scholarly journals A Novel Validated Recurrence Stratification System Based on 18F-FDG PET/CT Radiomics to Guide Surveillance After Resection of Pancreatic Cancer

2021 ◽  
Vol 11 ◽  
Author(s):  
Miaoyan Wei ◽  
Bingxin Gu ◽  
Shaoli Song ◽  
Bo Zhang ◽  
Wei Wang ◽  
...  

objectiveDespite the heterogeneous biology of pancreatic cancer, similar surveillance schemas have been used. Identifying the high recurrence risk population and conducting prompt intervention may improve prognosis and prolong overall survival.MethodsOne hundred fifty-six resectable pancreatic cancer patients who had undergone 18F-FDG PET/CT from January 2013 to December 2018 were retrospectively reviewed. The patients were categorized into a training cohort (n = 109) and a validation cohort (n = 47). LIFEx software was used to extract radiomic features from PET/CT. The risk stratification system was based on predictive factors for recurrence, and the index of prediction accuracy was used to reflect both the discrimination and calibration.ResultsOverall, seven risk factors comprising the rad-score and clinical variables that were significantly correlated with relapse were incorporated into the final risk stratification system. The 1-year recurrence-free survival differed significantly among the low-, intermediate-, and high-risk groups (85.5, 24.0, and 9.1%, respectively; p < 0.0001). The C-index of the risk stratification system in the development cohort was 0.890 (95% CI, 0.835–0.945).ConclusionThe 18F-FDG PET/CT-based radiomic features and clinicopathological factors demonstrated good performance in predicting recurrence after pancreatectomy in pancreatic cancer patients, providing a strong recommendation for an adequate adjuvant therapy course in all patients. The high-risk recurrence population should proceed with closer follow-up in a clinical setting.

2021 ◽  
Vol 11 (12) ◽  
Author(s):  
Hee Jeong Cho ◽  
Sung-Hoon Jung ◽  
Jae-Cheol Jo ◽  
Yoo Jin Lee ◽  
Sang Eun Yoon ◽  
...  

AbstractIn multiple myeloma (MM), a high number of focal lesions (FL) detected using positron emission tomography/computed tomography (PET/CT) was found to be associated with adverse prognosis. To design a new risk stratification system that combines the Revised International Staging System (R-ISS) with FL, we analyzed the data of 380 patients with newly diagnosed MM (NDMM) who underwent 18F-fluorodeoxyglucose (18F-FDG) PET/CT upon diagnosis. The K-adaptive partitioning algorithm was adopted to define subgroups with homogeneous survival. The combined R-ISS with PET/CT classified NDMM patients into four groups: R-ISS/PET stage I (n = 31; R-ISS I with FL ≤ 3), stage II (n = 156; R-ISS I with FL > 3 and R-ISS II with FL ≤ 3), stage III (n = 162; R-ISS II with FL > 3 and R-ISS III with FL ≤ 3), and stage IV (n = 31; R-ISS III with FL > 3). The 2-year overall survival rates for stages I, II, III, and IV were 96.7%, 89.8%, 74.7%, and 50.3%. The 2-year progression-free survival rates were 84.1%, 64.7%, 40.8%, and 17.1%, respectively. The new R-ISS/PET was successfully validated in an external cohort. This new system had a remarkable prognostic power for estimating the survival outcomes of patients with NDMM. This system helps discriminate patients with a good prognosis from those with a poor prognosis more precisely.


Medicine ◽  
2016 ◽  
Vol 95 (19) ◽  
pp. e3686 ◽  
Author(s):  
Hyung-Jun Im ◽  
Suthet Oo ◽  
Woohyun Jung ◽  
Jin-Young Jang ◽  
Sun-Whe Kim ◽  
...  

2013 ◽  
Vol 45 ◽  
pp. S160 ◽  
Author(s):  
S. Crippa ◽  
M. Salgarello ◽  
S. Laiti ◽  
S. Partelli ◽  
C. Zardini ◽  
...  

2011 ◽  
Vol 50 (05) ◽  
pp. 204-213 ◽  
Author(s):  
H. J. Lee ◽  
C. M. Hong ◽  
B. I. Song ◽  
H. W. Kim ◽  
S. Kang ◽  
...  

SummaryThe aim of this study is to evaluate the usefulness of 18F-FDG PET/CT for preoperative stratification of high-risk and low-risk carcinomas in patients with endometrial cancer. Patients, methods: 60 women (mean age 53.8 ± 9.9 years) with endometrial cancer, who underwent 18F-FDG PET/CT for preoperative staging work-up, followed by primary cytoreductive surgery, were enrolled in this study. Maximum and mean standardized uptake values (SUVmax, SUVmean) of endometrial tumors were measured, and compared with the various clinicopathologic findings obtained after surgery. Tumour aggressiveness was classified as high-risk and low-risk carcinomas. Patients with stage I or II, endometrioid adenocarcinoma, histologic grade 1 or 2, invasion of less than half of the myometrium, maximum tumor size less than 2.0 cm, and absence of cervical invasion and lymphovascular space involvement (LVSI) were classified as the lowrisk carcinoma group. The remaining patients were classified as the high-risk carcinoma group. Results: In univariate analysis, SUVmax of the primary endometrial tumor was significantly higher in patients who were in a postmenopausal state (p = 0.047), large (> 2 cm) primary tumor (p <0.001), nonendometrioid subtype (p = 0.024), invasion of more than half of the myometrium (p = 0.020), or LVSI (p = 0.004). SUVmax differed significantly according to FIGO stage (p = 0.013) and histologic grade (p <0.001). In multivariate analysis, FIGO stage, histologic grade, LVSI, and maximum tumor size demonstrated a significant association with SUVmax (p <0.001; r = 0.843, r2 = 0.711). SUVmean showed similar results. Forty-one (68.3%) patients were diagnosed postoperatively as high-risk and 19 patients (31.7%) as low-risk carcinoma. Patients with high-risk carcinoma (12.1 ± 6.1) showed significantly higher SUVmax than patients with low-risk carcinoma (5.8 ± 2.8, p <0.001). The optimal SUVmax cut-off value of 8.7, determined by ROC analysis, revealed 75.6% sensitivity, 89.5% specificity, and 81.7% accuracy for risk stratification. Conclusion: High-risk endometrial cancer might be differentiated by means of higher SUVmax from low-risk endometrial cancer. 18F-FDG FDG PET/CT can be applied preoperatively for stratification of risk in patients with endometrial cancer.


2014 ◽  
Vol 2014 ◽  
pp. 1-7 ◽  
Author(s):  
Malgorzata Walentowicz-Sadlecka ◽  
Bogdan Malkowski ◽  
Pawel Walentowicz ◽  
Pawel Sadlecki ◽  
Andrzej Marszalek ◽  
...  

Purpose. The aim of this study was to determine if the preoperative maximum standardized uptake value (SUVmax) measured by 18F-FDG PET/CT in the primary tumor has prognostic value in the group of patients with endometrial cancer.Patients, Materials, and Methods. A total of one hundred one consecutive endometrial cancer patients, age range 40–82 years (mean 62 years) and FIGO I–IV stage, who underwent 18-FDG-PET/CT within two weeks prior radical surgery, were enrolled to the study. The maximum SUV was measured and compared with the clinicopathologic features of surgical specimens. The relationship between SUVmax and overall survival was analyzed.Results. The mean preoperative SUVmax was 14.34; range (3.90–33.80) and was significantly lower for FIGO I than for higher stages (P=0.0012), as well as for grade 1 than for grade 2 and 3 (P=0.018), deep myometrial invasion (P=0.0016) and for high risk group (P=0.0004). The analysis of survival ROC curve revealed SUVmax cut-off value of 17.7 to predict high risk of recurrence. Endometrial cancer patients with SUVmax higher than 17.7 characterized by lower overall survival.Conclusion. The preoperative SUVmax measured by 18F-FDG PET/CT is considered as an important indicator reflecting tumor aggressiveness which may predict poor prognosis. High value of SUVmax would be useful for making noninvasive diagnoses and deciding the appropriate therapeutic strategy for patients with endometrial cancer.


2019 ◽  
Vol 3 (Supplement_1) ◽  
Author(s):  
Evert van Velsen ◽  
Merel Stegenga ◽  
Folkert van Kemenade ◽  
Boen Kam ◽  
Tessa van Ginhoven ◽  
...  

2012 ◽  
Vol 39 (8) ◽  
pp. 1348-1355 ◽  
Author(s):  
Stephen D. Guy ◽  
Adrian R. Tramontana ◽  
Leon J. Worth ◽  
Eddie Lau ◽  
Rodney J. Hicks ◽  
...  

2020 ◽  
Vol 9 (7) ◽  
pp. 2169
Author(s):  
Cosimo Sperti ◽  
Alberto Friziero ◽  
Simone Serafini ◽  
Sergio Bissoli ◽  
Alberto Ponzoni ◽  
...  

There are currently no known preoperative factors for determining the prognosis in pancreatic cancer. The aim of this study was to examine the role of 18-fluorodeoxyglucose (18-FDG) positron emission tomography/computed tomography (18-FDG-PET/CT) as a prognostic factor for patients with resectable pancreatic cancer. Data were obtained from a retrospective analysis of patients who had a preoperative PET scan and then underwent pancreatic resection from January 2007 to December 2015. The maximum standardized uptake value (SUVmax) of 18-FDG-PET/CT was calculated. Patients were divided into high (>3.65) and low (≤3.65) SUVmax groups, and compared in terms of their TNM classification (Union for International Cancer Contro classification), pathological grade, surgical treatment, state of resection margins, lymph node involvement, age, sex, diabetes and serum Carbohydrate Antigen 19-9 (CA 19-9) levels. The study involved 144 patients, 82 with high SUVmax pancreatic cancer and 62 with low SUVmax disease. The two groups’ disease-free and overall survival rates were significantly influenced by tumor stage, lymph node involvement, pathological grade, resection margins and SUVmax. Patients with an SUVmax ≤ 3.65 had a significantly better survival than those with SUVmax > 3.65 (p < 0.001). The same variables were independent predictors of survival on multivariate analysis. The SUVmax calculated with 18-FDG-PET/CT is an important prognostic factor for patients with pancreatic cancer, and may be useful in decisions concerning patients’ therapeutic management.


2021 ◽  
Author(s):  
Zeyu Zhang ◽  
Guorong Jia ◽  
Guixia Pan ◽  
Kai Cao ◽  
Qinqin Yang ◽  
...  

Abstract PurposeTo assess the diagnostic performance of 68Ga-FAPI-04 (68Ga-FAPI) PET/MR for primary as well as metastatic lesions in pancreatic cancer patients and to compare the results with those of 18F-FDG PET/CT.MethodsProspectively, we evaluated 31 patients suspected to have pancreatic malignancy. Within one week, each patient underwent both 18F-FDG PET/CT and 68Ga-FAPI PET/MR. Comparisons of the detection abilities and the standardized uptake values (SUVs) for primary tumors, lymph nodes, as well as hepatic metastases were conducted for the two imaging approaches.ResultsTwenty-eight pancreatic cancer patients and three pancreatitis ones were enrolled. 68Ga-FAPI and 18F-FDG exhibited equivalent (100%) detection rates for primary tumors. The SUVs of primary tumors on 68Ga-FAPI PET were markedly higher than those on 18F-FDG (p < 0.05). Fifteen pancreatic cancer patients were accompanied by pancreatic parenchymal uptake, whereas 18F-FDG PET images showed parenchymal uptake in 3 patients only (53.57% vs. 10.71%, p < 0.001). The number of positive lymph nodes detected was higher for 68Ga-FAPI than for 18F-FDG PET (31 vs. 26), led to N upstaging in 27.27% (3/11) of patients, however, the difference was not statistically significant (p = 0.053). 18F-FDG PET was able to detect more liver metastases than 68Ga-FAPI, and 68Ga-FAPI uptake of metastatic tumors was significantly lower than 18F-FDG (6.13 ± 1.63 vs. 8.09 ± 1.68, p < 0.001). In larger liver metastatic lesions, 68Ga-FAPI tended to distribute around the periphery of the lesions. In addition, multiple sequence MR imaging was helpful for finding more micrometastases.Conclusion68Ga-FAPI PET demonstrated equivalent detection rate with 18F-FDG for primary tumors of pancreatic cancer, and its percentage of pancreatic parenchymal uptake caused by inflammation was higher. It might be better in the detection of suspicious lymph node metastases. The MR multiple sequence imaging of integrated PET/MR was helpful for detecting tiny liver metastases.


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