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Iterated cross validation method for prediction of survival in diffuse large B-cell lymphoma for small size dataset. Sci Rep 2023; 13:1438. [PMID: 36697456 PMCID: PMC9876907 DOI: 10.1038/s41598-023-28394-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2022] [Accepted: 01/18/2023] [Indexed: 01/26/2023] Open
Abstract
Efforts have been made to improve the risk stratification model for patients with diffuse large B-cell lymphoma (DLBCL). This study aimed to evaluate the disease prognosis using machine learning models with iterated cross validation (CV) method. A total of 122 patients with pathologically confirmed DLBCL and receiving rituximab-containing chemotherapy were enrolled. Contributions of clinical, laboratory, and metabolic imaging parameters from fluorine-18 fluorodeoxyglucose (FDG) positron emission tomography/computed tomography (PET/CT) scans to the prognosis were evaluated using five regression models, namely logistic regression, random forest, support vector classifier (SVC), deep neural network (DNN), and fuzzy neural network models. Binary classification predictions for 3-year progression free survival (PFS) and 3-year overall survival (OS) were conducted. The 10-iterated fivefold CV with shuffling process was conducted to predict the capability of learning machines. The median PFS and OS were 41.0 and 43.6 months, respectively. Two indicators were found to be independent predictors for prognosis: international prognostic index and total metabolic tumor volume (MTVsum) from FDG PET/CT. For PFS, SVC and DNN (both with accuracy 71%) have the best predictive results, of which outperformed other algorithms. For OS, the DNN has the best predictive result (accuracy 76%). Using clinical and metabolic parameters as input variables, the machine learning methods with iterated CV method add the predictive values for PFS and OS evaluation in DLBCL patients.
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Kiamanesh Z, Ayati N, Sadeghi R, Hawkes E, Lee ST, Scott AM. The value of FDG PET/CT imaging in outcome prediction and response assessment of lymphoma patients treated with immunotherapy: a meta-analysis and systematic review. Eur J Nucl Med Mol Imaging 2022; 49:4661-4676. [PMID: 35932329 DOI: 10.1007/s00259-022-05918-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2022] [Accepted: 07/16/2022] [Indexed: 11/04/2022]
Abstract
PURPOSE Treatment strategies of lymphoid malignancies have been revolutionized by immunotherapy. Because of the inherent property of Hodgkin lymphoma and some subtypes of non-Hodgkin lymphoma as a highly FDG-avid tumor, functional 18F-FDG PET/CT imaging is already embedded in their routine care. Nevertheless, the question is whether it is still valuable in the context of these tumors being treated with immunotherapy. Herein, we will review the value of 18F-FDG PET/CT imaging lymphoid tumors treated with immunotherapy regimens. METHODS A comprehensive literature search of the PubMed database was conducted on the value of the 18F-FDG PET/CT for immunotherapy response monitoring of patients with malignant lymphoma. The articles were considered eligible if they met all of the following inclusion criteria: (a) clinical studies on patients with different types of malignant lymphoma, (b) treatment with anti-CD20 antibodies, immune checkpoint inhibitors or immune cell therapies, (c) and incorporated PET/CT with 18F-FDG as the PET tracer. RESULTS From the initial 1488 papers identified, 91 were ultimately included in our study. In anti-CD20 therapy, the highest pooled hazard ratios (HRs) of baseline, early, and late response monitoring parameters for progression-free survival (PFS) belong to metabolic tumor volume (MTV) (3.19 (95%CI: 2.36-4.30)), maximum standardized uptake value (SUVmax) (3.25 (95%CI: 2.08-5.08)), and Deauville score (DS) (3.73 (95%CI: 2.50-5.56)), respectively. These measurements for overall survival (OS) were MTV (4.39 (95%CI: 2.71-7.08)), DS (3.23 (95%CI: 1.87-5.58)), and DS (3.64 (95%CI: 1.40-9.43)), respectively. Early and late 18F-FDG PET/CT response assessment in immune checkpoint inhibitors (ICI) and immune cell therapy might be an effective tool for prediction of clinical outcome. CONCLUSION For anti-CD20 therapy of lymphoma, the MTV as a baseline 18F-FDG PET/CT-derived parameter has the highest HRs for PFS and OS. The DS as visual criteria in early and late response assessment has higher HRs for PFS and OS compared to the international harmonization project (IHP) visual criteria in anti-CD20 therapy. Early changes in 18F-FDG PET parameters may be predictive of response to ICIs and cell therapy in lymphoma patients.
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Affiliation(s)
- Zahra Kiamanesh
- Nuclear Medicine Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Narjess Ayati
- Department of Nuclear Medicine, Ultrasound & PET, Sydney Westmead Hospital, Sydney, NSW, Australia.,Olivia Newton-John Cancer Research Institute and School of Cancer Medicine, La Trobe University, Victoria, Australia
| | - Ramin Sadeghi
- Nuclear Medicine Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Eliza Hawkes
- Olivia Newton-John Cancer Research Institute and School of Cancer Medicine, La Trobe University, Victoria, Australia.,Department of Medicine, University of Melbourne, Victoria, Australia.,Department of Medical Oncology & Clinical Haematology, Austin Health, Heidelberg, VIC, Australia.,School of Public Health & Preventative Medicine, Monash University, Melbourne, Australia
| | - Sze Ting Lee
- Olivia Newton-John Cancer Research Institute and School of Cancer Medicine, La Trobe University, Victoria, Australia.,Department of Medicine, University of Melbourne, Victoria, Australia.,Department of Molecular Imaging & Therapy, Austin Health, 145 Studley Road, Heidelberg, VIC, 3084, Australia
| | - Andrew M Scott
- Olivia Newton-John Cancer Research Institute and School of Cancer Medicine, La Trobe University, Victoria, Australia. .,Department of Medicine, University of Melbourne, Victoria, Australia. .,Department of Molecular Imaging & Therapy, Austin Health, 145 Studley Road, Heidelberg, VIC, 3084, Australia.
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Jiang C, Huang X, Li A, Teng Y, Ding C, Chen J, Xu J, Zhou Z. Radiomics signature from [ 18F]FDG PET images for prognosis predication of primary gastrointestinal diffuse large B cell lymphoma. Eur Radiol 2022; 32:5730-5741. [PMID: 35298676 DOI: 10.1007/s00330-022-08668-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 02/13/2022] [Accepted: 02/17/2022] [Indexed: 11/26/2022]
Abstract
OBJECTIVES To investigate the prognostic value of PET radiomics feature in the prognosis of patients with primary gastrointestinal diffuse large B cell lymphoma (PGI-DLBCL) treated with R-CHOP-like regimen. METHODS A total of 140 PGI-DLBCL patients who underwent pre-therapy [18F] FDG PET/CT were enrolled in this retrospective analysis. PET radiomics features obtained from patients in the training cohort were subjected to three machine learning methods and Pearson's correlation test for feature selection. Support vector machine (SVM) was used to build a radiomics signature classifier associated with progression-free survival (PFS) and overall survival (OS). A multivariate Cox proportional hazards regression model was established to predict survival outcomes. RESULTS A total of 1421 PET radiomics features were extracted and reduced to 5 features to build a radiomics signature which was significantly associated with PFS and OS (p < 0.05). The combined model incorporating radiomics signatures, metabolic metrics, and clinical risk factors showed high C-indices in both the training (PFS: 0.825, OS: 0.834) and validation sets (PFS: 0.831, OS: 0.877). Decision curve analysis (DCA) demonstrated that the combined models achieved the most net benefit across a wider reasonable range of threshold probabilities for predicting PFS and OS. CONCLUSION The newly developed radiomics signatures obtained by the ensemble strategy were independent predictors of PFS and OS for PGI-DLBCL patients. Moreover, the combined model with clinical and metabolic factors was able to predict patient prognosis and may enable personalized treatment decision-making. KEY POINTS • Radiomics signatures generated from the optimal radiomics feature set from the [18F]FDG PET images can predict the survival of PGI-DLBCL patients. • The optimal radiomics feature set is constructed by integrating the feature selection outputs of LASSO, RF, Xgboost, and PC methods. • Combined models incorporating radiomics signatures from18F-FDG PET images, metabolic parameters, and clinical factors outperformed clinical models, and NCCN-IPI.
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Affiliation(s)
- Chong Jiang
- Department of Nuclear Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, 210000, China
| | - Xiangjun Huang
- The Key Laboratory of Broadband Wireless Communication and Sensor Network Technology (Ministry of Education), Nanjing University of Posts and Telecommunications, Nanjing, China
| | - Ang Li
- The Key Laboratory of Broadband Wireless Communication and Sensor Network Technology (Ministry of Education), Nanjing University of Posts and Telecommunications, Nanjing, China
| | - Yue Teng
- Department of Nuclear Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, 210000, China
| | - Chongyang Ding
- Department of Nuclear Medicine, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, China
| | - Jianxin Chen
- The Key Laboratory of Broadband Wireless Communication and Sensor Network Technology (Ministry of Education), Nanjing University of Posts and Telecommunications, Nanjing, China
| | - Jingyan Xu
- Department of Hematology, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, No. 321, Zhongshan Road, Nanjing City, Jiangsu Province, 210008, China.
| | - Zhengyang Zhou
- Department of Nuclear Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, 210000, China.
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Clinical Impact of Extranodal Metabolic Tumor Volume in 240 Diffuse Large B cell Lymphoma Patients with Extranodal Involvement. Ann Hematol 2021; 100:1221-1229. [PMID: 33768337 DOI: 10.1007/s00277-021-04498-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2021] [Accepted: 03/17/2021] [Indexed: 10/21/2022]
Abstract
The present study is to investigate whether extranodal (EN) metabolic tumor volume (MTV) would have a specific clinical meaning for survival in EN diffuse large B cell lymphoma (DLBCL) patients. Two hundred forty DLBCL patients with EN involvement received 18F-fluorodeoxygenase (FDG) positron emission tomography/computed tomography (PET/CT) were enrolled. Survival analysis revealed that low EN MTV (PFS [progression-free survival], HR = 0.278, 95% CI = 0.127-0.807, p = 0.001; OS [overall survival], HR = 0.320, 95% CI = 0.145-0.703, p = 0.003), low total MTV (PFS, HR = 0.194, 95% CI = 0.085-0.445, p < 0.001; OS, HR = 0.213, 95% CI = 0.092-0.491, p < 0.007), and high National Cancer Center Network-International Prognostic Index score (PFS, HR = 3.152, 95% CI = 1.732-5.734, p < 0.001; OS, HR = 2.457, 95% CI = 1.363-4.430, p = 0.003) were independently associated with survivals in the patients. Our data showed that EN MTV is a useful and novel prognostic parameter for predicting survival in DLBCL patients with EN involvement.
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To evaluate prognostic significance of metabolic-derived tumour volume at staging 18-flurodeoxyglucose PET-CT scan and to compare it with standardized uptake value-based response evaluation on interim 18-flurodeoxyglucose PET-CT scan in patients of non-Hodgkin's lymphoma (diffuse large B-cell lymphoma). Nucl Med Commun 2021; 41:395-404. [PMID: 32073552 DOI: 10.1097/mnm.0000000000001159] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
INTRODUCTION To evaluate whether metabolic tumour volume (MTV) can be used as a prognostic indicator in patients with diffuse large B-cell lymphoma (DLBCL). MATERIALS AND METHODS Eighty-nine patients with DLBCL who underwent staging fluorodeoxyglucose PET-computed tomography (FDG PET-CT) scan were included in this study and followed up, up to a period of 5 years. Whole-body PET-CT was performed at staging and the total MTV of all FDG avid lesions was calculated for each patient at a threshold of 42% of SUVmax. Out of 89 patients studied, six patients had persistent disease after chemotherapy, 24 had recurrence during follow-up and 59 patients remained disease free. In this study, prognostic significance of the interim PET-CT scan was also analysed. Out of 89 patients, 81 underwent interim PET-CT scan. Receiver operator curve (ROC) analysis was done to determine MTV baseline cutoff along with sensitivity and specificity. For interim PET-CT scan prognostic evaluation, sensitivity and negative predictive value were calculated. RESULTS Among all 89 patients, the estimated area under the ROC curve was 0.851 and the MTV cutoff was 185.63 cm with sensitivity and specificity of 86.67% and 84.75%, respectively. In subset analysis of MTV cutoff, sensitivity and specificity were calculated for both the groups. For prognostic significance of the interim PET-CT scan, sensitivity and negative predictive value of staging MTV were much more than that of the interim PET-CT. CONCLUSION Baseline MTV can be used as a prognostic marker in DLBCL patients. Chemosensitive interim PET-CT scan is not a good prognostic marker compared with MTV.
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Jiang C, Ding C, Xu J, Teng Y, Chen J, Wang Z, Zhou Z. Will Baseline Total Lesion Glycolysis Play a Role in Improving the Prognostic Value of the NCCN-IPI in Primary Gastric Diffuse Large B-Cell Lymphoma Patients Treated With the R-CHOP Regimen? Clin Nucl Med 2021; 46:1-7. [PMID: 33181743 DOI: 10.1097/rlu.0000000000003378] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
PURPOSE The aim was to explore whether baseline total lesion glycolysis (TLG) can improve the prognostic value of the National Comprehensive Cancer Network International Prognostic Index (NCCN-IPI) in primary gastric diffuse large B-cell lymphoma (PG-DLBCL) patients treated with an R-CHOP-like regimen. MATERIALS AND METHODS Ninety-four PG-DLBCL patients who underwent baseline PET/CT between July 2010 and May 2019 were included in this retrospective study. FDG-avid lesions in each patient were segmented to calculate the SUVmax, total metabolic tumor volume (TMTV), and TLG. Progression-free survival (PFS) and overall survival (OS) were used as end points to evaluate prognosis. RESULTS During the follow-up period of 5 to 108 months (35.3 ± 23.5 months), high TLG and a high NCCN-IPI were significantly associated with poor PFS and OS. Total lesion glycolysis and the NCCN-IPI were independent predictors of PFS and OS. Patients were stratified into 3 groups according to the combination of TLG and the NCCN-IPI for PFS (P < 0.001) and OS (P < 0.001): high-risk group (TLG > 1159.1 and NCCN-IPI 4-8) (PFS and OS, 57.7% and 61.5%, respectively, n = 42), intermediate-risk group (TLG > 1159.1 or NCCN-IPI 4-8) (PFS and OS, both 76.9%, n = 26), and low-risk group (TLG ≤ 1159.1 and NCCN-IPI 0-3) (PFS and OS, 97.6% and 100.0%, respectively, n = 26). CONCLUSIONS Both TLG and the NCCN-IPI are independent predictors of PG-DLBCL patient survival. Moreover, the combination of TLG and the NCCN-IPI improved patient risk stratification and might help personalize therapeutic regimens.
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Affiliation(s)
- Chong Jiang
- From the Department of Nuclear Medicine, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School
| | - Chongyang Ding
- Department of Nuclear Medicine, the First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital
| | | | - Yue Teng
- From the Department of Nuclear Medicine, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School
| | - Jieyu Chen
- Pathology, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School
| | - Zhen Wang
- Department of Pathology, the First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, China
| | - Zhengyang Zhou
- From the Department of Nuclear Medicine, Nanjing Drum Tower Hospital, the Affiliated Hospital of Nanjing University Medical School
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Jiang C, Teng Y, Chen J, Wang Z, Zhou Z, Ding C, Xu J. Value of 18F-FDG PET/CT for prognostic stratification in patients with primary intestinal diffuse large B cell lymphoma treated with an R-CHOP-like regimen. Ann Nucl Med 2020; 34:911-919. [PMID: 33057996 DOI: 10.1007/s12149-020-01536-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 09/07/2020] [Indexed: 01/30/2023]
Abstract
PURPOSE The prognostic value of 18F-FDG PET/CT for primary intestinal diffuse large B-cell lymphoma (PI-DLBCL) patients has not been determined. This prompted us to explore the value of 18F-FDG PET/CT for prognostic stratification in patients with PI-DLBCL treated with an R-CHOP-like regimen. MATERIALS AND METHODS Seventy-three PI-DLBCL patients who underwent baseline PET/CT between January 2010 and May 2019 were included in this retrospective study. Total metabolic tumor volume (TMTV) and total lesion glycolysis (TLG) were computed using the 41% SUVmax thresholding method. Progression-free survival (PFS) and overall survival (OS) were used as endpoints to evaluate prognosis. RESULTS During the follow-up period of 3-117 months (29.0 ± 25.5 months), high TLG, non-germinal center B-cell-like (non-GCB) and high National Comprehensive Cancer Network International Prognostic Index (NCCN-IPI) were significantly associated with inferior PFS and OS. TLG, cell-of-origin and NCCN-IPI were independent predictors of PFS, and both TLG and NCCN-IPI were independent predictors of OS. The grading system was based on the number of risk factors (high TLG, non-GCB, high NCCN-IPI) and patients were divided into 4 risk groups (PFS: χ2 = 33.858, P < 0.001; OS: χ2 = 29.435, P < 0.001): low-risk group (none of the 3 risk factors, 18 patients); low-intermediate risk group (1 risk factor, 24 patients); high-intermediate risk group (2 risk factors, 16 patients); and high-risk group (all 3 risk factors, 15 patients). CONCLUSIONS High TLG, non-GCB and high NCCN-IPI can identify a subset of PI-DLBCL patients with inferior survival outcomes. Furthermore, the grading system can identify PI-DLBCL patient groups with markedly different prognoses, which might contribute to the adjustment of the therapeutic regime.
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Affiliation(s)
- Chong Jiang
- Department of Nuclear Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Yue Teng
- Department of Nuclear Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Jieyu Chen
- Department of Pathology, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China
| | - Zhen Wang
- Department of Pathology, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, China
| | - Zhengyang Zhou
- Department of Nuclear Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China.
| | - Chongyang Ding
- Department of Nuclear Medicine, The First Affiliated Hospital of Nanjing Medical University, Jiangsu Province Hospital, Nanjing, China.
| | - Jingyan Xu
- Department of Hematology, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, China.
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Sun Y, Qiao X, Jiang C, Liu S, Zhou Z. Texture Analysis Improves the Value of Pretreatment 18F-FDG PET/CT in Predicting Interim Response of Primary Gastrointestinal Diffuse Large B-Cell Lymphoma. CONTRAST MEDIA & MOLECULAR IMAGING 2020; 2020:2981585. [PMID: 32922221 PMCID: PMC7463417 DOI: 10.1155/2020/2981585] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/12/2020] [Revised: 06/27/2020] [Accepted: 07/22/2020] [Indexed: 12/19/2022]
Abstract
Objectives To explore the application of pretreatment 18F-fluorodeoxyglucose (18F-FDG) positron emission tomography (PET)/computed tomography (CT) texture analysis (TA) in predicting the interim response of primary gastrointestinal diffuse large B-cell lymphoma (PGIL-DLBCL). Methods Pretreatment 18F-FDG PET/CT images of 30 PGIL-DLBCL patients were studied retrospectively. The interim response was evaluated after 3-4 cycles of chemotherapy. The complete response (CR) rates in patients with different clinicopathological characteristics were compared by Fisher's exact test. The differences in the maximum standard uptake value (SUVmax), metabolic tumor volume (MTV), and texture features between the CR and non-CR groups were compared by the Mann-Whitney U test. Feature selection was performed according to the results of the Mann-Whitney U test and feature categories. The predictive efficacies of the SUVmax, MTV, and the selected texture features were assessed by receiver operating characteristic (ROC) analysis. A prediction probability was generated by binary logistic regression analysis. Results The SUVmax, MTV, some first-order texture features, volume, and entropy were significantly higher in the non-CR group. The energy was significantly lower in the non-CR group. The SUVmax, volume, and entropy were excellent predictors of the interim response, and the areas under the curves (AUCs) were 0.850, 0.805, and 0.800, respectively. The CR rate was significantly lower in patients with intestinal involvement. The prediction probability generated from the combination of the SUVmax, entropy, volume, and intestinal involvement had a higher AUC (0.915) than all single parameters. Conclusions TA has potential in improving the value of pretreatment PET/CT in predicting the interim response of PGIL-DLBCL. However, prospective studies with large sample sizes and validation analyses are needed to confirm the current results.
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Affiliation(s)
- Yiwen Sun
- Department of Nuclear Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing 210008, China
| | - Xiangmei Qiao
- Department of Radiology, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing 210008, China
| | - Chong Jiang
- Department of Nuclear Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing 210008, China
| | - Song Liu
- Department of Radiology, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing 210008, China
| | - Zhengyang Zhou
- Department of Nuclear Medicine, Nanjing Drum Tower Hospital Clinical College of Nanjing Medical University, Nanjing 210008, China
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Yokose T, Kitago M, Matsusaka Y, Masugi Y, Shinoda M, Yagi H, Abe Y, Oshima G, Hori S, Endo Y, Toyama K, Iwabuchi Y, Takemura R, Ishii R, Nakahara T, Okuda S, Jinzaki M, Kitagawa Y. Usefulness of 18 F-fluorodeoxyglucose positron emission tomography/computed tomography for predicting the prognosis and treatment response of neoadjuvant therapy for pancreatic ductal adenocarcinoma. Cancer Med 2020; 9:4059-4068. [PMID: 32281301 PMCID: PMC7300404 DOI: 10.1002/cam4.3044] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2019] [Revised: 03/20/2020] [Accepted: 03/21/2020] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND The Response Evaluation Criteria in Solid Tumors (RECIST) for computed tomography (CT) is preoperatively used to evaluate therapeutic effects. However, it does not reflect the pathological treatment response (PTR) of pancreatic ductal adenocarcinoma (PDAC). The Positron Emission Tomography Response Criteria in Solid Tumors (PERCIST) for positron emission tomography (PET)/CT is effective in other cancers. This study aimed to confirm the usefulness of PERCIST and the prognostic utility of PET/CT for PDAC. METHODS Forty-two consecutive patients with PDAC who underwent neoadjuvant therapy (NAT) and pancreatectomy at our institution between 2014 and 2018 were retrospectively analyzed. We evaluated the treatment response and prognostic significance of PET/CT parameters and other clinicopathological factors. RESULTS Twenty-two patients who underwent PET/CT both before and after NAT with the same protocol were included. RECIST revealed stable disease and partial response in 20 and 2 cases, respectively. PERCIST revealed stable metabolic disease, partial metabolic response, and complete metabolic response in 8, 9, and 5 cases, respectively. The PTR was G3, G2, and G1 in 8, 12, and 2 cases, respectively. For comparing the concordance rates between PTR and each parameter, PERCIST (72.7% [16/22]) was significantly superior to RECIST (36.4% [8/22]) (P = .017). The area under the curve survival values of PET/CT parameters were 0.777 for metabolic tumor volume (MTV), 0.500 for maximum standardized uptake value, 0.554 for peak standardized uptake value corrected for lean body mass, and 0.634 for total lesion glycolysis. A 50% cut-off value for the MTV reduction rate yielded the largest difference in survival between responders and nonresponders. On multivariate analysis, MTV reduction rates < 50% were independent predictors for relapse-free survival (hazard ratio [HR], 3.92; P = .044) and overall survival (HR, 14.08; P = .023). CONCLUSIONS PERCIST was more accurate in determining NAT's therapeutic effects for PDAC than RECIST. MTV reduction rates were independent prognostic factors for PDAC.
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Affiliation(s)
- Takahiro Yokose
- Department of SurgeryKeio University School of MedicineTokyoJapan
| | - Minoru Kitago
- Department of SurgeryKeio University School of MedicineTokyoJapan
| | - Yohji Matsusaka
- Department of RadiologyKeio University School of MedicineTokyoJapan
| | - Yohei Masugi
- Department of PathologyKeio University School of MedicineTokyoJapan
| | - Masahiro Shinoda
- Department of SurgeryKeio University School of MedicineTokyoJapan
| | - Hiroshi Yagi
- Department of SurgeryKeio University School of MedicineTokyoJapan
| | - Yuta Abe
- Department of SurgeryKeio University School of MedicineTokyoJapan
| | - Go Oshima
- Department of SurgeryKeio University School of MedicineTokyoJapan
| | - Shutaro Hori
- Department of SurgeryKeio University School of MedicineTokyoJapan
| | - Yutaka Endo
- Department of SurgeryKeio University School of MedicineTokyoJapan
| | - Kenji Toyama
- Department of RadiologyKeio University School of MedicineTokyoJapan
| | - Yu Iwabuchi
- Department of RadiologyKeio University School of MedicineTokyoJapan
| | - Ryo Takemura
- Biostatistics Unit, Clinical and Translational Research CenterKeio University HospitalTokyoJapan
| | - Ryota Ishii
- Biostatistics Unit, Clinical and Translational Research CenterKeio University HospitalTokyoJapan
| | - Tadaki Nakahara
- Department of RadiologyKeio University School of MedicineTokyoJapan
| | - Shigeo Okuda
- Department of RadiologyKeio University School of MedicineTokyoJapan
| | - Masahiro Jinzaki
- Department of RadiologyKeio University School of MedicineTokyoJapan
| | - Yuko Kitagawa
- Department of SurgeryKeio University School of MedicineTokyoJapan
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Gupta N, Singh N. To Determine the Prognostic Significance of 18-Fluorodeoxyglucose Positron Emission Tomography/Computed Tomography Scan-Derived Parameters (Total Lesion Glycolysis and Metabolic Tumor Volume) in Patients of Diffuse Large B-Cell Lymphoma with Only Nodal Involvement. INDIAN JOURNAL OF NUCLEAR MEDICINE : IJNM : THE OFFICIAL JOURNAL OF THE SOCIETY OF NUCLEAR MEDICINE, INDIA 2020; 35:100-104. [PMID: 32351262 PMCID: PMC7182330 DOI: 10.4103/ijnm.ijnm_6_20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/09/2020] [Revised: 02/04/2020] [Accepted: 02/13/2020] [Indexed: 11/25/2022]
Abstract
Objective: The aim of this study is to evaluate the prognostic significance of 18-fluorodeoxyglucose (18FDG) positron emission tomography/computed tomography (PET-CT) scan-derived total metabolic tumor volume (MTV) and total lesion glycolysis (TLG) in diffuse large B-cell lymphoma (DLBCL) patients with only nodal involvement. Methods: Twenty-five (age range: 22–82 years) biopsy-proven patients of DLBCL with only nodal involvement who underwent staging 18FDG PET-CT scan were included in this study. Whole-body PET-CT performed at staging and PET-derived metabolic parameters, namely MTV and TLG of all FDG-avid lesions, were calculated for each patient. Total MTV was computed by summing the volumes of all FDG-avid lesions, the volume of each being calculated at threshold of 42% of the maximum standardized uptake value (SUV) using a semi-automatic software. TLG was calculated by summing the product of volume and SUVmean of each lesion. Patients were followed up to a period of 5 years and data obtained were divided into two groups, with recurrence and without recurrence. Results: Six patients developed recurrence on follow-up and 19 patients remained disease free on follow-up. The area under a curve (AUC) for MTV was 0.825 and for TLG was 0.623 suggesting MTV to be a good prognostic indicator and TLG poor indicator for predicting recurrence in these patients. In pairwise comparison of both the receiver operator characteristics, it was found that the difference between the AUCs of MTV and TLG was statistically significant (P = 0.0349). Thus, indicating MTV is a statistically better indicator than TLG. Conclusion: MTV is a better prognostic indicator than TLG in DLBCL patients.
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Affiliation(s)
- Nitin Gupta
- Department of Nuclear Medicine, Sir Ganga Ram Hospital, New Delhi, India
| | - Natasha Singh
- Department of Nuclear Medicine and PET/CT, P.D. Hinduja Hospital and Medical Research Centre, Mumbai, Maharashtra, India
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11
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Abstract
Lymphoma is a potentially curable disease; however, the clinical challenge lies in further improvement of outcomes. PET with fludeoxyglucose is an effective imaging tool. PET-derived quantitative metrics have raised significant interest to be used as a prognostic factor to complement clinical parameters for treatment decisions. The most optimized use of these quantitative PET metrics, however, will be possible with the standardization of imaging procedures. In this article, we review the technical and methodological considerations related to PET-derived quantitative metrics, and the relevant published data to emphasize the potential value of these metrics in patient prognosis and treatment response in lymphoma.
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Affiliation(s)
- Lale Kostakoglu
- Nuclear Medicine and Molecular Imaging, Department of Radiology, Icahn School of Medicine at Mount Sinai, One Gustave L. Levy Place, Box 1141, New York, NY 10029, USA.
| | - Stéphane Chauvie
- Department of Medical Physics, 'Santa Croce e Carle' Hospital, Cuneo, Italy
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12
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Abstract
Although visual assessment using the Deauville criteria is strongly recommended by guidelines for treatment response monitoring in all FDG-avid lymphoma histologies, the high rate of false-positives and concerns about interobserver variability have motivated the development of quantitative tools to facilitate objective measurement of tumor response in both routine and clinical trial settings. Imaging studies using functional quantitative measures play a significant role in profiling oncologic processes. These quantitative metrics allow for objective end points in multicenter clinical trials. However, the standardization of imaging procedures including image acquisition parameters, reconstruction and analytic measures, and validation of these methods are essential to enable an individualized treatment approach. A robust quality control program associated with the inclusion of proper scanner calibration, cross-calibration with dose calibrators and across other scanners is required for accurate quantitative measurements. In this section, we will review the technical and methodological considerations related to PET-derived quantitative metrics and the relevant published data to emphasize the potential value of these metrics in the prediction of patient prognosis in lymphoma.
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Affiliation(s)
- Lale Kostakoglu
- Department of Radiology, Icahn School of Medicine at Mount Sinai, New York, NY.
| | - Stéphane Chauvie
- Department of Medical Physics, 'Santa Croce e Carle' Hospital, Cuneo, Italy
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13
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Predictive approaches for post-therapy PET/CT in patients with extranodal natural killer/T-cell lymphoma: a retrospective study. Nucl Med Commun 2018; 38:937-947. [PMID: 28858180 DOI: 10.1097/mnm.0000000000000731] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
PURPOSE The aim of this study was to assess the prognostic capacity of three methods of fluorine-18-fluorodeoxyglucose (F-FDG) PET/CT analysis carried out after therapy in patients with extranodal natural killer/T-cell lymphoma (ENKTL). The three methods of PET/CT analysis included the International Harmonization Project (IHP) criteria, the Deauville five-point scale (5-PS), and standardized uptake value (SUV)-based assessment. PATIENTS AND METHODS Fifty-nine patients diagnosed with ENKTL were enrolled. Each patient underwent three F-FDG PET/CT scans: (i) baseline, (ii) after two to four cycles of chemotherapy (early response assessment), and (iii) at the end of treatment (evaluation of the final response). Post-therapy F-FDG PET/CT results were determined on the basis of IHP criteria, 5-PS, and change in the maximum F-FDG uptake (ΔSUVmax). IHP criteria, 5-PS, and ΔSUVmax were then examined for their ability to predict progression-free survival (PFS) and overall survival (OS). RESULTS Over a median follow-up of 25 months, 5-PS and ΔSUVmax were significant predictors of PFS and OS. After multivariate analysis, 5-PS could predict PFS (P=0.008) and OS (P=0.002) independently. ΔSUVmax was found to be an independent predictor of PFS (P=0.019), but not OS, and had a lower accuracy and positive predictive value than 5-PS. CONCLUSION Post-therapy PET/CT analysis using the 5-PS is more able to predict survival than analysis with IHP or [INCREMENT]SUVmax in ENKTL patients.
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14
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Yoon H, Kim Y, Chung J, Kim BS. Predicting neo‐adjuvant chemotherapy response and progression‐free survival of locally advanced breast cancer using textural features of intratumoral heterogeneity on F‐18
FDG PET
/
CT
and diffusion‐weighted
MR
imaging. Breast J 2018; 25:373-380. [DOI: 10.1111/tbj.13032] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2016] [Revised: 11/17/2016] [Accepted: 12/01/2016] [Indexed: 01/09/2023]
Affiliation(s)
- Hai‐Jeon Yoon
- Department of Nuclear Medicine Ewha Womans University Seoul Korea
| | - Yemi Kim
- Clinical Research Institute Ewha Womans University Seoul Korea
| | - Jin Chung
- Department of Radiology Ewha Womans University Seoul Korea
| | - Bom Sahn Kim
- Department of Nuclear Medicine Ewha Womans University Seoul Korea
- Clinical Research Institute Ewha Womans University Seoul Korea
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15
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Zhou M, Chen Y, Huang H, Zhou X, Liu J, Huang G. Prognostic value of total lesion glycolysis of baseline 18F-fluorodeoxyglucose positron emission tomography/computed tomography in diffuse large B-cell lymphoma. Oncotarget 2018; 7:83544-83553. [PMID: 27835875 PMCID: PMC5347787 DOI: 10.18632/oncotarget.13180] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2016] [Accepted: 10/14/2016] [Indexed: 01/15/2023] Open
Abstract
Purpose We evaluated the prognostic value of total lesion glycolysis (TLG) measured in baseline 18F-fluorodeoxyglucose positron emission tomography/computed tomography (18F-FDG PET/CT) in diffuse large B-cell lymphoma (DLBCL) treated with rituximab plus cyclophosphamide, doxorubicin, vincristine, and prednisone (R-CHOP). Methods A total of 91 patients with newly diagnosed DLBCL underwent 18F-FDG PET/CT scans before R-CHOP therapy. Metabolic tumor volume (MTV) was measured with the marginal threshold of normal liver mean standard uptake value (SUVmean) plus 3 standard deviations (SD). TLG was the sum of the products of MTV and SUVmean in all measured lesions. The predictive value was estimated by Log-rank test and Cox-regression analysis. Results Median follow-up was 30 months (range, 5-124 months). The 5-year estimated progression-free survival (PFS) of the low and high TLG group were 83% and 34%, respectively (p<0.001). The 5-year overall survival (OS) of the same groups were 92% and 67%, respectively (p<0.001). Patients with high TLG level were more likely to relapse than those with low TLG level even though they had got complete or partial remission in R-CHOP therapy (40% versus 9%, p=0.012). Multivariate analysis revealed TLG was the only independent predictor for PFS (Hazard ratio=5.211, 95% confidence interval=2.210-12.288, p<0.001) and OS (Hazard ratio=9.136, 95% confidence interval=1.829-45.644, p=0.002). Other factors including MTV, National Comprehensive Cancer Network International Prognostic Index (NCCN-IPI) and Ann Arbor Stage were not independently predictive for survivals. Conclusion Baseline TLG is the only independent predictor for PFS and OS in DLBCL patients treated with R-CHOP therapy.
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Affiliation(s)
- Mingge Zhou
- Department of Nuclear Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yumei Chen
- Department of Nuclear Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Honghui Huang
- Department of Hematology, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Xiang Zhou
- Department of Nuclear Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jianjun Liu
- Department of Nuclear Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Gang Huang
- Department of Nuclear Medicine, Ren Ji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
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16
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Prognostic significance of total metabolic tumor volume on 18F-fluorodeoxyglucose positron emission tomography/ computed tomography in patients with diffuse large B-cell lymphoma receiving rituximab-containing chemotherapy. Oncotarget 2017; 8:99587-99600. [PMID: 29245926 PMCID: PMC5725117 DOI: 10.18632/oncotarget.20447] [Citation(s) in RCA: 44] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2017] [Accepted: 07/25/2017] [Indexed: 01/16/2023] Open
Abstract
Purpose The purpose of this study was to determine the prognostic significance of metabolic parameters on pre-treatment 18F-fluorodeoxyglucose positron emission tomography/ computed tomography (FDG PET/CT), in patients with diffuse large B-cell lymphoma (DLBCL) receiving rituximab-containing therapy. Materials and Methods From September 2009 to December 2014, DLBCL patients who had received FDG PET/CT scans for staging were enrolled. The maximal standardized uptake value of tumor (SUVt) was recorded. The metabolic tumor volume (MTV) was the volume of lesion with an elevated SUV greater than 2.5. The total lesion glycolysis (TLG) was the sum of the products of MTV and mean SUV in all measured lesions. Univariate and multivariate analyses were used to assess the prognostic significance of maximal SUVt, total MTV, TLG and other clinical parameters. Results There were 118 patients enrolled in this study. The median follow-up time was 28.7 months. The 5-year progression-free survival (PFS) for patients with higher and lower total MTV was 32.3% and 66.0% respectively (p = 0.0001). The 5-year overall survival (OS) for patients with higher and lower total MTV was 34.3% and 69.9% respectively (p < 0.0001). Multivariate analysis revealed, besides IPI, that total MTV was independently predictive for PFS (HR: 2.31, 95% CI: 1.16 - 4.60, p = 0.0180) and OS (HR: 2.38, 95% CI: 1.12 - 5.04, p = 0.024). TLG and maximal SUV of tumor were not independent prognostic factors. Conclusions An elevated total MTV was a predictor for shorter PFS and OS in patients with DLBCL receiving rituximab-containing therapy, independent of IPI.
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Nakachi S, Okada M, Morishima S, Agarie Y, Kitamura S, Uchibori S, Tomori S, Hanashiro T, Shimabukuro N, Tamaki K, Tedokon I, Morichika K, Nishi Y, Tomoyose T, Karube K, Fukushima T, Murayama S, Masuzaki H. Clinical usefulness of FDG-PET/CT for the evaluation of various types of adult T-cell leukemia. ACTA ACUST UNITED AC 2017; 22:536-543. [PMID: 28397608 DOI: 10.1080/10245332.2017.1312088] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
PURPOSE The aim was to explore undefined useful indices for clinically grading adult T-cell leukemia (ATL) using [18F] 2-fluoro-2-deoxyglucose (FDG) - positron emission tomography/computed tomography (PET/CT). METHODS A total of 28 patients with ATL (indolent, 9; aggressive, 19) were enrolled; all patients with aggressive ATL underwent FDG-PET/CT before chemotherapy. Patients with indolent ATL underwent FDG-PET/CT at the time of suspected disease progression and/or transformation; some received lymph node biopsy. The quantitative parameters maximum standardized uptake values (SUVmax), and mean and peak SUV, metabolic tumor volume (MTV), and volume-based total lesion glycolysis were calculated with the margin threshold as 25%, and 50% of the SUVmax for all lesions. RESULTS All parameters except for MTV-25% showed significant differences (P ≤ 0.05) in differentiating the aggressive type from the indolent type of ATL. Areas under the curve for receiver-operating characteristic (ROC) analysis regarding the series of parameters investigated ranged from 0.75 to 0.92; this indicated relatively high accuracy in distinguishing the aggressive type from the indolent type. No malignant findings were detected in lymph node biopsies in indolent ATL patients with lymphadenopathy. DISCUSSION We performed evaluation of a line of parameters of FDG-PET, thereby demonstrating their significantly high accuracy for grading malignancy in ATL patients. In particular, low accumulation of FDG in indolent ATL patients with lymphadenopathy might predict that it is not a sign of disease transformation, but rather a reactive manifestation. CONCLUSION FDG-PET/CT findings could be useful for clinically grading ATL.
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Affiliation(s)
- Sawako Nakachi
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Masahiro Okada
- b Department of Radiology, Graduate School of Medical Science , University of the Ryukyus , Nishihara , Japan
| | - Satoko Morishima
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Yurika Agarie
- b Department of Radiology, Graduate School of Medical Science , University of the Ryukyus , Nishihara , Japan
| | - Sakiko Kitamura
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Sachie Uchibori
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Shouhei Tomori
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Taeko Hanashiro
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Natsuki Shimabukuro
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Keita Tamaki
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Iori Tedokon
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Kazuho Morichika
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Yukiko Nishi
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | | | - Kennosuke Karube
- d Department of Pathology and Cell Biology, Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Takuya Fukushima
- e Laboratory of Immunohematology, School of Health Sciences, Faculty of Medicine , University of the Ryukyus , Nishihara , Japan
| | - Sadayuki Murayama
- b Department of Radiology, Graduate School of Medical Science , University of the Ryukyus , Nishihara , Japan
| | - Hiroaki Masuzaki
- a Division of Endocrinology, Diabetes and Metabolism, Hematology and Rheumatology (Second Department of Internal Medicine), Graduate School of Medicine , University of the Ryukyus , Nishihara , Japan
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Jha AK, Mena E, Caffo B, Ashrafinia S, Rahmim A, Frey E, Subramaniam RM. Practical no-gold-standard evaluation framework for quantitative imaging methods: application to lesion segmentation in positron emission tomography. J Med Imaging (Bellingham) 2017; 4:011011. [PMID: 28331883 DOI: 10.1117/1.jmi.4.1.011011] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Accepted: 02/09/2017] [Indexed: 11/14/2022] Open
Abstract
Recently, a class of no-gold-standard (NGS) techniques have been proposed to evaluate quantitative imaging methods using patient data. These techniques provide figures of merit (FoMs) quantifying the precision of the estimated quantitative value without requiring repeated measurements and without requiring a gold standard. However, applying these techniques to patient data presents several practical difficulties including assessing the underlying assumptions, accounting for patient-sampling-related uncertainty, and assessing the reliability of the estimated FoMs. To address these issues, we propose statistical tests that provide confidence in the underlying assumptions and in the reliability of the estimated FoMs. Furthermore, the NGS technique is integrated within a bootstrap-based methodology to account for patient-sampling-related uncertainty. The developed NGS framework was applied to evaluate four methods for segmenting lesions from F-Fluoro-2-deoxyglucose positron emission tomography images of patients with head-and-neck cancer on the task of precisely measuring the metabolic tumor volume. The NGS technique consistently predicted the same segmentation method as the most precise method. The proposed framework provided confidence in these results, even when gold-standard data were not available. The bootstrap-based methodology indicated improved performance of the NGS technique with larger numbers of patient studies, as was expected, and yielded consistent results as long as data from more than 80 lesions were available for the analysis.
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Affiliation(s)
- Abhinav K Jha
- Johns Hopkins University , Department of Radiology and Radiological Sciences, Baltimore, Maryland, United States
| | - Esther Mena
- Johns Hopkins University , Department of Radiology and Radiological Sciences, Baltimore, Maryland, United States
| | - Brian Caffo
- Johns Hopkins University , Department of Biostatistics, Baltimore, Maryland, United States
| | - Saeed Ashrafinia
- Johns Hopkins University, Department of Radiology and Radiological Sciences, Baltimore, Maryland, United States; Johns Hopkins University, Department of Electrical & Computer Engineering, Baltimore, Maryland, United States
| | - Arman Rahmim
- Johns Hopkins University, Department of Radiology and Radiological Sciences, Baltimore, Maryland, United States; Johns Hopkins University, Department of Electrical & Computer Engineering, Baltimore, Maryland, United States
| | - Eric Frey
- Johns Hopkins University, Department of Radiology and Radiological Sciences, Baltimore, Maryland, United States; Johns Hopkins University, Department of Electrical & Computer Engineering, Baltimore, Maryland, United States
| | - Rathan M Subramaniam
- University of Texas Southwestern Medical Center , Department of Radiology and Advanced Imaging Research Center, Dallas, Texas, United States
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Marinelli B, Espinet-Col C, Ulaner GA, McArthur HL, Gonen M, Jochelson M, Weber WA. Prognostic value of FDG PET/CT-based metabolic tumor volumes in metastatic triple negative breast cancer patients. AMERICAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING 2016; 6:120-127. [PMID: 27186439 PMCID: PMC4858608] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Subscribe] [Scholar Register] [Received: 12/21/2015] [Accepted: 03/08/2016] [Indexed: 06/05/2023]
Abstract
FDG PET/CT-based measures of tumor burden show promise to predict survival in patients with metastatic breast cancer, but the patient populations studied so far are heterogeneous. The reports may have been confounded by the markedly different prognosis of the various subtypes of breast cancer. The purpose of this study is to evaluate the correlation between tumor burden on FDG PET/CT and overall survival (OS) in patients within a defined population: metastatic triple negative breast cancer (MTNBC). FDG PET/CT scans of 47 consecutive MTNBC patients (54±12 years-old) with no other known malignancies were analyzed. A total 393 lesions were identified, and maximum standardized uptake value (SUVmax), mean SUV, metabolic tumor volume (MTV), total lesion number (TLN) and total lesion glycolysis (TLG), were measured and correlated with patient survival by Mantel-Cox tests and Cox regression analysis. At a median follow-up time of 12.4 months, 41 patients died with a median OS of 12.1 months. Patients with MTV less than 51.5 ml lived nearly three times longer (22 vs 7.1 months) than those with a higher MTV (χ(2)=21.3, P<0.0001). In a multivariate Cox regression analysis only TLN and MTV were significantly correlated with survival. Those with an MTV burden in the 75(th) percentile versus the 25(th) percentile had a hazard ratio of 6.94 (p=0.001). In patients with MTNBC, MTV appears to be a strong prognostic factor. If validated in prospective studies, MTV may be a valuable tool for risk stratification of MTNBC patients in clinical trials and to guide patient management.
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Affiliation(s)
- Brett Marinelli
- Molecular Imaging and Therapy Service, Department of Radiology, Memorial Sloan Kettering Cancer Center1275 York Avenue, NY 10065, New York
- Icahn School of Medicine at Mount SinaiOne Gustave Place, NY 10029, New York
| | - Carina Espinet-Col
- Molecular Imaging and Therapy Service, Department of Radiology, Memorial Sloan Kettering Cancer Center1275 York Avenue, NY 10065, New York
| | - Gary A Ulaner
- Molecular Imaging and Therapy Service, Department of Radiology, Memorial Sloan Kettering Cancer Center1275 York Avenue, NY 10065, New York
- Weill Cornell Medical College1300 York Ave, NY 10065, New York
| | - Heather L McArthur
- Breast Medicine Service, Department of Medicine, Memorial Sloan Kettering Cancer Center300 East 66 Street, NY 10065, New York
| | - Mithat Gonen
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center1275 York Avenue, NY 10065, New York
| | - Maxine Jochelson
- Molecular Imaging and Therapy Service, Department of Radiology, Memorial Sloan Kettering Cancer Center1275 York Avenue, NY 10065, New York
- Breast Imaging Service, Department of Radiology, Memorial Sloan Kettering Cancer Center300 East 66 Street, NY 10065, New York
| | - Wolfgang A Weber
- Molecular Imaging and Therapy Service, Department of Radiology, Memorial Sloan Kettering Cancer Center1275 York Avenue, NY 10065, New York
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20
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Song MK, Yang DH, Lee GW, Lim SN, Shin S, Pak KJ, Kwon SY, Shim HK, Choi BH, Kim IS, Shin DH, Kim SG, Oh SY. High total metabolic tumor volume in PET/CT predicts worse prognosis in diffuse large B cell lymphoma patients with bone marrow involvement in rituximab era. Leuk Res 2016; 42:1-6. [PMID: 26851438 DOI: 10.1016/j.leukres.2016.01.010] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2015] [Revised: 11/17/2015] [Accepted: 01/21/2016] [Indexed: 01/06/2023]
Abstract
Bone marrow involvement (BMI) in diffuse large B cell lymphoma (DLBCL) was naively regarded as an adverse clinical factor. However, it has been unknown which factor would separate clinical outcomes in DLBCL patients with BMI. Recently, metabolic tumor volume (MTV) on positron emission tomography/computed tomography (PET/CT) was suggested to predict prognosis in several lymphoma types. Therefore, we investigated whether MTV would separate the outcomes in DLBCL patients with BMI. MTV on PET/CT was defined as an initial tumor burden as target lesion ≥ standard uptake value, 2.5 in 107 patients with BMI. Intramedullary (IM) MTV was defined as extent of BMI and total MTV was as whole tumor burden. 260.5 cm(3) and 601.2 cm(3) were ideal cut-off values for dividing high and low MTV status in the IM and total lymphoma lesions in Receiver Operating Curve analysis. High risk NCCN-IPI (p<0.001, p<0.001), bulky disease (p=0.011, p=0.005), concordant subtype (p=0.025, p=0.029), high IM MTV status (p<0.001, p<0.001), high total MTV status (p<0.001, p<0.001), and ≥ 2CAs in BM (p=0.037, p=0.033) were significantly associated with progression-free survival (PFS) and overall survival (OS) than other groups. In multivariate analysis, high risk NCCN-IPI (PFS, p=0.006; OS, p=0.013), concordant subtype (PFS, p=0.005; OS, p=0.007), and high total MTV status (PFS, p<0.001; OS, p<0.001) had independent clinical impacts. MTV had prognostic significances for survivals in DLBCL with BMI.
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Affiliation(s)
- Moo-Kon Song
- Department of Hematology-Oncology, Pusan National University Yangsan Hospital Medical Research Institute, Yangsan, Republic of Korea
| | - Deok-Hwan Yang
- Department of Hematology, Chonnam National University Hwasun Hospital, Hwasun, Republic of Korea.
| | - Gyeong-Won Lee
- Department of Hematology, Gyeong-Sang National University Hospital, school of medicine, Gyeong-Sang National University Jinju, Republic of Korea
| | - Sung-Nam Lim
- Department of Hematology, Busan Haeundae Paik Hospital, Busan, Republic of Korea
| | - Seunghyeon Shin
- Department of Nuclear medicine, Pusan National University Hospital, Busan, Republic of Korea
| | - Kyoung June Pak
- Department of Nuclear medicine, Pusan National University Hospital, Busan, Republic of Korea
| | - Seong Young Kwon
- Department of Nuclear Medicine, Chonnam National University Hwasun Hospital, Hwasun, Republic of Korea
| | - Hye Kyung Shim
- Department of Nuclear Medicine, Busan Haeundae Paik Hospital, Busan, Republic of Korea
| | - Bong-Hoi Choi
- Department of Nuclear Medicine, Gyeongsang National University Hospital, Jinju, Republic of Korea
| | - In-Suk Kim
- Department of Laboratory medicine, Pusan National University Yangsan Hospital, Yangsan, Republic of Korea
| | - Dong-Hoon Shin
- Department of Pathology, Pusan National University Yangsan Hospital, Yangsan, Republic of Korea
| | - Seong-Geun Kim
- Department of Hematology-Oncology, Pusan National University Yangsan Hospital Medical Research Institute, Yangsan, Republic of Korea
| | - So-Yeon Oh
- Department of Hematology-Oncology, Pusan National University Yangsan Hospital Medical Research Institute, Yangsan, Republic of Korea
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Kim SJ, Chang S. Limited Prognostic Value of SUV max Measured by F-18 FDG PET/CT in Newly Diagnosed Small Cell Lung Cancer Patients. Oncol Res Treat 2015; 38:577-85. [DOI: 10.1159/000441289] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2015] [Accepted: 09/25/2015] [Indexed: 11/19/2022]
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22
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Zhu D, Xu XL, Fang C, Ji M, Wu J, Wu CP, Jiang JT. Prognostic value of interim (18)F-FDG-PET in diffuse large B cell lymphoma treated with rituximab-based immune-chemotherapy: a systematic review and meta-analysis. Int J Clin Exp Med 2015; 8:15340-15350. [PMID: 26629023 PMCID: PMC4658912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2015] [Accepted: 09/07/2015] [Indexed: 06/05/2023]
Abstract
The prognostic value of an interim fluorine-18-fluorodeoxyglucose positron emission tomography ((18)F-FDG PET) for diffuse large B-cell lymphoma (DLBCL) has been assessed by different groups. However, studies have suggested that the use of rituximab could limit the predictive value of interim (18)F-FDG PET for DLBCL. To clarify the prognostic value of interim (18)F-FDG PET in DLBCL patients treated with rituximab based immunochemotherapy, we searched for relevant studies in PubMed, the Cochrane Library and EMBASE. A random versus fixed effects model was applied according to the heterogeneity. According to the literature search strategies, 11 studies were identified. The pooled HR comparing PFS between patients with positive and negative results was 2.96 (95% CI=2.25-3.89). The patients in interim (18)F-FDG PET negative group had a higher CR rates than that in interim (18)F-FDG PET positive group (RR=5.53, 95% CI=2.59-11.80). Consistent evidence favoring interim (18)F-FDG PET-based treatment assessment should be considered in the management of patients with DLBCL.
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Affiliation(s)
- Danxia Zhu
- Department of Oncology, The Third Affiliated Hospital of Soochow UniversityChangzhou 213003, China
| | - Xiao-Li Xu
- Department of Geriatric Medicine, The Third Affiliated Hospital of Soochow UniversityChangzhou 213003, China
| | - Cheng Fang
- Department of Oncology, The Third Affiliated Hospital of Soochow UniversityChangzhou 213003, China
| | - Mei Ji
- Department of Oncology, The Third Affiliated Hospital of Soochow UniversityChangzhou 213003, China
| | - Jun Wu
- Department of Oncology, The Third Affiliated Hospital of Soochow UniversityChangzhou 213003, China
| | - Chang-Ping Wu
- Department of Oncology, The Third Affiliated Hospital of Soochow UniversityChangzhou 213003, China
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow UniversityChangzhou 213003, China
| | - Jing-Ting Jiang
- Department of Oncology, The Third Affiliated Hospital of Soochow UniversityChangzhou 213003, China
- Department of Tumor Biological Treatment, The Third Affiliated Hospital of Soochow UniversityChangzhou 213003, China
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Utility of baseline 18FDG-PET/CT functional parameters in defining prognosis of primary mediastinal (thymic) large B-cell lymphoma. Blood 2015; 126:950-6. [DOI: 10.1182/blood-2014-12-616474] [Citation(s) in RCA: 114] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2014] [Accepted: 05/24/2015] [Indexed: 12/11/2022] Open
Abstract
Key Points
18FDG PET/CT is a very important staging tool for patients with PMBCL. Metabolic activity defined by TLG on the baseline PET scan is a powerful predictor of PMBCL outcome.
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Baseline and ongoing PET-derived factors predict detrimental effect or potential utility of 18F-FDG PET/CT (FDG-PET/CT) performed for surveillance in asymptomatic lymphoma patients in first remission. Eur J Nucl Med Mol Imaging 2015; 43:232-239. [PMID: 26283504 DOI: 10.1007/s00259-015-3164-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2015] [Accepted: 08/05/2015] [Indexed: 12/17/2022]
Abstract
PURPOSE To identify both clinical and FDG PET/CT-derived factors predicting the occurrence of relapse, or conversely, the likelihood of false positive findings in surveillance FDG-PET/CT studies (PETsv). METHODS The study included 149 asymptomatic patients with Hodgkin's lymphoma (HL) (n = 55) or diffuse large B cell lymphoma (DLBCL) (n = 94) in first remission. PETSv studies were performed 12, 18, 24 and 36 months thereafter. Logistic regression analysis was performed to identify clinical and imaging-derived predictors of either PET-detected relapse or false-positive (FP) results. Tested clinical variables were: 1) age, 2) HL vs. DLBCL, 3) stage of disease, 4) bulky disease, 5) previous radiotherapy. PET/CT-derived variables were: 1) maximum standardized uptake value at baseline, 2) size-incorporated maximum standardized uptake value (SIMaxSUV) at baseline, 3) positive interim PET(PET-2), 4) presence of hot spots likely to be unrelated to the disease in final PET, 5) residual non-FDG avid mass. RESULTS Accuracy was 88 % for PETsv1, 95 % for PETsv2, 95 % for PETsv3 and 91 % for PETsv4. However, PPV was relatively low in all PETsv. Best predictors of relapse were result of interim PET, HL versus NHL type, SIMaxSUV, age ≥ 60. Best predictors of FP were previous radiotherapy and hot spots unrelated to the disease in final PET. CONCLUSIONS The present study confirms the need of restricting the use of surveillance PET/CT to patients at high risk of relapse. Information derived from PET/CT performed at baseline (metabolic disease burden), in the course (PET2) and at the end of therapy (unrelated hot spots) can help to select high-risk patients and also to identify patients more likely to present equivocal findings at PETsv.
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Luminari S, Ceriani L, Dührsen U. FDG-PET(CT)-adapted trials in non-Hodgkin lymphoma. Clin Transl Imaging 2015. [DOI: 10.1007/s40336-015-0125-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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Carlier T, Bailly C. State-Of-The-Art and Recent Advances in Quantification for Therapeutic Follow-Up in Oncology Using PET. Front Med (Lausanne) 2015; 2:18. [PMID: 26090365 PMCID: PMC4370108 DOI: 10.3389/fmed.2015.00018] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2014] [Accepted: 03/09/2015] [Indexed: 12/28/2022] Open
Abstract
18F-fluoro-2-deoxyglucose (18F-FDG) positron emission tomography (PET) is an important tool in oncology. Its use has greatly progressed from initial diagnosis to staging and patient monitoring. The information derived from 18F-FDG-PET allowed the development of a wide range of PET quantitative analysis techniques ranging from simple semi-quantitative methods like the standardized uptake value (SUV) to “high order metrics” that require a segmentation step and additional image processing. In this review, these methods are discussed, focusing particularly on the available methodologies that can be used in clinical trials as well as their current applications in international consensus for PET interpretation in lymphoma and solid tumors.
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Affiliation(s)
- Thomas Carlier
- Nuclear Medicine Department, University Hospital , Nantes , France ; CRCNA, INSERM U892, CNRS UMR 6299 , Nantes , France
| | - Clément Bailly
- Nuclear Medicine Department, University Hospital , Nantes , France
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Tateishi U, Tatsumi M, Terauchi T, Ando K, Niitsu N, Kim WS, Suh C, Ogura M, Tobinai K. Prognostic significance of metabolic tumor burden by positron emission tomography/computed tomography in patients with relapsed/refractory diffuse large B-cell lymphoma. Cancer Sci 2015; 106:186-93. [PMID: 25495273 PMCID: PMC4399031 DOI: 10.1111/cas.12588] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2014] [Revised: 12/05/2014] [Accepted: 12/08/2014] [Indexed: 01/15/2023] Open
Abstract
The aim of the present study was to investigate the feasibility of measuring metabolic tumor burden using [F-18] fluorodeoxyglucose (18F-FDG) positron emission tomography/computed tomography (PET/CT) in patients with relapsed or refractory diffuse large B-cell lymphoma (DLBCL) treated with bendamustine–rituximab. Because the standardized uptake value is a critical parameter of tumor characterization, we carried out a phantom study of 18F-FDG PET/CT to ensure quality control for 28 machines in the 24 institutions (Japan, 17 institutions; Korea, 7 institutions) participating in our clinical study. Fifty-five patients with relapsed or refractory DLBCL were enrolled. The 18F-FDG PET/CT was acquired before treatment, after two cycles, and after the last treatment cycle. Treatment response was assessed after two cycles and after the last cycle using the Lugano classification. Using this classification, remission was complete in 15 patients (27%) and incomplete in 40 patients (73%) after two cycles of therapy, and remission was complete in 32 patients (58%) and incomplete in 23 patients (42%) after the last treatment cycle. The percentage change in all PET/CT parameters except for the area under the curve of the cumulative standardized uptake value–volume histogram was significantly greater in complete response patients than in non-complete response patients after two cycles and the last cycle. The Cox proportional hazard model and best subset selection method revealed that the percentage change of the sum of total lesion glycolysis after the last cycle (relative risk, 5.24; P = 0.003) was an independent predictor of progression-free survival. The percent change of sum of total lesion glycolysis, calculated from PET/CT, can be used to quantify the response to treatment and can predict progression-free survival after the last treatment cycle in patients with relapsed or refractory DLBCL treated with bendamustine–rituximab.
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Affiliation(s)
- Ukihide Tateishi
- Department of Diagnostic Radiology and Nuclear Medicine, Tokyo Medical and Dental University Graduate School of Medicine, Tokyo, Japan
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Kim HS, Lee KS, Ohno Y, van Beek EJ, Biederer J. PET/CT versus MRI for diagnosis, staging, and follow-up of lung cancer. J Magn Reson Imaging 2014; 42:247-60. [DOI: 10.1002/jmri.24776] [Citation(s) in RCA: 47] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2014] [Accepted: 09/27/2014] [Indexed: 12/19/2022] Open
Affiliation(s)
- Hyun Su Kim
- Department of Radiology and Center for Imaging Science; Samsung Medical Center, Sungkyunkwan University School of Medicine; Seoul Korea
| | - Kyung Soo Lee
- Department of Radiology and Center for Imaging Science; Samsung Medical Center, Sungkyunkwan University School of Medicine; Seoul Korea
| | - Yoshiharu Ohno
- Division of Functional and Diagnostic Imaging Research; Department of Radiology; and Advanced Biomedical Imaging Research Centre, Kobe University Graduate School of Medicine; Kobe Japan
| | | | - Juergen Biederer
- Radiologie Darmstadt; Gross-Gerau County Hospital; Gross-Gerau Germany
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Kim J, Hong J, Kim SG, Hwang KH, Kim M, Ahn HK, Sym SJ, Park J, Cho EK, Shin DB, Lee JH. Prognostic Value of Metabolic Tumor Volume Estimated by (18) F-FDG Positron Emission Tomography/Computed Tomography in Patients with Diffuse Large B-Cell Lymphoma of Stage II or III Disease. Nucl Med Mol Imaging 2014; 48:187-195. [PMID: 25177375 PMCID: PMC4145098 DOI: 10.1007/s13139-014-0280-6] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2014] [Revised: 05/07/2014] [Accepted: 05/11/2014] [Indexed: 10/25/2022] Open
Abstract
PURPOSE The purpose of this study was to evaluate the prognostic value of metabolic tumor volume (MTV) measured by (18)F-fluorodeoxyglucose positron emission tomography-computed tomography (FDG-PET/CT) in patients with diffuse large B-cell lymphoma (DLBCL) treated with rituximab-containing immunochemotherapy. METHODS Patients with newly diagnosed DLBCL who underwent pre-treatment torso FDG-PET/CT scan taken within 10 days before treatment were included. MTV was defined as the volume of hypermetabolic tissue with a standardized uptake value (SUV) greater than a threshold value of 2.5 and calculated using volume viewer software. Association of MTV with patient characteristics and survival were compared. RESULTS A total of 96 patients were evaluated. During a median follow-up period of 27.8 months, 3-year event-free survival (EFS) and overall survival was 69.5 % and 72.9 %, respectively. The Ann Arbor staging showed a limitation of prognosis because there was no difference of EFS between patients with Ann Arbor stage II and those with stage III. On the contrary, among patients with Ann Arbor stage II or III disease (n = 53), the higher MTV group showed significantly inferior EFS compared with the lower MTV group. CONCLUSIONS In the current study, we identified the pre-treatment MTV measured by FDG-PET/CT as a potential predictor of survival in patients with DLBCL treated with rituximab, cyclophosphamide, doxorubicin, vincristine, and prednisolone (R-CHOP), at least in Ann Arbor stage II and III disease.
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Affiliation(s)
- Jihyun Kim
- />Department of Nuclear Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Junshik Hong
- />Department of Internal Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Seog Gyun Kim
- />Department of Nuclear Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Kyung Hoon Hwang
- />Department of Nuclear Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Minsu Kim
- />Department of Internal Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Hee Kyung Ahn
- />Department of Internal Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Sun Jin Sym
- />Department of Internal Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Jinny Park
- />Department of Internal Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Eun Kyung Cho
- />Department of Internal Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Dong Bok Shin
- />Department of Internal Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
| | - Jae Hoon Lee
- />Department of Internal Medicine, Gachon University Gil Medical Center, Gachon Univsersity School of Medicine, 21 Namdongdae-ro 774-gil, Namdong-gu, Incheon 405-760 Republic of Korea
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Kanoun S, Rossi C, Berriolo-Riedinger A, Dygai-Cochet I, Cochet A, Humbert O, Toubeau M, Ferrant E, Brunotte F, Casasnovas RO. Baseline metabolic tumour volume is an independent prognostic factor in Hodgkin lymphoma. Eur J Nucl Med Mol Imaging 2014; 41:1735-43. [PMID: 24811577 DOI: 10.1007/s00259-014-2783-x] [Citation(s) in RCA: 134] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2013] [Accepted: 04/07/2014] [Indexed: 12/13/2022]
Abstract
PURPOSE The presence of a bulky tumour at staging in Hodgkin lymphoma (HL) is a predictor of a poor outcome. The total metabolic tumour volume at baseline (TMTV0) computed on PET may improve the evaluation of tumour burden. To explore the clinical usefulness of TMTV0, we compared the prognostic value of TMTV0, tumour bulk and interim PET response in a retrospective single-centre study. METHODS From 2007 to 2010, 59 consecutive patients with a first diagnosis of HL were treated in our institution. PET was done at baseline (PET0) and after two cycles of chemotherapy (PET2), and treatment was not modified according to the PET2 result. TMTV0 was measured with a semiautomatic method using a 41 % SUVmax threshold. SUVmax reduction between PET0 and PET2 (ΔSUVmaxPET0-2) was also computed. Based on ROC analysis, patients with a ΔSUVmaxPET0-2 >71 % were considered good responders and a TMTV0 >225 ml was considered to represent hypermetabolic bulky disease. RESULTS Median TMTV0 was 117 ml and 17 patients (29 %) had a TMTV0 >225 ml. TMTV0 (>225 ml vs. ≤225 ml) and tumour bulk (<10 cm vs. ≥10 cm) were predictive of 4-year PFS: 42 % vs. 85 % (p = 0.001) and 44 % vs. 79 % (p < 0.03), respectively. In multivariate analysis, using ΔSUVmaxPET0-2, TMTV0 and bulky tumour as covariates, only ΔSUVmaxPET0-2 (p = 0.0005, RR 6.3) and TMTV0 (p < 0.006, RR 4.4) remained independent predictors of PFS. Three prognosis groups were thus identified: ΔSUVmaxPET0-2 >71 % and TMTV0 ≤225 ml (n = 37, 63 %), ΔSUVmaxPET0-2 = <71 % or TMTV0 >225 ml (n = 17, 29 %), and ΔSUVmaxPET0-2 = <71 % and TMTV0 >225 ml (n = 5, 8 %). In these three groups the 4-year PFS rates were 92 %, 49 %, and 20 % (p < 0.0001), respectively. CONCLUSION TMTV0 is more relevant than tumour bulk for predicting the outcome in patients with HL, and adds a significant prognostic insight to interim PET response assessment. The combination of TMTV0 and ΔSUVmaxPET0-2 made it possible to identify three subsets of HL patients with different outcomes. This may guide clinicians in their choice of therapeutic strategy.
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Affiliation(s)
- Salim Kanoun
- Médecine nucléaire, Centre G.F. Leclerc, Dijon, France
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Meignan M, Sasanelli M, Casasnovas RO, Luminari S, Fioroni F, Coriani C, Masset H, Itti E, Gobbi PG, Merli F, Versari A. Metabolic tumour volumes measured at staging in lymphoma: methodological evaluation on phantom experiments and patients. Eur J Nucl Med Mol Imaging 2014; 41:1113-22. [DOI: 10.1007/s00259-014-2705-y] [Citation(s) in RCA: 105] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2013] [Accepted: 01/16/2014] [Indexed: 10/25/2022]
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Kostakoglu L, Cheson BD. Current role of FDG PET/CT in lymphoma. Eur J Nucl Med Mol Imaging 2014; 41:1004-27. [PMID: 24519556 DOI: 10.1007/s00259-013-2686-2] [Citation(s) in RCA: 52] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2013] [Accepted: 12/27/2013] [Indexed: 01/08/2023]
Abstract
The management approach in Hodgkin's (HL) and high-grade non-Hodgkin's lymphomas (NHL) has shifted towards reducing the toxicity and long-term adverse effects associated with treatment while maintaining favorable outcomes in low-risk patients. The success of an individualized treatment strategy depends largely on accurate diagnostic tests both at staging and during therapy. In this regard, positron emission tomography (PET) using fluorodeoxyglucose (FDG) with computed tomography (CT) has proved effective as a metabolic imaging tool with compelling evidence supporting its superiority over conventional modalities, particularly in staging and early evaluation of response. Eventually, this modality was integrated into the routine staging and restaging algorithm of lymphomas. This review will summarize the data on the proven and potential utility of PET/CT imaging for staging, response assessment, and restaging, describing current limitations of this imaging modality.
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Affiliation(s)
- Lale Kostakoglu
- Department of Radiology, Icahn School of Medicine at Mount Sinai, One Gustave Levy Place, Box 1141, New York, NY, 10029, USA,
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Mhlanga JC, Durand D, Tsai HL, Durand CM, Leal JP, Wang H, Moore R, Wahl RL. Differentiation of HIV-associated lymphoma from HIV-associated reactive adenopathy using quantitative FDG PET and symmetry. Eur J Nucl Med Mol Imaging 2014; 41:596-604. [PMID: 24469258 DOI: 10.1007/s00259-013-2671-9] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2013] [Accepted: 12/10/2013] [Indexed: 11/28/2022]
Abstract
PURPOSE To determine the diagnostic accuracy of a semiautomated (18)F-FDG PET/CT measurement of total lesion glycolysis (TLG), maximum and peak standardized uptake value at lean body mass (SUL-Max and SUL-Peak), qualitative estimates of left/right nodal symmetry and FDG uptake for differentiating lymphoma from reactive adenopathy in HIV-infected patients. METHODS We retrospectively analyzed 41 whole-body (18)F-FDG PET/CT studies performed in HIV-infected patients for clinical reasons. The study received institutional review board approval. Of the 41 patients, 19 had biopsy-proven untreated lymphoma, and 22 with reactive adenopathy without malignancy on follow-up were used as controls. Nodal and extranodal visual qualitative metabolic scores, SUL-Max, SUL-Peak, CT nodal size, and PERCIST 1.0 threshold-based TLG and metabolic tumor volume (MTV) were determined. The qualitative intensity of nodal involvement and symmetry of uptake were compared using receiver operator curve (ROC) analysis. HIV plasma viral RNA measurements were also obtained. RESULTS All of the quantitative PET metrics performed well in differentiating lymphoma from reactive adenopathy and performed better than qualitative visual intensity scores. The areas under the ROC curves (AUC) were significantly higher for TLG = 0.96, single SUL-Peak = 0.96, single SUL-Max = 0.97, and MTV = 0.96, compared to 0.67 for CT nodal size (p < 0.001). These PET metrics performed best in separating the two populations in aviremic patients, with AUCs of 1 (AUC 0.91 for CT nodal size). TLG, MTV, SUL-Peak and SUL-Max were more reliable markers among viremic individuals, with AUCs between 0.84 and 0.93, compared to other metrics. PET metrics were significantly correlated with plasma viral load in HIV-reactive adenopathy controls. Asymmetrical FDG uptake had an accuracy of 90.4 % for differentiating lymphoma from reactive adenopathy in HIV-infected patients. CONCLUSION Quantitative PET metabolic metrics as well as the qualitative assessment of symmetry of nodal uptake appear to be valuable tools for differentiating lymphoma from reactive adenopathy in HIV-infected patients using FDG PET. These parameters appear more robust in aviremic patients.
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Affiliation(s)
- Joyce C Mhlanga
- Division of Nuclear Medicine, The Russell H. Morgan Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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Song MK, Chung JS, Lee JJ, Jeong SY, Lee SM, Hong JS, Chong A, Moon JH, Kim JH, Lee SM, Kim SJ, Shin HJ. Metabolic tumor volume by positron emission tomography/computed tomography as a clinical parameter to determine therapeutic modality for early stage Hodgkin's lymphoma. Cancer Sci 2013; 104:1656-61. [PMID: 24033666 DOI: 10.1111/cas.12282] [Citation(s) in RCA: 76] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2013] [Revised: 08/27/2013] [Accepted: 08/28/2013] [Indexed: 01/22/2023] Open
Abstract
Recent studies have shown that metabolic tumor volume (MTV) by positron emission tomography/computed tomography (PET/CT) is an important prognostic parameter in patients with non-Hodgkin's lymphoma. However, it is unknown whether doxorubicin, bleomycin, vinblastine, dacarbazine (ABVD) alone in early stage Hodgkin's lymphoma would lead to similar disease control as combined modality therapy (CMT) using MTV by PET/CT. One hundred and twenty-seven patients with early stage Hodgkin's lymphoma who underwent PET/CT at diagnosis were enrolled. The MTV was delineated on PET/CT by the area ≥SUV(max), 2.5 (standardized uptake value [SUV]). Sixty-six patients received six cycles of ABVD only. The other 61 patients received CMT (involved-field radiotherapy after 4-6 cycles of ABVD). The calculated MTV cut-off value was 198 cm(3) . Clinical outcomes were compared according to several prognostic factors (i.e. age ≥50 years, male, performance status ≥2, stage II, B symptoms, ≥4 involved sites, extranodal site, large mediastinal mass, CMT, elevated erythrocyte sedimentation rate and high MTV). Older age (progression-free survival [PFS], P = 0.003; overall survival [OS], P = 0.007), B symptoms (PFS, P = 0.006; OS, P = 0.036) and high MTV (PFS, P = 0.008; OS, P = 0.007) were significant independent prognostic factors. Survival of two high MTV groups treated with ABVD only and CMT were lower than the low MTV groups (PFS, P < 0.012; OS, P < 0.045). ABVD alone was sufficient to control disease in those with low MTV status. However, survival was poor, even if the CMT was assigned a high MTV status. The MTV would be helpful for deciding the therapeutic modality in patients with early stage Hodgkin's lymphoma.
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Affiliation(s)
- Moo-Kon Song
- Department of Hematology-Oncology, Pusan National University Hospital Medical Research Institute, Busan, Korea
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PET/CT in malignant lymphoma: basic information, clinical application, and proposal. Int J Hematol 2013; 98:398-405. [DOI: 10.1007/s12185-013-1444-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2013] [Revised: 09/10/2013] [Accepted: 09/11/2013] [Indexed: 12/11/2022]
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Kostakoglu L, Cheson BD. State-of-the-Art Research on "Lymphomas: Role of Molecular Imaging for Staging, Prognostic Evaluation, and Treatment Response". Front Oncol 2013; 3:212. [PMID: 24027671 PMCID: PMC3762124 DOI: 10.3389/fonc.2013.00212] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2013] [Accepted: 08/02/2013] [Indexed: 12/11/2022] Open
Abstract
Lymphomas are heterogeneous but potentially curable group of neoplasms. Treatment of lymphomas has rapidly evolved overtime with significant improvement in the cure rate and reductions in treatment-related toxicities. Despite excellent results, treatment programs are continued to be developed to achieve better curative and safety profiles. In these patients individualized therapy schemes can be devised based on a well-defined risk categorization. The therapy efficacy can be increased early during therapy in non-responding patients with escalated therapy protocols or with the addition of radiation therapy, particularly, in advanced-stage or unfavorable risk patients. The increasing availability of positron emission tomography using 18F-fluorodeoxyglucose, particularly fused with computed tomography (FDG-PET/CT) has lead to the integration of this modality into the routine staging and restaging for lymphoma with convincing evidence that it is a more accurate imaging modality compared with conventional imaging techniques. FDG-PET/CT is also is a promising surrogate for tumor chemosensitivity early during therapy. This review will summarize published data on the utility of FDG-PET/CT imaging in the staging, restaging, and predicting therapy response in patients with lymphoma.
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Affiliation(s)
- Lale Kostakoglu
- Department of Radiology, Mount Sinai Medical Center , New York, NY , USA
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Esfahani SA, Heidari P, Halpern EF, Hochberg EP, Palmer EL, Mahmood U. Baseline total lesion glycolysis measured with (18)F-FDG PET/CT as a predictor of progression-free survival in diffuse large B-cell lymphoma: a pilot study. AMERICAN JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING 2013; 3:272-281. [PMID: 23638338 PMCID: PMC3627523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 01/28/2013] [Accepted: 02/22/2013] [Indexed: 06/02/2023]
Abstract
This pilot study investigates the value of baseline total lesion glycolysis (TLG) in (18)F-FDG PET/CT scans for prediction of progression-free survival (PFS) in patients with Diffuse Large B-Cell Lymphoma (DLBCL). We also evaluate the role of other quantitative parameters measured at baseline and interim PET/CT for prediction of PFS. A retrospective review (2003-2010) of patients with DLBCL who underwent (18)F-FDG PET/CT before, after cycle two, and after completion of R-CHOP treatment, identified 84 patients. Twenty patients fulfilled the inclusion criteria. Standardized uptake values (SUVmax and SUVmean), total metabolic tumor volume (TMTV), and TLG were measured in baseline and interim PET/CT. Relationship between quantitative parameters and PFS was statistically analyzed using Log-rank test and univariate Cox-regression analysis. Of 20 patients (F/M: 7/13, range: 20-73 years), six patients (30%) developed recurrence after chemotherapy (mean follow-up: 51.35±17.05 months, range: 12-81 months). Results of statistical analysis showed TLG as the only discriminator of recurrence at baseline (cut-point: 704.77 g, HR: 11.21, CI: 1.29-97, P=0.02). Among the interim PET/CT parameters, SUVmean (cut -point: 2.07, HR: 6.31, CI: 1.25-31.61), SUVmax (cut-point: 2.3, HR: 6.31, CI: 1.25-31.61), and TLG (cut-point: 96.5 g, HR: 6.38, CI: 1.29 - 31.61) could all help predict PFS (P<0.05). Although not routinely reported, high baseline TLG may be a useful index to identify patients with DLBCL who are at increased risk for relapse after conventional R-CHOP. If confirmed in larger prospective studies, this may allow the selection of alternate therapeutic choices at the onset of treatment.
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Affiliation(s)
- Shadi A Esfahani
- Division of Nuclear Medicine and Molecular Imaging, Department of Radiology, Massachusetts General HospitalBoston, MA
| | - Pedram Heidari
- Division of Nuclear Medicine and Molecular Imaging, Department of Radiology, Massachusetts General HospitalBoston, MA
| | - Elkan F Halpern
- Division of Nuclear Medicine and Molecular Imaging, Department of Radiology, Massachusetts General HospitalBoston, MA
| | - Ephraim P Hochberg
- Department of Hematology and Oncology, Massachusetts General HospitalBoston, MA
| | - Edwin L Palmer
- Division of Nuclear Medicine and Molecular Imaging, Department of Radiology, Massachusetts General HospitalBoston, MA
| | - Umar Mahmood
- Division of Nuclear Medicine and Molecular Imaging, Department of Radiology, Massachusetts General HospitalBoston, MA
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Guignard R, Zwarthoed C, Borra A, Darcourt J, Gallamini A. PET scan integration in lymphoma management. Int J Hematol Oncol 2013. [DOI: 10.2217/ijh.13.11] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
SUMMARY Despite a marked improvement in lymphoma treatment outcome, current prognostic models, relying on a pretreatment set of static clinical variables, appear unable to support a risk-adapted therapeutic strategy. On the other hand, functional imaging with 18F-fluoro-2-deoxy-D-glucose (FDG)-PET proved to be a reliable tool to dynamically assess tumor FDG uptake changes during and after treatment. In this article we aim to review the prognostic value of FDG-PET in all the stages of Hodgkin’s and non-Hodgkin’s lymphoma management, without the intent to address the diagnostic value of PET or to replace available consensus guidelines. In particular we focused on two critical issues: the cost–effectiveness of PET in the overall strategy of lymphoma diagnosis and treatment; and ongoing clinical trials adopting an interim PET-based strategy to modulate treatment intensity based on PET results. Finally, new trends in multimodality imaging, as well as in new radiopharmaceutical tracers, are briefly reviewed.
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Affiliation(s)
- Renaud Guignard
- Nuclear Medicine Department, 33 Avenue Valombrose, 06189 Nice Cedex 2, Centre Antoine Lacassagne, Nice, France.
| | - Colette Zwarthoed
- Nuclear Medicine Department, 33 Avenue Valombrose, 06189 Nice Cedex 2, Centre Antoine Lacassagne, Nice, France
| | - Anna Borra
- Hematology Department, Centre Antoine Lacassagne, Nice, France
| | - Jacques Darcourt
- Nuclear Medicine Department, 33 Avenue Valombrose, 06189 Nice Cedex 2, Centre Antoine Lacassagne, Nice, France
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Oh MY, Chung JS, Song MK, Shin HJ, Lee HS, Lee SM, Lee GW, Lee SE. Prognostic value of Waldeyer's ring involvement of diffuse large B-cell lymphoma treated with R-CHOP. Int J Hematol 2013; 97:397-402. [PMID: 23400410 DOI: 10.1007/s12185-013-1282-3] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2012] [Revised: 01/16/2013] [Accepted: 01/20/2013] [Indexed: 11/27/2022]
Abstract
The objective of present study was to compare the prognosis of diffuse large B-cell lymphoma (DLBCL) with Waldeyer's ring involvement (WR-DLBCL) to that of nodal DLBCL (N-DLBCL) without WR involvement. Between July 2004 and October 2009, medical records and metabolic tumor volume (MTV) measured by 2-[fluorine-18]-fluoro-2-deoxy-D-glucose ((18)F-FDG) positron emission tomography /computed tomography were collected from patients confirmed with DLBCL. All patients received six or eight cycles of R-CHOP therapy. One hundred and eight patients were included and categorized into WR-DLBCL and N-DLBCL groups. WR involvement and other prognostic factors were analyzed for survivals. High international prognostic index score and high MTV were independent poor prognostic factors. However, WR involvement was a good prognostic factor only in univariate analysis. This study suggests that tumor burden appeared to be more important than specific organ involvement for the prognosis of DLBCL.
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Affiliation(s)
- Min-Young Oh
- Department of Hematology-Oncology, School of Medicine, Pusan National University Hospital Medical Research Institute, 1-10 Ami-dong, Seo-gu, Busan, 602-739, Republic of Korea.
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Prognostic value of quantitative parameters derived on initial staging 18F-fluorodeoxyglucose positron emission tomography/computed tomography in patients with high-grade non-Hodgkin's lymphoma. Nucl Med Commun 2012; 33:974-81. [PMID: 22811258 DOI: 10.1097/mnm.0b013e32835673ec] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
OBJECTIVES This study was carried out to evaluate the role of quantitative parameters in staging PET in predicting prognosis in patients with high-grade non-Hodgkin's lymphoma (NHL). METHODS A total of 51 histopathologically proven high-grade NHL patients treated with conventional chemotherapy regimens were included in the study. Total lesion glycolysis (TLG) and functional volumes (FVs) were defined as per the PET Response Criteria in Solid Tumors (PERCIST) criteria. All patients were followed up for a minimum period of 1 year or until an event, whichever occurred earlier. RESULTS Of the four semiquantitative parameters studied, SUV max and SUV mean did not show a statistically significant correlation with progression-free survival or overall survival, whereas TLG and FV showed a weak but statistically significant negative correlation. Using the receiver operating characteristic curve analysis, optimal cut-offs were derived for FV and TLG to predict progression and death. Using the cut-off values of 416 cm3 and 3340 g for FV and TLG, respectively, a statistically significant difference in progression-free survival and overall survival was obtained in the groups with FV and TLG above and below the threshold. On multivariate analysis of all the conventional prognostic factors and TLG more than 3340 and FV more than 416 cm3, only age greater than 60 years (P=0.013) and FV more than 416 cm3 (P=0.012) were found to be independently associated with disease progression. CONCLUSION Our results indicate that FV and TLG in staging PET/CT could be useful indices in predicting outcomes in patients with high-grade NHL treated with standard first-line chemotherapy regimens.
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Paidpally V, Chirindel A, Lam S, Agrawal N, Quon H, Subramaniam RM. FDG-PET/CT imaging biomarkers in head and neck squamous cell carcinoma. ACTA ACUST UNITED AC 2012; 4:633-647. [PMID: 23482696 DOI: 10.2217/iim.12.60] [Citation(s) in RCA: 90] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
This article discusses the value of 18F-fluoro-2-deoxyglucose PET/CT imaging biomarkers in head and neck squamous cell carcinoma. 18F-fluoro-2-deoxyglucose PET/CT is valuable at baseline staging, radiotherapy planning, therapy response assessment and in the follow-up of patients with head and neck squamous cell carcinoma. Maximum and peak standardized uptake value (SUVmax and SUVpeak), metabolic tumor volume and total lesion glycolysis are the common 18F-fluoro-2-deoxyglucose quantitative parameters that have been studied, along with qualitative assessments. These parameters will be evaluated with respect to their established or potential role as noninvasive biomarkers for patient risk stratification, treatment response and survival outcome.
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Affiliation(s)
- Vasavi Paidpally
- Russel H Morgan Department of Radiology & Radiology Science, Johns Hopkins Medical Institutions, 601 North Caroline Street/JHOC 3235, Baltimore, MD 21287, USA
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Song MK, Chung JS, Shin HJ, Moon JH, Ahn JS, Lee HS, Lee SM, Lee GW, Kim SJ, Lee SM. Clinical value of metabolic tumor volume by PET/CT in extranodal natural killer/T cell lymphoma. Leuk Res 2012; 37:58-63. [PMID: 23040533 DOI: 10.1016/j.leukres.2012.09.011] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2012] [Revised: 08/22/2012] [Accepted: 09/16/2012] [Indexed: 10/27/2022]
Abstract
This study investigated whether metabolic tumor volume (MTV) by PET/CT as indicator of extent of lymphoma burden would be a prognostic factor in stage I(E)/II(E) extranodal natural killer/T cell lymphoma (ENKTCL). Eighty patients with stage I(E)/II(E) ENKTCL in the upper aerodigestive tract underwent PET/CT at diagnosis were enrolled and 32 patients received upfront radiotherapy (RTx). MTV was measured on PET/CT images by the extranodal region above SUV, 2.5. Receiver operating curve analyses indicated that an MTV of 35.2 cm(3) was the ideal cut-off to distinguish between low and high MTV groups. Clinical outcomes were compared according to several prognostic factors (age, stage, high performance status [PS], high International Prognostic Index, elevated lactate dehydrogenase [LDH], local tumor invasiveness [LTI], high MTV and up-front RT). High PS, elevated LDH, LTI, high MTV and upfront RT were associated with survivals. In multivariate analysis, high MTV (PFS, HR=4.170, 95% CI=1.714-10.147, p=0.002; OS, HR=4.102, 95% CI=1.617-10.408, p=0.003) and up-front RT (PFS, HR=0.410, 95%CI=0.178-0.946, p=0.037; OS, HR=0.365, 95% CI=0.152-0.872, p=0.023) were significant independent prognostic factors. Upfront RTx and extent of tumor burden, as measured by the MTV, had significant prognostic value in patients with ENKTCL.
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Affiliation(s)
- Moo-Kon Song
- Department of Hematology-Oncology, Pusan National University Hospital Medical Research Institute, Busan, Republic of Korea.
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Oh MY, Oh SB, Seoung HG, Kim JH, Kim SM, Kim TK, Song MK, Shin HJ, Chung JS. Clinical significance of standardized uptake value and maximum tumor diameter in patients with primary extranodal diffuse large B cell lymphoma. THE KOREAN JOURNAL OF HEMATOLOGY 2012; 47:207-12. [PMID: 23071476 PMCID: PMC3464338 DOI: 10.5045/kjh.2012.47.3.207] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/30/2012] [Revised: 05/30/2012] [Accepted: 08/06/2012] [Indexed: 11/17/2022]
Abstract
Background Maximum standardized uptake value (SUVmax) and maximum tumor diameter (MTD) have been shown to reflect survival outcome in diffuse large B cell lymphoma (DLBCL). However, applying these values to primary extranodal DLBCL is difficult because they are separate nosological entities with differences in genetic origin. We therefore decided to evaluate whether SUVmax and MTD on 2-[fluorine-18]-fluoro-2-deoxy-D-glucose (18-FDG) positron emission tomography (PET) would affect the survival outcome in primary extranodal DLBCL. Methods From October 2005 to November 2010, 76 primary extranodal DLBCL patients receiving R-CHOP therapy were analyzed. All patients had undergone an initial 18-FDG PET/CT and conventional computed tomography (CT) of the neck, chest, abdomen, and pelvis for staging. Median follow-up period was 35 months. Results The SUVmax and MTD cut-off values were 11.0 and 7.5 cm, respectively. SUVmax≥11.0 predicted a short progression free survival (PFS, P=0.002) and overall survival (OS, P=0.002). MTD≥7.5 cm was associated with poor PFS (P=0.003) and OS (P=0.003). High International Prognostic Index (IPI) was also associated with the survival outcome (PFS, P=0.046; OS, P=0.030). Multivariate analysis revealed that SUVmax≥11.0 (PFS, hazard ratio [HR]=10.813, P=0.024; OS, HR=6.312, P=0.015); MTD≥7.5 cm (PFS, HR=5.631, P=0.008; OS, HR=4.072, P=0.008); and high IPI (PFS, P=0.027; OS, P=0.046) were independent prognostic factors. Conclusion It appears that both MTD and SUVmax can be independent prognostic factors in primary extranodal DLBCL.
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Affiliation(s)
- Min-Young Oh
- Department of Internal Medicine, Pusan National University Hospital, Busan, Korea
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Metabolic Tumor Volume Measured by F-18 FDG PET/CT can Further Stratify the Prognosis of Patients with Stage IV Non-Small Cell Lung Cancer. Nucl Med Mol Imaging 2012; 46:286-93. [PMID: 24900076 DOI: 10.1007/s13139-012-0165-5] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2012] [Revised: 08/13/2012] [Accepted: 08/14/2012] [Indexed: 12/20/2022] Open
Abstract
PURPOSE This study aimed to further stratify prognostic factors in patients with stage IV non-small cell lung cancer (NSCLC) by measuring their metabolic tumor volume (MTV) using F-18 fluorodeoxyglucose (FDG) positron emission tomography/computed tomography (PET/CT). MATERIALS AND METHODS The subjects of this retrospective study were 57 patients with stage IV NSCLC. MTV, total lesion glycolysis (TLG), and maximum standardized uptake value (SUVmax) were measured on F-18 FDG PET/CT in both the primary lung lesion as well as metastatic lesions in torso. Optimal cutoff values of PET parameters were measured by receiver operating characteristic (ROC) curve analysis. Kaplan-Meier survival curves were used for evaluation of progression-free survival (PFS). The univariate and multivariate Cox proportional hazards models were used to select the significant prognostic factors. RESULTS Univariate analysis showed that both MTV and TLG of primary lung lesion (MTV-lung and TLG-lung) were significant factors for prediction of PFS (P < 0.001, P = 0.038, respectively). Patients showing lower values of MTV-lung and TLG-lung than the cutoff values had significantly longer mean PFS than those with higher values. Hazard ratios (95 % confidence interval) of MTV-lung and TLG-lung measured by univariate analysis were 6.4 (2.5-16.3) and 2.4 (1.0-5.5), respectively. Multivariate analysis revealed that MTV-lung was the only significant factor for prediction of prognosis. Hazard ratio was 13.5 (1.6-111.1, P = 0.016). CONCLUSION Patients with stage IV NSCLC could be further stratified into subgroups of significantly better and worse prognosis by MTV of primary lung lesion.
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