by Edlund and coworkers have shown that the analysis of the stroma is technically feasible and can excel molecular marker discovery for future clinical application. Given the importance of stromal cells in cancer progression, it is crucial that future studies more rigorously examine the contribution of stromal biology to cancer outcomes and resistance to therapy.

References

  • 1.Mueller MM, Fusenig NE. Friends or foes - bipolar effects of the tumour stroma in cancer. Nat.Rev.Cancer 2004;4:839–849 [DOI] [PubMed] [Google Scholar]
  • 2.Kalluri R, Zeisberg M. Fibroblasts in cancer. Nat.Rev.Cancer 2006;6:392–401 [DOI] [PubMed] [Google Scholar]
  • 3.Tlsty TD, Coussens LM. Tumor stroma and regulation of cancer development. Annu.Rev.Pathol 2006;1:119–150 [DOI] [PubMed] [Google Scholar]
  • 4.Orimo A, Gupta PB, Sgroi DC, Arenzana-Seisdedos F, Delaunay T, Naeem R, Carey VJ, Richardson AL, Weinberg RA. Stromal fibroblasts present in invasive human breast carcinomas promote tumor growth and angiogenesis through elevated SDF-1/CXCL12 secretion. Cell 2005;121:335–348 [DOI] [PubMed] [Google Scholar]
  • 5.Budhu A, Forgues M, Ye QH, Jia LH, He P, Zanetti KA, Kammula US, Chen Y, Qin LX, Tang ZY, Wang XW. Prediction of venous metastases, recurrence and prognosis in hepatocellular carcinoma based on a unique immune response signature of the liver microenvironment. Cancer Cell 2006;10:99–111 [DOI] [PubMed] [Google Scholar]
  • 6.Planche A, Bacac M, Provero P, Fusco C, Delorenzi M, Stehle JC, Stamenkovic I. Identification of prognostic molecular features in the reactive stroma of human breast and prostate cancer. PLoS.ONE 2011;6:e18640. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7.Finak G, Bertos N, Pepin F, Sadekova S, Souleimanova M, Zhao H, Chen H, Omeroglu G, Meterissian S, Omeroglu A, Hallett M, Park M. Stromal gene expression predicts clinical outcome in breast cancer. Nat.Med 2008;14:518–527 [DOI] [PubMed] [Google Scholar]
  • 8.Farmer P, Bonnefoi H, Anderle P, Cameron D, Wirapati P, Becette V, Andre S, Piccart M, Campone M, Brain E, Macgrogan G, Petit T et al. A stroma-related gene signature predicts resistance to neoadjuvant chemotherapy in breast cancer. Nat.Med 2009;15:68–74 [DOI] [PubMed] [Google Scholar]
  • 9.Chang HY, Sneddon JB, Alizadeh AA, Sood R, West RB, Montgomery K, Chi JT, Van De RM, Botstein D, Brown PO. Gene expression signature of fibroblast serum response predicts human cancer progression: similarities between tumors and wounds. PLoS.Biol 2004;2:E7. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Navab R, Strumpf D, Bandarchi B, Zhu CQ, Pintilie M, Ramnarine VR, Ibrahimov E, Radulovich N, Leung L, Barczyk M, Panchal D, To C et al. Prognostic gene-expression signature of carcinoma-associated fibroblasts in non-small cell lung cancer. Proc.Natl.Acad.Sci.U.S.A 2011;108:7160–7165 [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Boersma BJ, Reimers M, Yi M, Ludwig JA, Luke BT, Stephens RM, Yfantis HG, Lee DH, Weinstein JN, Ambs S. A stromal gene signature associated with inflammatory breast cancer. Int.J.Cancer 2007;122:1324–1332 [DOI] [PubMed] [Google Scholar]
  • 12.Lee JH, Kim SH, Wang LH, Choi YL, Kim YC, Kim JH, Park TS, Hong YC, Shin YK. Clinical significance of CD99 down-regulation in gastric adenocarcinoma. Clin Cancer Res 2007;13:2584–2591 [DOI] [PubMed] [Google Scholar]
  • 13.Scotlandi K, Zuntini M, Manara MC, Sciandra M, Rocchi A, Benini S, Nicoletti G, Bernard G, Nanni P, Lollini PL, Bernard A, Picci P. CD99 isoforms dictate opposite functions in tumour malignancy and metastases by activating or repressing c-Src kinase activity. Oncogene 2007;26:6604–6618 [DOI] [PubMed] [Google Scholar]
  • 14.Pelosi G, Leon ME, Veronesi G, Spaggiari L, Pasini F, Viale G. Decreased immunoreactivity of CD99 is an independent predictor of regional lymph node metastases in pulmonary carcinoid tumors. J.Thorac.Oncol 2006;1:468–477 [PubMed] [Google Scholar]

RESOURCES