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Alam W, Tayara H, Chong KT. Unlocking the therapeutic potential of drug combinations through synergy prediction using graph transformer networks. Comput Biol Med 2024; 170:108007. [PMID: 38242015 DOI: 10.1016/j.compbiomed.2024.108007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Revised: 01/03/2024] [Accepted: 01/13/2024] [Indexed: 01/21/2024]
Abstract
Drug combinations are frequently used to treat cancer to reduce side effects and increase efficacy. The experimental discovery of drug combination synergy is time-consuming and expensive for large datasets. Therefore, an efficient and reliable computational approach is required to investigate these drug combinations. Advancements in deep learning can handle large datasets with various biological problems. In this study, we developed a SynergyGTN model based on the Graph Transformer Network to predict the synergistic drug combinations against an untreated cancer cell line expression profile. We represent the drug via a graph, with each node and edge of the graph containing nine types of atomic feature vectors and four bonds features, respectively. The cell lines represent based on their gene expression profiles. The drug graph was passed through the GTN layers to extract a generalized feature map for each drug pairs. The drug pair extracted features and cell-line gene expression profiles were concatenated and subsequently subjected to processing through multiple densely connected layers. SynergyGTN outperformed the state-of-the-art methods, with a receiver operating characteristic area under the curve improvement of 5% on the 5-fold cross-validation. The accuracy of SynergyGTN was further verified through three types of cross-validation tests strategies namely leave-drug-out, leave-combination-out, and leave-tissue-out, resulting in improvement in accuracy of 8%, 1%, and 2%, respectively. The Astrazeneca Dream dataset was utilized as an independent dataset to validate and assess the generalizability of the proposed method, resulting in an improvement in balanced accuracy of 13%. In conclusion, SynergyGTN is a reliable and efficient computational approach for predicting drug combination synergy in cancer treatment. Finally, we developed a web server tool to facilitate the pharmaceutical industry and researchers, as available at: http://nsclbio.jbnu.ac.kr/tools/SynergyGTN/.
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Affiliation(s)
- Waleed Alam
- Department of Electronics and Information Engineering, Jeonbuk National University, Jeonju, 54896, South Korea
| | - Hilal Tayara
- School of International Engineering and Science, Jeonbuk National University, Jeonju, 54896, South Korea.
| | - Kil To Chong
- Department of Electronics and Information Engineering, Jeonbuk National University, Jeonju, 54896, South Korea; Advanced Electronics and Information Research Center, Jeonbuk National University, Jeonju, 54896, South Korea.
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Pharmacokinetics and safety of erlotinib and its metabolite OSI-420 in infants and children with primary brain tumors. Cancer Chemother Pharmacol 2019; 84:829-838. [PMID: 31392390 DOI: 10.1007/s00280-019-03921-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2019] [Accepted: 07/30/2019] [Indexed: 12/20/2022]
Abstract
PURPOSE Erlotinib (Tarceva®), a potent small molecule inhibitor of the epidermal growth factor receptor tyrosine kinase, has been evaluated to treat infants and children with primary brain tumors. The pharmacokinetics of erlotinib and its primary metabolite OSI-420 were characterized and exposure-safety associations were investigated. METHODS This analysis involved patients enrolled in two clinical studies and receiving oral erlotinib once daily as part of treatment. Single-dose and steady-state erlotinib and OSI-420 plasma concentrations were assayed using HPLC-MS/MS methods. Population pharmacokinetic modeling and univariate covariate analysis evaluating demographic, clinical and selected CYP3A5, CYP3A4, ABCB1, and ABCG2 genotypes were performed. Associations between erlotinib and OSI-420 pharmacokinetics, and with toxicities (diarrhea and skin rash) occurring post-dose were explored. RESULTS Data from 47 patients (0.7-19 years old) were collected and best fitted by one-compartment linear models. Erlotinib and OSI-420 apparent clearances (CL/F and CLm/Fm) were higher in patients < 5 years compared to older patients (mean CL/F: 6.8 vs 3.6 L/h/m2, and mean CLm/Fm: 79 vs 38 L/h/m2, p < 0.001), and were 1.62-fold and 1.73-fold higher in males compared to females (p < 0.01). Moreover, CL/F was 1.53-fold higher in wild-type patients than in patients heterozygous or homozygous mutant for ABCG2 rs55930652 (p < 0.05). Most of the toxicities reported were grade 1. No associations were found between drug pharmacokinetics and drug-induced toxicities. CONCLUSIONS Erlotinib therapy was well tolerated by pediatric patients with primary brain tumors. No dosing adjustments based on age or patient characteristics are recommended for this patient population.
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Mirone G, Shukla A, Marfe G. Signaling mechanisms of resistance to EGFR- and Anti-Angiogenic Inhibitors cancer. Crit Rev Oncol Hematol 2015; 97:85-95. [PMID: 26364891 DOI: 10.1016/j.critrevonc.2015.08.012] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2014] [Revised: 06/16/2015] [Accepted: 08/05/2015] [Indexed: 12/14/2022] Open
Abstract
Colorectal cancer is among four most common malignancies and the second leading cause of cancer death in the western world. Epidermal Growth Factor Receptor (EGFR) and Vascular Endothelial Growth Factor (VEGF) are often overexpressed in colorectal cancer and are associated with inferior outcomes. More recently, further improvements in survival have occurred due to the use of novel targeted therapies such EGFR Tyrosine Kinase Inibitors (EGFR-TKIs), EGFR monoclonal antibodies (EGFR-mAb), and VEGF antibodies. Despite the initial clinical efficacy of these inhibitors in such cancer, resistance invariably develops, typically within 1 to 2 years. Over the past several years, multiple molecular mechanisms of resistance have been identified, and some common themes have emerged. One is the development of resistance mutations in the drug target and another it is activation of alternative signaling of key downstream pathways despite sustained inhibition of the original drug target. In this mini-review, we summarize the concepts underlying EGFR- and VEGF-mediated resistance, the specific examples known to date, and the challenges of applying this knowledge to develop improved therapeutic strategies to prevent or overcome resistance.
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Affiliation(s)
- Giovanna Mirone
- Department of Medical Oncology B, Regina Elena National Cancer Institute, via Elio Chianesi 53, Rome 00144, Italy.
| | - Arvind Shukla
- School of Biotechnology and Bioinformatics, D.Y. Patil University, Plot No.50, Sector- 15, C.B.D. Belapur, Navi Mumbai, 400614, Maharastra, India
| | - Gabriella Marfe
- Department of Biochemistry and Biophysics, Second University of Naples, via De Crecchio 7, Naples 80138, Italy
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Individualized dosing of tyrosine kinase inhibitors: are we there yet? Drug Discov Today 2015; 20:18-36. [DOI: 10.1016/j.drudis.2014.09.007] [Citation(s) in RCA: 65] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2014] [Revised: 07/25/2014] [Accepted: 09/12/2014] [Indexed: 12/11/2022]
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Wainberg ZA, Lin LS, DiCarlo B, Dao KM, Patel R, Park DJ, Wang HJ, Elashoff R, Ryba N, Hecht JR. Phase II trial of modified FOLFOX6 and erlotinib in patients with metastatic or advanced adenocarcinoma of the oesophagus and gastro-oesophageal junction. Br J Cancer 2011; 105:760-5. [PMID: 21811258 PMCID: PMC3171005 DOI: 10.1038/bjc.2011.280] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2011] [Revised: 06/28/2011] [Accepted: 07/08/2011] [Indexed: 01/11/2023] Open
Abstract
BACKGROUND There is increased recognition that cancers of the upper GI tract comprise distinct epidemiological and molecular entities. Erlotinib has shown activity in patients with adenocarcinoma of the oesophagus/gastro-oesophageal junction (GEJ), but not in distal gastric cancer. mFOLFOX6 is one of several active regimens used to treat adenocarcinoma of the Eso/GEJ. This study evaluates the efficacy and safety of mFOLFOX6 and erlotinib in patients with metastatic or advanced Eso/GEJ cancers. METHODS Patients with previously untreated advanced or metastatic Eso/GEJ adenocarcinoma are treated with oxaliplatin 85 mg m(-2), 5-FU 400 mg m(-2), LV 400 mg m(-2) on day 1, 5-FU 2400 mg m(-2) over 48 h and erlotinib 150 mg PO daily. Treatment was repeated every 14 days. The primary objective was response rate (RR), secondary objectives include toxicity, progression-free survival (PFS), overall survival (OS) and to correlate clinical outcome with expression patterns and molecular alterations in the epidermal growth factor receptor-dependent pathways. RESULTS A total of 33 patients were treated and evaluable: there were two complete responses, 15 partial responses for an objective RR of 51.5% (95% CI, 34.5-68.6%). Median PFS was 5.5 months (95% CI, 3.1-7.5 months) and median OS was 11.0 months (95% CI, 8.0-17.4 months). The most common grade 3-4 toxicities were: diarrhoea (24%), nausea/vomiting (11%), skin rash (8%) and peripheral neuropathy (8%). The frequency of alterations was KRAS mutations (8%), EGFR mutations (0%) and HER2 amplification (19%). CONCLUSION In patients with Eso/GEJ adenocarcinoma, mFOLFOX6 and erlotinib is active, has an acceptable toxicity profile and FOLFOX ± erlotinib could be considered for further development.
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Affiliation(s)
- Z A Wainberg
- Division of Hematology/Oncology, Department of Medicine, Geffen School of Medicine at UCLA, Los Angeles, CA, USA.
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Carlomagno C, Daniele G, Bianco R, Marciano R, Damiano V, Matano E, Nappi L, Pepe S, DE Placido S, Tortora G. Addition of erlotinib to fluoropyrimidine-oxaliplatin-based chemotherapy with or without bevacizumab: Two sequential phase I trials. Exp Ther Med 2011; 2:449-455. [PMID: 22977524 DOI: 10.3892/etm.2011.218] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2010] [Accepted: 02/21/2011] [Indexed: 12/31/2022] Open
Abstract
The combination of EGFR inhibitors and anti-angiogenic drugs has a strong pre-clinical rationale, yet its use has produced controversial clinical results. We conducted two sequential phase I trials to evaluate the feasibility and the recommended dose of erlotinib when combined with fluoropyrimidine-oxaliplatin-based chemotherapy with or without bevacizumab. A total of 21 metastatic colorectal cancer (mCRC) patients were treated in two sequential phase I trials. In the first trial, 12 patients were treated with escalating doses of erlotinib plus FOLFOX. In the second, 9 patients were treated with escalating doses of erlotinib combined with oxaliplatin, capecitabine and bevacizumab. No MTD was reached in either of the trials. The only dose-limiting toxicities observed were neutropenia and diarrhea. No unexpected toxicities were noted. Hematological toxicity was the most frequently noted adverse event with infusional 5FU therapy, while gastrointestinal toxicity was the most common adverse event. In the second trial most patients withdrew from treatment due to toxicity, and less than half completed the therapeutic program as per protocol, mostly due to toxicity. In conclusion, the present study confirms the disappointing results of the double combination of EGFR inhibitors and anti-angiogenic drugs in mCRC patients.
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Affiliation(s)
- Chiara Carlomagno
- Department of Molecular and Clinical Endocrinology and Oncology, University of Naples Federico II, 80131 Naples, Italy
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Reck M, Mok T, Wolf J, Heigener D, Wu YL. Reviewing the safety of erlotinib in non-small cell lung cancer. Expert Opin Drug Saf 2010; 10:147-57. [PMID: 21138395 DOI: 10.1517/14740338.2011.540799] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
IMPORTANCE OF THE FIELD Erlotinib, a potent inhibitor of EGFR activity, is approved as a monotherapy for the treatment of advanced NSCLC and in combination with gemcitabine for advanced pancreatic cancer. The oral administration and manageable toxicity of erlotinib, along with its similar efficacy to chemotherapy, make it an important option as either maintenance therapy or in second-/third-line for patients with NSCLC who have previously received first-line chemotherapy. It is also an emerging option in other treatment settings in NSCLC. AREAS COVERED IN THIS REVIEW This review summarizes safety data from major clinical trials of erlotinib in patients with advanced NSCLC, as well as post-marketing data obtained in the 5 years since this drug was first approved. WHAT THE READER WILL GAIN An understanding of the common toxicities expected with erlotinib in patients with advanced NSCLC. TAKE HOME MESSAGE Erlotinib is a well-tolerated treatment option for patients with advanced NSCLC. The main adverse events of rash and diarrhea are typically mild or moderate in severity, and rarely lead to treatment withdrawal. When necessary, rash and diarrhea can be easily managed prophylactically, by active intervention or through dose reduction.
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Affiliation(s)
- Martin Reck
- Department of Thoracic Oncology, Hospital Grosshansdorf, Woehrendamm 80, Grosshansdorf, Germany.
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Messersmith WA, Jimeno A, Jacene H, Zhao M, Kulesza P, Laheru DA, Kahn Y, Spira A, Dancey J, Iacobuzio-Donahue C, Donehower RC, Carducci M, Rudek MA, Hidalgo M. Phase I trial of oxaliplatin, infusional 5-fluorouracil, and leucovorin (FOLFOX4) with erlotinib and bevacizumab in colorectal cancer. Clin Colorectal Cancer 2010; 9:297-304. [PMID: 21208844 PMCID: PMC3033228 DOI: 10.3816/ccc.2010.n.043] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
RATIONALE This phase I study was conducted to determine the maximum tolerated dose (MTD) of erlotinib, an oral epidermal growth factor receptor tyrosine kinase inhibitor, with 5-fluorouracil/leucovorin/oxaliplatin (FOLFOX4) in patients with advanced colorectal cancer (CRC). Bevacizumab was later included as standard of care at the MTD. PATIENTS AND METHODS Patients received FOLFOX4 with escalating doses of erlotinib: dose level (DL) 1, 50 mg; DL 2, 100 mg; and DL 3, 150 mg once daily continuously. Bevacizumab 5 mg/kg days 1 and 15 was added at the MTD upon Food and Drug Administration approval. Correlative studies included pharmacokinetics, pharmacodynamics was assessed in paired skin biopsies, and fluorodeoxyglucose positron emission tomography scans. RESULTS Fifteen patients received 60 cycles (120 FOLFOX treatments). Two dose-limiting toxicities (DLTs) were seen at DL 3: intolerable grade 2 rash (Common Terminology Criteria for Adverse Events version 2) lasting > 1 week, and grade 4 neutropenia. Dose level 2 was expanded to 6 more patients, this time adding bevacizumab, and 1 DLT of grade 3 mucositis occurred. As expected, the primary toxicities were cytopenias, diarrhea, rash, and fatigue. There were 2 occurrences of pneumatosis. One patient experienced an unrelated grade 4 myocardial infarction before starting chemotherapy. No pharmacokinetic drug interactions were observed. The Response Evaluation Criteria in Solid Tumors response rate was 11 of 14 (78%), median progression-free survival was 9.5 months, and median overall survival was 30 months. Three patients are currently alive > 3 years, with 1 having no evidence of disease. CONCLUSION The MTD of erlotinib with FOLFOX4 with or without bevacizumab is 100 mg daily. The regimen appeared to increase toxicity but showed activity in patients with CRC.
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Visentin M, Biason P, Toffoli G. Drug interactions among the epidermal growth factor receptor inhibitors, other biologics and cytotoxic agents. Pharmacol Ther 2010; 128:82-90. [PMID: 20542058 DOI: 10.1016/j.pharmthera.2010.05.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2010] [Accepted: 05/25/2010] [Indexed: 10/19/2022]
Abstract
The epidermal growth factor receptor (EGFR) signalling pathway is a key element in the growth of several epithelial malignancies. Small molecules tyrosine kinase inhibitors (TKIs) and anti-EGFR monoclonal antibodies (mAbs) prevent the phosphorylation of the receptor, leading to cell cycle arrest at G(1) phase, apoptosis, inhibition of angiogenesis and metastasis. To increase the antitumoral effects of EGFR inhibitors (EGFRIs), a number of combinatory regimens have been evaluated and planned with standard cytotoxic drugs and/or inhibitors of EGFR complementary pathways such as mTOR, VEGF and Ras/Raf/ERK. Compared to EGFRI monotherapy, the combination approach is a promising strategy to improve tumor response and survival. However, pharmacokinetic (absorption, distribution, metabolism and excretion) and pharmacodynamic drug interactions can occur, affecting the outcome. Pharmacokinetics of TKIs can be affected by drugs used in combination: conversely, pharmacokinetic interactions have not been reported for EGFR mAbs. Potential pharmacokinetic interactions occur between EGFRIs and other factors such as food and hydrocarbons in tobacco smoke were also considered. EGFRIs are characterized by a number of pharmacodynamic interactions that must be taken into consideration to avoid adverse events, to increase antitumoral activity, and define potential new strategies for developing efficient combination regimens. In this context, treatment schedule and drug sequence appear to be particularly relevant for combination regimens with EGFRIs. Improved molecular characterisation of the EGFR pathway and its complementary pathways in tumor cells is required to better define predictive pharmacokinetic and pharmacodynamic biomarkers for optimum treatment outcome.
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Affiliation(s)
- Michele Visentin
- Experimental and Clinical Pharmacology Unit CRO Centro di Riferimento Oncologico, IRCCS National Cancer Institute, via Franco Gallini 2, 33081 Aviano (PN), Italy
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Winder T, Lenz HJ. Vascular endothelial growth factor and epidermal growth factor signaling pathways as therapeutic targets for colorectal cancer. Gastroenterology 2010; 138:2163-76. [PMID: 20420953 DOI: 10.1053/j.gastro.2010.02.005] [Citation(s) in RCA: 75] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/15/2009] [Revised: 02/04/2010] [Accepted: 02/07/2010] [Indexed: 01/12/2023]
Abstract
Treatment of colorectal cancer (CRC) has developed considerably over the past decade, especially in the areas of targeted therapeutics and biomarker development. Multiple cellular pathways influence the growth and metastatic potential of CRC. Targeted therapies have been designed to interfere with specific molecular events in pathways that mediate tumor growth and progression. Preclinical and clinical studies have shown that the epidermal growth factor receptor (EGFR) and vascular endothelial growth factor (VEGF) are valid therapeutic targets for patients with CRC. Monoclonal antibodies and tyrosine kinase inhibitors have been developed to target EGFR, VEGF, and VEGF receptors (VEGFRs) and are important additions to CRC treatment options. We review the most recent data on the VEGF and EGFR signaling pathways and therapeutic reagents designed to target them, provide insights into their mechanisms, and describe results from recent clinical trials.
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Affiliation(s)
- Thomas Winder
- Division of Medical Oncology, University of Southern California/Norris Comprehensive Cancer Center, Keck School of Medicine, Los Angeles, California, USA
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Macarulla T, Capdevila J, Perez-Garcia J, Ramos FJ, Elez ME, Markman B, Ruiz-Echarri M, Tabernero J. New approaches and targets in advanced colorectal cancer. Eur J Cancer 2010; 45 Suppl 1:79-88. [PMID: 19775607 DOI: 10.1016/s0959-8049(09)70019-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- Teresa Macarulla
- Medical Oncology Department, Vall d'Hebron University Hospital, Barcelona, Spain
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Dose finding study of erlotinib combined to capecitabine and irinotecan in pretreated advanced colorectal cancer patients. Cancer Chemother Pharmacol 2008; 64:67-72. [DOI: 10.1007/s00280-008-0852-1] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2008] [Accepted: 10/03/2008] [Indexed: 11/26/2022]
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Folprecht G, Tabernero J, Kohne CH, Zacharchuk C, Paz-Ares L, Rojo F, Quinn S, Casado E, Salazar R, Abbas R, Lejeune C, Marimon I, Andreu J, Ubbelohde U, Cortes-Funes H, Baselga J. Phase I Pharmacokinetic/Pharmacodynamic Study of EKB-569, an Irreversible Inhibitor of the Epidermal Growth Factor Receptor Tyrosine Kinase, in Combination with Irinotecan, 5-Fluorouracil, and Leucovorin (FOLFIRI) in First-Line Treatment of Patients with Metastatic Colorectal Cancer. Clin Cancer Res 2008; 14:215-23. [DOI: 10.1158/1078-0432.ccr-07-1053] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Grávalos C, Cassinello J, Fernández-Rañada I, Holgado E. Role of Tyrosine Kinase Inhibitors in the Treatment of Advanced Colorectal Cancer. Clin Colorectal Cancer 2007; 6:691-9. [DOI: 10.3816/ccc.2007.n.038] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
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