The Role of Nanoliposomal Irinotecan Plus Fluorouracil and Folinic Acid as Second-Line Treatment Option in Patients With Metastatic Pancreatic Ductal Adenocarcinoma

2021 ◽  
Author(s):  
Se Jun Park ◽  
Hyunho Kim ◽  
Kabsoo Shin ◽  
Tae Ho Hong ◽  
Ja Hee Suh ◽  
...  
Keyword(s):  
Pancreatic Cancer ◽  
Overall Survival ◽  
Adverse Events ◽  
Pancreatic Ductal Adenocarcinoma ◽  
Real World ◽  
Median Overall Survival ◽  
Ductal Adenocarcinoma ◽  
Nanoliposomal Irinotecan ◽  
Previously Treated ◽  
Grade 3

Abstract BackgroundAccording to the NAPOLI-1 trial, nanoliposomal irinotecan (nal-IRI) plus 5-fluorouracil/leucovorin (5-FU/LV) showed improved overall survival compared to fluorouracil alone for patients with metastatic pancreatic cancer who previously treated gemcitabine-based therapy. In that trial, Asian patients had frequent dose modification due to hematological toxicity. There has been limited information on the clinical benefit and toxicity of this regimen in a real-world setting. Herein, we assessed real-world experience of nal-IRI plus 5-FU/LV in patients with advanced pancreatic cancer after gemcitabine failure.MethodsWe conducted a single institution retrospective analysis of response, survival and safety in patients who had been treated with nal-IRI with 5-FU/LV. Patients with metastatic pancreatic ductal adenocarcinoma previously treated with gemcitabine-based therapy received nal-IRI (80mg/m2) with 5-FU/LV every 2 weeks. ResultsFifty-one patients received nal-IRI plus 5-FU/LV between January 2015 and December 2020. The median age was 67 years, and males were 58.8%. A total of 40 (78.4%) and 11 (21.6%) patients had received one and two lines of prior chemotherapy before enrollment, respectively. Median progression-free survival was 2.8 months (95% confidence interval [CI] 1.8-3.7) and median overall survival was 7.0 months (95% CI 6.0-7.9). Chemotherapy doses were reduced or delayed in 33 (64.7%) patients during the first 6 weeks and median relative dose intensity was 0.87. Thirty-six (70.6%) patients experienced any grade 3 or 4 adverse events. Most common grade 3 or 4 adverse event was neutropenia (58.8%) and most non-hematologic adverse events were under grade 2. Since the start of first-line chemotherapy, median overall survival was 16.3 months (95% CI 14.1-18.4).ConclusionsNal-IRI plus 5-FU/LV seems to be effective, with manageable toxicities, after gemcitabine-based treatment in patients with metastatic pancreatic ductal adenocarcinoma. Trial registration Retrospectively registered

scholarly journals Nanoliposomal irinotecan plus fluorouracil and folinic acid as a second-line treatment option in patients with metastatic pancreatic ductal adenocarcinoma: a retrospective cohort study

BMC Cancer ◽  
2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Se Jun Park ◽  
Hyunho Kim ◽  
Kabsoo Shin ◽  
Tae Ho Hong ◽  
Ja Hee Suh ◽  
...  
Keyword(s):  
Pancreatic Cancer ◽  
Overall Survival ◽  
Pancreatic Ductal Adenocarcinoma ◽  
Median Overall Survival ◽  
Progression Free Survival ◽  
Ductal Adenocarcinoma ◽  
Free Survival ◽  
Median Progression Free Survival ◽  
Nanoliposomal Irinotecan ◽  
Previously Treated

Abstract Background According to the NAPOLI-1 trial, nanoliposomal irinotecan (nal-IRI) plus fluorouracil/folinic acid (5-FU/LV) showed improved overall survival compared to fluorouracil alone for patients with metastatic pancreatic cancer who were previously treated with gemcitabine-based therapy. In that trial, Asian patients had frequent dose modification due to haematological toxicity. There has been limited information on the clinical benefits and toxicity of this regimen in real-world settings. In this study, we assessed real-world experience of nal-IRI plus 5-FU/LV in patients with advanced pancreatic cancer after gemcitabine failure. Methods We conducted a single institution, retrospective analysis of response, survival and safety in patients who had been treated with nal-IRI with 5-FU/LV. Patients with metastatic pancreatic ductal adenocarcinoma previously treated with gemcitabine-based therapy received nal-IRI (80 mg/m2) with 5-FU/LV every 2 weeks. Kaplan-Meier analysis was performed to obtain median progression free survival and median overall survival. The hazard ratio and 95% confidence interval (CI) were estimated using a stratified Cox regression model. A multivariate Cox proportional hazards regression model was used to identify the effects of clinical factors. Results Fifty-one patients received nal-IRI plus 5-FU/LV between January 2015 and December 2020. The median age was 67 years, and males were 58.8%. A total of 40 (78.4%) and 11 (21.6%) patients had received one and two lines of prior chemotherapy before enrollment, respectively. Median progression-free survival was 2.8 months (95% CI 1.8–3.7) and median overall survival was 7.0 months (95% CI 6.0–7.9). Chemotherapy doses were reduced or delayed in 33 (64.7%) patients during the first 6 weeks and median relative dose intensity was 0.87. Thirty-six (70.6%) patients experienced grade 3 or 4 adverse events, most commonly neutropenia (58.8%). Most non-haematologic adverse events were under grade 2. Since the start of first-line chemotherapy, median overall survival was 16.3 months (95% CI 14.1–18.4). Conclusions Nal-IRI plus 5-FU/LV seems to be effective, with manageable toxicities, following gemcitabine-based treatment in patients with metastatic pancreatic ductal adenocarcinoma. Nal-IRI plus 5-FU/LV following gemcitabine with nab-paclitaxel is a feasible sequential treatment option in patients with metastatic pancreatic cancer. Trial registration Retrospectively registered.

ESPAC-4: A multicenter, international, open-label randomized controlled phase III trial of adjuvant combination chemotherapy of gemcitabine (GEM) and capecitabine (CAP) versus monotherapy gemcitabine in patients with resected pancreatic ductal adenocarcinoma.

2016 ◽  
Vol 34 (18_suppl) ◽  
pp. LBA4006-LBA4006 ◽  
Author(s):  
John P. Neoptolemos ◽  
Dan Palmer ◽  
Paula Ghaneh ◽  
Juan W. Valle ◽  
David Cunningham ◽  
...  
Keyword(s):  
Pancreatic Cancer ◽  
Adverse Events ◽  
Pancreatic Ductal Adenocarcinoma ◽  
Combination Chemotherapy ◽  
Performance Status ◽  
Phase Iii ◽  
Ductal Adenocarcinoma ◽  
Rank Test ◽  
Full Analysis ◽  
Grade 3

LBA4006 Background: The ESPAC-3 trial compared adjuvant GEM with 5-fluorouracil/folinic acid for resected pancreatic cancer. GEM is the standard of care based on similar survival and less toxicity. ESPAC-4 aimed to determine whether combination chemotherapy with GEM/CAP improved survival compared to GEM monotherapy. Methods: Patients with pancreatic ductal adenocarcinoma were randomized within 12 weeks of surgery (stratified for R0/R1 resection margin status and country) to have either six 4 week cycles of IV GEM alone or GEM with oral CAP. The primary endpoint was overall survival; secondary endpoints were toxicity, relapse free survival, 2 and 5 year survival and quality of life. 722 patients (480 expected events), 361 in each arm, were needed to detect a 10% difference in 2 year survival rates with 90% power (log-rank test with 5% two-sided alpha). Results: Between Nov 10 2008 and Sep 11 2014, 732 patients were randomized with 730 included in the full analysis set (366 GEM, 364 GEM/CAP). Median age was 65 years, 57% were men. WHO performance status was 0, 1 or 2 in 42% 55% and 3% respectively. Postoperative median CA19-9 was 19 kU/L. Median maximum tumor size was 30 mm, 60% were R1 resections, 80% were node positive and 40% were poorly differentiated. On Dec 11 2015 the Independent Trial Steering Committee requested that the trial proceed to full analysis. The data freeze was on March 2 2016. Median survival (months) for patients treated with GEM/CAP was 28.0 (95% CI, 23.5 – 31.5) and 25.5 (22.7 – 27.9) for GEM. Stratified log-rank analysis revealed an HR=0.82 [95% CI, 0.68 – 0.98]; χ2 (1) = 4.61, P=0.032. 196 out of 366 GEM patients in the safety set reported 481 grade 3/4 adverse events, while 226 out of 359 GEM/CAP patients reported 608 grade 3/4 adverse events ( P=0.242). Conclusions: Adjuvant GEM/CAP for pancreatic cancer had a statistically significant improvement in survival compared to GEM monotherapy. Clinical trial information: ISRCTN96397434.

ESPAC-4: A multicenter, international, open-label randomized controlled phase III trial of adjuvant combination chemotherapy of gemcitabine (GEM) and capecitabine (CAP) versus monotherapy gemcitabine in patients with resected pancreatic ductal adenocarcinoma: Five year follow-up.

2020 ◽  
Vol 38 (15_suppl) ◽  
pp. 4516-4516
Author(s):  
John P. Neoptolemos ◽  
Daniel H. Palmer ◽  
Paula Ghaneh ◽  
Juan W. Valle ◽  
David Cunningham ◽  
...  
Keyword(s):  
Pancreatic Cancer ◽  
Adverse Events ◽  
Pancreatic Ductal Adenocarcinoma ◽  
Survival Rates ◽  
Phase Iii ◽  
Ductal Adenocarcinoma ◽  
Rank Test ◽  
Serious Adverse Events ◽  
Grade 3

4516 Background: The ESPAC-4 trial demonstrated that adjuvant GEM/CAP for pancreatic cancer significantly improved survival compared to GEM monotherapy. The aim of this study is to evaluate the long-term outcomes in the ESPAC-4 trial. Methods: Patients with pancreatic ductal adenocarcinoma were randomized within 12 weeks of surgery (stratified for R0/R1 resection margin status and country) to have either six 4-week cycles of IV GEM alone or GEM with oral CAP. The primary endpoint was five-year survival; secondary endpoints were toxicity and relapse free survival. 722 patients (480 expected events), 361 in each arm, were needed to detect a 10% difference in 2-year survival rates with 90% power (log-rank test with 5% two-sided alpha). Results: Between Nov 10 2008 and Sep 11 2014, 732 patients were randomized with 730 included in the full analysis set (366 GEM, 364 GEM/CAP). Median age was 65 years, 57% were men. WHO performance status was 0, 1 or 2 in 42% 55% and 3% respectively. Postoperative median CA19-9 was 19 kU/L. Median maximum tumor size was 30 mm, 61% were R1 resections, 80% were node positive and 40% were poorly differentiated. The data freeze was on 24 February 2020; median follow up was 60 months with 531 overall deaths, 280 in GEM, and 251 in GEM/CAP. Median (95% CI) survival (months) for patients treated with GEM/CAP was 27.7 23.3 – 31.2) and 26.0 (22.7 – 28.4) for GEM. Five-year (95% CI) survival rates were 20 (16 – 25) % for GEM and 28 (23 – 33) % for GEM/CAP. Stratified log-rank analysis revealed an HR=0.84 [95% CI, 0.70 – 0.99]; χ2 (1) = 3.87, P=0.049. 70 out of 366 GEM patients in the safety set reported 101 grade 3/4 serious adverse events, while 65 out of 359 GEM/CAP patients reported 97 grade 3/4 serious adverse events ( P=0.724). Conclusions: Adjuvant GEM/CAP for pancreatic cancer had a statistically significant improvement in survival compared to GEM monotherapy. Clinical trial information: 96397434 .

The role of modified FOLFIRINOX regimen in unresectable advanced pancreatic cancer: A retrospective clinical study.

2017 ◽  
Vol 35 (15_suppl) ◽  
pp. e15709-e15709
Author(s):  
Yuan Qian ◽  
Song Zheng ◽  
Changku Jia
Keyword(s):  
Pancreatic Cancer ◽  
Overall Survival ◽  
Adverse Events ◽  
Objective Response Rate ◽  
Median Overall Survival ◽  
Response Rate ◽  
Objective Response ◽  
Advanced Pancreatic Cancer ◽  
The United States ◽  
Grade 3

e15709 Background:Pancreatic cancer was the fourth leading cause of death from cancer in the United States in 2015, with a 5-year survival rate only 6%.More than 85% of patients has an unresectable disease at diagnosis for most patients remain asymptomatic. This population including locally advanced pancreatic cancer (LAPC) and metastatic pancreatic cancer (MPC). Gemcitabine has been the standard treatment option for these patients for more than a decade, with a median overall survival nearly 6 months. In 2011, the phase 3 randomised controlled trial(PRODIGE 4/ACCORD 11) reported that FOLFIRINOX regimen had a significantly improved OS,PFS and a predominant ORR in patients with metastatic disease.FOLFIRINOX, as an encouraging regimen, its actual higher adverse events rate in clinical practice should not be underestimated, especially the grade 3/4 neutropenia and sensory neuropathy. The aim of our study is to explore whether a modified FOLFIRINOX regimen with the decrements of oxaliplatin and irinotecan had maintained efficacy and decreased grade 3/4 adverse events rate for the advanced pancreatic cancer. Methods:Retrospectively collected data of all patients carrying a diagnosis of advanced pancreatic cancer at the department of medical oncology, Hangzhou First People’s Hospital and Hangzhou cancer hospital between January 2014 and September 2016.The endpoint were overall survival, objective response rate and grade 3/ 4 adverse events. Results:Among 21 patients who received median 5(1-12) cycles modified FOLFIRINOX regimen,15 of total patients received this regimen for more than 4 cycles (71.4%). The median overall survival of MPC patients in this study is 12.6 months (95% CI, 6.2 months to 19 months). The objective response rate was 42.9%, with partial remission in 9 cases, stable disease in 8 cases and progression disease in 4 cases. Totally 8 patients had grade 3/4 adverse events, the most frequent were neutropenia (14.3%), neuropathy (14.3%) and diarrhea (9.5%). No chemotherapy-related death occurred. Conclusions:mFOLFIRINOX regimen in this study has maintained efficacy for its high objective response rate and an improved safety profile in patients with advanced pancreatic cancer.

Temozolomide for the Treatment of Brain Metastases Associated With Metastatic Melanoma: A Phase II Study

2004 ◽  
Vol 22 (11) ◽  
pp. 2101-2107 ◽  
Author(s):  
Sanjiv S. Agarwala ◽  
John M. Kirkwood ◽  
Martin Gore ◽  
Brigitte Dreno ◽  
Nicholas Thatcher ◽  
...  
Keyword(s):  
Overall Survival ◽  
Adverse Events ◽  
Brain Metastases ◽  
Stable Disease ◽  
Median Overall Survival ◽  
Phase Ii Study ◽  
Brain Lesions ◽  
Previously Treated Patients ◽  
Previously Treated ◽  
Grade 3

Purpose Temozolomide is a well-tolerated oral alkylating agent with activity in the CNS. A multicenter, open-label, phase II study was conducted to assess the safety and efficacy of temozolomide in patients with brain metastases from metastatic melanoma (MM) who did not require immediate radiotherapy. Patients and Methods Eligible patients had histologically confirmed MM to the brain, and no prior radiotherapy or radiosurgery for brain metastases. Previously untreated patients received temozolomide at 200 mg/m2/d × 5 days; previously treated patients received 150 mg/m2/d × 5 days every 28 days. Treatment continued for 1 year or until disease progression or unacceptable toxicity. Results Of 151 patients enrolled, 117 had received no prior systemic chemotherapy, and 34 had received prior chemotherapy for MM. Among previously untreated patients, 25% had more than four brain lesions, eight (7%) achieved an objective response (one complete and seven partial), and 34 (29%) had stable disease in brain metastases. Median overall survival was 3.5 months. Among previously treated patients, 21% had more than four brain lesions, one had a partial response, and six (18%) had stable disease in brain metastases. Median overall survival was 2.2 months. Temozolomide was well tolerated, with four (3%) patients discontinuing because of adverse events. Grade 3/4 hematologic toxicities included thrombocytopenia (3%), neutropenia (2%), and leukopenia (1%). Headache (9%) and vomiting (8%) were the most common nonhematologic grade 3/4 adverse events. Conclusion Temozolomide was well tolerated and demonstrated activity in the treatment of brain metastases from MM. Further evaluation of temozolomide combination therapy is warranted.

Precursors of pancreatic cancer in background of chronic opisthorchiasis

2021 ◽  
Vol 22 (1) ◽  
pp. 118-121
Author(s):  
V. U. Rayn ◽  
◽  
M. A. Persidskiy ◽  
E. V. Malakhova ◽  
I. V. Anuchina ◽  
...  
Keyword(s):  
Pancreatic Cancer ◽  
Overall Survival ◽  
Pancreatic Ductal Adenocarcinoma ◽  
Disease Free Survival ◽  
Morphological Data ◽  
Small Samples ◽  
Ductal Adenocarcinoma ◽  
Preneoplastic Lesions ◽  
Opisthorchis Felineus ◽  
Disease Free

Aim. To establish the association between pancreatic cancer precursor lesions and chronic opisthorchiasis. Materials and methods. A single center case-control study was conducted at a low-volume pancreatic surgery center in Khanty-Mansiysk. We retrospectively collected morphological data from 47 pancreatoduodenectomies performed for pancreatic ductal adenocarcinoma. The study group included 23 cases of pancreatic ductal adenocarcinoma with concomitant chronic Opisthorchis felineus invasion which were compared to 24 controls consisting of “pure” cancer. Qualitative analysis was performed using χ2 Pearson criterion. Exact Fisher test was used for small samples. Time to progression and overall survival rates were calculated using Kaplan-Meier survival analysis. Data were collected and analyzed in Statistica 7.0. Results. PanINs were seen in 41,7% pancreata resected for ductal adenocarcinoma of the head and in 95,7% cases of pancreatic cancer in background of chronic opisthorchiasis (р = 0,000; 95% CI 3,5-268). PanIN high grade were observed only in opisthorchiasis group. In mixed pathology invasive cancer component tended to be more dedifferentiated and advanced when compared to pure cancer group (p = 0,029). Median disease free survival was 9 mo. in both groups and overall survival was 13 mo. in non-opisthorchiasis group and 15,3 mo. in opisthorchiasis group (р = 0,437). Conclusion. Chronic opisthorchiasis is associated with pancreatic intraepithelial neoplasia. Pancreatic ductal adenocarcinoma in background of opisthorchiasis with preneoplastic lesions tend to be more advanced in stage and poorly differentiated. Disease free and overall survival have no statistically significant differences in patients with and without Opisthorchis felineus invasion.

HALO 202: Randomized Phase II Study of PEGPH20 Plus Nab-Paclitaxel/Gemcitabine Versus Nab-Paclitaxel/Gemcitabine in Patients With Untreated, Metastatic Pancreatic Ductal Adenocarcinoma

2018 ◽  
Vol 36 (4) ◽  
pp. 359-366 ◽  
Author(s):  
Sunil R. Hingorani ◽  
Lei Zheng ◽  
Andrea J. Bullock ◽  
Tara E. Seery ◽  
William P. Harris ◽  
...  
Keyword(s):  
Overall Survival ◽  
Pancreatic Ductal Adenocarcinoma ◽  
Objective Response Rate ◽  
Response Rate ◽  
Event Rate ◽  
Objective Response ◽  
Progression Free Survival ◽  
Ductal Adenocarcinoma ◽  
End Points ◽  
Grade 3

Purpose Metastatic pancreatic ductal adenocarcinoma is characterized by excessive hyaluronan (HA) accumulation in the tumor microenvironment, elevating interstitial pressure and impairing perfusion. Preclinical studies demonstrated pegvorhyaluronidase alfa (PEGPH20) degrades HA, thereby increasing drug delivery. Patients and Methods Patients with previously untreated metastatic pancreatic ductal adenocarcinoma were randomly assigned to treatment with PEGPH20 plus nab-paclitaxel/gemcitabine (PAG) or nab-paclitaxel/gemcitabine (AG). Tumor HA levels were measured retrospectively using a novel affinity histochemistry assay. Primary end points were progression-free survival (PFS; overall) and thromboembolic (TE) event rate. Secondary end points included overall survival, PFS by HA level, and objective response rate. An early imbalance in TE events in the PAG arm led to a clinical hold; thereafter, patients with TE events were excluded and enoxaparin prophylaxis was initiated. Results A total of 279 patients were randomly assigned; 246 had HA data; 231 were evaluable for efficacy; 84 (34%) had HA-high tumors (ie, extracellular matrix HA staining ≥ 50% of tumor surface at any intensity). PFS was significantly improved with PAG treatment overall (hazard ratio [HR], 0.73; 95% CI, 0.53 to 1.00; P = .049) and for patients with HA-high tumors (HR, 0.51; 95% CI, 0.26 to 1.00; P = .048). In patients with HA-high tumors (PAG v AG), the objective response rate was 45% versus 31%, and median overall survival was 11.5 versus 8.5 months (HR, 0.96; 95% CI, 0.57 to 1.61). The most common treatment-related grade 3/4 adverse events with significant differences between arms (PAG v AG) included muscle spasms (13% v 1%), neutropenia (29% v 18%), and myalgia (5% v 0%). TE events were comparable after enoxaparin initiation (14% PAG v 10% AG). Conclusion This study met its primary end points of PFS and TE event rate. The largest improvement in PFS was observed in patients with HA-high tumors who received PAG. A similar TE event rate was observed between the treatment groups in stage 2 of the trial.

Clinical Characteristics and Overall Survival in Patients with Anaplastic Pancreatic Cancer

2014 ◽  
Vol 80 (2) ◽  
pp. 117-123 ◽  
Author(s):  
Clancy J. Clark ◽  
Janani S. Arun ◽  
Rondell P. Graham ◽  
Lizhi Zhang ◽  
Michael Farnell ◽  
...  
Keyword(s):  
Pancreatic Cancer ◽  
Overall Survival ◽  
Pancreatic Ductal Adenocarcinoma ◽  
Tumor Stage ◽  
Ductal Adenocarcinoma ◽  
Rank Test ◽  
Poor Overall Survival ◽  
Perioperative Morbidity ◽  
Log Rank Test ◽  
Kaplan Meier

Anaplastic pancreatic cancer (APC) is a rare undifferentiated variant of pancreatic ductal adenocarcinoma with poor overall survival (OS). The aim of this study was to evaluate the clinical outcomes of APC compared with differentiated pancreatic ductal adenocarcinoma. We conducted a retrospective review of all patients treated at the Mayo Clinic with pathologically confirmed APC from 1987 to 2011. After matching with control subjects with pancreatic ductal adenocarcinoma, OS was evaluated using Kaplan-Meier estimates and log-rank test. Sixteen patients were identified with APC (56.3% male, median age 57 years). Ten patients underwent exploration of whom eight underwent pancreatectomy. Perioperative morbidity was 60 per cent with no mortality. The median OS was 12.8 months. However, patients with APC who underwent resection had longer OS compared with those who were not resected, 34.1 versus 3.3 months ( P = 0.001). After matching age, sex, tumor stage, and year of operation, the median OS was similar between patients with APC and those with ductal adenocarcinoma treated with pancreatic resection, 44.1 versus 39.9 months, ( P = 0.763). Overall survival for APC is poor; however, when resected, survival is similar to differentiated pancreatic ductal adenocarcinoma.

scholarly journals A machine learning algorithm predicts molecular subtypes in pancreatic ductal adenocarcinoma with differential response to gemcitabine-based versus FOLFIRINOX chemotherapy

2019 ◽  
Author(s):  
Georgios Kaissis ◽  
Sebastian Ziegelmayer ◽  
Fabian Lohöfer ◽  
Katja Steiger ◽  
Hana Algül ◽  
...  
Keyword(s):  
Machine Learning ◽  
Overall Survival ◽  
Pancreatic Ductal Adenocarcinoma ◽  
Median Overall Survival ◽  
Molecular Subtypes ◽  
Supervised Machine Learning ◽  
Ductal Adenocarcinoma ◽  
Chemotherapy Response ◽  
Response To Chemotherapy ◽  
Sensitivity Specificity

AbstractPurposeDevelopment of a supervised machine-learning model capable of predicting clinically relevant molecular subtypes of pancreatic ductal adenocarcinoma (PDAC) from diffusion-weighted-imaging-derived radiomic features.MethodsThe retrospective observational study assessed 55 surgical PDAC patients. Molecular subtypes were defined by immunohistochemical staining of KRT81. Tumors were manually segmented and 1606 radiomic features were extracted withPyRadiomics. A gradient-boosted-tree algorithm (XGBoost) was trained on 70% of the patients (N=28) and tested on 30% (N=17) to predict KRT81+ vs. KRT81-tumor subtypes. The average sensitivity, specificity and ROC-AUC value were calculated. Chemotherapy response was assessed stratified by subtype. Radiomic feature importance was ranked.ResultsThe mean±STDEV sensitivity, specificity and ROC-AUC were 0.90±0.07, 0.92±0.11, and 0.93±0.07, respectively. Patients with a KRT81+ subtype experienced significantly diminished median overall survival compared to KRT81-patients (7.0 vs. 22.6 months, HR 1.44, log-rank-test P=<0.001) and a significantly improved response to gemcitabine-based chemotherapy over FOLFIRINOX (10.14 vs. 3.8 months median overall survival, HR 0.85, P=0.037) compared to KRT81-patients, who responded significantly better to FOLFIRINOX over gemcitabine-based treatment (30.8 vs. 13.4 months median overall survival, HR 0.88, P=0.027).ConclusionsThe machine-learning based analysis of radiomic features enables the prediction of subtypes of PDAC, which are highly relevant for overall patient survival and response to chemotherapy.

scholarly journals Meta-analysis of 1,200 transcriptomic profiles identifies a prognostic model for pancreatic ductal adenocarcinoma

2018 ◽  
Author(s):  
Vandana Sandhu ◽  
Knut Jorgen Labori ◽  
Ayelet Borgida ◽  
Ilinca Lungu ◽  
John Bartlett ◽  
...  
Keyword(s):  
Gene Expression ◽  
Pancreatic Cancer ◽  
Overall Survival ◽  
Pancreatic Ductal Adenocarcinoma ◽  
Prognostic Model ◽  
Meta Analysis ◽  
Early Death ◽  
Receiver Operating Curve ◽  
Ductal Adenocarcinoma ◽  
Survival Predictor

ABSTRACTBackgroundWith a dismal 8% median 5-year overall survival (OS), pancreatic ductal adenocarcinoma (PDAC) is highly lethal. Only 10-20% of patients are eligible for surgery, and over 50% of these will die within a year of surgery. Identify molecular predictors of early death would enable the selection of PDAC patients at high risk.MethodsWe developed the Pancreatic Cancer Overall Survival Predictor (PCOSP), a prognostic model built from a unique set of 89 PDAC tumors where gene expression was profiled using both microarray and sequencing platforms. We used a meta-analysis framework based on the binary gene pair method to create gene expression barcodes robust to biases arising from heterogeneous profiling platforms and batch effects. Leveraging the largest compendium of PDAC transcriptomic datasets to date, we show that PCOSP is a robust single-sample predictor of early death (≤1 yr) after surgery in a subset of 823 samples with available transcriptomics and survival data.ResultsThe PCOSP model was strongly and significantly prognostic with a meta-estimate of the area under the receiver operating curve (AUROC) of 0.70 (P=1.9e-18) and hazard ratio (HR) of 1.95(1.6-2.3) (P=2.6e-16) for binary and survival predictions, respectively. The prognostic value of PCOSP was independent of clinicopathological parameters and molecular subtypes. Over-representation analysis of the PCOSP 2619 gene-pairs (1070 unique genes) unveiled pathways associated with Hedgehog signalling, epithelial mesenchymal transition (EMT) and extracellular matrix (ECM) signalling.ConclusionPCOSP could improve treatment decision by identifying patients who will not benefit from standard surgery/chemotherapy and may benefit from alternate approaches.AbbreviationsAUROCArea under the receiver operating curveGOGene annotationOSOverall survivalPCOSPPancreatic cancer overall survival predictorPDACPancreatic ductal adenocarcinomaTSPTop scoring pairs.

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