Literature DB >> 30271211

Predictive factors for the efficacy of the second taxane treatment in patients with advanced cancer.

Hiroo Imai1, Ken Saijo1, Keigo Komine1, Yoshifumi Kawamura1, Sakura Hiraide1, Sho Umegaki1, Yoshinari Okada1, Kota Ohuchi1, Yuko Sato1, Masahiro Takahashi1, Shin Takahashi1, Hidekazu Shirota1, Masanobu Takahashi1, Chikashi Ishioka1.   

Abstract

PURPOSE: Research has revealed that some patients who develop resistance to the first taxane treatment exhibit a moderate response to the second taxane treatment (incomplete cross-resistance between paclitaxel and docetaxel). However, which patients are most likely to respond to the second treatment remains unclear. The aim of this study was to determine the predictive factors for the efficacy of the second taxane treatment in patients resistant to the first. PATIENTS AND METHODS: We enrolled patients treated with paclitaxel and docetaxel (n=31) in this study. Using univariate and multivariate analyses, we determined the predictive factors for the efficacy of the second taxane treatment. Then, we assigned patients to one of the three groups: 1) those with a partial response (PR) to the first taxane treatment who subsequently became refractory (PR group); 2) those whose response was stable disease (SD) and subsequently became refractory (SD group); and 3) those whose response was the progression of the disease with the first taxane treatment (progression disease [PD] group). Furthermore, the response rates were assessed for each group. All statistical analyses were performed using JMP 11.
RESULTS: Responses to the first taxane treatment considerably correlated with the efficacy of the second treatment in patients with a PR to the first taxane treatment (P=0.0061, univariate analysis; P=0.0056, multivariate analysis). In addition, response rates to the second taxane treatment in the PR, SD, and PD groups were 33.3%, 0%, and 0%, respectively.
CONCLUSION: The response to the first taxane treatment was a predictive factor for the efficacy of the second taxane treatment in patients with a PR to the first. Thus, the second treatment is highly recommended for patients who exhibit tumor shrinkage (a PR) by the first treatment.

Entities:  

Keywords:  multivariate analysis; predictive factor; taxane; univariate analysis

Year:  2018        PMID: 30271211      PMCID: PMC6149899          DOI: 10.2147/CMAR.S170948

Source DB:  PubMed          Journal:  Cancer Manag Res        ISSN: 1179-1322            Impact factor:   3.989


Introduction

Taxanes (paclitaxel and docetaxel) are cytotoxic anticancer agents used to treat various types of cancers. In patients with advanced-stage cancer, therapeutic options regarding treatment with anticancer drugs are limited.1–3 Although various anticancer drugs, including taxanes, are known to be effective for various types of cancers,4–8 a few options for anticancer drug treatment are available for patients with advanced cancer. Hence, it is important to try all the available anticancer drugs with these patients. Previously, several retrospective studies have reported an incomplete cross-resistance between paclitaxel and docetaxel in various cancer types.9–12 These studies reported the moderate efficacy of the second taxane treatment in some patients who became refractory to the first taxane treatment. Based on these findings, patients refractory to the first taxane treatment have often been treated with the second taxane treatment. However, little research has been conducted on the predictive factors for the efficacy of the second taxane treatment in patients refractory to the first taxane. The aim of this study was to determine the predictive factors for the efficacy of the second taxane treatment in patients with various types of cancers who developed resistance to the first taxane treatment.

Patients and methods

Patients

We retrospectively reviewed the medical records of patients between 2005 and 2017 (n=2,233) with a histopathological diagnosis of squamous cell carcinoma of the head and neck or esophagus or adenocarcinoma of the stomach or breast at the Department of Medical Oncology, Tohoku University Hospital (Sendai, Japan). In this study, we enrolled all patients successively treated with paclitaxel and docetaxel (either paclitaxel–docetaxel or docetaxel–paclitaxel; n=31). In contrast, we excluded patients treated with anticancer drugs other than the two taxanes.

Chemotherapy regimens

Patients with head and neck cancer and esophageal cancer received recurrent docetaxel (70 mg/m2) infusions every 3 weeks or recurrent paclitaxel (100 mg/m2) once weekly for 6 weeks followed by 1 week rest. Patients with gastric cancer received recurrent docetaxel (60 mg/m2) infusions every 3 weeks or recurrent paclitaxel (80 mg/m2) once weekly for 3 weeks followed by 1 week rest. Patients with breast cancer received recurrent paclitaxel (80 mg/m2) once weekly for 3 weeks followed by 1 week rest. When the tumor progression or adverse event (allergy or interstitial pneumonia) was observed in patients, the first taxane was changed to the second one in this study.

Evaluation and statistical analysis

We assigned patients to one of the three groups. Patients in the first group exhibited only a partial response (PR) to the first taxane treatment (PR group; defined as a ≧30% reduction in the diameter of measurable lesions on computed tomography [CT]) and subsequently became refractory to the treatment. The second group comprised patients whose response to the first taxane treatment was stable disease (SD; SD group; defined as a <30% reduction and a <20% increase in the diameter of measurable lesions as shown on CT). Finally, the third group comprised patients whose response was disease progression (progression disease [PD] group; defined as a ≧20% increase in the diameter of measurable lesions as shown on CT). Finally, the third group comprised patients whose response was disease progression (progression disease [PD] group; defined as a ≧20% increase in the diameter of measurable lesions as shown on CT). Notably, the responses were assessed using the Response Criteria in Solid Tumor, version 1.0.13 We combined the rate of the complete response (CR; or all signs of cancer disappearing with the taxane treatment) and PR and used as the response rate. In addition, the rates of CR, PR, and SD were combined and used as the disease control rate. Then, all toxicities were reviewed from the medical records and evaluated as per the Common Terminology Criteria for Adverse Events, version 4.0.14 Furthermore, we performed a univariate analysis, multivariate analysis, and Pearson’s chi-squared test using JMP 11, version 13.1 (SAS Institute Inc., Cary, NC, USA). We considered P=0.05 as the statistical significance.

Ethical statement

This study protocol was approved by the ethics committee of Tohoku University Hospital. The ethics committee of Tohoku University Hospital has permitted to conduct retrospective studies without consent statements by patients (opt-out system). All data in the current study had no personal identifiers and were kept confidential.

Results

Patients’ characteristics

We identified 31 patients who were successively treated with paclitaxel or docetaxel during their treatment. Table 1 summarizes the patients’ characteristics. The primary cancer sites were the esophagus (n=14), stomach (n=12), head and neck (n=4), and breast (n=1). While 19 patients were first treated with paclitaxel, followed by docetaxel, 12 were first treated with docetaxel, followed by paclitaxel. In addition, 28 patients received, at least, one anticancer drug other than the taxanes.
Table 1

Patients’ characteristics

Number31
Gender
 Male23
 Female8
Median age (range), years63.5 (35–82)
Primary site
 Head and neck4
 Esophagus14
 Stomach12
 Breast1
Order of the taxane treatment
 PTX→DTX19
 DTX→PTX12
Number of the metastatic sites
 19
 ≧222
Tumor stage
 III1
 IV30
The reason for changing from the first taxane to the second taxane
 Tumor progression29
 Adverse event2
Differentiation degree of histology
 Well differentiation11
 Intermediate differentiation7
 Poor differentiation13
Operation history
 +9
 −22
Comorbidity
 Hypertension6
 Diabetes mellitus10
 Hyperlipidemia3
 Renal dysfunction4
 Hyperuricemia7
Chemotherapy before the first taxane
 Chemoradiotherapy with 5-FU+CDDP9
 CPT1111
 S-1+CDDP7
 Cetuximab+5-FU+CDDP3
 Radiation+CDDP2
 S-1+oxaliplatin1
 CPT11+CDDP1
 None3

Abbreviations: CDDP, cisplatin; CPT11, irinotecan; DTX, docetaxel; 5-FU, 5-fluorouracil; PTX, paclitaxel.

Predictive factors for the efficacy of the second taxane treatment

We conducted univariate and multivariate analyses to determine the predictive factors for the efficacy of the second taxane treatment in patients who became refractory to the first taxane and assess a correlation between both (Table 2). We established statistically significant correlations between the tumor shrinkage with the first taxane treatment and the tumor shrinkage with the second taxane treatment (P=0.0061 and P=0.0056, respectively). In addition, we analyzed the other three factors, the time interval between the first taxane treatment and the second, histology, and the order of the taxane treatment that did not markedly correlate with the efficacy of the second taxane treatment.
Table 2

Univariate and multivariate analyses for the relationship between the tumor response by the first taxane treatment and the tumor response by the second taxane treatment in patients who were resistant to the first taxane treatment

Variablesn (%)Univariate analysis(P-value)Multivariate analysis
OR (95% CI)P-value
Gender
 Male23 (74.2)0.15620.368 (0.02–6.38)0.4922
 Female8 (25.8)
Age, years
 ≧706 (19.4)0.34730.91 (0.03–21.37)0.9064
  <7025 (80.6)
Interval duration between the first taxane and second taxane (days)
 ≧6013 (41.9)0.51443.38 (0.23–49.64)0.3738
  <6018 (58.1)
Histology
 Squamous cell carcinoma18 (58.1)0.43200.45 (0.02–7.88)0.5838
 Adenocarcinoma13 (41.9)
First taxane
 DTX12 (38.7)0.405210.80 (0.55–210.58)0.1164
 PTX19 (61.3)
Tumor shrinkage by the first taxane treatment
 Positive12 (38.7)0.001660.6 (2.27–1612.3)0.0142
 Negative19 (61.3)
Number of prior line of treatments
 0 or 117 (54.8)0.82701.3 (0.08–20.26)0.8514
 ≧214 (45.2)
Number of metastatic sites
 0 or 111 (35.5)0.40521.92 (0.18–20.62)0.5893
 ≧220 (64.5)

Note:P-value was analyzed using Pearson’s chi-squared test.

Abbreviations: DTX, docetaxel; PTX, paclitaxel.

Efficacy of the second taxane treatment

Next, we assessed the efficacy of the second taxane treatment in patients who were resistant to the first. We assigned patients to either the PR group (n=12), SD group (n=5), or PD group (n=14) and assessed the differences in the response rates in each group (Table 3). Response rates to the second taxane treatment in the PR, SD, and PD groups were 33.3%, 0%, and 0%, respectively (Table 4). In addition, disease control rates with the second taxane treatment in the PR, SD, and PD groups were 58.3%, 40.0%, and 14.3%, respectively (Table 4). All patients who exhibited tumor shrinkage with the second taxane treatment were included in the PR group (Figure 1). A large proportion of patients in the SD and PD groups experienced the disease progression with the second taxane treatment. The median progression-free survival time of the PR, SD, and PD groups was 124 days (95% CI: 72–194 days), 77 days (95% CI: 35–86 days), and 55.5 days (95% CI: 36–95 days), respectively (Figure 2). Based on the results of the log-rank test, the progression-free survival rate of the PR group was significantly higher than that of the SD and PD groups (the PR group vs the SD group, P=0.0456; the PR group vs the PD group, P=0.0087).
Table 3

Characteristics of patients in the first taxane PR, SD, and PD groups

First taxanePR, n (%)First taxaneSD, n (%)First taxanePD, n (%)P-value
n12514
Gender0.04
 Male6 (50.0)4 (80.0)13 (92.9)
 Female6 (50.0)1 (20.0)1 (7.1)
Median age (range), years62 (44–75)64 (63–71)65 (35–82)
Primary site0.75
 Head and neck2 (16.7)1 (20.0)1 (7.1)
 Esophagus5 (41.7)3 (60.0)6 (42.9)
 Stomach4 (33.3)1 (20.0)7 (50.0)
 Breast1 (8.3)0 (0)0 (0)
Order of the taxane treatment0.37
 PTX→DTX9 (75.0)2 (40.0)8 (57.1)
 DTX→PTX3 (25.0)3 (60.0)6 (42.9)
Relative dose intensity of the second taxane treatment (%)85.5 (40.5–100)86.0 (70.0–100)85.7 (65.2–100)
Number of metastatic sites0.67
 0, 14 (33.3)2 (40.0)3 (21.4)
 ≧28 (66.7)3 (60.0)11 (78.6)
Tumor stage0.07
 III0 (0.0)1 (20.0)0 (0.0)
 IV12 (100.0)4 (80.0)14 (100.0)
The reason for changing from the first taxane to second taxane0.28
 Tumor progression11 (91.7)4 (80.0)14 (100.0)
 Adverse event1 (8.3)1 (20.0)0 (0.0)
Differentiation degree of histology0.99
 Well differentiation4 (28.6)2 (40.0)5 (41.7)
 Intermediate differentiation3 (21.4)1 (20.0)3 (25.0)
 Poor differentiation5 (35.7)2 (40.0)6 (50.0)
Operation history0.83
 +3 (25.0)2 (40.0)4 (28.6)
 −9 (75.0)3 (60.0)10 (71.4)
Comorbidity
 Hypertension2 (16.7)1 (20.0)3 (21.4)0.95
 Diabetes mellitus5 (41.7)2 (40.0)3 (21.4)0.50
 Hyperlipidemia1 (8.3)1 (20.0)1 (7.1)0.69
 Renal dysfunction1 (8.3)1 (20.0)2 (14.3)0.79
 Hyperuricemia3 (25.0)1 (20.0)3 (21.4)0.97
Chemotherapy before the first taxane treatment0.55
 Chemoradiation therapy with 5-FU + CDDP0 (0.0)3 (60.0)6 (42.9)
 CPT115 (41.7)1 (20.0)5 (35.7)
 S-1 + CDDP3 (25.0)0 (0)4 (28.6)
 Cetuximab + 5-FU + CDDP3 (25.0)0 (0)0 (0)
 Radiation + CDDP1 (8.3)1 (20.0)0 (0)
 S-1 + oxaliplatin0 (0)0 (0)1 (7.1)
 CPT11+ CDDP0 (0)0 (0)1 (7.1)

Note: P-value was analyzed using the Pearson’s chi-squared test.

Abbreviations: CDDP, cisplatin; DTX, docetaxel; 5-FU, 5-fluorouracil; PD, progression disease; PR, partial response; PTX, paclitaxel; SD, stable disease; S-1, Tegafur/Gimeracil/Oteracil.

Table 4

Responses to the second taxane treatment in patients resistant to the first taxane treatment

Responses to the second taxane treatment
RR (%)DCR (%)
CRPRSDPD
The first taxane PR group043533.358.3
The first taxane SD group0023040.0
The first taxane PD group00212014.3

Notes: P-value of the response rate in each group. The first taxane PR group vs the first taxane SD group (P=0.15), the first taxane PR group vs the first taxane PD group (P=0.025), and the first taxane SD group vs the first taxane PD group (P-value cannot be calculated). P-value of the disease control rate in each group. The first taxane PR group vs the first taxane SD group (P=0.68), the first taxane PR group vs the first taxane PD group (P=0.01), and the first taxane SD group vs the first taxane PD group (P=0.23).

Abbreviations: CR, complete response; DCR, disease control rate; PD, progression disease; PR, partial response; RR, response rate; SD, stable disease.

Figure 1

Waterfall plot of the maximum percentage change in tumor volume.

Note: Waterfall plot of the maximum percentage change in tumor volume with the second taxane treatment from baseline in patients in the PR group (green columns), SD group (blue columns), and PD group (red columns).

Abbreviations: PD, progression disease; PR, partial response; SD, stable disease.

Figure 2

Kaplan–Meier curve.

Note: Kaplan–Meier curve of the progression-free survival rate with the second taxane treatment in the PR group (green line), SD group (blue line), and PD group (red line).

Abbreviations: PD, progression disease; PR, partial response; SD, stable disease.

Toxicities

Table 5 presents the toxicities caused by the second taxane treatment in the PR, SD, and PD groups. We observed severe hematological toxicities in approximately 20% of the patients in each group. In addition, we observed a few patients with nonhematological toxicities (anorexia and fatigue) in each group. However, no significant differences were observed in the percentages of both hematological and nonhematological toxicities among the three groups.
Table 5

Toxicities caused by the second taxane treatment in the first taxane PR, SD, and PD groups

Adverse eventsFirst taxane PR (n=12)First taxane SD (n=5)First taxane PD (n=14)P-value
Hematological toxicities, n (%)
Neutropenia
 Any6 (50.0)2 (40.0)5 (35.7)0.858
 ≧Grade 33 (25.0)1 (20.0)3 (21.4)0.989
Nonhematological toxicities
 Anorexia
 Any3 (25.0)1 (20.0)2 (14.3)0.840
 ≧Grade 31 (8.3)0 (0)1 (7.1)0.819
Fatigue
 Any5 (41.7)2 (40.0)2 (14.3)0.306
 ≧Grade 31 (8.3)1 (20.0)1 (7.1)0.674
Neuropathy
 Any2 (16.7)1 (20.0)1 (7.1)0.697
 ≧Grade 30 (0)0 (0)0 (0)
AST, ALT elevated
 Any1 (8.3)0 (0)0 (0)0.470
 ≧Grade 30 (0)0 (0)0 (0)
Diarrhea
 Any1 (8.3)0 (0)0 (0)0.470
 ≧Grade 30 (0)0 (0)0 (0)

Note: P-value was analyzed using the Pearson’s chi-squared test.

Abbreviations: ALT, alanine aminotransferase; AST, aspartate aminotransferase; PD, progression disease; PR, partial response; SD, stable disease.

Discussion

In this study, we used univariate and multivariate analyses to determine the predictive factors for the efficacy of the second taxane treatment in patients refractory to the first treatment. These findings suggest that tumor shrinkage by the second taxane treatment is anticipated in patients who exhibited tumor shrinkage with the first treatment, even when these tumors become refractory to the first treatment. In this study, we categorized patients into one of the three groups (PR, SD, and PD groups; Table 3) and analyzed the response rate of each group to the second taxane treatment. The PR group comprised all patients who exhibited tumor shrinkage with the second taxane treatment (Table 4 and Figure 1). In the PR group, the progression-free survival rate with the second taxane treatment was considerably longer than that of patients in the SD and PD groups (Figure 2). Prior studies reported that response rates to the second taxane treatment in patients with gastric cancer, esophageal cancer, and breast cancer resistant to the first taxane treatment were 12.8%, 20.0%, and 19.5%, respectively.9–11 In this study, the response rate to the second taxane treatment in the PR group (33.3%) was higher than that reported previously, suggesting that the determined predictive factor could be applied to patients in whom tumors were highly expected to respond to the second taxane treatment when tumors were refractory to the first taxane treatment. Furthermore, no patient exhibited tumor shrinkage with the second taxane treatment in either the SD or the PD group, suggesting that the second taxane treatment comprised only a weak ability to control tumor growth in patients who did not exhibit tumor shrinkage with the first taxane treatment. Consistent with previous studies, the response rate to the second taxane (paclitaxel) treatment in patients with breast cancer who exhibited tumor shrinkage with the first (docetaxel) treatment (24.1%) was higher than the response rate in patients who did not exhibit tumor shrinkage with the first (docetaxel) treatment (8.3%).11 These results supported the idea that tumor shrinkage with the first taxane treatment could be used as a predictive factor for a response to the second treatment. Reportedly, a variation in an isotype of β-tubulin in cancer cells seemingly associated with the response to taxanes.15,16 In these studies, the βIII isotype of tubulin exhibited less stability than other isotypes of tubulin. As taxanes affect the stabilized β-tubulin,16 the overexpression of βIII-tubulin could be related to a poor response to paclitaxel or docetaxel. In addition, the overexpression of βIII-tubulin was reported to be a substantial cause of resistance to taxanes.15,16 Perhaps, several patients in this study did not exhibit tumor shrinkage by either paclitaxel or docetaxel because of this βIII-tubulin mechanism.15,16 However, why all four patients who exhibited tumor shrinkage with the second taxane treatment were included in the PR group in this study cannot be explained by such a mechanism. Reportedly, cancer cells treated with taxanes expressed the multidrug resistance (MDR1) gene,17 encoded the plasma membrane P-glycoprotein (ABCB1), which acted as adenosine triphosphate (ATP)-dependent efflux pump for taxanes. This mechanism leads cancer cells to become refractory to taxanes.17 In the four patients who exhibited tumor shrinkage with the second taxane treatment in this study, ABCB1 in their cancer cells might not have had the ability to excrete the second taxane. If this hypothesis is correct, it would clarify why all the patients who exhibited tumor shrinkage with the second taxane treatment were included in the PR group. However, the precise mechanism remains unclear to date. Thus, further studies on cross-resistance between the two taxanes are warranted. Cabazitaxel is a next-generation taxane that has been approved for metastatic castration-resistant prostate cancer.18 A previous Phase III study reported that the median overall survival time by a cabazitaxel-containing regimen in patients who had progressed during or after a docetaxel-based regimen was 15.1 months, which was markedly longer than that with the control arm (12.7 months).19 Thus, cabazitaxel seems to be modestly effective in patients refractory to docetaxel therapy. Of note, it is intriguing to assess whether cabazitaxel therapy has higher efficacy in patients who exhibited tumor shrinkage by docetaxel therapy than in patients who did not exhibit tumor shrinkage by docetaxel therapy. This study has some limitations. First, this study enrolled a low number of eligible patients. Second, the study was retrospective in nature. Third, the fact that we did not enroll patients with lung and ovarian cancer, for whom taxane is an approved treatment, is another major limitation. Fourth, the basal condition varied among the three groups. Although the tumor volume of those in the PR group was decreased by the first taxane treatment, the tumor volume of those in the SD and PD groups was not decreased by the first taxane treatment. In addition, tumors in patients in the SD and PD groups might exhibit a low reactivity to taxanes compared with patients in the first taxane PR group. However, all tumors in the PR and SD groups became refractory to the first taxane treatment before the second taxane treatment was started. Thus, the tumors in all three groups were growing when the second taxane treatment was initiated. Hence, it should be emphasized that tumor shrinkages were observed only in patients in the first taxane PR group.

Conclusion

The second taxane treatment after a PR to the first is highly recommended. Nevertheless, further studies are warranted to investigate the efficacy of the second taxane treatment in patients who are refractory to their first taxane treatment.
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Authors:  Benjamin J Solomon; Tony Mok; Dong-Wan Kim; Yi-Long Wu; Kazuhiko Nakagawa; Tarek Mekhail; Enriqueta Felip; Federico Cappuzzo; Jolanda Paolini; Tiziana Usari; Shrividya Iyer; Arlene Reisman; Keith D Wilner; Jennifer Tursi; Fiona Blackhall
Journal:  N Engl J Med       Date:  2014-12-04       Impact factor: 91.245

5.  Efficacy of weekly paclitaxel in patients with advanced gastric cancer refractory to docetaxel-based chemotherapy.

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Journal:  Gastric Cancer       Date:  2012-01-18       Impact factor: 7.370

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Journal:  J Biol Chem       Date:  2005-02-06       Impact factor: 5.157

7.  Retroviral integration site analysis and the fate of transduced clones in an MDR1 gene therapy protocol targeting metastatic breast cancer.

Authors:  Junko Mitsuhashi; Satomi Tsukahara; Rieko Suzuki; Yumiko Oh-hara; Saori Nishi; Hiroyo Hosoyama; Kazuhiro Katayama; Kohji Noguchi; Sayuri Minowa; Harumi Shibata; Yoshinori Ito; Kiyohiko Hatake; Keisuke Aiba; Shunji Takahashi; Yoshikazu Sugimoto
Journal:  Hum Gene Ther       Date:  2007-10       Impact factor: 5.695

8.  Nivolumab in patients with advanced gastric or gastro-oesophageal junction cancer refractory to, or intolerant of, at least two previous chemotherapy regimens (ONO-4538-12, ATTRACTION-2): a randomised, double-blind, placebo-controlled, phase 3 trial.

Authors:  Yoon-Koo Kang; Narikazu Boku; Taroh Satoh; Min-Hee Ryu; Yee Chao; Ken Kato; Hyun Cheol Chung; Jen-Shi Chen; Kei Muro; Won Ki Kang; Kun-Huei Yeh; Takaki Yoshikawa; Sang Cheul Oh; Li-Yuan Bai; Takao Tamura; Keun-Wook Lee; Yasuo Hamamoto; Jong Gwang Kim; Keisho Chin; Do-Youn Oh; Keiko Minashi; Jae Yong Cho; Masahiro Tsuda; Li-Tzong Chen
Journal:  Lancet       Date:  2017-10-06       Impact factor: 79.321

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Authors:  Hiroo Imai; Keigo Komine; Shin Takahashi; Ken Saijo; Yoshinari Okada; Akihiro Kobayashi; Akira Okita; Sonoko Chikamatsu; Yuki Kasahara; Masahiro Takahashi; Takayuki Oishi; Hidekazu Shirota; Masanobu Takahashi; Hideki Shimodaira; Chikashi Ishioka
Journal:  Chemotherapy       Date:  2016-04-05       Impact factor: 2.544

10.  Economic burden of the management of metastatic castrate-resistant prostate cancer in Italy: a cost of illness study.

Authors:  Umberto Restelli; Giovanni Luca Ceresoli; Davide Croce; Laura Evangelista; Lorenzo Stefano Maffioli; Letizia Gianoncelli; Emilio Bombardieri
Journal:  Cancer Manag Res       Date:  2017-12-07       Impact factor: 3.989

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