scholarly journals Deep-Learning 18F-FDG Uptake Classification Enables Total Metabolic Tumor Volume Estimation in Diffuse Large B-Cell Lymphoma

2020 ◽  
Vol 62 (1) ◽  
pp. 30-36 ◽  
Author(s):  
Nicolò Capobianco ◽  
Michel Meignan ◽  
Anne-Ségolène Cottereau ◽  
Laetitia Vercellino ◽  
Ludovic Sibille ◽  
...  
2020 ◽  
Vol 4 (14) ◽  
pp. 3268-3276 ◽  
Author(s):  
Erin A. Dean ◽  
Rahul S. Mhaskar ◽  
Hong Lu ◽  
Mina S. Mousa ◽  
Gabriel S. Krivenko ◽  
...  

Abstract High metabolic tumor volume (MTV) predicts worse outcomes in lymphoma treated with chemotherapy. However, it is unknown if this holds for patients treated with axicabtagene ciloleucel (axi-cel), an anti-CD19 targeted chimeric antigen receptor T-cell therapy. The primary objective of this retrospective study was to investigate the relationship between MTV and survival (overall survival [OS] and progression-free survival [PFS]) in patients with relapsed/refractory large B-cell lymphoma (LBCL) treated with axi-cel. Secondary objectives included finding the association of MTV with response rates and toxicity. The MTV values on baseline positron emission tomography of 96 patients were calculated via manual methodology using commercial software. Based on a median MTV cutoff value of 147.5 mL in the first cohort (n = 48), patients were divided into high and low MTV groups. Median follow-up for survivors was 24.98 months (range, 10.59-51.02 months). Patients with low MTV had significantly superior OS (hazard ratio [HR], 0.25; 95% confidence interval [CI], 0.10-0.66) and PFS (HR, 0.40; 95% CI, 0.18-0.89). Results were successfully validated in a second cohort of 48 patients with a median follow-up for survivors of 12.03 months (range, 0.89-25.74 months). Patients with low MTV were found to have superior OS (HR, 0.14; 95% CI, 0.05-0.42) and PFS (HR, 0.29; 95% CI, 0.12-0.69). In conclusion, baseline MTV is associated with OS and PFS in axi-cel recipients with LBCL.


2019 ◽  
Vol 37 (15_suppl) ◽  
pp. 7562-7562 ◽  
Author(s):  
Erin Dean ◽  
Hong Lu ◽  
Aleksandr Lazaryan ◽  
Gabriel S Krivenko ◽  
Christina A Bachmeier ◽  
...  

7562 Background: Axicabtagene ciloleucel (axi-cel) is an anti-CD19 targeted Chimeric Antigen Receptor (CAR) T-cell therapy for large B-cell lymphoma (LBCL). High tumor burden, by sum of the product of diameters (SPD) in ≥ 6 reference lesions, was associated with lower durable responses rates in the ZUMA-1 trial (Locke F.L. ASCO. 2018). Although metabolic tumor volume (MTV) predicts worse outcomes with chemotherapy in lymphoma (Guo B. PLoSOne. 2019), its prognostic significance remains unclear with axi-cel therapy. Methods: MTV was measured by MIM Software using a 41% SUVmax threshold with manual lesion contour adjustment and radiologist review. Low and high MTV groups were defined based on median cutoff value. Cytokine release syndrome (CRS) was graded by Lee et al. ( Blood. 2014). Neurotoxicity (NT) was graded by CTCAEv4. Toxicities, overall response rate (ORR), and complete response rate (CR) were evaluated via Fisher’s test; PFS and OS via Kaplan-Meier and log-rank test. Results: 48 patients with LBCL, or its variants, that received axi-cel at Moffitt from June 2015 to October 2018 were included. 31 were male, and median age was 63 years (range, 28-76). CRS occurred in 43/47 (91.5%) and NT in 32/47 (68.1%) patients. Grade 3-4 CRS in 2/47 (4.3%) and NT in 12/47 (25.5%). Median follow up for survivors was 8.9 months (range, 1.4- 36.8 months). CR was achieved in 31/48 (64.6 %) and ORR in 39/48 (81.3%). Median for the low MTV group was 35.1 mL (range, 4.24-132.8 mL), and for the high MTV group 455.5 mL (range, 162.2-1221.4 mL). High MTV was not predictive of G1-4 NT or G3-4 NT (OR = 1.14, P = 0.99; OR = 1.66, P = 0.52). Similarly, high MTV was not predictive of G1-4 CRS or G3-4 CRS (OR = 0.29, P = 0.348; OR = 1.05, P = 0.99). Low MTV was predictive of ORR (OR = 11.50, P = 0.026) and CR (OR = 9.8, P = 0.002). Patients with high MTV had inferior PFS (HR = 3.296, 95% CI 1.42-7.64, P = 0.008) and OS (HR = 6.68, 95% CI 2.56-17.32, P = 0.003). Conclusions: High baseline MTV is associated with decreased and less durable response following axi-cel. As survival data mature, future analyses will aim to assess the role of MTV as an independent prognostic tool in axi-cel recipients with LBCL.


2016 ◽  
Vol 22 (15) ◽  
pp. 3801-3809 ◽  
Author(s):  
Anne-Ségolène Cottereau ◽  
Hélène Lanic ◽  
Sylvain Mareschal ◽  
Michel Meignan ◽  
Pierre Vera ◽  
...  

2021 ◽  
pp. 1-11
Author(s):  
Juan Pablo Alderuccio ◽  
Russ A. Kuker ◽  
Priscila Barreto-Coelho ◽  
Bianca M. Martinez ◽  
Feng Miao ◽  
...  

Blood ◽  
2011 ◽  
Vol 118 (21) ◽  
pp. 4983-4983
Author(s):  
Moo-Kon Song ◽  
Joo-seop Chung ◽  
Ho-Jin Shin ◽  
Joon Ho Moon ◽  
Jeong Ok Lee ◽  
...  

Abstract Abstract 4983 Background: Primary gastrointestinal (GI) lymphoma is the most commonly involved extranodal site and represents 10–15% of all Non-Hodgkin's Lymphoma cases. Recent studies showed that the prognostic value of early 18F-FDG PET using maximum standardized uptake volume (SUVmax) on pretreatment was important prognostic factor in primary GI diffuse large B cell lymphoma (DLBCL). However, initial tumor burden is still an important subject associated with prognosis even extranodal DLBCL. The purpose of this study was to assess the prognostic impact of metabolic tumor volume (MTV) as tumor burden using by PET scan technique compared with initial SUVmax in primary GI DLBCL. Patients and methods: From April, 2006 to July, 2009, 125 stage IE (58 patients) or IIE (67 patients) primary GI DLBCL patients with localized lymph node involvement were enrolled and assigned to 6 or 8 cycles of R-CHOP therapy. Median follow-up was 36 months. Median age was 62 years (range, 20–79 years). Seventy-four patients were male and remainders were female. Numbers of patients above 60 years were 71. Twenty-five patients had an Eastern Cooperative Oncology Group performance status of more than two. Calculatory system by computer automatically delineated a extranodal target lesions above SUV, 2.5 and MTV of GI lesion was 3-dimensional reconstructed by fusion software. The SUVmax was collected from predominant GI lesion and calculated based on the attenuation-corrected images, the amount of injected 18F-FDG and body weight. Results: The extranodal sites of GI tract were included stomach and duodenum (64 patients, 51.2%), jejunum (10 patients, 8%), terminal ileum (30 patients, 24%), cecum (7 patients, 5.6%), ascending colon (8 patients, 6.4%), transverse colon (3 patients, 2.4%) and decending colon (3 patients, 2.4%). We used ROC curve analysis. 158.3cm3 was decided as best ideal cut-off value of MTV and 15.5 was decided as the cut-off value of SUVmax. Several factors (age, sex, disease status and IPI score) between high MTV (≥158.3cm3) and low MTV group (<158.3cm3) were not significantly different. However, SUVmax higher in high MTV group than low MTV group (p<0.001). In response by revised International Workshop Criteria, low MTV group had excellent response rates than high MTV group (CR, p<0.001; PR, p=0.014; SD & PD, p<0.001). Moreover, 3-year PFS was higher in low MTV group than high MTV group (low MTV group, 96.7%; high MTV group, 37.1%; p<0.001) and 3-year OS was also higher in low MTV group than high MTV group (low MTV group, 97.8%; high MTV group, 42.9%; p<0.001). The PFS and OS were higher in low SUVmax group (<15.5) than high SUVmax group (≥15.5) (p<0.001, p<0.001, respectively). In univariate analysis, high IPI score is still important prognostic factor for PFS and OS (PFS: HR, 4.181 [1.844-9.478] p=0.001 & OS: HR, 4.300 [1.801-10.263] p=0.001). High MTV and high SUVmax were also poor prognostic factors for PFS and OS (high MTV; PFS: HR, 26.543 [7.923-88.231] p<0.001 & OS: HR, 32.458 [7.579-139.018] p<0.001) (high SUVmax; PFS: HR, 6.998 [2.399-20.418] p<0.001 & OS: HR, 13.976 [3.257-59.979] p<0.001). In multivariate analysis, high MTV group (PFS: HR, 19.850 [5.193-75.870] p<0.001 & OS: HR, 17.918 [3.694-86.904] p<0.001) and high IPI score (PFS: HR, 2.659 [1.136-6.223] p=0.024 & OS: HR, 2.866 [1.175-6.989] p=0.021) were independent prognostic factors for PFS and OS. However, SUVmax had not significant value for survival. Conclusion: In primary GI DLBCL, high MTV is very important and potential prognostic factor compared with SUVmax for predicting the survival. Therefore, more aggressive treatment strategy would be performed in primary GI DLBCL patients having initial high tumor burden. Disclosures: No relevant conflicts of interest to declare.


2018 ◽  
Vol 45 (8) ◽  
pp. 1463-1464 ◽  
Author(s):  
Anne-Ségolène Cottereau ◽  
Irene Buvat ◽  
Salim Kanoun ◽  
Annibale Versari ◽  
Olivier Casasnovas ◽  
...  

2020 ◽  
Vol 61 (6) ◽  
pp. 1372-1379 ◽  
Author(s):  
Christine Schmitz ◽  
Jan Rekowski ◽  
Sarah Reinke ◽  
Stefan P. Müller ◽  
Andreas Hüttmann ◽  
...  

2015 ◽  
Vol 5 (7) ◽  
pp. e326-e326 ◽  
Author(s):  
E Malek ◽  
A Sendilnathan ◽  
M Yellu ◽  
A Petersen ◽  
M Fernandez-Ulloa ◽  
...  

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