A combined oncogenic pathway signature of BRAF , KRAS and PI3KCA mutation improves colorectal cancer classification and cetuximab treatment prediction
Open accessAbstract
Objective: To develop gene expression profiles that characterise KRAS -, BRAF - or PIK3CA -activated- tumours, and to explore whether these profiles might be helpful in predicting the response to the epidermal growth factor receptor (EGFR) pathway inhibitors better than mutation status alone. Design: Fresh frozen tumour samples from 381 colorectal cancer (CRC) patients were collected and mutations in KRAS , BRAF and PIK3CA were assessed. Using microarray data, three individual oncogenic and a combined model were developed and validated in an independent set of 80 CRC patients, and in a dataset from metastatic CRC patients treated with cetuximab. Results: 175 tumours (45.9%) harboured oncogenic mutations in KRAS (30.2%), BRAF (11.0%) and PIK3CA (11.5%). Activating mutation signatures for KRAS (75 genes), for BRAF (58 genes,) and for PIK3CA (49 genes) were developed. The development of a combined oncogenic pathway signature-classified tumours as ‘activated oncogenic’, or as ‘wildtype-like’ with a sensitivity of 90.3% and a specificity of 61.7%. The identified signature revealed other mechanisms that can activate ERK/MAPK pathway in KRAS , BRAF and PIK3CA wildtype patients. The combined signature is associated with response to cetuximab treatment in patients with metastatic CRC (HR 2.51, p<0.0009). Conclusion: A combined oncogenic pathway signature allows the identification of patients with an active EGFR-signalling pathway that could benefit from downstream pathway inhibition.
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High mRNA levels of either amphiregulin or epiregulin may predict a better response to cetuximab.
“while high mRNA levels of either amphiregulin or epiregulin may predict a better response [21, 116-119]”
From Primary and acquired resistance to EGFR-targeted therapies in colorectal cancer: impact on future treatment strategies (2014) · cites this paper as [21]
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Cites
Gene expression profiling predicts clinical outcome of breast cancer
van 't Veer, L. J., Dai, H., van de Vijver, M. J., He, Y. D., Hart, A. A. M., Mao, M., Peterse, H. L., van der Kooy, K., Marton, M. J., Witteveen, A. T., et al. (2002) · Nature · doi:10.1038/415530a · Cited by 9,536 · see citing works
Self-citationCunningham, D., Humblet, Y., Siena, S., Khayat, D., Bleiberg, H., Santoro, A., Bets, D., Mueser, M., Harstrick, A., Verslype, C., et al. (2004) · New England Journal of Medicine · doi:10.1056/nejmoa033025 · Cited by 5,035 · see citing works
ERBB receptors and cancer: the complexity of targeted inhibitors
Hynes, N. E., & Lane, H. A. (2005) · Nature reviews. Cancer · doi:10.1038/nrc1609 · Cited by 3,313 · see citing works
Amado, R. G., Wolf, M., Peeters, M., Van Cutsem, E., Siena, S., Freeman, D. J., Juan, T., Sikorski, R., Suggs, S., Radinsky, R., et al. (2008) · Journal of Clinical Oncology · doi:10.1200/jco.2007.14.7116 · Cited by 3,207 · see citing works
<i>KRAS</i> Mutation Status Is Predictive of Response to Cetuximab Therapy in Colorectal Cancer
Lièvre, A., Bachet, J.-B., Le Corre, D., Boige, V., Landi, B., Emile, J.-F., Côté, J.-F., Tomasic, G., Penna, C., Ducreux, M., et al. (2006) · Cancer Research · doi:10.1158/0008-5472.can-06-0191 · Cited by 2,229 · see citing works
De Roock, W., Claes, B., Bernasconi, D., De Schutter, J., Biesmans, B., Fountzilas, G., Kalogeras, K. T., Kotoula, V., Papamichael, D., Laurent-Puig, P., et al. (2010) · The Lancet Oncology · doi:10.1016/s1470-2045(10)70130-3 · Cited by 2,144 · see citing works
Self-citationOncogenic pathway signatures in human cancers as a guide to targeted therapies
Bild, A., Yao, G., Chang, J. T., Wang, Q., Potti, A., Chasse, D. A. D., Joshi, M.-B., Harpole, D. H., Lancaster, J. M., Berchuck, A., et al. (2005) · Nature · doi:10.1038/nature04296 · Cited by 2,032 · see citing works
Van Cutsem, E., Peeters, M., Siena, S., Humblet, Y., Hendlisz, A., Neyns, B., Canon, J.-L., Van Laethem, J.-L., Maurel, J., Richardson, G., et al. (2007) · Journal of Clinical Oncology · doi:10.1200/jco.2006.08.1620 · Cited by 1,979 · see citing works
Di Nicolantonio, F., Martini, M., Molinari, F., Sartore-Bianchi, A., Arena, S., Saletti, P., De Dosso, S., Mazzucchelli, L., Frattini, M., Siena, S., et al. (2008) · Journal of Clinical Oncology · doi:10.1200/jco.2008.18.0786 · Cited by 1,591 · see citing works
A comprehensive pathway map of epidermal growth factor receptor signaling
Oda, K., Matsuoka, Y., Funahashi, A., & Kitano, H. (2005) · Molecular Systems Biology · doi:10.1038/msb4100014 · Cited by 1,163 · see citing works
Khambata-Ford, S., Garrett, C. R., Meropol, N. J., Basik, M., Harbison, C. T., Wu, S., Wong, T. W., Huang, X., Takimoto, C. H., Godwin, A. K., et al. (2007) · Journal of Clinical Oncology · doi:10.1200/jco.2006.10.5437 · Cited by 1,125 · see citing works
Benvenuti, S., Sartore-Bianchi, A., Di Nicolantonio, F., Zanon, C., Moroni, M., Veronese, S., Siena, S., & Bardelli, A. (2007) · Cancer Research · doi:10.1158/0008-5472.can-06-4158 · Cited by 830 · see citing works
De Roock, W., Piessevaux, H., De Schutter, J., Janssens, M., De Hertogh, G., Personeni, N., Biesmans, B., Van Laethem, J.-L., Peeters, M., Humblet, Y., et al. (2008) · Annals of Oncology · doi:10.1093/annonc/mdm496 · Cited by 827 · see citing works
Ogino, S., Nosho, K., Kirkner, G. J., Kawasaki, T., Meyerhardt, J. A., Loda, M. F., Giovannucci, E. L., & Fuchs, C. S. (2008) · Gut · doi:10.1136/gut.2008.155473 · Cited by 772 · see citing works
Sartore-Bianchi, A., Martini, M., Molinari, F., Veronese, S., Nichelatti, M., Artale, S., Di Nicolantonio, F., Saletti, P., De Dosso, S., Mazzucchelli, L., et al. (2009) · Cancer Research · doi:10.1158/0008-5472.can-08-2466 · Cited by 739 · see citing works
Di Fiore, F., Blanchard, F., Charbonnier, F., Le Pessot, F., Lamy, A., Galais, M. P., Bastit, L., Killian, A., Sesboüé, R., Tuech, J. J., et al. (2007) · British Journal of Cancer · doi:10.1038/sj.bjc.6603685 · Cited by 734 · see citing works
Epidermal Growth Factor Receptor Targeting in Cancer
Mendelsohn, J. M., & Baselga, J. M. (2006) · Seminars in Oncology · doi:10.1053/j.seminoncol.2006.04.003 · Cited by 693 · see citing works
Enabling personalized cancer medicine through analysis of gene-expression patterns
Veer, L. V. ‘., & Bernards, R. (2008) · Nature · doi:10.1038/nature06915 · Cited by 556 · see citing works
Self-citationPTEN loss of expression predicts cetuximab efficacy in metastatic colorectal cancer patients
Frattini, M., Saletti, P., Romagnani, E., Martin, V, Molinari, F., Ghisletta, M., Camponovo, A., Etienne, L. L., Cavalli, F., & Mazzucchelli, L. (2007) · British Journal of Cancer · doi:10.1038/sj.bjc.6604009 · Cited by 540 · see citing works
Gene Expression Signature to Improve Prognosis Prediction of Stage II and III Colorectal Cancer
Salazar, R., Roepman, P., Capellá, G., Moreno, V. R., Simón, I., Dreezen, C., López‐Doriga, A., Santos, C., Marijnen, C. A. M., Westerga, J., et al. (2010) · Journal of Clinical Oncology · doi:10.1200/jco.2010.30.1077 · Cited by 538 · see citing works
Self-citationConverting a breast cancer microarray signature into a high-throughput diagnostic test
Glas, A. M., Floore, A. N., Delahaye, L. J. M. J., Witteveen, A. T., Pover, R., Bakx, N., Lahti‐Domenici, J., Bruinsma, T. J., Warmoes, M. O., Bernards, R., et al. (2006) · BMC Genomics · doi:10.1186/1471-2164-7-278 · Cited by 493 · see citing works
Self-citationA module of negative feedback regulators defines growth factor signaling
Amit, I., Citri, A., Shay, T., Lu, Y., Katz, M., Zhang, F., Tarcic, G., Siwak, D. R., Lahad, J. P., Jacob‐Hirsch, J., et al. (2007) · Nature Genetics · doi:10.1038/ng1987 · Cited by 488 · see citing works
An oncogenic KRAS2 expression signature identified by cross-species gene-expression analysis.
Sweet-Cordero, A., Mukherjee, S., Subramanian, A., You, H., Roix, J. J., Ladd-Acosta, C., Mesirov, J., Golub, T. R., & Jacks, T. (2005) · Nature Genetics · doi:10.1038/ng1490 · Cited by 414 · see citing works
Signal transduction and oncogenesis by ErbB/HER receptors
Marmor, M. D., Skaria, K. B., & Yarden, Y. (2004) · International Journal of Radiation Oncology*Biology*Physics · doi:10.1016/j.ijrobp.2003.06.002 · Cited by 389 · see citing works
Functional Analysis of PIK3CA Gene Mutations in Human Colorectal Cancer
Ikenoue, T., Kanai, F., Hikiba, Y., Obata, T., Tanaka, Y., Imamura, J., Ohta, M., Jazag, A., Guleng, B., Tateishi, K., et al. (2005) · Cancer Research · doi:10.1158/0008-5472.can-04-4114 · Cited by 366 · see citing works
EGFR associated expression profiles vary with breast tumor subtype
Hoadley, K. A., Weigman, V., Fan, C., Sawyer, L., He, X., Troester, M. A., Sartor, C. I., Rieger-House, T., Bernard, P. S., Carey, L., et al. (2007) · BMC Genomics · doi:10.1186/1471-2164-8-258 · Cited by 278 · see citing works
Transcriptional Pathway Signatures Predict MEK Addiction and Response to Selumetinib (AZD6244)
Dry, J. R., Pavey, S., Pratilas, C. A., Harbron, C., Runswick, S., Hodgson, D., Chresta, C., McCormack, R., Byrne, N., Cockerill, M., et al. (2010) · Cancer Research · doi:10.1158/0008-5472.can-09-1577 · Cited by 262 · see citing works
Identification of a Poor-PrognosisBRAF-Mutant–Like Population of Patients With Colon Cancer
Popovici, V. C., Budínská, E., Tejpar, S., Weinrich, S. L., Estrella, H., Hodgson, G., Cutsem, E. V., Xie, T., Bosman, F. T., Roth, A. D., et al. (2012) · Journal of Clinical Oncology · doi:10.1200/jco.2011.39.5814 · Cited by 232 · see citing works
Wild-Type KRAS Is Required for Panitumumab Efficacy in Patients With Metastatic Colorectal Cancer
Monzon, F. A. (2009) · Yearbook of Pathology and Laboratory Medicine · doi:10.1016/s1077-9108(08)79091-1 · Cited by 230 · see citing works
Oda, K., Okada, J., Timmerman, L., Rodriguez‐Viciana, P., Stokoe, D., Shoji, K., Taketani, Y., Kuramoto, H., Knight, Z. A., Shokat, K. M., et al. (2008) · Cancer Research · doi:10.1158/0008-5472.can-08-0755 · Cited by 189 · see citing works
Loboda, A., Nebozhyn, M., Klinghoffer, R., Frazier, J., Chastain, M., Arthur, W., Roberts, B., Zhang, T., Chenard, M., Haines, B., et al. (2010) · BMC Medical Genomics · doi:10.1186/1755-8794-3-26 · Cited by 152 · see citing works
Baker, J. B., Dutta, D., Watson, D., Maddala, T., Munneke, B., Shak, S., Rowinsky, E. K., Xu, L.-A., Harbison, C. T., Clark, E. A., et al. (2011) · British Journal of Cancer · doi:10.1038/sj.bjc.6606054 · Cited by 107 · see citing works
Oliveras‐Ferraros, C., Vazquez‐Martin, A., Cufí, S., Queralt, B., Báez, L., Guardeño, R., Hernández‐Yagüe, X., Martin‐Castillo, B., Brunet, J., & Menendez, J. A. (2011) · Journal of Cellular Biochemistry · doi:10.1002/jcb.22952 · Cited by 47 · see citing works
Biological Convergence of Cancer Signatures
Solé, X., Bonifaci, N., López-Bigas, N., Berenguer, A., Hernández, P., Reina, Ó., Maxwell, C. A., Aguilar, H., Urruticoechea, A., de Sanjosé, S., et al. (2009) · PLoS ONE · doi:10.1371/journal.pone.0004544 · Cited by 25 · see citing works
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Van Cutsem, E., Cervantes, A., Adam, R., Sobrero, A., Van Krieken, J. H., Aderka, D., Aranda Aguilar, E., Bardelli, A., Benson, A., Bodoky, G., et al. (2016) · Annals of Oncology · doi:10.1093/annonc/mdw235 · Cited by 3,421 · see citing works
Self-citationYoshino, T., Arnold, D., Taniguchi, H., Pentheroudakis, G., Yamazaki, K., Xu, R.-H., Kim, T. W., Ismail, F., Tan, I. B., Yeh, K.-H., et al. (2018) · Annals of Oncology · doi:10.1093/annonc/mdx738 · Cited by 573 · see citing works
Self-citationJoanito, I., Wirapati, P., Zhao, N., Nawaz, Z., Yeo, G., Lee, F., Eng, C. L. P., Macalinao, D. C., Kahraman, M., Srinivasan, H., et al. (2022) · Nature Genetics · doi:10.1038/s41588-022-01100-4 · Cited by 434 · see citing works
Biomarker-guided therapy for colorectal cancer: strength in complexity
Sveen, A., Kopetz, S., & Lothe, R. A. (2020) · Nature Reviews Clinical Oncology · doi:10.1038/s41571-019-0241-1 · Cited by 320 · see citing works
The current understanding on the impact of KRAS on colorectal cancer
Meng, M., Zhong, K., Jiang, T., Liu, Z., Kwan, H. Y., & Su, T. (2021) · Biomedicine & Pharmacotherapy · doi:10.1016/j.biopha.2021.111717 · Cited by 171 · see citing works
Leto, S. M., & Trusolino, L. (2014) · Journal of Molecular Medicine · doi:10.1007/s00109-014-1161-2 · Cited by 87 · see citing works
Zhuang, Y., Wang, H., Jiang, D., Li, Y., Feng, L., Tian, C., Pu, M., Wang, X., Zhang, J., Hu, Y., et al. (2021) · BMC Cancer · doi:10.1186/s12885-021-08108-9 · Cited by 54 · see citing works
Lee, H., Son, E., Lee, K., Lee, Y., Kim, Y., Lee, J.-C., Lim, Y., Hur, M., Kim, D., & Nam, D.-H. (2019) · International Journal of Molecular Sciences · doi:10.3390/ijms20235894 · Cited by 22 · see citing works
- Authors
- Tian, S., Simon, I., Moreno, V., Roepman, P., Tabernero, J., Snel, M., van't Veer, L., Salazar, R., Bernards, R., & Capella, G.
- Affiliations
- Agendia (Netherlands) (NL)
- Research and Development, Agendia BV, Amsterdam, The Netherlands
- Universitat Autònoma de Barcelona (ES)
- Universitat de Barcelona (ES)
- IDIBELL, Institut Català d'Oncologia, L'Hospitalet de Llobregat, Spain
- Venue
- Gut
- Publisher
- BMJ
- Published
- 2012-07-14
- Volume
- 62
- Issue
- 4
- Pages
- 540-549
- ISSN
- 0017-5749 (ISSN-L)
- 1468-3288
- PMC
- PMC3596735
- OpenAlex
- W2111905790
- Cited by
- 128
- References
- 34
- Citations by year
- 2026: 4 · 2025: 1 · 2024: 1 · 2023: 2 · 2022: 4 · 2021: 18 · 2020: 8 · 2019: 18 · 2018: 9 · 2017: 7 · 2016: 14 · 2015: 12 · 2014: 16 · 2013: 12 · 2012: 2
- FWCI
- 6.65
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- cc-by-nc
- Locations
- Gut (publishedVersion, cc-by-nc)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- HighWire Press Open Archive (submittedVersion)
- Funders
- European Commission
- Universiteit Leiden
- Leids Universitair Medisch Centrum
- Topics
- Health Sciences › Medicine › Oncology › Colorectal Cancer Treatments and Studies
- Health Sciences › Medicine › Pathology and Forensic Medicine › Genetic factors in colorectal cancer
- Health Sciences › Medicine › Oncology › Colorectal Cancer Surgical Treatments
- Keywords
- colorectal cancer, KRAS mutation, BRAF mutation, PIK3CA mutation, gene expression profiling, metastatic colorectal cancer, tumor classification
- MeSH terms
- Cetuximab, Antibodies, Monoclonal, Antineoplastic Agents, DNA Mutational Analysis, Humans, Mutation, Neoplasm Staging, Proto-Oncogene Proteins, ROC Curve, Sensitivity and Specificity, Biomarkers, Tumor, Colorectal Neoplasms, Gene Expression Regulation, Neoplastic, Proto-Oncogene Proteins p21(ras), ras Proteins, Drug Resistance, Neoplasm, Phosphatidylinositol 3-Kinases, Gene Expression Profiling, Microarray Analysis, Proto-Oncogene Proteins B-raf, Class I Phosphatidylinositol 3-Kinases, Antibodies, Monoclonal, Humanized
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