Abstract
We used Affymetrix microarrays to compare gene expression profiles of the metastatic parental breast cancer cell line MDA-MB-435 (435) and the non-metastatic daughter cell line created by the stable expression of the BReast cancer Metastasis Suppressor 1 (BRMS1) gene in 435 cells, MDA-MB-435-BRMS1 (435/BRMS1). Analysis of microarray data provided insight into some of the potential mechanisms by which BRMS1 inhibits tumor formation at secondary sites. Furthermore, due to the importance of the microenvironment, we also examined gene expression under different growth conditions (i.e., plus or minus serum). Expression of 565 genes was significantly (adjusted P-value <0.05) altered regardless of in vitro growth conditions. BRMS1 expression significantly increased multiple major histocompatability complex (MHC) genes and significantly decreased expression of several genes associated with protein localization and secretion. The pattern of gene expression associated with BRMS1 expression suggests that metastasis suppression may be mediated by enhanced immune recognition, altered transport, and/or secretion of metastasis-associated proteins.
Similar content being viewed by others
Abbreviations
- 435:
-
MDA-MB-435 cells
- 435/BRMS1:
-
MDA-MB-435/BRMS1 cells
- ABI:
-
Abl-interactor protein
- ANOVA:
-
Analysis of variance
- BP:
-
Biological process
- BRCA:
-
Breast cancer gene
- BRMS:
-
Breast cancer metastasis suppressor
- CASP1:
-
Caspase 1
- CC:
-
Cellular component
- DAG:
-
Directed acyclic graph
- DIAG:
-
Diacylglycerol
- DMEM:
-
Dulbecco’s modified eagle’s medium
- Ece:
-
Endothelin converting enzyme
- EDTA:
-
Ethylene diamine tetraacetic acid
- ENPP:
-
Ectonucleotide pyrophosphatase phosphodiesterase
- ER:
-
Endoplasmic reticulum
- FBS:
-
Fetal bovine serum
- FDR:
-
False discovery rate
- GO:
-
Gene ontology
- Her:
-
Human epidermal growth factor receptor
- HPRT:
-
Hypoxanthine guanine ribosyltransferase
- MHC:
-
Major histocompatibility complex
- NK:
-
Natural killer cell
- NF-κ-B:
-
Nuclear factor-kappa in B-cells
- PBS:
-
Phosphate buffered saline
- PDGF:
-
Platelet derived growth factor
- PKC:
-
Protein kinase C
- pRb:
-
Retinoblastoma protein
- qRT-PCR:
-
Quantitative real-time polymerase chain reaction
- RMA:
-
Robust multi-array analysis
- RNA:
-
Ribonucleic acid
- Th:
-
Helper T cells
- USU:
-
Utah State University
References
Shevde LA, Welch DR (2003) Metastasis suppressor pathways–an evolving paradigm. Cancer Lett 198:1–20
Steeg PS (2003) Metastasis suppressors alter the signal transduction of cancer cells. Nat Rev Cancer 3:55–63
Rinker-Schaeffer CW, O’Keefe JP, Welch DR, Theodorescu D (2006) Metastasis suppressor proteins: discovery, molecular mechanisms, and clinical application. Clin Cancer Res 12:3882–3889
Samant RS, Seraj MJ, Saunders MM, Sakamaki TS, Shevde LA, Harms JF, Leonard TO, Goldberg SF, Budgeon L, Meehan WJ, Winter CR, Christensen ND, Verderame MF, Donahue HJ, Welch DR (2000) Analysis of mechanisms underlying BRMS1 suppression of metastasis. Clin Exp Metastasis 18:683–693
Saunders MM, Seraj MJ, Li Z, Zhou Z, Winter CR, Welch DR, Donahue HJ (2001) Breast cancer metastatic potential correlates with a breakdown in homospecific and heterospecific gap junctional intercellular communication. Cancer Res 61:1765–1767
Cicek M, Fukuyama R, Welch DR, Sizemore N, Casey G (2005) Breast cancer metastasis suppressor 1 inhibits gene expression by targeting nuclear factor-kappaB activity. Cancer Res 65:3586–3595
DeWald DB, Torabinejad J, Samant RS, Johnston D, Erin N, Shope JC, Xie Y, Welch DR (2005) Metastasis suppression by breast cancer metastasis suppressor 1 involves reduction of phosphoinositide signaling in MDA-MB-435 breast carcinoma cells. Cancer Res 65:713–717
Meehan WJ, Samant RS, Hopper JE, Carrozza MJ, Shevde LA, Workman JL, Eckert KA, Verderame MF, Welch DR (2004) Breast cancer metastasis suppressor 1 (BRMS1) forms complexes with retinoblastoma-binding protein 1 (RBP1) and the mSin3 histone deacetylase complex and represses transcription. J Biol Chem 279:1562–1569
Ohta S, Lai EW, Pang AL, Brouwers FM, Chan WY, Eisenhofer G, de Krijger R, Ksinantova L, Breza J, Blazicek P, Kvetnansky R, Wesley RA, Pacak K (2005) Downregulation of metastasis suppressor genes in malignant pheochromocytoma. Int J Cancer 114:139–143
Samant RS, Debies MT, Hurst DR, Moore BP, Shevde LA, Welch DR (2006) Suppression of murine mammary carcinoma metastasis by the murine ortholog of breast cancer metastasis suppressor 1 (Brms1). Cancer Lett 235:260–265
Marks P, Rifkind RA, Richon VM, Breslow R, Miller T, Kelly WK (2001) Histone deacetylases and cancer: causes and therapies. Nat Rev Cancer 1:194–202
R Development Core Team (2006) R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria
Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J, Hornik K, Hothorn T, Huber W, Iacus S, Irizarry R, Leisch F, Li C, Maechler M, Rossini AJ, Sawitzki G, Smith C, Smyth G, Tierney L, Yang JY, Zhang J (2004) Bioconductor: open software development for computational biology and bioinformatics. Genome Biol 5:R80
Irizarry RA, Gautier L, Bolstad BM, Miller C with contributions from Astrand M, Cope LM, Gentleman R, Gentry J, Halling C, Huber W, MacDonald J, Rubinstein BIP, Workman C, Zhang J (2005) affy: Methods for Affymetrix Oligonucleotide Arrays. In: R package
Smyth GK (2005) Limma: linear models for microarray data. In: Gentleman R, Carey V, Dudoit S, Irizarry R, Huber W (ed), Bioinformatics and computational biology solutions using R and bioconductor. Springer, New York, pp 397–420
Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, Harris MA, Hill DP, Issel-Tarver L, Kasarskis A, Lewis S, Matese JC, Richardson JE, Ringwald M, Rubin GM, Sherlock G (2000) Gene ontology: tool for the unification of biology. The gene ontology consortium. Nat Genet 25:25–29
Maglott D, Ostell J, Pruitt KD, Tatusova T (2005) Entrez gene: gene-centered information at NCBI. Nucleic Acids Res 33:D54–58
Gentleman R (2004) Using GO for statistical analyses. In: Antoch J (ed) Proceedings in computational statistics. Physica Verlag, pp 171–180
Lumley T, Warnes G, Bolker B (2006) Gplots: various R programming tools for plotting data. R package version 2.3.1
Solana R, Romero J, Alonso C, Pena J (1992) MHC class I antigen expression is inversely related with tumor malignancy and ras oncogene product (p21ras) levels in human breast tumors. Invasion Metastasis 12:210–217
Goepel JR, Rees RC, Rogers K, Stoddard CJ, Thomas WE, Shepherd L (1991) Loss of monomorphic and polymorphic HLA antigens in metastatic breast and colon carcinoma. Br J Cancer 64:880–883
Palmisano GL, Pistillo MP, Fardin P, Capanni P, Nicolo G, Salvi S, Spina B, Pasciucco G, Ferrara GB (2002) Analysis of HLA-G expression in breast cancer tissues. Hum Immunol 63:969–976
Dadmarz R, Sgagias MK, Rosenberg SA, Schwartzentruber DJ (1995) CD4+ T lymphocytes infiltrating human breast cancer recognise autologous tumor in an MHC-class-II restricted fashion. Cancer Immunol Immunother 40:1–9
Garrido F, Ruiz-Cabello F (1991) MHC expression on human tumors–its relevance for local tumor growth and metastasis. Semin Cancer Biol 2:3–10
Maiorana A, Cesinaro AM, Fano RA, Collina G (1995) Expression of MHC class I and class II antigens in primary breast carcinomas and synchronous nodal metastases. Clin Exp Metastasis 13:43–48
Sotiriadou R, Perez SA, Gritzapis AD, Sotiropoulou PA, Echner H, Heinzel S, Mamalaki A, Pawelec G, Voelter W, Baxevanis CN, Papamichail M (2001) Peptide HER2(776–788) represents a naturally processed broad MHC class II-restricted T cell epitope. Br J Cancer 85:1527–1534
Foss FM (2002) Immunologic mechanisms of antitumor activity. Semin Oncol 29:5–11
Remedi MM, Bonacci G, Vides MA, Donadio AC (2003) Immune control of tumors by antigen presentation improvement. Tumour Biol 24:228–235
Fan P, Wang S, Liu X, Zhen L, Wu Z (2002) Major histocompatibility complex class II antigen and costimulatory molecule expression on the surface of breast cancer cells. Zhonghua Zhong Liu Za Zhi 24:327–330
Shi B, Vinyals A, Alia P, Broceno C, Chen F, Adrover M, Gelpi C, Price JE, Fabra A (2006) Differential expression of MHC class II molecules in highly metastatic breast cancer cells is mediated by the regulation of the CIITA transcription Implication of CIITA in tumor and metastasis development. Int J Biochem Cell Biol 38:544–562
Gorelik E, Kim M, Duty L, Henion T, Galili U (1993) Control of metastatic properties of BL6 melanoma cells by H-2Kb gene: immunological and nonimmunological mechanisms. Clin Exp Metastasis 11:439–452
Walter W, Lingnau K, Schmitt E, Loos M, Maeurer MJ (2000) MHC class II antigen presentation pathway in murine tumours: tumour evasion from immunosurveillance? Br J Cancer 83:1192–1201
Jordens I, Marsman M, Kuijl C, Neefjes J (2005) Rab proteins, connecting transport and vesicle fusion. Traffic 6:1070–1077
Grosshans BL, Ortiz D, Novick P (2006) Rabs and their effectors: achieving specificity in membrane traffic. Proc Natl Acad Sci USA 103:11821–11827
Sannerud R, Marie M, Nizak C, Dale HA, Pernet-Gallay K, Perez F, Goud B, Saraste J (2006) Rab1 defines a novel pathway connecting the pre-Golgi intermediate compartment with the cell periphery. Mol Biol Cell 17:1514–1526
Kuroda TS, Fukuda M, Ariga H, Mikoshiba K (2002) The Slp homology domain of synaptotagmin-like proteins 1–4 and Slac2 functions as a novel Rab27A binding domain. J Biol Chem 277:9212–9218
Liu H, Liu ZQ, Chen CX, Magill S, Jiang Y, Liu YJ (2006) Inhibitory regulation of EGF receptor degradation by sorting nexin 5. Biochem Biophys Res Commun 342:537–546
Merino-Trigo A, Kerr MC, Houghton F, Lindberg A, Mitchell C, Teasdale RD, Gleeson PA (2004) Sorting nexin 5 is localized to a subdomain of the early endosomes and is recruited to the plasma membrane following EGF stimulation. J Cell Sci 117:6413–6424
Bruns JR, Ellis MA, Jeromin A, Weisz OA (2002) Multiple roles for phosphatidylinositol 4-kinase in biosynthetic transport in polarized Madin-Darby canine kidney cells. J Biol Chem 277:2012–2018
Wang YJ, Wang J, Sun HQ, Martinez M, Sun YX, Macia E, Kirchhausen T, Albanesi JP, Roth MG, Yin HL (2003) Phosphatidylinositol 4 phosphate regulates targeting of clathrin adaptor AP-1 complexes to the Golgi. Cell 114:299–310
Acknowledgements
The authors wish to acknowledge the following organizations for funding: USDA/CSREES Special Research Grant # WY 2004/2005-06084, National Institutes of Health grant # CA87728, and the National Foundation for Cancer Research. We also wish to thank Ning Lin Yin, Ryan Black and Katie Grover of the USU Affymetrix Core Laboratory. We thank Graham Casey (Cleveland Clinic Foundation) and Kent Hunter (N.I.H.) for input. This is Utah Agricultural Experiment Station paper 7864.
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary material
Appendix
Appendix
Rights and permissions
About this article
Cite this article
Champine, P.J., Michaelson, J., Weimer, B.C. et al. Microarray analysis reveals potential mechanisms of BRMS1-mediated metastasis suppression. Clin Exp Metastasis 24, 551–565 (2007). https://doi.org/10.1007/s10585-007-9092-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10585-007-9092-8