Genes Correlated with Gemcitabine Efficacy in Non-small Cell Lung Cancer
Received Date: Jun 11, 2018 / Accepted Date: Jul 17, 2018 / Published Date: Jul 19, 2018
Keywords: Gemcitabine; Chemotherapy sensitivity; Efficacy-related genes; Non-small cell lung cancer
Introduction
Non-small cell lung cancer (NSCLC) is the leading cause of cancer related death worldwide [1]. NSCLC is any type of epithelial lung cancer other than small cell lung carcinoma (SCLC). The most common types of NSCLC are squamous cell carcinoma, large cell carcinoma, and adenocarcinoma. NSCLC is relatively insensitive to chemotherapy compared to SCLC. Platinum-based combination chemotherapy is the standard treatment for NSCLC [2], including cisplatin plus gemcitabine [3], vinorelbine [4], paclitaxel [5], docetaxel [6] or pemetrexed [7]. Cisplatin plus gemcitabine is currently one of the most applied regimens, with an overall response rate of 30%–38% [8,9]. A metaanalysis on 13 randomized trials demonstrates that gemcitabine shows a better survival than other anticancer drugs in advanced NSCLC, and a significant decrease in disease progression risk and overall mortality is found in gemcitabine-platinum regimen, with an absolute 1-year survival benefit of 3.9% [10]. It is reported that different outcomes of lung cancers are determined by different genetic phenotypes [11]. The study aims to identify which genes are related with gemcitabine efficacy in NSCLC.
Materials and Methods
Cell culture and drugs
Six NSCLC cell lines (LK-2 [squamous cell carcinoma], PC-7 [adenocarcinoma], PC-9 [adenocarcinoma], PC-14 [adenocarcinoma], A549 [adenocarcinoma] and Lu65 [large cell carcinoma]) and BET2A were cultured in RPMI 1640 supplement with 5% fetal bovine serum at 37°C in humidified air containing 5% CO2. Gemcitabine was purchased from Lilly (America) and its concentration was adjusted to 0.05 μg/ mL to 500 μg/mL. 5-Fu was purchased from Faulding (Australia) and its concentration was adjusted to 0.005 μg/mL to 10 μg/mL with dimethylsulphoxide (DMSO).
Measurement of cell sensitivity
Drug sensitivity was assessed by MTT assay [12]. Cells were seeded in 96 well tissue culture plates at an initial concentration of 1 × 105 cells/ ml and pre-treated with different concentrations of gemcitabine (500, 100, 50, 10, 5, 1, 0.2, 0.1, 0.04 μg/ml) or 5-FU (10, 5, 1, 0.2, 0.1, 0.01, 0.04, 0.001, 0.008 μg/ml) for 68 h. Then cells were treated by addition of 20 ml MTT dye to each well. After incubation for 4 h, the growth medium was removed and the formazan crystals, formed by oxidation of the MTT dye, were dissolved with 200 μl DMSO in isopropanol. The absorbance was measured at 560 nm and the cell survival ratio was expressed as a percentage of the control. The IC50 was calculated using Reed-Muench method [13].
mRNA extraction and labelling
Total RNA was extracted with Trizol reagent (Invitrogen, Carlsbad, CA). The mRNA was obtained with oligo-dT-magnetic beads (Toyobo Co, Osaka, Japan). For cDNA synthesis, River Trace (Toyobo Co, Osaka, Japan) was used. Probes were synthesized and labelled from 4 μg of amplified RNA. In brief, 4 μg of amplified RNA were combined with 4 μg amine-modified random primer and 5 units of RNAase inhibitor (SUPERase, Ambion). The mixture was incubated at 70°C for 10 min, then chilled on ice for 10 min, and left at room temperature for 10 min. Primer RNA solution was added to the reverse transcriptase mix (including 0.5 mM dATP, dGTP, dCTP, 0.3 mM dTTP, and 0.2 mM aminoallyl-dUTP) and incubated at 42°C for 2 h. The reaction was terminated by adding 10 μl 0.5 M EDTA, and RNA was hydrolysed with 10 μl 1 M NaOH at 65°C for 30 min.
cDNA array hybridization
Filters were pre-incubated in 30 ml of Perfect Hyb (Toyobo Co, Osaka, Japan) at 68°C for 30 min. Biotin-labelled probes (100 μl) were denatured at 100°C for 5 min. The filters were incubated in the hybridization mixture at 68°C for 20 h, and the filters were washed 3 times at 68°C for 10 min with 30 ml 2 × SSC/0.1% sodium dodecyl sulfate (SDS) and 0.1 × SSC/0.1% SDS. Signals were detected with the Imaging High Chemifluorescence Detection Kit (Toyobo Co, Osaka, Japan). Vistra ECF substrate (AttoPhos) (Amersham Pharmacia Biotech, Uppsala, Sweden) was used as the chemifluorescence substrate. Substrate images were acquired by Fluorimager (Amersham Pharmacia Biotech, Uppsala, Sweden).
Data analysis
“H” (high) and “L” (low) was defined according to the grey degree in lung cancer cell lines and in BET2A cell lines respectively. Gene expression was considered as up-regulation if H/L>3.0, and downregulation if H/L<0.333. “A” (CI50) represented drug activity; “T” was the gene expression data including the radio of expression intensity of genes and BET2A cells. The AT-clustered image map (CIM) summarizes the relationship between drug activity and gene expression. In this case, drugs clustered together with related genes, and genes were also clustered together with related drugs. Colour reflected the connection between gene and drug (red meant that the gene was sensitive to the drug with the high positive correlation, blue with the high negative correlation, yellow or green with the lower correlation). Difference was considered statistically significant when a p value was <0.05 (Pearson correlation coefficient ≥ 0.632, P<0.05; Pearson correlation coefficient ≥ 0.715, P<0.02).
RT-PCR
Total RNA was extracted from 6 cell lines according to the manufacturer’s instructions. RT-PCR was performed in 50 μL reactions using 100 ng of RNA, 0.5 μmol/L of each primer. All other PCR conditions and reagents were supplied and recommended by the manufacturer's protocol for the Titan one-step system (Roche Applied Science, Indianapolis, IN, USA). Beta-actin served as an internal control. Cycling conditions: beta-actin: 23 cycles at 94°C for 3 min, 94°C for 20 s, 56°C for 30 s, 72°C for 50 s, and 72°C for 10 min. Metallothionein and TIMP-1: 32 and 22 cycles respectively at 94°C for 3 min, 94°C for 40 s, 60°C for 40 s, 72°C for 40 s, and 72°C for 10 min. The forward primer for Metallothionein was 5’-TCTCACCTCGGCTTGCAATGGAC and the reverse primer was 3’-ACAGCAGGGCTGTCCCGACATC. The forward primer for TIMP-1 was GACCTCGTCATCAGGGCCAAGTTC and the reverse primer TTCAGAGCCTTGGAGGAGCTGGTC. The forward primer for β-actin was 5’-AGCGCAAGTACTCCGTGTG and the reverse primer was 3’-AAGCAATGCTATCACCTCC. The amplification products were visualized by bromide-ethyl pastille following sodium dodecyl sulphate–polyacrylamide gel electrophoresis with the DL-2000 molecular weight standard (Gene Runner).
Results
Growth inhibitory activities (IC50) of anticancer agents against lung cancer were shown in Table 1. The connection was analysed between gene expression and anti-cancer drugs activity in 6 NSCLC cell lines.
Cell Lines | IC50(μg/ml) | |
---|---|---|
GEM | 5-Fu | |
Lu65 | 79.533 ± 10.854 | 8.759 ± 1.007 |
LK-2 | 54.607 ± 7.989 | >10 |
PC-9 | 14.210 ± 3.571 | 5.843 ± 2.239 |
PC-7 | <0.050 | 2.760 ± 1.174 |
PC14 | >500 | >10 |
A549 | >500 | >10 |
*GEM: Gemcitabine; 5-Fu: 5-Fluorouracil
Table 1: Growth inhibitory activities (IC50) of anticancer agents against the lung cancer cell lines.
Gene expression profiling data related to the activity of gemcitabine and 5-Fu was shown in Figure 1. The profile of gene expression was clustered well, and high consistency of gene expression existed in gemcitabine-group as well as in 5-Fu-group. Moreover, activity-related genes in gemcitabine-group were gathered into a cluster, while genes in the 5-Fu-group came together into another cluster. The activityrelated genes with gemcitabine were mainly divided into the following 5 categories: Signal transduction molecules, growth factor, growth factor receptors, apoptosis cascade and transcription factors (Table 2).
Figure 1: Clustered image map (CIM) in the relation between drug activity and gene expression in NSCLC cell lines. Red meant that the gene was sensitive to the drug with the high positive correlation, blue with the high negative correlation, yellow or green with the lower correlation. Activity-related genes in gemcitabine-group were gathered into a cluster, while genes in the 5-Fu-group came together into another cluster.
Classification | GEM (Gene Number) |
5-Fu (Gene Number) |
---|---|---|
Signal transduction molecule | 11 | 11 |
Growth factor receptor | 4 | 4 |
Growth factor | 6 | 6 |
Apoptosis related | 2 | 2 |
Cell factor | 1 | 1 |
Cyclin protein | 1 | 1 |
Transcription factor | 1 | 1 |
Metabolism-related enzymes and inhibitors |
1 | 1 |
Proteolysis | 1 | 1 |
Molecular chaperone | 1 | 1 |
cell surface receptor | 0 | 0 |
Development process factor | 0 | 0 |
Others* | 7 | 10 |
Total | 36 | 39 |
*Refers to non-classified genes
Table 2: Classification of sensitive gene to gemcitabine (GEM) and 5-fluorouracil (5-Fu) in 6 lung cancer cell lines.
36 genes were related with gemcitabine activity. Most genes positively related with gemcitabine activity were negatively related to 5-Fu activity. Among genes differentially expressed, Metallothionein, Cathepsin B, TIMP1 and Galectin-1 were highly positively associated with the sensitivity of gemcitabine (P<0.05) (Table 3). Drug activityrelated genes Metallothionein and TIMP-1 were selected to test microarray data by semi-quantitative RT-PCR (Figure 2). The result of RT-PCR was in consistent with cDNA microarray data.
Figure 2: TIMP-1 and Metallothionein expressed in 6 NSCLC cell lines by RTPCR. M: Mark, NL: Normal lung cell. 1-6 represented PC-7, LK-2, PC-9, LU65, A549, and PC-14 cell lines respectively. (A) PCR product of ß-actin, as an internal control; (B) TIMP-1 expressed weakly in PC-7 and LK-2 cell lines; (C) Metallothionein expressed weakly in PC-7, PC-9, LK-2 and LU65 cell lines.
Entering serial number | Genes | GEM | 5-Fu |
---|---|---|---|
X64177 | Metallothionein | 0.731 | -0.734 |
L16510 | Cathepsin B | 0.715 | -0.723 |
X03124 | TIMP1 | 0.700 | -0.692 |
J04456 | Galectin-1 | 0.695 | -0.702 |
X55313 | TNF-R1 | 0.621 | -0.636 |
* | TGF, beta-induced, 68KD | 0.572 | -0.596 |
X12451 | Cathepsin L | 0.550 | -0.566 |
M16006 | PAI-1 | 0.503 | -0.525 |
* | Annexin 11 | 0.506 | -0.530 |
M62403 | IGFBP4 | 0.574 | -0.588 |
X51675 | UPAR | 0.493 | -0.508 |
U61276 | Jagged | 0.426 | -0.450 |
U03864 | Alpha A-AR | 0.585 | -0.582 |
M59371 | EphA2 | 0.525 | -0.543 |
X13276 | CD13 | 0.456 | -0.470 |
U66075 | GATA-6 | 0.441 | -0.466 |
M74088 | APC | 0.421 | -0.433 |
* | Fibromodulin | 0.431 | -0.454 |
AB002409 | SLC | 0.400 | -0.420 |
M14113 | Procoagulant | -0.45 | 0.421 |
M64722 | Clusterin | 0.610 | -0.632 |
U20240 | C/EBP gamma | 0.412 | -0.435 |
J04456 | HSP32 | 0.451 | -0.471 |
Y00371 | HSC 70 | 0.532 | -0.548 |
L25081 | Rho C | 0.473 | -0.487 |
M87770 | FGFR-2 | 0.542 | -0.550 |
X14787 | Thrombospondin 1 | 0.516 | -0.517 |
M33680 | CD81 | 0.406 | -0.435 |
* | Thymosin beta 10 | 0.412 | -0.436 |
U22322 | Rak | 0.415 | -0.426 |
* | Lactate dehydrogenase A | 0.416 | -0.431 |
U01877 | P300 | 0.419 | -0.436 |
X61615 | LIFR | 0.403 | -0.422 |
Z12020 | MDM2 | -0.435 | 0.417 |
AF101264 | CaMKK | -0.407 | -- |
J03817 | GSTM1B | -- | -0.401 |
M15518 | TPA | -0.413 | -- |
J04765 | CD29 | -- | -0.408 |
X15804 | Osteopontin | -- | -0.410 |
L20688 | Alpha-actin | -- | -0.409 |
* | Rho GDI beta | -- | 0.415 |
*Refers to non-classified genes. GEM: gemcitabine. 5-Fu: 5-fluorouracil. The number means Pearson correlation coefficient. Pearson correlation coefficient ≥0.632, P<0.05; Pearson correlation coefficient ≥ 0.715, P<0.02
Table 3: Genes related with drug activity of gemcitabine and 5-fluorouracil in NSCLC.
Discussion
Chemotherapy is a crucial treatment against lung cancer. The same chemotherapeutic medicine is frequently used for patients with different types of cancer. Meanwhile, the different anticancer drugs are applied in patients with the same type of cancer. It is due to certain genes existed in tumours that respond to certain drugs. Therefore, it is important to find out drug sensitivity-related genes in choosing an effective chemotherapy regimen. Much effort has been put on the relation between resistant genes and anticancer drugs. Patients with an increased expression of excision repair cross complementation group-1 (ERCC1) or ribonucleotide reductase subunit M1 (RRM1) may benefit less from cisplatin-based and gemcitabine-based chemotherapy, respectively [14]. Overexpression of P-glycoprotein is associated with taxanes resistance. Clinical studies support a relationship between poor response to taxanes and overexpression of beta III-tubulin [15]. Phosphohydroxythreonine aminotransferase (PSAT1) was related with less response of oxaliplatin treatment [16]. However, most studies focused on the association between single gene and single drug in cancer. If several markers are detected in combination, it will provide the better prediction for treatment response.
Gemcitabine and 5-Fu are anticancer drugs acting on cancer metabolism [17,18]. Gemcitabine (dFdC) [19] is phosphorylated into gemcitabine monophosphate (dFdCMP) by deoxycytidine kinase (dCK), and subsequently phosphorylated to gemcitabine diphosphate (dFdCDP) by pyrimidine nucleoside monophosphate kinase and gemcitabine triphosphate (dFdCTP) by nucleoside diphosphate kinase (NDPK). dFdCTP is incorporated into DNA during replication, and inhibited chain elongation of DNA and cause cell apoptosis. Gemcitabine is rapidly metabolized by cytidine deaminase in liver, kidney, blood and other tissues. A half-life (t1/2) of Gemcitabine is 30 to 90 minutes associated with age and sex. Fluorouracil [20] is transformed into a 5-fluoro-2-deoxyuracil nucleotide, which inhibit thymine nucleotide synthetase, block Deoxyuracil nucleotide into Deoxythymine nucleotide and inhibit the biosynthesis of DNA. Fluorouracil is mainly metabolized by the liver, and is decomposed into carbon dioxide, about 15% of prototype medicine out of the body by kidney. Large doses of the drug can pass through the blood-brain barrier and reach the cerebrospinal fluid after intravenous infusion for half an hour, lasting 3 hours. t1/2α is 10-20 minutes, and t1/2β is 20 hours. Although it is similar to gemcitabine in antitumor mechanism, 5-Fu is rarely applied in NSCLC treatment, while gemcitabine frequently appears in chemotherapy regimens against NSCLC [21].
Conclusion
Therefore, 5-Fu was used for a negative control to gemcitabine in the study. The study data showed that genes positively connected with gemcitabine were mainly negatively connected with 5-Fu, which can be a reason for the lack of 5-Fu in NSCLC treatment. Metallothionein, Cathepsin B, TIMP1 and Galectin-1 were highly positively associated with the sensitivity of gemcitabine. The four genes can be considered as gemcitabine efficacy-related genes which may be applied clinically to predict the response of gemcitabine in NSCLC. To gemcitabineinsensitivity patients, gemcitabine should be exclude in treatment regimen, and avoid the adverse effects including difficulty breathing, low white and red blood cells counts and low platelet counts, vomiting and nausea, elevated transaminases, rashes and itchy skin, hair loss, blood and protein in urine, flu-like symptoms, edema, fever, loss of appetite, headache, difficulty sleeping, tiredness, cough, runny nose, diarrhoea, mouth and lip sores, sweating, back pain, and muscle pain.
Metallothionein (MT) expression level is related with drug resistance in a variety of malignancies including NSCLC. MTs play important roles in the resistance of tumour cells to cisplatin [22]. Cathepsins B (CTSB) is involved in tumorigenesis, angiogenesis, invasion and metastasis [23]. Over-expression of CTSB is correlated with poor prognosis and increases incidence of distant metastases. CTSB is connected with drug resistance [24]. TIMP-1 influences cell growth and apoptosis [25]. TIMP-1 levels were significantly associated with a poor response to chemotherapy in patients with metastatic breast cancer, and TIMP-1 is resistant to the most frequently used chemotherapy regimens of cyclophosphamide/methotrexate/5-Fu [26]. Galectin-1 knockdown sensitized lung cancer cells to platinum-based chemotherapy (cisplatin) [27]. The above-mentioned genes which are reported resistant to certain anticancer drugs are unexpectedly sensitive to gemcitabine in our study. The observation provided theoretical evidence in explaining why gemcitabine produces a good survival benefit against other agents in the combination with platinum. In fact, it has been reported that gemcitabine can increase the sensitivity of both cisplatin-sensitive and cisplatin-resistant cell lines [28].
Future medication will be tailored based on the individual’s genetics. A number of potential biomarkers are under investigation with an attempt to provide optimal therapies. The results can provide potential biomarkers for the prediction of gemcitabine efficacy and afford potential targets to overcome gemcitabine resistance in NSCLC patients.
Acknowledgements
The fund of this study was supported by education department of Heilongjiang province (12541512).
References
- Edwards BK, Brown ML, Wingo PA, Howe HL, Ward E, et al. (2005) Annual report to the nation on the status of cancer, 1975-2002, featuring population-based trends in cancer treatment. J Natl Cancer Inst 9: 1407-1427.
- Pilkington G, Boland A, Brown T, Oyee J, Bagust A, et al. (2015) A systematic review of the clinical effectiveness of first-line chemotherapy for adult patients with locally advanced or metastatic non-small cell lung cancer. Thorax 70: 359-367.
- Reck M, Von Pawel J, Zatloukal P, Ramlau R, Gorbounova V, et al. (2010) Phase III trial of cisplatin plus gemcitabine with either placebo or bevacizumab as first-line therapy for non-squamous non-small-cell lung cancer: AVAil. J Ann Oncol 21: 1804-1809.
- Guo L, Bai SP, Zhao L, Wang XH (2012) Astragalus polysaccharide injection integrated with vinorelbine and cisplatin for patients with advanced non-small cell lung cancer: Effects on quality of life and survival. Med Oncol 29: 1656-1662.
- Arrieta O, González-De la Rosa CH, Aréchaga-Ocampo E, Villanueva-Rodríguez G, Cerón-Lizárraga TL, et al. (2010) Randomized phase II trial of All-trans-retinoic acid with chemotherapy based on paclitaxel and cisplatin as first-line treatment in patients with advanced non-small-cell lung cancer. J Clin Oncol 28: 3463-3471.
- Kunitoh H, Kato H, Tsuboi M, Asamura H, Tada H, et al. (2008) A randomized phase II trial of preoperative chemotherapy of cisplatin-docetaxel or docetaxel alone for clinical stage IB/II non-small-cell lung cancer results of a Japan Clinical Oncology Group trial (JCOG 0204). Br J Cancer 99: 852-857.
- Scagliotti GV, Park K, Patil S, Rolski J, Goksel T, et al. (2009) Survival without toxicity for cisplatin plus pemetrexed versus cisplatin plus gemcitabine in chemonaïve patients with advanced non-small cell lung cancer: A risk-benefit analysis of a large phase III study. Eur J Cancer 45: 2298-2303.
- Crinò L, Scagliotti GV, Ricci S, De Marinis F, Rinaldi M, et al. (1999) Gemcitabine and cisplatin versus mitomycin, ifosfamide, and cisplatin in advanced non-small-cell lung cancer: A randomized phase III study of the Italian Lung Cancer Project. J Clin Oncol 17: 3522-3530.
- Scagliotti GV, De Marinis F, Rinaldi M, Crinò L, Gridelli C, et al. (2002) Phase III randomized trial comparing three platinum-based doublets in advanced non-small-cell lung cancer. J Clin Oncol 20: 4285-4291.
- Le Chevalier T, Scagliotti G, Natale R, Danson S, Rosell R, et al. (2005) Efficacy of gemcitabine plus platinum chemotherapy compared with other platinum containing regimens in advanced non-small-cell lung cancer: A meta-analysis of survival outcomes. Lung Cancer 47: 69-80.
- Xie Y, Minna JD (2012) A lung cancer molecular prognostic test ready for prime time. Lancet 379: 785-787.
- Shimoyama Y, Kubota T, Watanabe M, Ishibiki K, Abe O (1989) Predictability of in vivo chemosensitivity by in vitro MTT assay with reference to the clonogenic assay. Surg Onco 41:
- Reed LJ, Muench HA (1938) Simple method of estimating fifty percent end points. Am J Hy 27: 493-497.
- Garcion E, Lamprecht A, Heurtault B, Paillard A, Aubert-Pouessel A, et al. (2006) A new generation of anticancer, drug-loaded, colloidal vectors reverses multidrug resistance in glioma and reduces tumor progression in rats. Mol Cancer Ther 5: 1710-1722.
- Karki R, Mariani M, Andreoli M, He S, Scambia G, et al. (2013) ßIII-Tubulin: Biomarker of taxane resistance or drug target? Expert Opin Ther Targets 17: 461-472.
- Saif MW, Sellers S, Li M, Wang W, Cusimano L, et al. (2007) A phase I study of bi-weekly administration of 24 h gemcitabine followed by 24 h irinotecan in patients with solid tumors. Cancer Chemother Pharmacol 60: 871-882.
- Manegold C, Bergman B, Chemaissani A, Dornoff W, Drings P, et al. (1997) Single-agent gemcitabine versus cisplatin-etoposide: Early results of a randomized phase II study in locally advanced or metastatic non-small-cell lung cancer. Ann Oncol 8: 525–529.
- Emmanouilides C, Sfakiotaki G, Androulakis N, Kalbakis K, Christophylakis C, et al. (2007) Front-line bevacizumab in combination with oxaliplatin, leucovorin and 5-fluorouracil (FOLFOX) in patients with metastatic colorectal cancer: A multicenter phase II study. BMC Cancer 7: 91.
- Mini E, Nobili S, Caciagli B, Landini I, Mazzei T (2006) Cellular pharmacology of gemcitabine. Ann Oncol 5: v7–v12.
- Fischer JA, Muller-Weeks S, Caradonna SJ (2006) Fluorodeoxyuridine modulates cellular expression of the DNA base excision repair enzyme uracil-DNA glycosylase. Cancer Res 66: 8829-8837.
- Araya T, Kasahara K, Kimura H, Shibata K, Kita T, et al. (2007) Bi-weekly administration of gemcitabine plus vinorelbine in elderly patients with advanced non-small-cell lung cancer: Multicenter phase II trial. Lung Cancer 56: 371-376.
- Bengsch F, Buck A, Günther SC, Seiz JR, Tacke M, et al. (2013) Cell type-dependent pathogenic functions of overexpressed human cathepsin B in murine breast cancer progression. Oncogene 33: 4474-4484.
- Lim IT, Meroueh SO, Lee M, Heeg MJ, Mobashery S (2014) Strategy in inhibition of cathepsin B, a target in tumor invasion and metastasis. J Am Chem Soc 12: 10271–10277.
- Gong F, Peng X, Luo C, Shen G, Zhao C, et al. (2013) Cathepsin B as a potential prognostic and therapeutic marker for human lung squamous cell carcinoma. Mol Cancer 12: 125.
- Chirco R, Liu XW, Jung KK, Kim HR (2006) Novel functions of TIMPs in cell signaling. Cancer Metastasis Rev 25: 99-113.
- Zou K, Ju JH, Xie H (2007) Pretreatment with insulin enhances anticancer functions of 5-fluorouracil in human esophageal and colonic cancer cells. Acta Pharmacol Sin 28: 721-730
- Chung LY, Tang SJ, Sun GH, Chou TY, Yeh TS, et al. (2012) Galectin-1 promotes lung cancer progression and chemoresistance by upregulating p38 MAPK, ERK, and cyclooxygenase-2. Clin Cancer Res 18: 4037-4047.
- Peters GJ, Van Moorsel CJ, Lakerveld B, Smid K, Noordhuis P, et al. (2006) Effects of gemcitabine on cis-platinum-DNA adduct formation and repair in a panel of gemcitabine and cisplatin-sensitive or -resistant human ovarian cancer cell lines. Int J Oncol 28: 237-244.
Citation: Li C, Liu M, Lu H, Liu W, Cai L, et al. (2018) Genes Correlated with Gemcitabine Eficacy in Non-small Cell Lung Cancer. J Cancer Sci Ther 10: 169-172. DOI: 10.4172/1948-5956.1000540
Copyright: © 2018 Li C, et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Select your language of interest to view the total content in your interested language
Share This Article
Relevant Topics
Recommended Journals
Recommended Conferences
Article Tools
Article Usage
- Total views: 1996
- [From(publication date): 0-2018 - Dec 15, 2019]
- Breakdown by view type
- HTML page views: 1924
- PDF downloads: 72