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Peribañez-Dominguez S, Parra-Guillen Z, Troconiz IF. Development and Application of Physiologically-Based Pharmacokinetic Model to Predict Systemic and Organ Exposure of Colorectal Cancer Drugs. Pharmaceutics 2025; 17:57. [PMID: 39861705 PMCID: PMC11768185 DOI: 10.3390/pharmaceutics17010057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2024] [Revised: 12/23/2024] [Accepted: 12/31/2024] [Indexed: 01/27/2025] Open
Abstract
BACKGROUND/OBJECTIVES Colorectal cancer (CRC) holds the third and second position among cancers affecting men and women, respectively. Frequently, the first-line treatment for metastatic CRC consists of the intravenous administration of 5-fluorouracil and leucovorin in combination with oxaliplatin or irinotecan. Physiologically-based pharmacokinetic models (PBPK) aim to mechanistically incorporate body physiology and drug physicochemical attributes, enabling the description of both systemic and organ drug exposure based on the treatment specificities. This bottom-up approach represents an opportunity to personalize treatment and minimize the therapeutic risk/benefit ratio through the understanding of drug distribution within colorectal tissue. This project has the goal of characterizing the systemic and tissue exposure of four anti-cancer drugs in humans using a PBPK platform fed with data from the literature. METHODS A literature search was performed to collect clinical data on systemic concentration versus time profiles. Physicochemical features were obtained from the literature, as well as parameters associated with distribution, metabolism, and excretion. The PBPK models were built using PK-Sim®. RESULTS The data from 51 clinical studies were extracted and combined in one single dataset. The PBPK models successfully described the exposure vs. time profiles with respect to both, with both the typical tendency and dispersion shown by the data. The percentage of observations falling within the two-fold error bounds ranged between 94 and 100%. The colon/plasma AUCinf ratios were similar for 5-FU, oxaliplatin, and leucovorin, but it was significantly higher for irinotecan. CONCLUSIONS The PBPK models support tailored treatment approaches by linking in vitro studies to organ exposure. These models serve as the initial step towards incorporating a dedicated tumor compartment, which will further account for the variability in tumor microenvironment characteristics to improve therapeutic strategies.
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Affiliation(s)
- Sara Peribañez-Dominguez
- Department of Pharmaceutical Science, School of Pharmacy and Nutrition, University of Navarra, 31009 Pamplona, Spain; (Z.P.-G.); (I.F.T.)
- Navarra Institute for Health Research (IdiSNA), 31002 Pamplona, Spain
| | - Zinnia Parra-Guillen
- Department of Pharmaceutical Science, School of Pharmacy and Nutrition, University of Navarra, 31009 Pamplona, Spain; (Z.P.-G.); (I.F.T.)
- Navarra Institute for Health Research (IdiSNA), 31002 Pamplona, Spain
| | - Iñaki F. Troconiz
- Department of Pharmaceutical Science, School of Pharmacy and Nutrition, University of Navarra, 31009 Pamplona, Spain; (Z.P.-G.); (I.F.T.)
- Navarra Institute for Health Research (IdiSNA), 31002 Pamplona, Spain
- Navarra Institute of Data Science and Artificial Intelligence, DATAI, University of Navarra, 31009 Pamplona, Spain
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Song Y, Chen M, Wei Y, Ma X, Shi H. Signaling pathways in colorectal cancer implications for the target therapies. MOLECULAR BIOMEDICINE 2024; 5:21. [PMID: 38844562 PMCID: PMC11156834 DOI: 10.1186/s43556-024-00178-y] [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: 07/10/2023] [Accepted: 02/29/2024] [Indexed: 06/09/2024] Open
Abstract
Colorectal carcinoma (CRC) stands as a pressing global health issue, marked by the unbridled proliferation of immature cells influenced by multifaceted internal and external factors. Numerous studies have explored the intricate mechanisms of tumorigenesis in CRC, with a primary emphasis on signaling pathways, particularly those associated with growth factors and chemokines. However, the sheer diversity of molecular targets introduces complexity into the selection of targeted therapies, posing a significant challenge in achieving treatment precision. The quest for an effective CRC treatment is further complicated by the absence of pathological insights into the mutations or alterations occurring in tumor cells. This study reveals the transfer of signaling from the cell membrane to the nucleus, unveiling recent advancements in this crucial cellular process. By shedding light on this novel dimension, the research enhances our understanding of the molecular intricacies underlying CRC, providing a potential avenue for breakthroughs in targeted therapeutic strategies. In addition, the study comprehensively outlines the potential immune responses incited by the aberrant activation of signaling pathways, with a specific focus on immune cells, cytokines, and their collective impact on the dynamic landscape of drug development. This research not only contributes significantly to advancing CRC treatment and molecular medicine but also lays the groundwork for future breakthroughs and clinical trials, fostering optimism for improved outcomes and refined approaches in combating colorectal carcinoma.
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Affiliation(s)
- Yanlin Song
- Department of Biotherapy, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, No. 17, Block 3, Southern Renmin Road, Chengdu, Sichuan, 610041, People's Republic of China
| | - Ming Chen
- West China School of Medicine, West China Hospital, Sichuan University, No. 17, Block 3, Southern Renmin Road, Chengdu, Sichuan, 610041, People's Republic of China
| | - Yuhao Wei
- West China School of Medicine, West China Hospital, Sichuan University, No. 17, Block 3, Southern Renmin Road, Chengdu, Sichuan, 610041, People's Republic of China
| | - Xuelei Ma
- Department of Biotherapy, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, No. 17, Block 3, Southern Renmin Road, Chengdu, Sichuan, 610041, People's Republic of China.
| | - Huashan Shi
- Department of Biotherapy, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, No. 17, Block 3, Southern Renmin Road, Chengdu, Sichuan, 610041, People's Republic of China.
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Cheng F, Zhang R, Sun C, Ran Q, Zhang C, Shen C, Yao Z, Wang M, Song L, Peng C. Oxaliplatin-induced peripheral neurotoxicity in colorectal cancer patients: mechanisms, pharmacokinetics and strategies. Front Pharmacol 2023; 14:1231401. [PMID: 37593174 PMCID: PMC10427877 DOI: 10.3389/fphar.2023.1231401] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 07/18/2023] [Indexed: 08/19/2023] Open
Abstract
Oxaliplatin-based chemotherapy is a standard treatment approach for colorectal cancer (CRC). However, oxaliplatin-induced peripheral neurotoxicity (OIPN) is a severe dose-limiting clinical problem that might lead to treatment interruption. This neuropathy may be reversible after treatment discontinuation. Its complicated mechanisms are related to DNA damage, dysfunction of voltage-gated ion channels, neuroinflammation, transporters, oxidative stress, and mitochondrial dysfunction, etc. Several strategies have been proposed to diminish OIPN without compromising the efficacy of adjuvant therapy, namely, combination with chemoprotectants (such as glutathione, Ca/Mg, ibudilast, duloxetine, etc.), chronomodulated infusion, dose reduction, reintroduction of oxaliplatin and topical administration [hepatic arterial infusion chemotherapy (HAIC), pressurized intraperitoneal aerosol chemotherapy (PIPAC), and hyperthermic intraperitoneal chemotherapy (HIPEC)]. This article provides recent updates related to the potential mechanisms, therapeutic strategies in treatment of OIPN, and pharmacokinetics of several methods of oxaliplatin administration in clinical trials.
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Affiliation(s)
- Fang Cheng
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Ruoqi Zhang
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Chen Sun
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Qian Ran
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Cuihan Zhang
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Changhong Shen
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Ziqing Yao
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Miao Wang
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Lin Song
- Department of Pharmacy, Children’s Hospital of Chongqing Medical University, National Clinical Research Center for Child Health and Disorders, Ministry of Education Key Laboratory of Child Development and Disorders, Chongqing Key Laboratory of Pediatrics, Chongqing, China
| | - Cheng Peng
- State Key Laboratory of Southwestern Chinese Medicine Resources, Chengdu University of Traditional Chinese Medicine, Chengdu, China
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Wu L, Gao J, Zhang Y, Sui B, Wen Y, Wu Q, Liu K, He S, Bo X. A hybrid deep forest-based method for predicting synergistic drug combinations. CELL REPORTS METHODS 2023; 3:100411. [PMID: 36936075 PMCID: PMC10014304 DOI: 10.1016/j.crmeth.2023.100411] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 11/27/2022] [Accepted: 01/27/2023] [Indexed: 02/23/2023]
Abstract
Combination therapy is a promising approach in treating multiple complex diseases. However, the large search space of available drug combinations exacerbates challenge for experimental screening. To predict synergistic drug combinations in different cancer cell lines, we propose an improved deep forest-based method, ForSyn, and design two forest types embedded in ForSyn. ForSyn handles imbalanced and high-dimensional data in medium-/small-scale datasets, which are inherent characteristics of drug combination datasets. Compared with 12 state-of-the-art methods, ForSyn ranks first on four metrics for eight datasets with different feature combinations. We conduct a systematic analysis to identify the most appropriate configuration parameters. We validate the predictive value of ForSyn with cell-based experiments on several previously unexplored drug combinations. Finally, a systematic analysis of feature importance is performed on the top contributing features extracted by ForSyn. The resulting key genes may play key roles on corresponding cancers.
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Affiliation(s)
- Lianlian Wu
- Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin 300072, China
- Department of Bioinformatics, Institute of Health Service and Transfusion Medicine, Beijing 100850, China
| | - Jie Gao
- Department of Epidemiology and Health Statistics, School of Public Health, Fujian Medical University, Fuzhou 350122, China
| | - Yixin Zhang
- Department of Bioinformatics, Institute of Health Service and Transfusion Medicine, Beijing 100850, China
| | - Binsheng Sui
- School of Film, Xiamen University, Xiamen 361005, China
| | - Yuqi Wen
- Department of Bioinformatics, Institute of Health Service and Transfusion Medicine, Beijing 100850, China
| | - Qingqiang Wu
- School of Film, Xiamen University, Xiamen 361005, China
| | - Kunhong Liu
- School of Film, Xiamen University, Xiamen 361005, China
| | - Song He
- Department of Bioinformatics, Institute of Health Service and Transfusion Medicine, Beijing 100850, China
| | - Xiaochen Bo
- Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin 300072, China
- Department of Bioinformatics, Institute of Health Service and Transfusion Medicine, Beijing 100850, China
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Phase Ib trial combining capecitabine, erlotinib and bevacizumab in pancreatic adenocarcinoma - REBECA trial. Invest New Drugs 2018; 37:127-138. [PMID: 29998365 DOI: 10.1007/s10637-018-0639-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2018] [Accepted: 07/06/2018] [Indexed: 11/27/2022]
Abstract
Background Purpose of this phase Ib trial was to establish the maximum tolerable dose (MTD) of capecitabine and to escalate the dosages of erlotinib and bevacizumab to determine the recommended phase II dose (RP2D) in patients with advanced/metastatic pancreatic adenocarcinoma not pretreated for metastatic disease. Methods Starting doses were capecitabine 500 mg/m2 bid orally continuously, erlotinib 100 mg orally daily, and bevacizumab 5 mg/kg intravenously q 2 weeks. Dose escalation was performed according to a 3 + 3 design for capecitabine until MTD, for erlotinib and bevacizumab until the maximum doses registered by applying a substance-related, toxicity-based scheme accompanied by pharmacokinetic analysis. Circulating tumor cells (CTCs) were determined pretherapeutically by immunohistochemical identification after enrichment with immunomagnetic separation. Results Thirty patients were evaluable at six dose levels. 900 mg/m2 bid were determined as MTD for capecitabine based on dose-limiting toxicities: cutaneous in two patients and vascular in another. The most severe (Grade (G)3/4) drug-related treatment-emergent adverse events (toxicities) belonged to the categories gastrointestinal, vascular, cutaneous, cardiovascular, metabolic/nutritional or hematological. G3 toxicities occurred in 14 (47%), G3 + G4 in a single (3%) patient. 2 out of 28 patients (7%) exerted partial response, 17 (61%) stable disease. Pharmacokinetic evaluation revealed lack of drug-drug interaction between capecitabine and erlotinib and their metabolites. Presence of CTCs was associated with shorter progression-free survival (p = 0.009). Conclusions The study met the primary objective. RP2D was capecitabine 800 mg/m2 bid continuously, erlotinib 150 mg daily, and bevacizumab 10 mg/kg q 2 weeks. The regimen could be applied safely, but demonstrated limited efficacy.
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Liu B, Xu T, Xu X, Cui Y, Xing X. Biglycan promotes the chemotherapy resistance of colon cancer by activating NF-κB signal transduction. Mol Cell Biochem 2018; 449:285-294. [PMID: 29761248 DOI: 10.1007/s11010-018-3365-1] [Citation(s) in RCA: 50] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2017] [Accepted: 05/02/2018] [Indexed: 01/05/2023]
Abstract
Biglycan (BGN) is overexpressed in cancer stem cells of colon cancer and induces the activation of NF-κB pathway which contributes to the chemotherapy resistance of diverse cancer types. Therefore, we hypothesized that the overexpression of BGN also promoted the development of multiple drug resistance (MDR) in colon cancer via NF-κB pathway. The expression of BGN was bilaterally modulated in colon cancer cell lines HT-29 and SW-480 and the effect of treatments on the cell proliferation and resistance to 5-FU was assessed. Moreover, the role of NF-κB signaling in the BGN-mediated formation of MDR was further investigated by subjecting BGN-overexpressed SW-480 cells to the co-treatment of chemo-agents and NF-κB inhibitor, PDTC. The inhibition of BGN expression decreased the proliferation potential of HT-29 cells while the induction of BGN expression increased the potential of SW-480 cells. BGN knockdown increased HT-29 cells' sensitivity to 5-FU, represented by the lower colony number and higher apoptotic rate. To the contrary, BGN overexpression promoted the resistance of SW-480 cells to 5-FU. The effect of BGN modulation on colon cancer cells was associated with the changes in apoptosis and NF-κB pathways: BGN inhibition increased the expressions of pro-apoptosis indicators and suppressed NF-κB pathway activity while BGN overexpression had the opposite effect. It was also found that the BGN-mediated formation of MDR was impaired when NF-κB pathway was blocked. Findings outlined in the current study showed that BGN contributed to the formation of chemotherapy resistance in colon cancer cells by activating NF-κB signaling.
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Affiliation(s)
- Bin Liu
- Department of Hematology and Breast Cancer, Cancer Hospital of China Medical University, Liaoning Cancer Hospital and Institute, 44 Xiaoheyan Road, Shenyang, 110042, People's Republic of China
| | - Tonghong Xu
- Department of Hematology and Breast Cancer, Cancer Hospital of China Medical University, Liaoning Cancer Hospital and Institute, 44 Xiaoheyan Road, Shenyang, 110042, People's Republic of China
| | - Xinning Xu
- Department of Hematology and Breast Cancer, Cancer Hospital of China Medical University, Liaoning Cancer Hospital and Institute, 44 Xiaoheyan Road, Shenyang, 110042, People's Republic of China
| | - Yuzhu Cui
- Department of Hematology and Breast Cancer, Cancer Hospital of China Medical University, Liaoning Cancer Hospital and Institute, 44 Xiaoheyan Road, Shenyang, 110042, People's Republic of China
| | - Xiaojing Xing
- Department of Hematology and Breast Cancer, Cancer Hospital of China Medical University, Liaoning Cancer Hospital and Institute, 44 Xiaoheyan Road, Shenyang, 110042, People's Republic of China.
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Monitoring of erlotinib in pancreatic cancer patients during long-time administration and comparison to a physiologically based pharmacokinetic model. Cancer Chemother Pharmacol 2018; 81:763-771. [PMID: 29453635 PMCID: PMC5854746 DOI: 10.1007/s00280-018-3545-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2018] [Accepted: 02/12/2018] [Indexed: 11/26/2022]
Abstract
Purpose In this study, a therapeutic drug monitoring (TDM) of erlotinib in pancreatic cancer patients was performed over 50 weeks to reveal possible alterations in erlotinib plasma concentrations. Additionally, a physiologically based pharmacokinetic (PBPK) model was created to assess such variations in silico. Methods Patients with advanced pancreatic cancer received a chemotherapeutic combination of 100 mg erlotinib q.d., 500–900 mg capecitabine b.d. and 5 mg/kg bevacizumab q.2wks. Samples were analyzed by HPLC and the results were compared to a PBPK model, built with the software GastroPlus™ and based on calculated and literature data. Results The erlotinib plasma concentrations did not show any accumulation, but displayed a high inter-patient variability over the whole investigated period. Trough plasma concentrations ranged from 0.04 to 1.22 µg/ml after day 1 and from 0.01 to 2.4 µg/ml in the long-term assessment. 7% of the patients showed concentrations below the necessary activity threshold of 0.5 µg/ml during the first week. The impact of some co-variates on the pharmacokinetic parameters Cmax and AUC0–24 were shown in a PBPK model, including food effects, changes in body weight, protein binding or liver function and the concomitant intake of gastric acid reducing agents (ARAs). Conclusion This study presents the approach of combining TDM and PBPK modeling for erlotinib, a drug with a high interaction potential. TDM is an important method to monitor drugs with increased inter-patient variability, additionally, the PBPK model contributed valuable insights to the interaction mechanisms involved, resulting in an effective combination from a PK perspective to ensure a safe treatment.
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9
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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: 6.5] [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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A phase Ib trial of LY2584702 tosylate, a p70 S6 inhibitor, in combination with erlotinib or everolimus in patients with solid tumours. Eur J Cancer 2014; 50:876-84. [DOI: 10.1016/j.ejca.2013.12.006] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2013] [Revised: 11/29/2013] [Accepted: 12/03/2013] [Indexed: 11/24/2022]
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Bellizzi AM. Contributions of molecular analysis to the diagnosis and treatment of gastrointestinal neoplasms. Semin Diagn Pathol 2013; 30:329-61. [DOI: 10.1053/j.semdp.2013.11.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Damaraju VL, Scriver T, Mowles D, Kuzma M, Ryan AJ, Cass CE, Sawyer MB. Erlotinib, gefitinib, and vandetanib inhibit human nucleoside transporters and protect cancer cells from gemcitabine cytotoxicity. Clin Cancer Res 2013; 20:176-86. [PMID: 24170548 DOI: 10.1158/1078-0432.ccr-13-2293] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
PURPOSE Combinations of tyrosine kinase inhibitors (TKI) with gemcitabine have been attempted with little added benefit to patients. We hypothesized that TKIs designed to bind to ATP-binding pockets of growth factor receptors also bind to transporter proteins that recognize nucleosides. EXPERIMENTAL DESIGN TKI inhibition of uridine transport was studied with recombinant human (h) equilibrative (E) and concentrative (C) nucleoside transporters (hENT, hCNT) produced individually in yeast. TKIs effects on uridine transport, gemcitabine accumulation, regulation of hENT1 activity, and cell viability in the presence or absence of gemcitabine were evaluated in human pancreatic and lung cancer cell lines. RESULTS Erlotinib, gefitinib and vandetanib inhibited [(3)H]uridine transport in yeast and [(3)H]uridine and [(3)H]gemcitabine uptake in the four cell lines. Treatment of cell lines with erlotinib, gefitinib, or vandetanib for 24 hours reduced hENT1 activity which was reversed by subsequent incubation in drug-free media for 24 hours. Greater cytotoxicity was observed when gemcitabine was administered before erlotinib, gefitinib, or vandetanib than when administered together and synergy, evaluated using the CalcuSyn Software, was observed in three cell lines resulting in combination indices under 0.6 at 50% reduction of cell growth. CONCLUSIONS Vandetanib inhibited hENT1, hENT2, hCNT1, hCNT2, and hCNT3, whereas erlotinib inhibited hENT1 and hCNT3 and gefitinib inhibited hENT1 and hCNT1. The potential for reduced accumulation of nucleoside chemotherapy drugs in tumor tissues due to inhibition of hENTs and/or hCNTs by TKIs indicates that pharmacokinetic properties of these agents must be considered when scheduling TKIs and nucleoside chemotherapy in combination.
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Affiliation(s)
- Vijaya L Damaraju
- Authors' Affiliations: Department of Oncology, University of Alberta; Department of Medical Oncology, Cross Cancer Institute, Edmonton, Alberta, Canada; and Department of Oncology, University of Oxford, Oxford, United Kingdom
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Ma BBY, Chan SL, Ho WM, Lau W, Mo F, Hui EP, Chan C, Poon A, Dattatray RD, Wong SCC, To KF, King AD, Ahuja A, Chan ATC. Intermittent versus continuous erlotinib with concomitant modified “XELOX” (q3W) in first-line treatment of metastatic colorectal cancer. Cancer 2013; 119:4145-53. [DOI: 10.1002/cncr.28327] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2013] [Revised: 06/09/2013] [Accepted: 07/16/2013] [Indexed: 02/02/2023]
Affiliation(s)
- Brigette B. Y. Ma
- Department of Clinical Oncology, Sir Y.K. Pao Centre for Cancer, State Key Laboratory in Oncology in South China, Hong Kong Cancer Institute and Li Ka Shing Institute of Health Sciences; Chinese University of Hong Kong; Hong Kong SAR China
| | - Stephen L. Chan
- Department of Clinical Oncology, Sir Y.K. Pao Centre for Cancer, State Key Laboratory in Oncology in South China, Hong Kong Cancer Institute and Li Ka Shing Institute of Health Sciences; Chinese University of Hong Kong; Hong Kong SAR China
| | - Wing M. Ho
- Department of Clinical Oncology, Sir Y.K. Pao Centre for Cancer, State Key Laboratory in Oncology in South China, Hong Kong Cancer Institute and Li Ka Shing Institute of Health Sciences; Chinese University of Hong Kong; Hong Kong SAR China
| | - Wilson Lau
- Department of Clinical Oncology, Sir Y.K. Pao Centre for Cancer, State Key Laboratory in Oncology in South China, Hong Kong Cancer Institute and Li Ka Shing Institute of Health Sciences; Chinese University of Hong Kong; Hong Kong SAR China
| | - Frankie Mo
- Department of Clinical Oncology, Sir Y.K. Pao Centre for Cancer, State Key Laboratory in Oncology in South China, Hong Kong Cancer Institute and Li Ka Shing Institute of Health Sciences; Chinese University of Hong Kong; Hong Kong SAR China
| | - Edwin P. Hui
- Department of Clinical Oncology, Sir Y.K. Pao Centre for Cancer, State Key Laboratory in Oncology in South China, Hong Kong Cancer Institute and Li Ka Shing Institute of Health Sciences; Chinese University of Hong Kong; Hong Kong SAR China
| | - Charles Chan
- Department of Clinical Oncology, Sir Y.K. Pao Centre for Cancer, State Key Laboratory in Oncology in South China, Hong Kong Cancer Institute and Li Ka Shing Institute of Health Sciences; Chinese University of Hong Kong; Hong Kong SAR China
| | - Annette Poon
- Department of Clinical Oncology, Sir Y.K. Pao Centre for Cancer, State Key Laboratory in Oncology in South China, Hong Kong Cancer Institute and Li Ka Shing Institute of Health Sciences; Chinese University of Hong Kong; Hong Kong SAR China
| | - Rasalkar D. Dattatray
- Department of Imaging and Interventional Radiology; Prince of Wales Hospital; Hong Kong SAR China
| | - S. C. Cesar Wong
- Department of Health Technology and Informatics; the Hong Kong Polytechnic University; Hong Kong SAR China
| | - Ka F. To
- Department of Anatomical and Cellular Pathology, Prince of Wales Hospital; Chinese University of Hong Kong; Hong Kong SAR China
| | - Ann D. King
- Department of Imaging and Interventional Radiology; Prince of Wales Hospital; Hong Kong SAR China
| | - Anil Ahuja
- Department of Imaging and Interventional Radiology; Prince of Wales Hospital; Hong Kong SAR China
| | - Anthony T. C. Chan
- Department of Clinical Oncology, Sir Y.K. Pao Centre for Cancer, State Key Laboratory in Oncology in South China, Hong Kong Cancer Institute and Li Ka Shing Institute of Health Sciences; Chinese University of Hong Kong; Hong Kong SAR China
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Abstract
Since angiogenesis is critical for tumor growth and metastasis, anti-angiogenic treatment is a highly promising therapeutic approach. Thus, for over last couple of decades, there has been a robust activity aimed towards the discovery of angiogenesis inhibitors. More than forty anti-angiogenic drugs are being tested in clinical trials all over the world. This review discusses agents that have approved by the FDA and are currently in use for treating patients either as single-agents or in combination with other chemotherapeutic agents.
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Affiliation(s)
- Rajeev S Samant
- Mitchell Cancer Institute, University of South Alabama, Mobile, AL, USA.
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Minematsu T, Giacomini KM. Interactions of tyrosine kinase inhibitors with organic cation transporters and multidrug and toxic compound extrusion proteins. Mol Cancer Ther 2011; 10:531-9. [PMID: 21252289 PMCID: PMC3063525 DOI: 10.1158/1535-7163.mct-10-0731] [Citation(s) in RCA: 157] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
The drug-drug interaction (DDI) potential of tyrosine kinase inhibitors (TKI) as interacting drugs via transporter inhibition has not been fully assessed. Here, we estimated the half maximal inhibitory concentration (IC(50)) values for 8 small-molecule TKIs (imatinib, dasatinib, nilotinib, gefitinib, erlotinib, sunitinib, lapatinib, and sorafenib) on [(14)C]metformin transport by human organic cation transporters (OCT), OCT1, OCT2, and OCT3, and multidrug and toxic compound extrusion (MATE) proteins, MATE1 and MATE2-K, using human embryonic kidney cells stably expressing these transporters. We then compared the estimated IC(50) values to the maximum clinical concentrations of unbound TKIs in plasma (unbound C(max,sys,p)). Results showed that imatinib, nilotinib, gefitinib, and erlotinib exerted selectively potent inhibitory effects, with unbound C(max,sys,p)/IC(50) values ≥0.1, on MATE1, OCT3, MATE2-K, and OCT1, respectively. In comparison to the common form of OCT1, the OCT1 polymorphism, M420del, was more sensitive to drug inhibition by erlotinib. Major metabolites of several TKIs showed IC(50) values similar to those for unchanged TKIs. Taken together, these findings suggest the potential of clinical transporter-mediated DDIs between specific TKIs and OCTs and MATEs, which may affect the disposition, efficacy, and toxicity of metformin and other drugs that are substrates of these transporters. The study provides the basis for further clinical DDI studies with TKIs.
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Affiliation(s)
- Tsuyoshi Minematsu
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, 1550 4th Street, San Francisco, CA 94158, 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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Lindsay CR, Cassidy J. XELOX in colorectal cancer: a convenient option for the future? Expert Rev Gastroenterol Hepatol 2011; 5:9-19. [PMID: 21309667 DOI: 10.1586/egh.10.90] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
XELOX is a 3-weekly chemotherapy combination of oral capecitabine and intravenous oxaliplatin. The central hypothesis that led to its development was that it would provide a convenient and cost-effective alternative to intravenous fluorouracil-based chemotherapy doublets, without compromising on anti-tumor efficacy. Recently its role in colorectal cancer has become more established in both the metastatic and adjuvant setting. Ongoing investigation of XELOX continues in a number of directions: its combination with novel biological agents, its efficacy and safety in the elderly, and the development of biomarkers that can predict its anti-tumor effect. This article provides a comprehensive and up-to-date synopsis of all pertinent clinical studies detailing this regimen and its promise for the future.
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Affiliation(s)
- Colin R Lindsay
- Beatson West of Scotland Cancer Centre, 1053 Great Western Road, Glasgow G12 0YN, UK.
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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: 1.3] [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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19
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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: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [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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Ma WW, Herman JM, Jimeno A, Laheru D, Messersmith WA, Wolfgang CL, Cameron JL, Pawlik TM, Donehower RC, Rudek MA, Hidalgo M. A tolerability and pharmacokinetic study of adjuvant erlotinib and capecitabine with concurrent radiation in resected pancreatic cancer. Transl Oncol 2010; 3:373-9. [PMID: 21151476 PMCID: PMC3000462 DOI: 10.1593/tlo.10196] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2010] [Revised: 08/25/2010] [Accepted: 08/26/2010] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Erlotinib is approved for the treatment of advanced pancreas cancer. We conducted a prospective trial to determine the safety profile and recommended phase 2 dose of erlotinib and capecitabine given concurrently with intensity-modulated radiation therapy (IMRT) in resected pancreatic cancer patients. The pharmacokinetic profile of this combination was also evaluated. METHODS Patients with resected pancreatic adenocarcinoma received erlotinib and capecitabine concurrently with IMRT delivered at 1.8 Gy daily in 28 fractions (total = 50.4 Gy). The starting dose level (DL 1) was erlotinib 150mgdaily and capecitabine 800 mg/m(2) twice daily without interruption. The next lower dose level (DL -1) was erlotinib 100 mg daily and capecitabine 800 mg/m(2) twice daily (Monday to Friday). Plasma samples were obtained for pharmacokinetic analysis. RESULTS Thirteen patients were enrolled in total. At DL 1, six of the seven treated patients were evaluable for toxicities. Four completed planned treatment, but all required treatment interruption or dose reduction. The dose-limiting toxicities were neutropenia, diarrhea, and rash. Six patients were subsequently enrolled to and completed planned treatment in DL-1. Themost common toxicities were fatigue, elevated liver enzymes, and anorexia. The pharmacokinetic parameters of erlotinib and OSI-420 were not significantly different in the presence or absence of capecitabine and were consistent with historical controls. CONCLUSIONS When administered concurrently with IMRT, erlotinib 100 mg daily and capecitabine 800 mg/m(2) twice daily (Monday to Friday) can be administered safely in resected pancreas cancer patients, and is the recommended regimen for efficacy studies using this regimen.
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Affiliation(s)
- Wen Wee Ma
- Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD, USA
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Chefrour M, Fischel JL, Formento P, Giacometti S, Ferri-Dessens RM, Marouani H, Francoual M, Renée N, Mercier C, Milano G, Ciccolini J. Erlotinib in combination with capecitabine (5'dFUR) in resistant pancreatic cancer cell lines. J Chemother 2010; 22:129-33. [PMID: 20435574 DOI: 10.1179/joc.2010.22.2.129] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/31/2022]
Abstract
The combination of capecitabine and the tyrosine kinase inhibitor erlotinib has recently been tested in patients with gemcitabine-refractory pancreatic tumors, with limited success. To understand this lack of efficacy, we studied the molecular effects of these agents in Capan-1 and Capan-2 human pancreatic resistant cancer cells. Erlotinib up-regulated thymidine phosphorylase (+50%) and downregulated dihydropyrimidine dehydrogenase (+55%) in a cell-dependent manner, thus suggesting that the combination should result in synergism. However, only mild additivity was achieved at best when combining both drugs, and several sequences tested even led to strong antagonism. Further experiments were performed to understand this lack of efficacy. We found that the fluoropyrimidine down-regulated EGFR expression by 30%, an unexpected finding resulting in a possible reduction in efficacy when cells were subsequently exposed to erlotinib. We also observed marked drug-induced over-expression of both cytosolic and extracellular vascular endothelial growth factor (VEGF) secretion, thus possibly triggering proliferation. These preliminary findings strongly suggest that these observations could be new mechanisms in the development of acquired drug resistance in pancreatic cancer cells.
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Affiliation(s)
- M Chefrour
- Oncopharmacology Unit, Centre Antoine Lacassagne, Nice, France
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A randomized phase II study of raltitrexed and gefitinib versus raltitrexed alone as second line chemotherapy in patients with colorectal cancer. (1839IL/0143). Invest New Drugs 2010; 29:1038-44. [DOI: 10.1007/s10637-010-9400-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2009] [Accepted: 02/01/2010] [Indexed: 10/19/2022]
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Starling N, Watkins D, Cunningham D, Thomas J, Webb J, Brown G, Thomas K, Oates J, Chau I. Dose finding and early efficacy study of gemcitabine plus capecitabine in combination with bevacizumab plus erlotinib in advanced pancreatic cancer. J Clin Oncol 2009; 27:5499-505. [PMID: 19858399 DOI: 10.1200/jco.2008.21.5384] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
PURPOSE This study evaluated safety and efficacy of chemotherapy (gemcitabine plus capecitabine) plus bevacizumab/erlotinib in advanced pancreatic cancer because dual epidermal growth factor receptor/vascular endothelial growth factor blockade has a rational biologic basis in this malignancy. PATIENTS AND METHODS Patients with untreated, unresectable, locally advanced or metastatic pancreatic carcinoma were enrolled onto one of the following four sequential dose levels (DLs) of escalating capecitabine doses (days 1 to 21): DL1, 910 mg/m(2); DL2, 1,160 mg/m(2); DL3, 1,400 mg/m(2); or DL4, 1,660 mg/m(2). Doses of coadministered gemcitabine (1,000 mg/m(2) on days 1, 8, and 15), bevacizumab (5 mg/kg on days 1 and 15), and erlotinib (100 mg/d) every 28 days (up to six cycles) were fixed. Using a 3+3 study design, dose-limiting toxicity (DLT) was assessed in cycle 1. Results Twenty assessable patients were enrolled (DL1, n = 8; DL2, n = 3; DL3, n = 6; and DL4, n = 3); 97 cycles were administered. Median age was 63 years (range, 33 to 77 years), and male-to-female ratio was 10:10. Performance status was 0 and 1 in two and 17 patients, respectively; and nine and 11 patients had locally advanced and metastatic disease, respectively. DLT occurred in one patient at DL1 (grade 3 epistaxis) and two patients at DL4 (grade 3 diarrhea and grade 3 skin rash > 7 days). Common grade 3 and 4 toxicities (10% to 20%) were diarrhea, hand-foot syndrome, stomatitis, and skin rash. Grade 3 lethargy and grade 3 or 4 neutropenia occurred in 40% and 45% of patients, respectively. No GI perforation, grade 3 GI hemorrhage/hypertension, or pneumonitis occurred. Ten partial responses were observed. Median overall and progression-survival times (all patients) were 12.5 and 9.0 months, respectively. CONCLUSION The maximum-tolerated dose of capecitabine was 1,660 mg/m(2). The recommended capecitabine dose in this cytotoxic doublet/biologic doublet regimen is 1,440 mg/m(2); this regimen is under evaluation in an ongoing phase II study.
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Affiliation(s)
- Naureen Starling
- Department of Medicine, Royal Marsden Hospital, Downs Rd, Sutton, Surrey SM2 5PT, United Kingdom
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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: 6] [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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Laheru D, Croghan G, Bukowski R, Rudek M, Messersmith W, Erlichman C, Pelley R, Jimeno A, Donehower R, Boni J, Abbas R, Martins P, Zacharchuk C, Hidalgo M. A phase I study of EKB-569 in combination with capecitabine in patients with advanced colorectal cancer. Clin Cancer Res 2008; 14:5602-9. [PMID: 18765554 PMCID: PMC3086427 DOI: 10.1158/1078-0432.ccr-08-0433] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
PURPOSE To determine the maximum tolerated dose (MTD), characterize the principal toxicities, and assess the pharmacokinetics of EKB-569, an oral selective irreversible inhibitor of the epidermal growth factor receptor tyrosine kinase, in combination with capecitabine in patients with advanced colorectal cancer. EXPERIMENTAL DESIGN Patients were treated with EKB-569 daily for 21 days and capecitabine twice daily for 14 days of a 21-day cycle. The dose levels of EKB-569 (mg/day) and capecitabine (mg/m(2) twice daily) assessed were 25/750, 50/750, 50/1,000 and 75/1,000. An expanded cohort was enrolled at the MTD to better study toxicity and efficacy. Samples of plasma were collected to characterize the pharmacokinetics of the agents. Treatment efficacy was assessed every other cycle. RESULTS A total of 37 patients, the majority of whom had prior chemotherapy, received a total of 163 cycles of treatment. Twenty patients were treated at the MTD, 50 mg EKB-569, daily and 1,000 mg/m(2) capecitabine twice daily. Dose-limiting toxicities were diarrhea and rash. No patients had complete or partial responses but 48% had stable disease. The conversion of capecitabine to 5-fluorouracil was higher for the combination of EKB-569 and capecitabine (321+/-151 ng*h/mL) than for capecitabine alone (176+/-62 ng*hours/mL; P=0.0037). CONCLUSION In advanced colorectal cancer, 50 mg EKB-569 daily can be safely combined with 1,000 mg/m(2) capecitabine twice a day. A statistically significant increase in plasma levels of 5-fluorouracil for the combination of EKB-569 and capecitabine may be due to the single-dose versus multiple-dose exposure difference, variability in exposure or a potential drug interaction.
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Affiliation(s)
- Dan Laheru
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins, Baltimore, Maryland, USA.
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