Abstract
Background and aim
To investigate the efficacy of platinum-based chemotherapy in patients with metastatic gastroenteropancreatic neuroendocrine carcinoma (mGEP-NEC) and define predictive and prognostic factors.
Methods
Twenty mGEP-NEC patients were treated with cisplatin or carboplatin/etoposide between April 2010 and October 2014. Both large-cell and small-cell histologies were included. Cisplatin 25 mg/m2 was administered on days 1–3 followed by etoposide 100 mg/m2 on days 1–3 every 21 days. Carboplatin 300 mg/m2 was administered on day 1 followed by etoposide 100 mg/m2 on days 1–3.
Results
Of the 19 evaluable patients, 13 obtained a partial response, four showed stable disease, and two progressed. Median overall survival (mOS) was 13.5 months and median progression-free survival (mPFS) was 10.9 months. Gallium-68 positron emission tomography/computerizsed tomography-positive patients had a higher, albeit not significantly, OS than those with negative results (75% vs 34.3% at 18 months; P=0.06). mPFS was 19.3 and 6.3 months (P<0.01) in mGEP-NEC patients with Ki67 ≤55% or >55%, respectively. mOS was 8.1 months in the latter group but was not reached in the Ki67 ≤55% group (P-value =0.039). Patients with a lower body mass index (BMI) had a better prognosis in terms of both OS and PFS. Patients with BMI ≥25 had a mOS of 11.7 months (P=0.0293) and a mPFS of 6.2 months (P=0.0057).
Conclusion
Platinum-based chemotherapy showed good efficacy in mGEP-NEC patients. Those with Ki67 ≤55%, positive Gallium-68 positron emission tomography/computerized tomography and BMI <25 had a better prognosis.
Keywords: chemotherapy, gastroenteropancreatic neuroendocrine carcinoma, platinum-based chemotherapy
Introduction
Neuroendocrine neoplasia (NEN) of the gastroenteropancreatic (GEP) tract is a heterogeneous group of malignancies.1 The 2010 World Health Organization (WHO) classification divides these neoplasms into three groups according to their Ki67% value: well-differentiated and moderately differentiated neuroendocrine tumors (NETs; G1 and G2 NETs, respectively) for Ki67 ≤20% and neuroendocrine carcinomas (NECs) for Ki67 >20%.2 The latter group includes small- and large-cell NECs and mixed components of adenocarcinoma or other non-neuroendocrine elements may also be associated with either of these NEC subtypes.3–5 However, they are called mixed adenoneuroendocrine carcinoma when at least 30% of either component is present.2
GEP-NECs are very rare. The incidence rate of colorectal NECs is 2:1,000,000, and is even lower for midgut/appendiceal sites. Pancreatic NECs account for <1% of all pancreatic carcinomas, and <2%–3% of all pancreatic NENs.6 Although somatostatin analogs, targeted therapies and peptide radio receptor therapy play an important role in the management of metastatic (m)GEP-NETs, chemotherapy is the main therapeutic option for NECs and prognosis is poor, with a 2-year survival <20% and a median overall survival (mOS) of 5 months in a metastatic setting.7
GEP-NECs are usually treated in a similar way to small-cell lung cancer (SCLC), ie, etoposide associated with platinum compounds such as cisplatin or carboplatin.8 This drug combination is recommended by both European Neuroendocrine Tumor Society and North American Neuroendocrine Tumor Society guidelines. However, the few studies focusing on this regimen in SCLC did not evaluate it in GEP-NECs. In addition, biological affinity between SCLC and GEP-NECs is questionable because the latter group also includes large-cell histology. Furthermore, although carboplatin is a potential alternative to cisplatin in terms of efficacy, specific studies on these two drugs in NECs are lacking.9–12
We retrospectively evaluated the efficacy of an etoposide and cisplatin or carboplatin regimen in metastatic GEP-NEC patients.
Patients and methods
Twenty patients (ten males and ten females) were treated at our institution with a platinum compound- and etoposide-based regimen between April 2010 and October 2014. The patients were required to have histologically confirmed, measurable metastatic large- or small-cell GEP-NECs according to the WHO 2010 classification, while those with mixed tumors were excluded. The patients with neutropenia <1,500 mm3, thrombocytopenia <100,000 mm3, or uncontrolled infection were also excluded. Clinical data were retrieved from the Rare Tumor Database and the project was reviewed and approved by the Medical Scientific Committee and Ethics Committee of Istituto Scientifico Romagnolo per lo Studio e la Cura dei Tumori (IRST) IRCCS. All patients had previously consented to treatment and had signed a consent form authorizing the processing of their personal data.
The staging procedures performed before starting treatment included physical examination, biochemical profile, and brain-chest-abdominal computerized tomography (CT) scan. Seventeen of the 20 patients underwent both gallium-68 (Ga68) and fluorodeoxyglucose positron emission tomography (PET)/CT scans. The treatment was discontinued in the event of worsening clinical conditions, unacceptable toxicity, or disease progression. The patients were evaluated every three cycles or if disease progression was suspected, and those without radiological restaging were defined as non-evaluable.
In accordance with the international guidelines, none of the patients received somatostatin analogs. Second-line treatment was given to 12 patients. The response to treatment was evaluated using response evaluation criteria in solid tumor parameters.13 Toxicity was assessed using National Cancer Institute Common Terminology Criteria for Adverse Events version 4.0. Progression-free survival (PFS) was defined as the time from the start of treatment to disease progression or death. The OS was defined as the time from the start of treatment to death or a last known follow-up.
Treatment
All patients who received at least one cycle of cisplatin or carboplatin associated with etoposide were considered eligible for the study. Cisplatin was administered 25 mg/m2 on days 1–3 followed by 100 mg/m2 etoposide on days 1–3 every 21 days. Carboplatin was administered 300 mg/m2 on day 1 followed by etoposide 100 mg/m2 on days 1–3. Antiemetic prophylaxis using ondansetron and methylprednisolone was systematically proposed and was reinforced when necessary. All patients on cisplatin treatment were hydrated according to clinical practice guidelines. Chemotherapy was stopped in the event of unacceptable or life-threatening side-effects, performance status deterioration (ie, Eastern Cooperative Oncology group-performance status, 3), and/or tumor progression confirmed in imaging studies.
Safety and efficacy
Baseline assessment included medical history, physical examination with Eastern Cooperative Oncology group-performance status evaluation, and biological tests (blood cell count, serum creatinine, and creatinine clearance according to Cockroft–Gault formula, bilirubin, alkaline phosphatase). During the treatment period, blood tests, toxicity evaluation, and physical examination were performed before each cycle. The tumor response rate was assessed by CT scan at 3-month intervals according to response evaluation criteria in solid tumor criteria.13 Evaluation procedures were performed ahead of schedule if a patient’s general condition had deteriorated or when severe toxicity occurred.
Statistical analysis
Continuous variables were expressed as median and range, and categorical variables were expressed as frequency. PFS and OS were estimated with the Kaplan–Meier method (two-sided 95% confidence intervals [CIs]) and the role of stratification factor was analyzed with the log-rank test. Estimated hazard ratios and their 95% CI were calculated from a Cox regression model in univariate and multivariate analyses. Reported P-values <0.05 were used as threshold for significance. Statistical analyses were carried out with STATA/MP 10.1 for Windows (Stata Corp LP, College Station, TX, USA).
Results
General patient characteristics
The clinical features of patients are shown in Table 1. The patients received a median number of six courses (range: 1–6) of chemotherapy. A combination of cisplatin and etoposide was given to 15 patients while five received a carboplatin and etoposide-based regimen. The site of the primary tumor was pancreas (seven patients), stomach (eight), or colorectum (five). All patients had metastatic disease. The median Ki67 index was 45% (range: 25%–80%). The treatment was stopped in one patient from each regimen group (10%) due to worsening clinical conditions and in two (10%) patients receiving the cisplatin combination because of progression.
Table 1.
Characteristics | n | % |
---|---|---|
Median age, years (range) | 60 (33–77) | |
Sex | ||
Male | 10 | 50 |
Female | 10 | 50 |
ECOG | ||
0 | 11 | 55 |
1 | 6 | 30 |
2 | 3 | 15 |
Primary tumor site | ||
Pancreas | 7 | 35 |
Stomach | 8 | 40 |
Colorectum | 5 | 25 |
Hisological subtype | ||
Small-cell | 13 | 65 |
Large-cell | 7 | 35 |
BMI | ||
≤25 | 11 | 58 |
>25 | 8 | 42 |
Number of metastatic sites | ||
1 | 2 | 10 |
≥2 | 18 | 90 |
Metastatic sites | ||
Liver | 17 | 85 |
Lung | 6 | 30 |
Lymph nodes | 17 | 85 |
Bone | 4 | 20 |
Other | 9 | 45 |
Ga68PET/CT | ||
Positive | 7 | 35 |
Negative | 12 | 60 |
NE | 1 | 5 |
FDG PET/CT | ||
Positive | 16 | 80 |
Negative | 1 | 5 |
NE | 3 | 15 |
Ga68/FDG PET/CT | ||
Both positive | 7 | 35 |
Both negative | 1 | 5 |
Treatment | ||
Cisplatin/etoposide | 15 | 75 |
Carboplatin/etoposide | 5 | 25 |
Second line | ||
Yes | 12 | 60 |
Chemotherapy | 10 | 50 |
PRRT | 2 | 10 |
No | 8 | 40 |
Ki67 (%) | ||
≤55 | 11 | 58 |
>55 | 8 | 42 |
Abbreviations: BMI, body mass index; CT, computerized tomography; ECOG, Eastern Cooperative Oncology group-performance status; FDG, fluorodeoxyglucose Ga68, gallium-68; NE, not evaluable; PET, positron emission tomography; PRRT, peptide radio receptor therapy.
Safety evaluation
Seventeen (85%) patients had grade 3–4 hematological toxicity, of whom eight experienced at least one episode of grade 3 neutropenia and nine developed grade 4 neutropenia without fever. No deaths occurred due to toxicity. Non-hematological toxicities were observed in two patients, in particular nausea/vomiting, infection, and hypertransaminasemia, all G2 (Table 2).
Table 2.
Toxicity | Grading | Male (%) | Female (%) | n (%) |
---|---|---|---|---|
Neutropenia | G3/G4 | 44 | 56 | 16 (80.0) |
Neutropenia | G2 | 66 | 34 | 3 (15.0) |
Anemia | G1/G2 | 27 | 73 | 11 (55.0) |
Nausea/vomiting | G2 | 100 | 0 | 2 (10.0) |
Hypertransaminasemia | G2 | 0 | 100 | 1 (5.0) |
Thrombocytopenia | G3 | 100 | 0 | 1 (5.0) |
Thrombocytopenia | G1 | 0 | 100 | 3 (15.0) |
Infection | G2 | 100 | 0 | 1 (10.0) |
Tumor response rate
Of the 20 patients treated, 19 were evaluable for tumor response. Of these, 13 (68%) obtained a partial response, four (21%) showed stable disease, and two (11%) progressed.
Survival
Median follow-up was 19.6 months (range: 2.9–53.1). Median (m)OS was 13.5 months (95% CI: 6.7–not reached [NR]), with an 18-month OS of 44.7% (95% CI: 19.9–67.0; Figure 1). Median PFS (mPFS) was 10.9 months (95% CI: 6.2–19.3), with a 1-year PFS of 45.0% (95% CI: 20.4–67.1; Figure 2). No difference in survival was observed on the basis of sex or age (data not shown).
Patients with a positive Ga68PET/CT scan had a higher, albeit not significantly, OS than those with negative results (75% of positive patients were still alive at 18 months [95% CI: 12.8–96.1] vs 34.3% [95% CI: 8.9–62.3] of those with negative Ga68PET/CT; P-value=0.069; Figure 3). mPFS was 19.3 months (95% CI: 3.6–NR) and 6.3 months (95% CI: 2.6–17.7; P-value =0.015) in GEP-NEC patients with Ki67 <55 % or >55%, respectively. mOS was 8.1 (95% CI: 5.6–13.5) months in the latter group and was not reached in the Ki67 <55% group (P-value =0.039; Figure 4). Patients with a lower body mass index (BMI) had a better prognosis in terms of both OS and PFS. mOS in this group was not reached, while the BMI ≥25 group had a mOS of 11.7 months (95% CI: 5.6–13.5; P-value 0.029; Figure 5). The former had a mPFS of 19.3 months (95% CI: 2.6–NR), while a higher BMI had a PFS of 6.2 months (95% CI: 3.3–10.9; P-value =0.006).
Cox regression models were built including the variables Ki67 and BMI, both of which were significant in the log-rank test. Patients with Ki67 >55% and BMI ≥25 had a higher risk of death and disease progression. These variables did not have a significantly negative effect on death or progression in multivariate analysis (Table 3).
Table 3.
Model | OS
|
PFS
|
||
---|---|---|---|---|
HR (95% CI) | P-value | HR (95% CI) | P-value | |
Univariate | ||||
Only Ki67% (>55 vs ≤55) | 3.81 (0.98–14.87) | 0.054 | 4.58 (1.20–17.43) | 0.026 |
Only BMI (≥25 vs <25) | 5.00 (1.00–24.91) | 0.049 | 7.17 (1.45–35.51) | 0.016 |
Multivariate | ||||
Ki67% (>55 vs ≤55) | 2.66 (0.64–11.07) | 0.179 | 2.94 (0.71–12.24) | 0.138 |
BMI (≥25 vs <25) | 3.42 (0.67–17.57) | 0.140 | 5.03 (0.97–26.11) | 0.054 |
Abbreviations: BMI, body mass index; CI, confidence interval; HR, hazard ratio; OS, overall survival; PFS, progression-free survival; vs, versus.
Discussion
GEP-NECs are very rare tumors with an incidence of 2:1,000,000 persons per year6 and represent only 5%–10% of all NEN.14 Given the similarity between NECs and SCLC, the cisplatin–etoposide combination is the most widely used chemotherapy for NECs. However, unlike SCLC, studies using this regimen in GEP-NECs are lacking. Both tumor types show a number of molecular differences, eg, Bcl-2 overexpression in SCLC, or the retention of both short arms of chromosome 3 in extra-pulmonary NECs.15 In the latter, no information is available on the use of carboplatin as an alternative to cisplatin in terms of efficacy and toxicity. Furthermore, GEP-NECs include both small- and large-cell histologies, and there are no clinical features that can facilitate treatment decision making. A combination of cisplatin and etoposide was used by Moertel et al9 in 45 patients with NETs, 18 of whom had anaplastic NECs. Median time to progression and mOS of this subgroup were 11 and 19 months, respectively. In another retrospective analysis of patients with poorly or well-differentiated NETs treated with cisplatin and etoposide, mPFS was 9 months and mOS 15 months in the poorly differentiated group, some of whom received octreotide together with chemotherapy.10 Both studies are somewhat dated and were conducted long before the WHO 2010 classification. At the time of their publication, no information was available on predictive factors of response to treatment.
In contrast, a retrospective analysis published in 2010 by Iwasa et al12 showed a low activity of the cisplatin–etoposide combination in NECs of the pancreato-biliary tract. In particular, 21 patients with hepato-biliary-pancreatic NECs were treated with first-line cisplatin and etoposide with an overall response rate of 14% and an mPFS and mOS of 1.8 and 5.8 months, respectively. In a recent paper by Lu et al,16 16 patients with locally advanced or metastatic GEP-NECs were treated with a combination of irinotecan and cisplatin. mPFS was 5.5 months and mOS was 10.6 months.
In our study, a platinum-containing regimen (cisplatin or carboplatin) associated with etoposide was used as a first-line treatment in metastatic GEP-NEC patients, obtaining a response rate of 68% and a mPFS of 13.5 months. No differences in efficacy were seen between the use of carboplatin or cisplatin.
The current WHO classification places all neuroendocrine GEP tumors with a Ki67 index >20% in the “NEC” category, which clearly needs to be re-evaluated. A proposed amendment involves the separation of high-grade tumors according to morphology, creating a “well-differentiated high-grade NET” category and a “poorly differentiated high-grade NEC” category.17 Another proposal is to divide high-grade tumors into two proliferative categories, ie, those with Ki67 index 20%–55% and those with Ki67 index >55%. In our analysis, these two Ki67 categories had different outcomes, with a better mPFS and mOS in the lower Ki67% group. Until a more accurate classification has been made for patients with NEC with a relatively low Ki67 index (20%–55%), factors such as morphology (poorly differentiated vs well differentiated), mitotic rate, and clinical course should also be taken into consideration before deciding upon treatment.
Ga68PET/CT is a clinically useful imaging technique for the staging of NETs, while fluorodeoxyglucose PET has a prognostic role in this setting.18 In our study, patients with positive Ga68PET/CT showed a better outcome than those with negative Ga68PET/CT, possibly due to higher differentiation. Both imaging studies add complementary information to the Ki67 value.
The relationship between BMI and chemotherapy outcome has mainly been studied in breast cancer.19,20 The relationship between adipose tissue and cancer, and adipose tissue and chemotherapy has also been investigated. The chemical composition of adipose tissue may positively affect the efficacy of chemotherapy. In fact, elevated fatty acid levels in adipose breast tissue have been shown to increase the degree of tumor shrinkage after primary chemotherapy in breast cancer patients.21 In our study, patients with a BMI ≥25 kg/m2 had a poorer prognosis than those with a lower BMI. The effect of obesity-related factors on cell response to standard chemotherapy was recently studied in vitro in colorectal cancer cells.22 The authors showed that obesity-related conditions of elevated glucose, insulin, and insulin-like growth factor levels may increase cell viability and, in selected cases, resistance to chemotherapy and may also regulate hypoxia-inducible factor-1α.22 The impact of such factors on NEN warrants investigation in both in vitro and in vivo settings.
Conclusion
Platinum-based chemotherapy associated with etoposide represents an effective therapy for patients with metastatic GEP-NECs, especially those with positive Ga68PET/CT. Although our study is somewhat limited by its retrospective nature and by the small number of patients involved, it nevertheless provides valuable information on the therapeutic management of this rare group of tumors. Further prospective trials are needed to validate the therapeutic approach proposed and to define prognostic factors that could help to identify highly aggressive disease.
Acknowledgments
The authors thank Ursula Elbling for editorial assistance.
Footnotes
Disclosure
The authors report no conflicts of interest in this work.
References
- 1.Oberg K. Neuroendocrine tumors of the digestive tract: impact of new classifications and new agents on therapeutic approaches. Curr Opin Oncol. 2012;24(4):433–440. doi: 10.1097/CCO.0b013e328353d7ba. [DOI] [PubMed] [Google Scholar]
- 2.Bosman FT, Carneiro F, Hruban RH, Theise ND. WHO classification of tumours of the digestive system. CAB Direct. 2010;417 [Google Scholar]
- 3.Bernick PE, Klimstra DS, Shia J, et al. Neuroendocrine carcinomas of the colon and rectum. Dis Colon Rectum. 2004;47(2):163–169. doi: 10.1007/s10350-003-0038-1. [DOI] [PubMed] [Google Scholar]
- 4.Brenner B, Shah MA, Gonen M, Klimstra DS, Shia J, Kelsen DP. Small-cell carcinoma of the gastrointestinal tract: a retrospective study of 64 cases. Br J Cancer. 2004;90(9):1720–1726. doi: 10.1038/sj.bjc.6601758. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Burke AB, Shekitka KM, Sobin LH. Sobin Small cell carcinomas of the large intestine. Am J Clin Pathol. 1991;95(3):315–321. doi: 10.1093/ajcp/95.3.315. [DOI] [PubMed] [Google Scholar]
- 6.Ahlman H, Nilsson O, McNicol AM, et al. Poorly-differentiated endocrine carcinomas of midgut and hindgut origin. Neuroendocrinology. 2008;87(1):40–46. doi: 10.1159/000109976. [DOI] [PubMed] [Google Scholar]
- 7.Mitry E, Rougier P. The treatment of undifferentiated neuroendocrine tumors. Crit Rev Oncol Hematol. 2001;37(1):47–51. doi: 10.1016/s1040-8428(00)00073-1. [DOI] [PubMed] [Google Scholar]
- 8.Mavroudis D, Papadakis E, Veslemes M, et al. A multicenter randomized clinical trial comparing paclitaxel–cisplatin etoposide versus cisplatin–etoposide as first-line treatment in patients with small-cell lung cancer. Ann Oncol. 2001;12(4):463–470. doi: 10.1023/a:1011131303391. [DOI] [PubMed] [Google Scholar]
- 9.Moertel CG, Kvols LK, O’Connell MJ, Rubin J. Treatment of neuroen-docrine carcinomas with combined etoposide and cisplatin. Evidence of major therapeutic activity in the anaplastic variants of these neoplasms. Cancer. 1991;68(2):227–232. doi: 10.1002/1097-0142(19910715)68:2<227::aid-cncr2820680202>3.0.co;2-i. [DOI] [PubMed] [Google Scholar]
- 10.Mitry E, Baudin E, Ducreux M, et al. Treatment of poorly differentiated neuroendocrine tumours with etoposide and cisplatin. Br J Cancer. 1999;81(8):1351–1355. doi: 10.1038/sj.bjc.6690325. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Fjällskog ML, Granberg DP, Welin SL, et al. Treatment with cisplatin and etoposide in patients with neuroendocrine tumors. Cancer. 2001;92(5):1101–1107. doi: 10.1002/1097-0142(20010901)92:5<1101::aid-cncr1426>3.0.co;2-v. [DOI] [PubMed] [Google Scholar]
- 12.Iwasa S, Morizane C, Okusaka T, et al. Cisplatin and etoposide as first-line chemotherapy for poorly differentiated neuroendocrine carcinoma of the hepatobiliary tract and pancreas. Jpn J Clin Oncol. 2010;40(4):313–318. doi: 10.1093/jjco/hyp173. [DOI] [PubMed] [Google Scholar]
- 13.Therasse P, Arbuck SG, Eisenhauer EA, et al. Newguidelines to evaluate the response to treatment in solid tumors. European Organization for Research and Treatment of Cancer, National Cancer Institute of the United States, National Cancer Institute of Canada. J Natl Cancer Inst. 2000;92(3):205–216. doi: 10.1093/jnci/92.3.205. [DOI] [PubMed] [Google Scholar]
- 14.Nilsson O, Van Cutsem E, Delle Fave G, et al. Poorly differentiated carcinomas of the foregut (gastric, duodenal and pancreatic) Neuroendocrinology. 2006;84(3):212–215. doi: 10.1159/000098013. [DOI] [PubMed] [Google Scholar]
- 15.Pizzi S, Azzoni C, Bassi D, Bottarelli L, Milione M, Bordi C. Genetic alterations in poorly differentiated endocrine carcinomas of the gastrointestinal tract. Cancer. 2003;98(6):1273–1282. doi: 10.1002/cncr.11621. [DOI] [PubMed] [Google Scholar]
- 16.Lu ZH, Li J, Lu M, et al. Feasibility and efficacy of combined cisplatin plus irinotecan chemotherapy for gastroenteropancreatic neuroendocrine carcinomas. Med Oncol. 2013;30(3):664. doi: 10.1007/s12032-013-0664-y. [DOI] [PubMed] [Google Scholar]
- 17.Sorbye H, Strosberg J, Baudin E, Klimstra DS, Yao JC. Gastroenteropan-creatic high-grade neuroendocrine carcinoma. Cancer. 2014;120(18):2814–2823. doi: 10.1002/cncr.28721. [DOI] [PubMed] [Google Scholar]
- 18.Bahri H, Laurence L, Edeline J, et al. High prognostic value of 18F-FDG PET for metastatic gastroenteropancreatic neuroendocrine tumors: a long-term evaluation. J Nucl Med. 2014;55(11):1786–1790. doi: 10.2967/jnumed.114.144386. [DOI] [PubMed] [Google Scholar]
- 19.Inomata M, Hayashi R, Tokui K, et al. Outcome and prognostic factors in patients with small cell lung cancer who receive third-linechemo-therapy. Tumori. 2014;100(5):507–511. doi: 10.1700/1660.18164. [DOI] [PubMed] [Google Scholar]
- 20.Cihan YB. Relationship of body mass index with prognosis in breast cancer patients treated with adjuvant radiotherapy and chemotherapy. Asian Pac J Cancer Prev. 2014;15(10):4233–4238. doi: 10.7314/apjcp.2014.15.10.4233. [DOI] [PubMed] [Google Scholar]
- 21.Bougnoux P, Germain E, Chajès V, et al. Cytotoxic drugs efficacy correlates with adipose tissue docosahexaenoic acid level in locally advanced breast carcinoma. Br J Cancer. 1999;79(11–12):1765–1769. doi: 10.1038/sj.bjc.6690281. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Volkova E, Robinson BA, Willis J, Currie MJ, Dachs GU. Marginal effects of glucose, insulin and insulin-like growth factor on chemotherapy response in endothelial and colorectal cancer cells. Oncol Lett. 2014;7(2):311–320. doi: 10.3892/ol.2013.1710. [DOI] [PMC free article] [PubMed] [Google Scholar]