Prognostic factors (PFs) of survival in a randomized phase III trial (MPACT) of weekly nab-paclitaxel (nab-P) plus gemcitabine (G) versus G alone in patients (pts) with metastatic pancreatic cancer (MPC).

2013 ◽  
Vol 31 (15_suppl) ◽  
pp. 4059-4059 ◽  
Author(s):  
Malcolm J. Moore ◽  
Daniel D. Von Hoff ◽  
Thomas J. Ervin ◽  
Francis P. Arena ◽  
E. Gabriela Chiorean ◽  
...  

4059^ Background: In MPACT, pts who received nab-P + G vs G had improved overall survival (OS; median 8.5 vs 6.7 mo; HR 0.72; p= 0.000015). Here we assessed potential PFs of OS. Methods: 861 pts with MPC were randomized 1:1, stratified by region, presence of liver metastases, and Karnofsky performance status (KPS), to nab-P + G or G. OS was described in subgroups. A step-wise multivariate analysis (with significance level for entry of 0.20 and for stay of 0.10) was performed to evaluate the treatment effect and identify possible predictors of OS. Results: Pts with poorer PFs had a shorter median OS, consistent with the literature, and OS consistently favored nab-P + G in pts with these PFs (Table). Region of Eastern Europe, age ≥ 65 years, poorer KPS, presence of liver metastases, and number of metastatic sites all predicted OS (increased risk of death). The treatment effect remained significant (HR 0.72; 95% CI, 0.605 - 0.849; p < 0.0001, Cox proportional hazards [CPH] model). In another multivariate analysis in which baseline CA19-9 was added to the final model described above, the treatment effect HR was 0.67 (95% CI, 0.573 - 0.794; p < 0.0001, CPH model). Baseline CA19-9, a predictor of OS by univariate analysis, was not predictive after correction for the above factors. Conclusions: In MPACT, the most important predictors of OS were KPS, age, presence of liver metastases, number of metastatic sites, and region. After correcting for these factors, assignment to nab-P + G was an independent significant predictor of improved survival. Clinical trial information: NCT00844649. [Table: see text]

2018 ◽  
Vol 129 (1) ◽  
pp. 50-59 ◽  
Author(s):  
Rupesh Kotecha ◽  
Jacob A. Miller ◽  
Vyshak A. Venur ◽  
Alireza M. Mohammadi ◽  
Samuel T. Chao ◽  
...  

OBJECTIVEThe goal of this study was to investigate the impact of stereotactic radiosurgery (SRS), BRAF status, and targeted and immune-based therapies on the recurrence patterns and factors associated with overall survival (OS) among patients with melanoma brain metastasis (MBM).METHODSA total of 366 patients were treated for 1336 MBMs; a lesion-based analysis was performed on 793 SRS lesions. The BRAF status was available for 78 patients: 35 had BRAFmut and 43 had BRAF wild-type (BRAF-WT) lesions. The Kaplan-Meier method evaluated unadjusted OS; cumulative incidence analysis determined the incidences of local failure (LF), distant failure, and radiation necrosis (RN), with death as a competing risk.RESULTSThe 12-month OS was 24% (95% CI 20%–29%). On multivariate analysis, younger age, lack of extracranial metastases, better Karnofsky Performance Status score, and fewer MBMs, as well as treatment with BRAF inhibitors (BRAFi), anti–PD-1/CTLA-4 therapy, or cytokine therapy were significantly associated with OS. For patients who underwent SRS, the 12-month LF rate was lower among those with BRAFmut lesions (6%, 95% CI 2%–11%) compared with those with BRAF-WT lesions (22%, 95% CI 13%–32%; p < 0.01). The 12-month LF rates among lesions treated with BRAFi and PD-1/CTLA-4 agents were 1% (95% CI 1%–4%) and 7% (95% CI 1%–13%), respectively. On multivariate analysis, BRAF inhibition within 30 days of SRS was protective against LF (HR 0.08, 95% CI 0.01–0.55; p = 0.01). The 12-month rates of RN were low among lesions treated with BRAFi (0%, 95% CI 0%–0%), PD-1/CTLA-4 inhibitors (2%, 95% CI 1%–5%), and cytokine therapies (6%, 95% CI 1%–13%).CONCLUSIONSPrognostic schema should incorporate BRAFi or immunotherapy status and use of targeted therapies. Treatment with a BRAF inhibitor within 4 weeks of SRS improves local control without an increased risk of RN.


2012 ◽  
Vol 30 (15_suppl) ◽  
pp. e19606-e19606
Author(s):  
Victor T Chang ◽  
Charles B. Scott ◽  
Melanie L. Gonzalez ◽  
Houling Yan ◽  
Jan Einhorn ◽  
...  

e19606 Background: Understanding determinants of survival remains a challenge in patients(pts) with advanced cancer. Prognostic factors of interest include pts rating of their own performance status, and patient responses from the EQ-5D. Methods: This prospective study was approved by the VA New Jersey HCS IRB. Pts with metastatic cancer whose cancer had already been treated with standard or experimental chemotherapy with KPS < 80%, or who did not wish to receive systemic chemotherapy, were recruited in a specified manner. At entry, Karnofsky performance status (KPS) was estimated, pts rated their own KPS, and answered a modified version of the EQ-5D. Cox regression survival analyses were performed. Results: Of 242 pts enrolled, 237 pts were analyzable. Median (M) age was 67 years (range 44-88), with 56% white, 41% black and 3% other; lung (26%) and prostate (18%) were the 2 most common primary sites and M KPS was 60% (range 30-100%). The majority (97%) of pts have died, with M survival of 95 days, range 4-2032 days. Higher KPS is associated with decreased risk of death (p<.0001). Both patient KPS (p<0.0319) and physician rated KPS were predictive of survival (p<0.004). Discrepancy between physician and pt KPS was noted, with upstaging by pts 48%, same for 27%, and downstaging in 25%, with no effect on survival. Physician KPS was a better predictor than pt KPS at each level. The EQ-5D pain item showed an increased risk of death with increasing pain (p<0.0001). The pain item was associated with KPS: pts with no pain had average KPS 75; moderate pain average KPS 63; extreme pain average KPS 48. The patient’s EQ-5D health rating was positively correlated with survival (p=0.0054), and with KPS (r=0.36). The other items in the EQ-5D did not predict survival. When all the factors (physician KPS, pt KPS, pain, health) were incorporated into a Cox model, only physician KPS was statistically significant (p=0.0033). Conclusions: Pts ratings of health and pain are significantly associated with KPS. Pts have a more positive outlook on their performance status. Physician KPS may be a better predictor because physicians have a wider frame of reference. Physician KPS can contribute to determination of hospice eligibility. Supported by VA HSRD IIR 2-103


2013 ◽  
Vol 31 (15_suppl) ◽  
pp. 4005-4005 ◽  
Author(s):  
Daniel D. Von Hoff ◽  
Thomas J. Ervin ◽  
Francis P. Arena ◽  
E. Gabriela Chiorean ◽  
Jeffrey R. Infante ◽  
...  

4005^ Background: nab-paclitaxel (nab-P; 130 nm albumin-bound paclitaxel) has demonstrated both single-agent activity and synergy with gemcitabine (G) in preclinical models of pancreatic cancer (PC). nab-P + G also demonstrated promising efficacy in a phase I/II study in metastatic PC (J Clin Oncol. 2011:4548-4554), warranting a phase III study of nab-P + G vs G for metastatic PC. Methods: 861 patients (pts) with metastatic PC and a Karnofsky performance status (KPS) ≥ 70 were randomized at 151 community and academic centers 1:1 to receive nab-P 125 mg/m2 + G 1000 mg/m2 days 1, 8, and 15 every 4 weeks or G alone 1000 mg/m2weekly for 7 weeks followed by 1 week of rest (cycle 1) and then days 1, 8, and 15 every 4 weeks (cycle ≥ 2). The primary endpoint was OS; secondary endpoints were PFS and ORR by independent review. Results: The median age was 63 years (range 27 - 88). KPS was 100 (16%), 90 (44%), 80 (32%), and 70 (7%). Pts had advanced disease with liver metastases (84%), ≥ 3 metastatic sites (46%), and CA19-9 ≥ 59 × ULN (46%). nab-P + G was superior to G for all efficacy endpoints: median OS was 8.5 vs. 6.7 mo (HR 0.72; 95% CI, 0.617 - 0.835; P = 0.000015); median PFS was 5.5 vs. 3.7 mo (HR 0.69; 95% CI, 0.581 - 0.821; P = 0.000024), and ORR was 23% vs. 7% (P = 1.1 × 10−10) by RECIST v1.0. Metabolic response by PET in 257 patients was 63% for nab-P + G vs 38% for G (P = 0.000051). CA19-9 response (≥ 90% decrease) was 31% for nab-P + G vs. 14% for G (P < 0.0001). Grade ≥ 3 AEs with nab-P + G vs. G included neutropenia (38% vs. 27%), fatigue (17 % vs. 7%), diarrhea (6% vs 1%), and febrile neutropenia (3% vs. 1%). Grade ≥ 3 peripheral neuropathy (PN) occurred in 17% vs. 1% of pts who received nab-P + G vs. G, respectively; for nab-P + G, PN improved to grade ≤ 1 in a median 29 days, and 44% of patients resumed nab-P treatment. The median duration of treatment was 3.9 mo for nab-P + G and 2.8 mo for G. Conclusions: MPACT was a large, international study performed at community and academic centers. nab-P + G was superior to G across all efficacy endpoints, had an acceptable toxicity profile, and is a new standard for the treatment of metastatic PC that could become the backbone for new regimens. Clinical trial information: NCT00844649.


Blood ◽  
2019 ◽  
Vol 134 (Supplement_1) ◽  
pp. 3847-3847
Author(s):  
Ayman Qasrawi ◽  
Gomez Victor ◽  
Reinhold Munker

Introduction Acute undifferentiated leukemia (AUL) is rare and by definition has neither lymphoid nor myeloid lineage specific markers. Given its rarity, little is known about its incidence, survival, and optimal management. We queried the SEER (Surveillance, Epidemiology, and End Results) registry database to obtain information about the incidence and survival of AUL in comparison to acute lymphoblastic leukemia (ALL) and acute myeloid leukemia (AML). Methods We identified patients with microscopically confirmed AUL from the SEER database between 2000 and 2016. Incidence rates of AUL were calculated and age-adjusted according to the 2000 US Standard Population. Annual percentage change was estimated using the weighted least square method to measure trends of AUL over this time period. Survival analysis compared AUL vs AML vs ALL patients who were diagnosed in the same period (patients with a preceding malignancy were excluded). Age, sex, race, ethnicity, year of diagnosis, and use of chemotherapy were compared across the three groups. Overall survival (OS) was estimated using the Kaplan-Meier method and comparisons were made using the log-rank test. All factors with p-values <0.1 in univariate analysis were entered in multivariate stepwise Cox proportional hazard ratio models. Results Between 2000 and 2016, a total of 1888 cases of AUL were diagnosed corresponding to an age-adjusted incidence rate of 1.34 per million person-years. The incidence of AUL has decreased over time, with an estimated annual percentage change of -6.5% (CI: -8.1% to -4.8%), p < 0.0001 (Fig. 1). The incidence increases dramatically in the older age groups. After excluding patients with a previous malignancy, 1444 patients with AUL were analyzed for survival. Table 1 summarizes patient baseline characteristics. Patients with AUL had the highest median age among the three groups (74 years) in comparison to 65 in AML and 12 in ALL. Only 35% of AUL patients were coded as having received chemotherapy (vs no/unknown). On the other hand, 94% of ALL and 71% of AML cases received chemotherapy. Among AUL patients who received chemotherapy, the median OS was 13 months (CI: 11-15), compared to 1 month in patients whose chemotherapy status was labelled as "No/Unknown," HR=3.45 (CI: 3.01-3.95). On multivariate analysis of AUL patients who received chemotherapy, older age was the strongest factor associated with worse survival followed by earlier year of diagnosis (Table 2). We compared the survival of AUL patients who were treated with chemotherapy with survival of ALL and AML patients. Adults (age 18+ years) and children (age <18 years) were analyzed separately. Among adults, AUL patients had the worst prognosis, with a median OS of 9 months (CI: 6-11), compared to 27 months (CI: 26-28) in ALL and 13 months in AML, p <0.0001. In the pediatric population, the median OS was not reached for any of the three groups of leukemias. However, the OS of AUL patients was better than in AML and very similar to ALL. On multivariate analysis (Table 3), in both the adult and pediatric subgroups, older age, non-White race, Hispanic ethnicity, and earlier year of diagnosis were independently associated with worse OS. Male sex was predictive of worse outcomes, but only in the adult subgroup. When AUL was compared to ALL and AML in the multivariate model in the adult subgroup, it had worse outcomes, with 47% and 35% increased risk of death, respectively. By comparison, pediatric AUL had similar outcomes to ALL but better survival than AML. Adjusted survival curves for the three types of leukemias in both adult and pediatric subgroups are shown in Fig. 2. Conclusions We describe the largest series of patients with acute leukemia without lineage defining markers. The incidence of AUL has decreased over time, likely due to better diagnostic tools assigning patients either to the myeloid or lymphoid lineage. The prognosis of AUL is generally poor but has improved over time. We also show that the prognosis of AUL relative to other acute leukemias is different between children and adults. This is probably related to distinct molecular and cytogenetic features. With the introduction of targeted therapies, we foresee further improvements in the prognosis of AUL. Disclosures No relevant conflicts of interest to declare.


2012 ◽  
Vol 30 (15_suppl) ◽  
pp. 4014-4014 ◽  
Author(s):  
James C. Yao ◽  
John D. Hainsworth ◽  
Edward M. Wolin ◽  
Marianne E. Pavel ◽  
Eric Baudin ◽  
...  

4014 Background: In this large phase III trial, median progression-free survival (PFS) improved by 5.1 mo with E+O compared to P+O in patients (pts) with NET associated with carcinoid syndrome. Baseline imbalances including WHO performance status (PS) and primary site favoring P+O confounded primary analysis. Chromogranin A (CgA) and 5-hydroxyindoleacetic acid (5-HIAA) are important biomarkers in NET. Analyses were performed to identify prognostic factors and adjust for baseline imbalances. Methods: Pts were randomized to E+O (n=216) or P+O (n=213). Potential prognostic factors including baseline CgA (≤2×ULN vs >2×ULN), baseline 5-HIAA (≤median vs >median at baseline), age (<65 vs ≥65), gender, race, WHO PS (0 vs 1, 2), primary site (lung vs other), prior somatostatin analog use (yes vs no), duration from diagnosis (<6 mo, 6-24 mo, 2-5 yr, >5 yr), and organs involved (liver, bone) were assessed in univariate analysis using the log rank test and stepwise regression using Cox proportional hazards model. Results: Median PFS (mo) was significantly longer for pts with nonelevated CgA (27 vs 11; p<.001) and nonelevated 5-HIAA (17 vs 11; p<.001). Analyses also indicated age (14 vs 12; p=.01), WHO PS (17 vs 11; p=.004), liver involvement (14 vs not reached; p=.02), bone metastases (8 vs 15; p<.001), and lung as primary site (11 vs 14; p=.06) as potentially prognostic. Multivariate analysis indicated that significant prognostic factors for PFS included baseline CgA (HR, 0.47; CI, 0.34-0.65; p<.001), WHO PS (HR, 0.69; CI, 0.52-0.90; p=.006), bone involvement (HR, 1.52; CI, 1.06-2.18; p=.02), and lung as primary site (HR, 1.55; CI, 1.01-2.36; p=.04). Adjusted for covariates, a 38% reduction in risk of progression was observed for E+O (HR, 0.62; 95% CI, 0.51-0.87; p=.003). Conclusions: In the phase III RADIANT-2 trial, baseline CgA levels, WHO PS, lung as primary site, and bone involvement were important prognostic factors. Exploratory analysis adjusted for these prognostic factors indicated significant benefit of everolimus therapy.


2012 ◽  
Vol 30 (4_suppl) ◽  
pp. 157-157 ◽  
Author(s):  
James C. Yao ◽  
John D. Hainsworth ◽  
Edward M. Wolin ◽  
Marianne E. Pavel ◽  
Eric Baudin ◽  
...  

157 Background: In this large phase III trial, median progression-free survival (PFS) improved by 5.1 mo with E+O compared to P+O in patients (pts) with NET associated with carcinoid syndrome. Randomization imbalances including WHO performance status (PS), and primary site favoring P+O confounded primary analysis. Chromogranin A (CgA) and 5-hydroxyindoleacetic acid (5-HIAA) are important biomarkers in NET. Analyses were performed to identify prognostic factors and adjust for randomization imbalances. Methods: Pts were randomized to E+O (n=216) or P+O (n=213). Potential prognostic factors including baseline CgA (≤2×ULN vs >2×ULN), baseline 5-HIAA (≤median vs >median), age (<65 vs ≥65), gender, race, WHO PS (0 vs 1, 2), primary site (lung vs other), prior somatostatin analog use (yes vs no), duration from diagnosis (<6 mo, 6-24 mo, 2-5 yr, >5 yr), and organs involved (liver, bone) were assessed in univariate analysis using the log rank test and a stepwise regression using Cox proportional hazards model. Results: Randomization resulted in significant imbalance in baseline CgA (median [ng/mL], 251 E+O vs 137 P+O). Median PFS (mo) was significantly longer for pts with nonelevated CgA (27 vs 11; P<.001) and nonelevated 5-HIAA (17 vs 11; P<.001). Analyses also indicated age (14 vs 12; P=.01), WHO PS (17 vs 11; P=.004), liver involvement (14 vs not reached; P=.02), bone metastases (8 vs 15; P<.001), and lung as primary site (11 vs 14; P=.06) as potentially prognostic. Multivariate analysis indicated that significant prognostic factors for PFS included baseline CgA (HR, 0.47; CI, 0.34-0.65; P<.001), WHO PS (HR, 0.69; CI, 0.52-0.90; P=.006), bone involvement (HR, 1.52; CI, 1.06-2.18; P=.02), and lung as primary site (HR, 1.55; CI, 1.01-2.36; P=.04). Adjusted for covariates, a 38% reduction in risk of progression was observed for E+O (HR, 0.62; 95% CI, 0.51-0.87; P=.003). Conclusions: In the phase III RADIANT-2 trial, baseline CgA levels, WHO PS, lung as primary site, and bone involvement were important prognostic factors. Exploratory analysis adjusted for these prognostic factors indicated significant benefit for everolimus therapy.


2013 ◽  
Vol 31 (15_suppl) ◽  
pp. 5080-5080 ◽  
Author(s):  
A. Oliver Sartor ◽  
Roy Amariglio ◽  
Scott Wilhelm ◽  
Jose E. Garcia-Vargas ◽  
C. Gillies O'Bryan-Tear ◽  
...  

5080 Background: In patients (pts) with castration-resistant prostate cancer and bone metastases (mCRPC), total ALP (tALP) has been shown to be a prognostic marker for overall survival (OS) (Cook 2006). Here the prognostic value of tALP and other baseline clinical variables in Ra-223 pts is presented, along with the initial results of an exploratory analysis of changes in tALP seen with Ra-223. Methods: Study population included 921 pts (intent-to-treat population) from the ALSYMPCA trial. The Cox proportional hazards model was used to evaluate the prognostic potential of tALP and other baseline variables (albumin, Hb, LDH, ECOG performance status, PSA, and age). Log transformation was done for baseline variables (tALP, PSA, and LDH) with heavily skewed distributions. Baseline variables were assessed for interaction with treatment. To determine changes in tALP from baseline at 12 wk, 708 pts who had tALP measurements at both baseline and 12 wk were included. Results: The baseline variables in the Table were significantly associated with OS. Hb was not a significant factor when adjusting for all other covariates and was therefore removed from the final Cox regression model. No significant treatment-by-covariate interactions were detected. After controlling for other variables, higher baseline tALP was significantly associated with an increased risk of death (p < 0.0001). At 12 wk, a decline in tALP relative to baseline was seen in 87% (433/497) of Ra-223 pts, compared to 23% (49/211) of placebo pts. The mean percentage change from baseline in tALP at 12 wk was a 32% decline for Ra-223 pts, in contrast to a 37% increase for placebo pts (p< 0.001). Conclusions: In mCRPC pts, higher baseline levels of tALP were associated with an increased risk of death. With the majority of Ra-223 pts experiencing a decline in tALP at 12 wk, and the marked mean percentage tALP decline in these pts, further analysis to determine a correlation between tALP dynamics and survival is warranted. Clinical trial information: NCT00699751. [Table: see text]


2021 ◽  
Author(s):  
Eiichi Ishikawa ◽  
Narushi Sugii ◽  
Masahide Matsuda ◽  
Hidehiro Kohzuki ◽  
Takao Tsurubuchi ◽  
...  

Abstract Purpose. Glioblastoma (GBM) is a refractory disease with a poor prognosis and various methods, including maximum resection and immunotherapy, have been tested to improve outcomes. This retrospective study analyzed the prognostic factors of initially diagnosed glioblastoma patients at our institution to analyze the effect of these methods on prognosis. Methods. Two hundred seventy-seven patients with initially diagnosed glioblastoma who were treated in our institution from 2009 to 2020. Various data, including extent of removal (EOR) and type of adjuvant therapy, were examined and prognostic relationships were analyzed. Results. The median OS of the entire 277-case cohort, 200 non-biopsy cases, and 77 biopsy cases were 16.6 months, 19.7 months, and 9.7 months, respectively. Gross total removal (GTR; 100% of EOR) was achieved in 32.9% of the cases. Univariate analysis revealed younger age, right side, higher Karnofsky performance status, GTR, intraoperative MRI use for removal, proton therapy, combination immunotherapy, and discharge to home as good prognostic factors. Intraoperative MRI use and EOR were closely related. In the multivariate analysis, GTR, proton therapy, and combination of immunotherapies including autologous formalin-fixed tumor vaccine were the significant prognostic factors. A multivariate analysis of 91 GTR cases showed that immunotherapy contributed to prognostic improvements. The median OS and 5-year OS% values were 36.9 months and 43.3% in GTR cases receiving immunotherapy. Conclusion. GTR, proton therapy, and immunotherapy were good prognostic factors in single-center GBM cases. Tumor vaccine therapy for GTR cases achieved a notably high median survival time and long-term survival ratio, indicating its usefulness in GTR cases.


BMC Neurology ◽  
2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Eiichi Ishikawa ◽  
Narushi Sugii ◽  
Masahide Matsuda ◽  
Hidehiro Kohzuki ◽  
Takao Tsurubuchi ◽  
...  

AbstractGlioblastoma (GBM) is a refractory disease with a poor prognosis and various methods, including maximum resection and immunotherapy, have been tested to improve outcomes. In this retrospective study we analyzed the prognostic factors of 277 newly diagnosed GBM patients over 11 years of consecutive cases at our institution to evaluate the effect of these methods on prognosis. Various data, including the extent of removal (EOR) and type of adjuvant therapy, were examined and prognostic relationships were analyzed. The median overall survival (OS) of the entire 277-case cohort, 200 non-biopsy cases, and 77 biopsy cases was 16.6 months, 19.7 months, and 9.7 months, respectively. Gross total removal (GTR; 100% of EOR) was achieved in 32.9% of the cases. Univariate analysis revealed younger age, right side, higher Karnofsky performance status, GTR, intraoperative magnetic resonance imaging (MRI) use for removal, proton therapy, combination immunotherapy, and discharge to home as good prognostic factors. Intraoperative MRI use and EOR were closely related. In the multivariate analysis, GTR, proton therapy, and a combination of immunotherapies, including autologous formalin-fixed tumor vaccine, were the significant prognostic factors. A multivariate analysis of 91 GTR cases showed that immunotherapy contributed to prognostic improvements. The median OS and 5-year OS % values were 36.9 months and 43.3% in GTR cases receiving immunotherapy. In conclusion, GTR, proton therapy, and immunotherapy were good prognostic factors in single-center GBM cases. Tumor vaccine therapy for GTR cases achieved a notably high median survival time and long-term survival ratio, indicating its usefulness in GTR cases.


Cancers ◽  
2021 ◽  
Vol 13 (3) ◽  
pp. 453
Author(s):  
Vincenza Granata ◽  
Roberta Fusco ◽  
Antonio Avallone ◽  
Alfonso De Stefano ◽  
Alessandro Ottaiano ◽  
...  

Purpose: To assess the association of RAS mutation status and radiomics-derived data by Contrast Enhanced-Magnetic Resonance Imaging (CE-MRI) in liver metastases. Materials and Methods: 76 patients (36 women and 40 men; 59 years of mean age and 36–80 years as range) were included in this retrospective study. Texture metrics and parameters based on lesion morphology were calculated. Per-patient univariate and multivariate analysis were made. Wilcoxon-Mann-Whitney U test, receiver operating characteristic (ROC) analysis, pattern recognition approaches with features selection approaches were considered. Results: Significant results were obtained for texture features while morphological parameters had not significant results to classify RAS mutation. The results showed that using a univariate analysis was not possible to discriminate accurately the RAS mutation status. Instead, considering a multivariate analysis and classification approaches, a KNN exclusively with texture parameters as predictors reached the best results (AUC of 0.84 and an accuracy of 76.9% with 90.0% of sensitivity and 67.8% of specificity on training set and an accuracy of 87.5% with 91.7% of sensitivity and 83.3% of specificity on external validation cohort). Conclusions: Texture parameters derived by CE-MRI and combined using multivariate analysis and patter recognition approaches could allow stratifying the patients according to RAS mutation status.


Sign in / Sign up

Export Citation Format

Share Document