An Epithelial–Mesenchymal Transition Gene Signature Predicts Resistance to EGFR and PI3K Inhibitors and Identifies Axl as a Therapeutic Target for Overcoming EGFR Inhibitor Resistance
Open accessPublished version of a preprint
Abstract
Purpose: Epithelial–mesenchymal transition (EMT) has been associated with metastatic spread and EGF receptor (EGFR) inhibitor resistance. We developed and validated a robust 76-gene EMT signature using gene expression profiles from four platforms using non–small cell lung carcinoma (NSCLC) cell lines and patients treated in the Biomarker-Integrated Approaches of Targeted Therapy for Lung Cancer Elimination (BATTLE) study. Experimental Design: We conducted an integrated gene expression, proteomic, and drug response analysis using cell lines and tumors from patients with NSCLC. A 76-gene EMT signature was developed and validated using gene expression profiles from four microarray platforms of NSCLC cell lines and patients treated in the BATTLE study, and potential therapeutic targets associated with EMT were identified. Results: Compared with epithelial cells, mesenchymal cells showed significantly greater resistance to EGFR and PI3K/Akt pathway inhibitors, independent of EGFR mutation status, but more sensitivity to certain chemotherapies. Mesenchymal cells also expressed increased levels of the receptor tyrosine kinase Axl and showed a trend toward greater sensitivity to the Axl inhibitor SGI-7079, whereas the combination of SGI-7079 with erlotinib reversed erlotinib resistance in mesenchymal lines expressing Axl and in a xenograft model of mesenchymal NSCLC. In patients with NSCLC, the EMT signature predicted 8-week disease control in patients receiving erlotinib but not other therapies. Conclusion: We have developed a robust EMT signature that predicts resistance to EGFR and PI3K/Akt inhibitors, highlights different patterns of drug responsiveness for epithelial and mesenchymal cells, and identifies Axl as a potential therapeutic target for overcoming EGFR inhibitor resistance associated with the mesenchymal phenotype. Clin Cancer Res; 19(1); 279–90. ©2012 AACR.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
High feedback activation of the FGFR/AXL signaling pathway was found in mesenchymal cells.
“High feedback activation of the FGFR/AXL signaling pathway was found in mesenchymal cells.”
From Targeting KRAS mutant cancers: from druggable therapy to drug resistance (2022) · cites this paper as [136]
Inhibition of the FGFR signaling pathway reduces ERK and mTOR activation, whereas AXL inhibition attenuates the activation of PI3K pathway.
“Inhibition of the FGFR signaling pathway reduces ERK and mTOR activation, whereas AXL inhibition attenuates the activation of PI3K pathway [43, 136–139].”
From Targeting KRAS mutant cancers: from druggable therapy to drug resistance (2022) · cites this paper as [136]
A growing body of literature supports an essential role for AXL in promoting metastasis within many tumor types, including breast, ovarian, and lung.
“A growing body of literature supports an essential role for AXL in promoting metastasis within many tumor types, including breast (81), ovarian (82), and lung (83).”
From Hypoxic control of metastasis (2016) · cites this paper as [83]
AXL inhibition sensitizes drug-resistant mesenchymal tumor cells to anticancer agents, including antimitotic agents, EGFR inhibitors, and PI3K inhibitors.
“AXL inhibition has been reported to sensitize drug-resistant mesenchymal tumor cells to anticancer agents, including antimitotic agents, epidermal growth factor receptor (EGFR) inhibitors, and PI3K inhibitors”
From Hypoxic control of metastasis (2016) · cites this paper as [83]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Lynch, T. J., Bell, D. W., Sordella, R., Gurubhagavatula, S., Okimoto, R. A., Brannigan, B. W., Harris, P. L., Haserlat, S. M., Supko, J. G., Haluska, F. G., et al. (2004) · New England Journal of Medicine · doi:10.1056/nejmoa040938 · Cited by 11,486 · see citing works
Epithelial-Mesenchymal Transitions in Development and Disease
Thiery, J. P., Acloque, H., Huang, R. Y. J., & Nieto, M. A. (2009) · Cell · doi:10.1016/j.cell.2009.11.007 · Cited by 9,931 · see citing works
<i>EGFR</i> Mutations in Lung Cancer: Correlation with Clinical Response to Gefitinib Therapy
Paez, J. G., Jänne, P. A., Lee, J. C., Tracy, S., Greulich, H., Gabriel, S., Herman, P., Kaye, F. J., Lindeman, N., Boggon, T. J., et al. (2004) · Science · doi:10.1126/science.1099314 · Cited by 9,368 · see citing works
Self-citationGefitinib or Carboplatin–Paclitaxel in Pulmonary Adenocarcinoma
Mok, T. S., Wu, Y.-L., Thongprasert, S., Yang, C.-H., Chu, D.-T., Saijo, N., Sunpaweravong, P., Han, B., Margono, B., Ichinose, Y., et al. (2009) · New England Journal of Medicine · doi:10.1056/nejmoa0810699 · Cited by 8,261 · see citing works
Chou, T.-C., & Talalay, P. (1984) · Advances in Enzyme Regulation · doi:10.1016/0065-2571(84)90007-4 · Cited by 7,178 · see citing works
Epithelial–mesenchymal transitions in tumour progression
Thiery, J. P. (2002) · Nature reviews. Cancer · doi:10.1038/nrc822 · Cited by 6,632 · see citing works
Identification of the transforming EML4–ALK fusion gene in non-small-cell lung cancer
Soda, M., Choi, Y. L., Enomoto, M., Takada, S., Yamashita, Y., Ishikawa, S., Fujiwara, S.-I., Watanabe, H., Kurashina, K., Hatanaka, H., et al. (2007) · Nature · doi:10.1038/nature05945 · Cited by 5,439 · see citing works
Pao, W., Miller, V., Zakowski, M., Doherty, J., Politi, K., Sarkaria, I., Singh, B., Heelan, R., Rusch, V., Fulton, L., et al. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0405220101 · Cited by 4,338 · see citing works
Cano, A., Pérez‐Moreno, M., Rodrigo, I., Locascio, A., Blanco, M. J., Barrio, M. G. D., Portillo, F., & Nieto, M. A. (2000) · Nature Cell Biology · doi:10.1038/35000025 · Cited by 3,672 · see citing works
Batlle, E., Sancho, E., Francı́, C., Dominguez-Sola, D., Monfar, M., Baulida, J., & de Herreros, A. G. (2000) · Nature Cell Biology · doi:10.1038/35000034 · Cited by 2,671 · see citing works
Molecular requirements for epithelial–mesenchymal transition during tumor progression
Huber, M. A., Kraut, N., & Beug, H. (2005) · Current Opinion in Cell Biology · doi:10.1016/j.ceb.2005.08.001 · Cited by 1,823 · see citing works
Cappuzzo, F., Hirsch, F. R., Rossi, E., Bartolini, S., Ceresoli, G. L., Bemis, L., Haney, J., Witta, S. E., Danenberg, K. D., Domenichini, I., et al. (2005) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/dji112 · Cited by 1,538 · see citing works
Eberhard, D. A., Johnson, B. E., Amler, L. C., Goddard, A. D., Heldens, S., Herbst, R. S., Ince, W. L., Janne, P. A., Januario, T., Johnson, D. H., et al. (2005) · Journal of Clinical Oncology · doi:10.1200/jco.2005.02.857 · Cited by 1,453 · see citing works
Self-citationActivation of the AXL kinase causes resistance to EGFR-targeted therapy in lung cancer
Zhang, Z., Lee, J. C., Lin, L., Olivas, V., Au, V., LaFramboise, T., Abdel-Rahman, M., Wang, X., Levine, A. D., Rho, J. K., et al. (2012) · Nature Genetics · doi:10.1038/ng.2330 · Cited by 1,224 · see citing works
Self-citationEpithelial—mesenchymal and mesenchymal—epithelial transitions in carcinoma progression
Hugo, H. J., Ackland, M. L., Blick, T., Lawrence, M. G., Clements, J. A., Williams, E. D., & Thompson, E. W. (2007) · Journal of Cellular Physiology · doi:10.1002/jcp.21223 · Cited by 1,091 · see citing works
EML4-ALK Fusion Gene and Efficacy of an ALK Kinase Inhibitor in Lung Cancer
Koivunen, J. P., Mermel, C. H., Zejnullahu, K., Murphy, C., Lifshits, E., Tisch, A. H., Choi, H. G., Kim, J., Chiang, D. Y., Thomas, R. K., et al. (2008) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-08-0168 · Cited by 992 · see citing works
Self-citationThe BATTLE Trial: Personalizing Therapy for Lung Cancer
Kim, E. S., Herbst, R. S., Wistuba, I. I., Lee, J. J., Blumenschein, G. R., Tsao, A. S., Stewart, D. J., Hicks, M. E., Erasmus, J. J., Gupta, S. K., et al. (2011) · Cancer Discovery · doi:10.1158/2159-8274.cd-10-0010 · Cited by 888 · see citing works
Self-citationEger, A., Aigner, K., Sonderegger, S., Dampier, B., Oehler, S., Schreiber, M., Berx, G., Cano, A., Beug, H., & Foisner, R. (2005) · Oncogene · doi:10.1038/sj.onc.1208429 · Cited by 808 · see citing works
Ikenouchi, J., Matsuda, M., Furuse, M., & Tsukita, S. (2003) · Journal of Cell Science · doi:10.1242/jcs.00389 · Cited by 678 · see citing works
Immortalization of Human Bronchial Epithelial Cells in the Absence of Viral Oncoproteins
Ramirez, R., Sheridan, S., Girard, L., Sato, M., Kim, Y., Pollack, J., Peyton, M., Zou, Y. S., Kurie, J., Dimaio, J. M., et al. (2004) · Cancer Research · doi:10.1158/0008-5472.can-04-3703 · Cited by 666 · see citing works
Self-citationThomson, S., Buck, E. A., Petti, F., Griffin, G., Brown, E., Ramnarine, N., Iwata, K. K., Gibson, N. W., & Haley, J. D. (2005) · Cancer Research · doi:10.1158/0008-5472.can-05-1058 · Cited by 663 · see citing works
Zhu, C.-Q., da Cunha Santos, G., Ding, K., Sakurada, A., Cutz, J.-C., Liu, N., Zhang, T., Marrano, P., Whitehead, M., Squire, J. A., et al. (2008) · Journal of Clinical Oncology · doi:10.1200/jco.2007.14.8924 · Cited by 661 · see citing works
Vuoriluoto, K., Haugen, H., Kiviluoto, S., Mpindi, J.-P., Nevo, J., Gjerdrum, C., Tiron, C. E., Lorens, J. B., & Ivaska, J. (2010) · Oncogene · doi:10.1038/onc.2010.509 · Cited by 643 · see citing works
Bell, D. W., Lynch, T. J., Haserlat, S. M., Harris, P. L., Okimoto, R. A., Brannigan, B. W., Sgroi, D. C., Muir, B., Riemenschneider, M. J., Iacona, R. B., et al. (2005) · Journal of Clinical Oncology · doi:10.1200/jco.2005.02.7078 · Cited by 598 · see citing works
Self-citationGjerdrum, C., Tiron, C., Høiby, T., Stefansson, I., Haugen, H., Sandal, T., Collett, K., Li, S., McCormack, E., Gjertsen, B. T., et al. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0909333107 · Cited by 594 · see citing works
Witta, S. E., Gemmill, R. M., Hirsch, F. R., Coldren, C. D., Hedman, K., Ravdel, L., Helfrich, B. A., Dziadziuszko, R., Chan, D. C. F., Sugita, M., et al. (2006) · Cancer Research · doi:10.1158/0008-5472.can-05-1988 · Cited by 515 · see citing works
Self-citationGuaita, S., Puig, I., Francı́, C., Garrido, M., Dominguez-Sola, D., Batlle, E., Sancho, E., Dedhar, S., de Herreros, A. G., & Baulida, J. (2002) · Journal of Biological Chemistry · doi:10.1074/jbc.m206400200 · Cited by 501 · see citing works
Yauch, R. L., Januario, T., Eberhard, D. A., Cavet, G., Zhu, W., Fu, L., Pham, T. Q., Soriano, R., Stinson, J., Seshagiri, S., et al. (2005) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-05-1492 · Cited by 495 · see citing works
Tokumo, M., Toyooka, S., Kiura, K., Shigematsu, H., Tomii, K., Aoe, M., Ichimura, K., Tsuda, T., Yano, M., Tsukuda, K., et al. (2005) · Clinical Cancer Research · doi:10.1158/1078-0432.1167.11.3 · Cited by 489 · see citing works
NCI-navy medical oncology branch cell line data base
Phelps, R. M., Johnson, B. E., Ihde, D. C., Gazdar, A. F., Carbone, D. P., McClintock, P. R., Linnoila, R. I., Matthews, M. J., Bunn, P. A., Carney, D. N., et al. (1996) · Journal of Cellular Biochemistry · doi:10.1002/jcb.240630505 · Cited by 304 · see citing works
Self-citationSnail and SIP1 increase cancer invasion by upregulating MMP family in hepatocellular carcinoma cells
Miyoshi, A., Kitajima, Y., Sumi, K., Sato, K., Hagiwara, A., Koga, Y., & Miyazaki, K. (2004) · British Journal of Cancer · doi:10.1038/sj.bjc.6601685 · Cited by 283 · see citing works
Frederick, B. A., Helfrich, B. A., Coldren, C. D., Zheng, D., Chan, D., Bunn, P. A., & Raben, D. (2007) · Molecular Cancer Therapeutics · doi:10.1158/1535-7163.mct-07-0138 · Cited by 270 · see citing works
Craene, B. D., Gilbert, B., Stove, C. P., Bruyneel, E. A., Roy, F. M. V., & Berx, G. (2005) · Cancer Research · doi:10.1158/0008-5472.can-04-3545 · Cited by 254 · see citing works
Ye, X., Li, Y., Stawicki, S. S., Couto, S. S., Eastham‐Anderson, J., Kallop, D. Y., Weimer, R. M., Wu, Y., & Pei, L. (2010) · Oncogene · doi:10.1038/onc.2010.268 · Cited by 231 · see citing works
Koorstra, J.-B. M., Karikari, C. A., Feldmann, G., Bisht, S., Rojas, P. L., Offerhaus, G. J. A., Alvarez, H., & Maitra, A. (2009) · Cancer Biology & Therapy · doi:10.4161/cbt.8.7.7923 · Cited by 208 · see citing works
Gandhi, J., Zhang, J., Xie, Y., Soh, J., Shigematsu, H., Zhang, W., Yamamoto, H., Peyton, M., Girard, L., Lockwood, W. W., et al. (2009) · PLoS ONE · doi:10.1371/journal.pone.0004576 · Cited by 200 · see citing works
Self-citationYokoyama, K., Kamata, N., Fujimoto, R., Tsutsumi, S., Tomonari, M., Taki, M., Hosokawa, H., & Nagayama, M. (2003) · International Journal of Oncology · doi:10.3892/ijo.22.4.891 · Cited by 195 · see citing works
Regulation of vimentin by SIP1 in human epithelial breast tumor cells
Bindels, S., Mestdagt, M., Vandewalle, C., Jacobs, N., Volders, L., Noël, A., Roy, F. M. V., Berx, G., Foidart, J. M., & Gilles, C. (2006) · Oncogene · doi:10.1038/sj.onc.1209511 · Cited by 182 · see citing works
ZEB1-responsive genes in non-small cell lung cancer
Gemmill, R. M., Roche, J., Potiron, V. A., Nasarre, P., Mitas, M., Coldren, C. D., Helfrich, B. A., Garrett-Mayer, E. S., Bunn, P. A., & Drabkin, H. A. (2010) · Cancer Letters · doi:10.1016/j.canlet.2010.09.007 · Cited by 179 · see citing works
Wang, J., Wen, S., Symmans, W. F., Pusztai, L., & Coombes, K. R. (2009) · Cancer Informatics · doi:10.4137/cin.s2846 · Cited by 142 · see citing works
Self-citationReciprocal Regulation of c-Src and STAT3 in Non-Small Cell Lung Cancer
Byers, L. A., Sen, B., Saigal, B., Diao, L., Wang, J., Nanjundan, M., Cascone, T., Mills, G. B., Heymach, J. V., & Johnson, F. M. (2009) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-09-0767 · Cited by 119 · see citing works
Self-citationGhias, K. K., Ma, C., Gandhi, V. V., et al. (2005) · Molecular Cancer Therapeutics · doi:10.1158/1535-7163.mct-04-0303 · Cited by 29 · see citing works
Self-citationNikolova, D. A., Asangani, I. A., Nelson, L. D., et al. (2009) · Cancer Research · doi:10.1158/0008-5472.can-08-3236 · Cited by 25 · see citing works
8-Aminoadenosine inhibits Akt/mTOR and Erk signaling in mantle cell lymphoma
Dennison, J. B., Shanmugam, M., Ayres, M., et al. (2010) · Blood · doi:10.1182/blood-2010-05-285866 · Cited by 23 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Cancer drug resistance: an evolving paradigm
Holohan, C., Van Schaeybroeck, S., Longley, D. B., & Johnston, P. G. (2013) · Nature Reviews Cancer · doi:10.1038/nrc3599 · Cited by 4,681 · see citing works
Nieto, M. A., Huang, R. Y.-J., Jackson, R. A., & Thiery, J. P. (2016) · Cell · doi:10.1016/j.cell.2016.06.028 · Cited by 4,492 · see citing works
EMT, CSCs, and drug resistance: the mechanistic link and clinical implications
Shibue, T., & Weinberg, R. A. (2017) · Nature Reviews Clinical Oncology · doi:10.1038/nrclinonc.2017.44 · Cited by 2,539 · see citing works
Dependency of a therapy-resistant state of cancer cells on a lipid peroxidase pathway
Viswanathan, V. S., Ryan, M. J., Dhruv, H. D., Gill, S., Eichhoff, O. M., Seashore-Ludlow, B., Kaffenberger, S. D., Eaton, J. K., Shimada, K., Aguirre, A. J., et al. (2017) · Nature · doi:10.1038/nature23007 · Cited by 2,011 · see citing works
Rankin, E. B., & Giaccia, A. J. (2016) · Science · doi:10.1126/science.aaf4405 · Cited by 1,340 · see citing works
Hata, A. N., Niederst, M. J., Archibald, H. L., Gomez-Caraballo, M., Siddiqui, F. M., Mulvey, H. E., Maruvka, Y. E., Ji, F., Bhang, H.-E. C., Krishnamurthy Radhakrishna, V., et al. (2016) · Nature Medicine · doi:10.1038/nm.4040 · Cited by 985 · see citing works
Skoulidis, F., Byers, L. A., Diao, L., Papadimitrakopoulou, V. A., Tong, P., Izzo, J., Behrens, C., Kadara, H., Parra, E. R., Canales, J. R., et al. (2015) · Cancer Discovery · doi:10.1158/2159-8290.cd-14-1236 · Cited by 936 · see citing works
Self-citationTan, T. Z., Miow, Q. H., Miki, Y., Noda, T., Mori, S., Huang, R. Y., & Thiery, J. P. (2014) · EMBO Molecular Medicine · doi:10.15252/emmm.201404208 · Cited by 792 · see citing works
Walter, A. O., Sjin, R. T. T., Haringsma, H. J., Ohashi, K., Sun, J., Lee, K., Dubrovskiy, A., Labenski, M., Zhu, Z., Wang, Z., et al. (2013) · Cancer Discovery · doi:10.1158/2159-8290.cd-13-0314 · Cited by 620 · see citing works
Lemke, G. (2013) · Cold Spring Harbor Perspectives in Biology · doi:10.1101/cshperspect.a009076 · Cited by 598 · see citing works
Kurppa, K. J., Liu, Y., To, C., Zhang, T., Fan, M., Vajdi, A., Knelson, E. H., Xie, Y., Lim, K., Cejas, P., et al. (2020) · Cancer Cell · doi:10.1016/j.ccell.2019.12.006 · Cited by 475 · see citing works
New insights into the role of <scp>EMT</scp> in tumor immune escape
Terry, S., Savagner, P., Ortiz‐Cuaran, S., Mahjoubi, L., Saintigny, P., Thiery, J., & Chouaib, S. (2017) · Molecular Oncology · doi:10.1002/1878-0261.12093 · Cited by 414 · see citing works
Self-citationLe, X., Puri, S., Negrao, M. V., Nilsson, M. B., Robichaux, J., Boyle, T., Hicks, J. K., Lovinger, K. L., Roarty, E., Rinsurongkawong, W., et al. (2018) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-18-1542 · Cited by 387 · see citing works
Self-citationSundaresan, T. K., Sequist, L. V., Heymach, J. V., Riely, G. J., Jänne, P. A., Koch, W. H., Sullivan, J. P., Fox, D. B., Maher, R., Muzikansky, A., et al. (2016) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-15-1031 · Cited by 347 · see citing works
Self-citationElkabets, M., Pazarentzos, E., Juric, D., Sheng, Q., Pelossof, R. A., Brook, S., Benzaken, A. O., Rodon, J., Morse, N., Yan, J. J., et al. (2015) · Cancer Cell · doi:10.1016/j.ccell.2015.03.010 · Cited by 325 · see citing works
Communication between EMT and PD-L1 signaling: New insights into tumor immune evasion
Jiang, Y., & Zhan, H. (2020) · Cancer Letters · doi:10.1016/j.canlet.2019.10.013 · Cited by 319 · see citing works
Melissaridou, S., Wiechec, E., Magan, M., Jain, M. V., Chung, M. K., Farnebo, L., & Roberg, K. (2019) · Cancer Cell International · doi:10.1186/s12935-019-0733-1 · Cited by 262 · see citing works
Tumor cell plasticity in targeted therapy-induced resistance: Mechanisms and new strategies
Shi, Z.-D., Pang, K., Wu, Z.-X., Dong, Y., Hao, L., Qin, J.-X., Wang, W., Chen, Z.-S., & Han, C.-H. (2023) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-023-01383-x · Cited by 256 · see citing works
Adachi, Y., Ito, K., Hayashi, Y., Kimura, R., Tan, T. Z., Yamaguchi, R., & Ebi, H. (2020) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-20-2077 · Cited by 249 · see citing works
Boshuizen, J., Koopman, L. A., Krijgsman, O., Shahrabi, A., van den Heuvel, E. G., Ligtenberg, M. A., Vredevoogd, D. W., Kemper, K., Kuilman, T., Song, J.-Y., et al. (2018) · Nature Medicine · doi:10.1038/nm.4472 · Cited by 229 · see citing works
Targeting KRAS mutant cancers: from druggable therapy to drug resistance
Zhu, C., Guan, X., Zhang, X., Luan, X., Song, Z., Cheng, X., Zhang, W., & Qin, J.-J. (2022) · Molecular Cancer · doi:10.1186/s12943-022-01629-2 · Cited by 231 · see citing works
Molecular pathways and therapeutic targets in lung cancer
Shtivelman, E., Hensing, T., Simon, G. R., Dennis, P. A., Otterson, G. A., Bueno, R., & Salgia, R. (2014) · Oncotarget · doi:10.18632/oncotarget.1891 · Cited by 220 · see citing works
“AXL drives a mesenchymal phenotype, and resulting tumors acquire sensitivity to AXL inhibitor SGI-7079 [44].”
BackgroundPhenotype Switching: Tumor Cell Plasticity as a Resistance Mechanism and Target for Therapy
Kemper, K., de Goeje, P. L., Peeper, D. S., & van Amerongen, R. (2014) · Cancer Research · doi:10.1158/0008-5472.can-14-1174 · Cited by 216 · see citing works
Nilsson, M. B., Sun, H., Robichaux, J., Pfeifer, M., McDermott, U., Travers, J., Diao, L., Xi, Y., Tong, P., Shen, L., et al. (2020) · Science Translational Medicine · doi:10.1126/scitranslmed.aaz4589 · Cited by 177 · see citing works
Self-citationEpithelial-to-Mesenchymal Transition Rewires the Molecular Path to PI3K-Dependent Proliferation
Salt, M. B., Bandyopadhyay, S., & McCormick, F. (2014) · Cancer Discovery · doi:10.1158/2159-8290.cd-13-0520 · Cited by 124 · see citing works
AXL Inhibition Sensitizes Mesenchymal Cancer Cells to Antimitotic Drugs
Wilson, C., Ye, X., Pham, T., Lin, E., Chan, S., McNamara, E., Neve, R. M., Belmont, L., Koeppen, H., Yauch, R. L., et al. (2014) · Cancer Research · doi:10.1158/0008-5472.can-14-1009 · Cited by 150 · see citing works
Koromina, M., Pandi, M.-T., & Patrinos, G. P. (2019) · OMICS A Journal of Integrative Biology · doi:10.1089/omi.2019.0151 · Cited by 140 · see citing works
Role of Wnt/<i>β</i>‐Catenin Signaling in the Chemoresistance Modulation of Colorectal Cancer
Yuan, S., Tao, F., Zhang, X., Zhang, Y., Sun, X., & Wu, D. (2020) · BioMed Research International · doi:10.1155/2020/9390878 · Cited by 131 · see citing works
TGF-β: An emerging player in drug resistance
Brunen, D., Willems, S., Kellner, U., Midgley, R., Simon, I., & Bernards, R. (2013) · Cell Cycle · doi:10.4161/cc.26034 · Cited by 124 · see citing works
Della Corte, C. M., Bellevicine, C., Vicidomini, G., Vitagliano, D., Malapelle, U., Accardo, M., Fabozzi, A., Fiorelli, A., Fasano, M., Papaccio, F., et al. (2015) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-14-3319 · Cited by 122 · see citing works
Soundararajan, R., Fradette, J., Konen, J., Moulder, S., Zhang, X., Gibbons, D., Varadarajan, N., Wistuba, I., Tripathy, D., Bernatchez, C., et al. (2019) · Cancers · doi:10.3390/cancers11050714 · Cited by 103 · see citing works
Self-citationSong, K.-A., Niederst, M. J., Lochmann, T. L., Hata, A. N., Kitai, H., Ham, J., Floros, K. V., Hicks, M. A., Hu, H., Mulvey, H. E., et al. (2018) · Clinical Cancer Research · doi:10.1158/1078-0432.ccr-17-1577 · Cited by 95 · see citing works
ZEB1 suppression sensitizes KRAS mutant cancers to MEK inhibition by an IL17RD-dependent mechanism
Peng, D. H., Kundu, S. T., Fradette, J. J., Diao, L., Tong, P., Byers, L. A., Wang, J., Canales, J. R., Villalobos, P. A., Mino, B., et al. (2019) · Science Translational Medicine · doi:10.1126/scitranslmed.aaq1238 · Cited by 53 · see citing works
Self-citationGuidelines for using sigQC for systematic evaluation of gene signatures
Dhawan, A., Barberis, A., Cheng, W.-C., Domingo, E., West, C., Maughan, T., Scott, J. G., Harris, A. L., & Buffa, F. M. (2019) · Nature Protocols · doi:10.1038/s41596-019-0136-8 · Cited by 31 · see citing works
Quan, Q., Zhong, F., Wang, X., Chen, K., & Guo, L. (2019) · Oncology Research Featuring Preclinical and Clinical Cancer Therapeutics · doi:10.3727/096504018x15442985680348 · Cited by 29 · see citing works
Abbas, N., Mourad, M., Smaily, H., Al Mahmasani, L., & Shamseddine, A. (2026) · International Journal of Molecular Sciences · doi:10.3390/ijms27073265 · Cited by 4 · see citing works
- Authors
- Byers, L. A., Diao, L., Wang, J., Saintigny, P., Girard, L., Peyton, M., Shen, L., Fan, Y., Giri, U., Tumula, P. K., Nilsson, M. B., Gudikote, J., Tran, H., Cardnell, R. J. G., Bearss, D. J., Warner, S. L., Foulks, J. M., Kanner, S. B., Gandhi, V., Krett, N., Rosen, S. T., Kim, E. S., Herbst, R. S., Blumenschein, G. R., Lee, J. J., Lippman, S. M., Ang, K. K., Mills, G. B., Hong, W. K., Weinstein, J. N., Wistuba, I. I., Coombes, K. R., Minna, J. D., & Heymach, J. V.
- Affiliations
- Northwestern University (US)
- Authors' Affiliations: Departments of 1Thoracic and Head and Neck Medical Oncology, 2Bioinformatics and Computational Biology, 3Biostatistics, 4Radiation Oncology, 5Systems Biology, 6Pathology, 7Cancer Biology, and 8Experimental Therapeutics, and 9Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston; 10Hamon Center for Therapeutic Oncology Research and Simmons Cancer Center, University of Texas Southwestern, Dallas, Texas; 11Tolero Pharmaceuticals, Inc.; 12Astex Pharmaceuticals, Inc., Salt Lake City, Utah; and 13Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, Illinois
- Corresponding author
- Byers, Lauren Averett
- Heymach, John V.
- ORCID
- Byers, Lauren Averett
- Diao, Lixia
- Wang, Jing
- Saintigny, Pierre
- Girard, Luc
- Peyton, Michael
- Shen, Li
- Giri, Uma
- Nilsson, Monique B.
- Tran, Hai
- Cardnell, Robert J.G.
- Bearss, David J.
- Warner, Steven L.
- Foulks, Jason M.
- Kanner, Steven B.
- Gandhi, Varsha
- Krett, Nancy
- Rosen, Steven T.
- Kim, Edward S.
- Herbst, Roy S.
- Blumenschein, George R.
- Lippman, Scott M.
- Mills, Gordon B.
- Hong, Waun K.
- Weinstein, John N.
- Wistuba, Ignacio I.
- Coombes, Kevin R.
- Minna, John D.
- Heymach, John V.
- Venue
- Clinical Cancer Research
- Published
- 2013-01-01
- Volume
- 19
- Issue
- 1
- Pages
- 279-290
- ISSN
- 1078-0432 (ISSN-L)
- 1557-3265
- PMC
- PMC3567921
- OpenAlex
- W2169105660
- Cited by
- 1,059
- References
- 44
- Citations by year
- 2026: 42 · 2025: 55 · 2024: 90 · 2023: 97 · 2022: 106 · 2021: 103 · 2020: 94 · 2019: 71 · 2018: 61 · 2017: 82 · 2016: 74 · 2015: 83 · 2014: 52 · 2013: 46 · 2012: 1
- FWCI
- 46.91
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Clinical Cancer Research (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Cancer Institute (P50CA098258, U24CA143883, P50CA070907, R01CA168484, P30CA016672)
- National Center for Research Resources (UL1RR024148)
- Topics
- Health Sciences › Medicine › Pulmonary and Respiratory Medicine › Lung Cancer Treatments and Mutations
- Health Sciences › Medicine › Oncology › Cancer Cells and Metastasis
- Health Sciences › Medicine › Oncology › HER2/EGFR in Cancer Research
- Keywords
- epithelial-mesenchymal transition, EGFR inhibitor resistance, AXL, erlotinib, non-small cell lung cancer, drug response prediction, mesenchymal phenotype, combination therapy
- MeSH terms
- Phosphoinositide-3 Kinase Inhibitors, Axl Receptor Tyrosine Kinase, Animals, Carcinoma, Non-Small-Cell Lung, Humans, Lung Neoplasms, Neoplasm Metastasis, Proto-Oncogene Proteins, Recurrence, Reproducibility of Results, Cluster Analysis, Drug Resistance, Neoplasm, Proteome, Receptor Protein-Tyrosine Kinases, Gene Expression Profiling, Proteomics, Cell Line, Tumor, Protein Kinase Inhibitors, Mice, Epithelial-Mesenchymal Transition, ErbB Receptors
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review