Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

  • Original Article
  • Published:

A bioinformatical and functional approach to identify novel strategies for chemoprevention of colorectal cancer

Abstract

Comparing normal colorectal mucosa and adenomas focusing on deregulated pathways obtains insight into the biological processes of early colorectal carcinogenesis. Publicly available microarray expression data from 26 normal mucosa and 47 adenoma samples were analyzed. Biological pathways enriched in adenomas were identified with Gene Set Enrichment Analysis (GSEA). The analysis revealed 10, 11 and 16 gene sets distinguishing adenomas from normal mucosa according to Kyoto Encyclopedia of Genes and Genomes (KEGG), Gene Map Annotator and Pathway Profiler (GenMAPP) and Biocarta databases, respectively. Biological pathways known to be involved in colon carcinogenesis such as cell cycle (P=0.002) and Wnt signaling (P=0.007) were enriched in adenomas. In addition, we found enrichment of novel pathways such as retinoblastoma (Rb) pathway (P=0.002), Src pathway (P=0.004), folate biosynthesis (P=0.019) and Hedgehog signaling (P=0.037) in adenomas. Microarray results for Rb and Src pathway genes were validated by quantitative reverse transcriptase–polymerase chain reaction (qRT–PCR) on mRNA isolated from an independent set of adenoma and normal colon samples. A high correlation between microarray data and qRT–PCR expression data was found. The relevance of targeting of identified pathways was shown using the Rb pathway inhibitors roscovitine and PD-0332991 and the Src pathway inhibitor dasatinib. All inhibitors used induced cell growth reduction in adenoma cells. This study shows a bioinformatical and functional approach leading to potentially new options for chemoprevention of colorectal cancer.

This is a preview of subscription content, access via your institution

Access options

Buy this article

Prices may be subject to local taxes which are calculated during checkout

Figure 1
Figure 2
Figure 3
Figure 4
Figure 5
Figure 6

Similar content being viewed by others

References

  • Aldoss IT, Tashi T, Ganti AK . (2009). Seliciclib in malignancies. Expert Opin Invest Drugs 18: 1957–1965.

    Article  CAS  Google Scholar 

  • Alter O, Brown PO, Botstein D . (2000). Singular value decomposition for genome-wide expression data processing and modeling. Proc Natl Acad Sci USA 97: 10101–10106.

    Article  CAS  Google Scholar 

  • Arber N, Hibshoosh H, Moss SF, Sutter T, Zhang Y, Begg M et al. (1996). Increased expression of cyclin D1 is an early event in multistage colorectal carcinogenesis. Gastroenterology 110: 669–674.

    Article  CAS  Google Scholar 

  • Arber N, Levin B . (2008). Chemoprevention of colorectal neoplasia: the potential for personalized medicine. Gastroenterology 134: 1224–1237.

    Article  CAS  Google Scholar 

  • Arhel NJ, Packham G, Townsend PA, Collard TJ, Zadeh AM, Sharp A et al. (2003). The retinoblastoma protein interacts with Bag-1 in human colonic adenoma and carcinoma derived cell lines. Int J Cancer 106: 364–371.

    Article  CAS  Google Scholar 

  • Arima Y, Inoue Y, Shibata T, Hayashi H, Nagano O, Saya H et al. (2008). Rb depletion results in deregulation of E-cadherin and induction of cellular phenotypic changes that are characteristic of the epithelial-to-mesenchymal transition. Cancer Res 68: 5104–5112.

    Article  CAS  Google Scholar 

  • Bartkova J, Thullberg M, Slezak P, Jaramillo E, Rubio C, Thomassen LH . (2001). Aberrant expression of G1-phase cell cycle regulators in flat and exophytic adenomas of the human colon. Gastroenterology 120: 1680–1688.

    Article  CAS  Google Scholar 

  • Bild AH, Potti A, Nevins JR . (2006). Linking oncogenic pathways with therapeutic opportunities. Nat Rev Cancer 6: 735–741.

    Article  CAS  Google Scholar 

  • Boquoi A, Chen T, Enders GH . (2009). Chemoprevention of mouse intestinal tumorigenesis by the cyclin-dependent kinase inhibitor SNS-032. Cancer Prev Res 2: 800–806.

    Article  CAS  Google Scholar 

  • Carey R, Jurickova I, Ballard E, Bonkowski E, Han X, Xu H et al. (2008). Activation of an IL-6:STAT3-dependent transcriptome in pediatric-onset inflammatory bowel disease. Inflamm Bowel Dis 14: 446–457.

    Article  Google Scholar 

  • Cartwright CA, Meisler AI, Eckhart W . (1990). Activation of the pp60c-Src protein kinase is an early event in colonic carcinogenesis. Proc Natl Acad Sci USA 87: 558–562.

    Article  CAS  Google Scholar 

  • Chen R, Wierda WG, Chubb S, Hawtin RE, Fox JA, Keating MJ et al. (2009). Mechanism of action of SNS-032, a novel cyclin-dependent kinase inhibitor, in chronic lymphocytic leukemia. Blood 113: 4637–4645.

    Article  CAS  Google Scholar 

  • Chomczynski P, Sacchi N . (1987). Single-step method of RNA isolation by acid guanidinium thiocyanate–phenol–chloroform extraction. Anal Biochem 162: 156–159.

    Article  CAS  Google Scholar 

  • Cole AM, Myant K, Reed KR, Ridgway RA, Athineos D, van den Brink GR et al. (2010). Cyclin D2–cyclin-dependent kinase 4/6 is required for efficient proliferation and tumorigenesis following Apc loss. Cancer Res 70: 8149–8158.

    Article  CAS  Google Scholar 

  • Crijns AP, Fehrmann RS, de Jong S, Gerbens F, Meersma GJ, Klip HG et al. (2009). Survival-related profile, pathways, and transcription factors in ovarian cancer. PLoS Med 6: 181–193.

    Article  CAS  Google Scholar 

  • Crijns AP, Gerbens F, Plantinga AE, Meersma GJ, de Jong S, Hofstra RM et al. (2006). A biological question and a balanced (orthogonal) design: the ingredients to efficiently analyze two-color microarrays with confirmatory factor analysis. BMC Genomics 7: 232.

    Article  Google Scholar 

  • Dahlquist KD, Salomonis N, Vranizan K, Lawlor SC, Conklin BR . (2002). GenMAPP, a new tool for viewing and analyzing microarray data on biological pathways. Nat Genet 31: 19–20.

    Article  CAS  Google Scholar 

  • de Hoon MJ, Imoto S, Nolan J, Miyano S . (2004). Open source clustering software. Bioinformatics 20: 1453–1454.

    Article  CAS  Google Scholar 

  • Du W, Searle JS . (2009). The rb pathway and cancer therapeutics. Curr Drug Targets 10: 581–589.

    Article  CAS  Google Scholar 

  • Edgar R, Domrachev M, Lash AE . (2002). Gene Expression Omnibus: NCBI gene expression and hybridization array data repository. Nucleic Acids Res 30: 207–210.

    Article  CAS  Google Scholar 

  • Einspahr JG, Martinez ME, Jiang R, Hsu CH, Rashid A, Bhattacharrya AK et al. (2006). Associations of Ki-ras proto-oncogene mutation and p53 gene overexpression in sporadic colorectal adenomas with demographic and clinicopathologic characteristics. Cancer Epidemiol Biomarkers Prev 15: 1443–1450.

    Article  CAS  Google Scholar 

  • Fry DW, Harvey PJ, Keller PR, Elliott WL, Meade MA, Trachet E et al. (2004). Specific inhibition of cyclin-dependent kinase 4/6 by PD 0332991 and associated antitumor activity in human tumor xenografts. Mol Cancer Ther 3: 1428–1437.

    Google Scholar 

  • Fujita T, Liu W, Doihara H, Wan Y . (2008). Regulation of Skp2-p27 axis by the Cdh1/anaphase-promoting complex pathway in colorectal tumorigenesis. Am J Pathol 173: 217–228.

    Article  CAS  Google Scholar 

  • Galamb O, Gyorffy B, Sipos F, Spisak S, Nemeth AM, Miheller P et al. (2008). Inflammation, adenoma and cancer: objective classification of colon biopsy specimens with gene expression signature. Dis Markers 25: 1–16.

    Article  CAS  Google Scholar 

  • Giacinti C, Giordano A . (2006). RB and cell cycle progression. Oncogene 25: 5220–5227.

    Article  CAS  Google Scholar 

  • Guillen-Ahlers H, Buechler SA, Suckow MA, Castellino FJ, Ploplis VA . (2008). Sulindac treatment alters collagen and matrilysin expression in adenomas of ApcMin/+ mice. Carcinogenesis 29: 1421–1427.

    Article  CAS  Google Scholar 

  • Hao X, Du M, Bishop AE, Talbot IC . (1998). Imbalance between proliferation and apoptosis in the development of colorectal carcinoma. Virchows Arch 433: 523–527.

    Article  CAS  Google Scholar 

  • Hong Y, Ho KS, Eu KW, Cheah PY . (2007). A susceptibility gene set for early onset colorectal cancer that integrates diverse signaling pathways: implication for tumorigenesis. Clin Cancer Res 13: 1107–1114.

    Article  CAS  Google Scholar 

  • Imazeki F, Yokosuka O, Yamaguchi T, Ohto M, Isono K, Omata M . (1996). Expression of variant CD44-messenger RNA in colorectal adenocarcinomas and adenomatous polyps in humans. Gastroenterology 110: 362–368.

    Article  CAS  Google Scholar 

  • Jalving M, de Jong S, Koornstra JJ, Boersma-van Ek W, Zwart N, Wesseling J et al. (2006). TRAIL induces apoptosis in human colorectal adenoma cell lines and human colorectal adenomas. Clin Cancer Res 12: 4350–4356.

    Article  CAS  Google Scholar 

  • Kanehisa M, Goto S, Hattori M, Aoki-Kinoshita KF, Itoh M, Kawashima S et al. (2006). From genomics to chemical genomics: new developments in KEGG. Nucleic Acids Res 34: 354–357.

    Article  Google Scholar 

  • Kantarjian H, Pasquini R, Hamerschlak N, Rousselot P, Holowiecki J, Jootar S et al. (2007). Dasatinib or high-dose imatinib for chronic-phase chronic myeloid leukemia after failure of first-line imatinib: a randomized phase 2 trial. Blood 109: 5143–5150.

    Article  CAS  Google Scholar 

  • Kita H, Hikichi Y, Hikami K, Tsuneyama K, Cui ZG, Osawa H et al. (2006). Differential gene expression between flat adenoma and normal mucosa in the colon in a microarray analysis. J Gastroenterol 41: 1053–1063.

    Article  CAS  Google Scholar 

  • Knudsen ES, Wang JY . (2010). Targeting the RB-pathway in cancer therapy. Clin Cancer Res 16: 1094–1099.

    Article  CAS  Google Scholar 

  • Koornstra JJ, Rijcken FE, de Jong S, Hollema H, de Vries EG, Kleibeuker JH . (2004). Assessment of apoptosis by M30 immunoreactivity and the correlation with morphological criteria in normal colorectal mucosa, adenomas and carcinomas. Histopathology 44: 9–17.

    Article  CAS  Google Scholar 

  • Kopetz S, Lesslie DP, Dallas NA, Park SI, Johnson M, Parikh NU et al. (2009). Synergistic activity of the SRC family kinase inhibitor dasatinib and oxaliplatin in colon carcinoma cells is mediated by oxidative stress. Cancer Res 69: 3842–3849.

    Article  CAS  Google Scholar 

  • Kwong LN, Weiss KR, Haigis KM, Dove WF . (2008). Atm is a negative regulator of intestinal neoplasia. Oncogene 27: 1013–1018.

    Article  CAS  Google Scholar 

  • LaPointe LC, Dunne R, Brown GS, Worthley DL, Molloy PL, Wattchow D et al. (2008). Map of differential transcript expression in the normal human large intestine. Physiol Genomics 33: 50–64.

    Article  CAS  Google Scholar 

  • Li J, Rix U, Fang B, Bai Y, Edwards A, Colinge J et al. (2010). A chemical and phosphoproteomic characterization of dasatinib action in lung cancer. Nat Chem Biol 6: 291–299.

    Article  CAS  Google Scholar 

  • Lin YM, Furukawa Y, Tsunoda T, Yue CT, Yang KC, Nakamura Y . (2002). Molecular diagnosis of colorectal tumors by expression profiles of 50 genes expressed differentially in adenomas and carcinomas. Oncogene 21: 4120–4128.

    Article  CAS  Google Scholar 

  • Lockhart DJ, Dong H, Byrne MC, Follettie MT, Gallo MV, Chee MS et al. (1996). Expression monitoring by hybridization to high-density oligonucleotide arrays. Nat Biotechnol 14: 1675–1680.

    Article  CAS  Google Scholar 

  • Michaud K, Solomon D, Oermann E, Kim J-S, Zhong W-Z, Prados MD et al. (2010). Pharmacologic inhibition of cyclin-dependent kinases 4 and 6 arrests the growth of glioblastoma multiforme intracranial xenografts. Cancer Res 70: 3228–3238.

    Article  CAS  Google Scholar 

  • Midgley R, Kerr D . (1999). Colorectal cancer. Lancet 353: 391–399.

    Article  CAS  Google Scholar 

  • Mootha VK, Lindgren CM, Eriksson KF, Subramanian A, Sihag S, Lehar J et al. (2003). PGC-1alpha-responsive genes involved in oxidative phosphorylation are coordinately downregulated in human diabetes. Nat Genet 34: 267–273.

    Article  CAS  Google Scholar 

  • Nielsen TO, West RB, Linn SC, Alter O, Knowling MA, O'Connell JX et al. (2002). Molecular characterisation of soft tissue tumours: a gene expression study. Lancet 359: 1301–1307.

    Article  CAS  Google Scholar 

  • Paulson QX, Pusapati RV, Hong S, Weaks RL, Conti CJ, Johnson DG . (2008). Transgenic expression of E2F3a causes DNA damage leading to ATM-dependent apoptosis. Oncogene 27: 4954–4961.

    Article  CAS  Google Scholar 

  • Payne SR, Zhang S, Tsuchiya K, Moser R, Gurley KE, Longton G et al. (2008). p27kip1 deficiency impairs G2/M arrest in response to DNA damage, leading to an increase in genetic instability. Mol Cell Biol 28: 258–268.

    Article  CAS  Google Scholar 

  • Rencher A . (1998). Mutivariate Statistical Interference and Applications. John Wiley & Sons Inc.: New York, USA.

    Google Scholar 

  • Sabates-Bellver J, van der Flier LG, de Palo M, Cattaneo E, Maake C, Rehrauer H et al. (2007). Transcriptome profile of human colorectal adenomas. Mol Cancer Res 5: 1263–1275.

    Article  CAS  Google Scholar 

  • Senderowicz AM . (2003). Small-molecule cyclin-dependent kinase modulators. Oncogene 22: 6609–6620.

    Article  CAS  Google Scholar 

  • Serrels A, Macpherson IR, Evans TR, Lee FY, Clark EA, Sansom OJ et al. (2006). Identification of potential biomarkers for measuring inhibition of Src kinase activity in colon cancer cells following treatment with dasatinib. Mol Cancer Ther 5: 3014–3022.

    Article  CAS  Google Scholar 

  • Sherlock G . (2001). Analysis of large-scale gene expression data. Brief Bioinform 2: 350–362.

    Article  CAS  Google Scholar 

  • Subramanian A, Tamayo P, Mootha VK, Mukherjee S, Ebert BL, Gillette MA et al. (2005). Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc Natl Acad Sci USA 102: 15545–15550.

    Article  CAS  Google Scholar 

  • Timmerbeul I, Garrett-Engele CM, Kossatz U, Chen X, Firpo E, Grunwald V et al. (2006). Testing the importance of p27 degradation by the SCFskp2 pathway in murine models of lung and colon cancer. Proc Natl Acad Sci USA 103: 14009–14014.

    Article  CAS  Google Scholar 

  • van Geelen CM, de Vries EG, Le PT, van Weeghel RP, de Jong S . (2003). Differential modulation of the TRAIL receptors and the CD95 receptor in colon carcinoma cell lines. Br J Cancer 89: 363–373.

    Article  CAS  Google Scholar 

  • Vogelstein B, Fearon ER, Hamilton SR, Kern SE, Preisinger AC, Leppert M et al. (1988). Genetic alterations during colorectal-tumor development. N Engl J Med 319: 525–532.

    Article  CAS  Google Scholar 

  • Vogelstein B, Kinzler KW . (2004). Cancer genes and the pathways they control. Nat Med 10: 789–799.

    Article  CAS  Google Scholar 

  • Wai PY, Mi Z, Gao C, Guo H, Marroquin C, Kuo PC . (2006). Ets-1 and runx2 regulate transcription of a metastatic gene, osteopontin, in murine colorectal cancer cells. J Biol Chem 281: 18973–18982.

    Article  CAS  Google Scholar 

  • Wesierska-Gadek J, Maurer M, Zulehner N, Komina O . (2011). Whether to target single or multiple CDKs for therapy? That is the question. J Cell Physiol 226: 341–349.

    Article  CAS  Google Scholar 

  • Whittaker SR, Walton MI, Garrett MD, Workman P . (2004). The cyclin-dependent kinase inhibitor CYC202 (R-roscovitine) inhibits retinoblastoma protein phosphorylation, causes loss of cyclin D1, and activates the mitogen-activated protein kinase pathway. Cancer Res 64: 262–272.

    Article  CAS  Google Scholar 

  • Yeatman TJ . (2004). A renaissance for Src. Nat Rev Cancer 4: 470–480.

    Article  CAS  Google Scholar 

  • Zhao P, Mao X, Talbot IC . (2006). Aberrant cytological localization of p16 and CDK4 in colorectal epithelia in the normal adenoma carcinoma sequence. World J Gastroenterol 12: 6391–6396.

    Article  CAS  Google Scholar 

Download references

Acknowledgements

This study was supported by Grant RUG 2005-3361 from the Dutch Cancer Society.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to E G E de Vries.

Ethics declarations

Competing interests

The authors declare no conflict of interest.

Additional information

Supplementary Information accompanies the paper on the Oncogene website

Supplementary information

Rights and permissions

Reprints and permissions

About this article

Cite this article

Heijink, D., Fehrmann, R., de Vries, E. et al. A bioinformatical and functional approach to identify novel strategies for chemoprevention of colorectal cancer. Oncogene 30, 2026–2036 (2011). https://doi.org/10.1038/onc.2010.578

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1038/onc.2010.578

Keywords

This article is cited by

Search

Quick links