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Nomura K, Nakai T, Nishina Y, Sakamoto N, Miyoshi T, Tane K, Samejima J, Aokage K, Kojima M, Sakashita S, Taki T, Miyazaki S, Watanabe R, Suzuki K, Tsuboi M, Ishii G. FDG uptake in PET is associated with the tumor microenvironment in metastatic lymph nodes and prognosis in N2 lung adenocarcinoma. Cancer Sci 2022; 113:1488-1496. [PMID: 35023268 PMCID: PMC8990723 DOI: 10.1111/cas.15266] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2021] [Revised: 12/22/2021] [Accepted: 12/31/2021] [Indexed: 11/26/2022] Open
Abstract
Positron emission tomography is a useful technique for diagnosing lymph node (LN) metastasis. This study aimed to elucidate the association between fluorodeoxyglucose accumulation and the microenvironment in metastatic LNs in lung adenocarcinoma. We retrospectively analyzed 62 patients with surgically resected pathological N2 lung adenocarcinoma who underwent preoperative PET. The maximum standardized uptake value (SUVmax) in the metastatic LNs was measured. Lymph node specimens were immunohistochemically analyzed for CD8+, FoxP3+, and CD79a+ lymphocytes, CD204+ tumor‐associated macrophages (TAMs), and alpha‐smooth muscle actin‐positive cancer‐associated fibroblasts (αSMA+ CAFs). We compared the clinicopathologic and immunohistochemical characteristics between two groups with high and low LN SUVmax. Using novel 3D hybrid spheroid models, we investigated the change in invasiveness of cancer cells in the presence of CAFs. In the multivariate analyses, LN SUVmax was an independent prognostic factor. The overall survival in the LN SUVmax high group was significantly worse than in the low group (P = .034). In the LN SUVmax high group, metastatic cancer cell invasion of extranodal tissue was more frequent (P = .005) and the number of CD204+ TAMs and αSMA+ CAFs in metastatic LNs was significantly higher than in the low group (P < .001 and P = .002, respectively). Hybrid spheroid models revealed that cancer cells coexisting with CAFs were more invasive than those without CAFs. Our results indicated a strong association between LN SUVmax and poor prognosis in patients with N2 lung adenocarcinoma. Moreover, LN SUVmax was suggested to be associated with the presence of tumor‐promoting stromal cells in metastatic LNs.
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Affiliation(s)
- Kotaro Nomura
- Department of Pathology and Clinical Laboratories, National Cancer Center Hospital East, Kashiwa, Chiba, Japan.,Department of Thoracic Surgery, National Cancer Center Hospital East, Kashiwa, Chiba, Japan.,Departments of General Thoracic Surgery, Juntendo University School of Medicine, Tokyo, Japan
| | - Tokiko Nakai
- Department of Pathology and Clinical Laboratories, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Yukino Nishina
- Department of Integrated Biosciences, Laboratory of Cancer Biology, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, Japan.,Division of Pathology, Exploratory Oncology Research and Clinical Trial Center, National Cancer Center, Kashiwa, Japan
| | - Naoya Sakamoto
- Department of Pathology and Clinical Laboratories, National Cancer Center Hospital East, Kashiwa, Chiba, Japan.,Division of Pathology, Exploratory Oncology Research and Clinical Trial Center, National Cancer Center, Kashiwa, Japan
| | - Tomohiro Miyoshi
- Department of Thoracic Surgery, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Kenta Tane
- Department of Thoracic Surgery, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Joji Samejima
- Department of Thoracic Surgery, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Keiju Aokage
- Department of Thoracic Surgery, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Motohiro Kojima
- Department of Pathology and Clinical Laboratories, National Cancer Center Hospital East, Kashiwa, Chiba, Japan.,Division of Pathology, Exploratory Oncology Research and Clinical Trial Center, National Cancer Center, Kashiwa, Japan
| | - Shingo Sakashita
- Department of Pathology and Clinical Laboratories, National Cancer Center Hospital East, Kashiwa, Chiba, Japan.,Division of Pathology, Exploratory Oncology Research and Clinical Trial Center, National Cancer Center, Kashiwa, Japan
| | - Tetsuro Taki
- Department of Pathology and Clinical Laboratories, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Saori Miyazaki
- Department of Pathology and Clinical Laboratories, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Reiko Watanabe
- Department of Pathology and Clinical Laboratories, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Kenji Suzuki
- Departments of General Thoracic Surgery, Juntendo University School of Medicine, Tokyo, Japan
| | - Masahiro Tsuboi
- Department of Thoracic Surgery, National Cancer Center Hospital East, Kashiwa, Chiba, Japan
| | - Genichiro Ishii
- Department of Pathology and Clinical Laboratories, National Cancer Center Hospital East, Kashiwa, Chiba, Japan.,Department of Integrated Biosciences, Laboratory of Cancer Biology, Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba, Japan.,Division of Innovative Pathology and Laboratory Medicine, Exploratory Oncology Research and Clinical Trial Center, National Cancer Center, Kashiwa, Chiba, Japan
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2
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Surov A, Wienke A. Associations Between FDG PET and Expression of VEGF and Microvessel Density in Different Solid Tumors: A Meta-analysis. Acad Radiol 2021; 28:e110-e117. [PMID: 32327296 DOI: 10.1016/j.acra.2020.02.030] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 02/29/2020] [Accepted: 02/29/2020] [Indexed: 12/27/2022]
Abstract
BACKGROUND To date, there are inconsistent data about relationships between 2-deoxy-2 [18F] fluoro-D-glucose positron emission tomography (FDG-PET) and expression of vascular endothelial growth factor (VEGF) and microvessel density (MVD). The aim of the present meta-analysis was to systematize the reported data about associations between maximal standardized uptake value (SUVmax) derived from FDG PET and expression of VEGF and as well as MVD. METHODS MEDLINE library, SCOPUS and EMBASE data bases were screened for relationships between SUVmax and VEGF/MVD up to October 2019. Overall, in 18 studies correlations between SUVmax and VEGF and in 13 studies correlations between SUVmax and MVD were reported. The following data were extracted from the literature: authors, year of publication, number of patients, and correlation coefficients. RESULTS Associations between 18F-FDG PET and VEGF were reported in 18 studies (935 patients). The calculated correlation coefficients between SUVmax and VEGF expression ranged from -0.16 to 0.88. The pooled correlation coefficient was 0.32, (95% confidence interval [CI] = [0.15; 0.48]). Associations between 18F-FDG PET and MVD were investigated in 13 studies (593 patients). The reported correlation coefficients ranged from -0.23 to 0.91. The pooled correlation coefficient was 0.27, (95% CI = [0.00; 0.53]). Analysis of MVD based on CD105 immunohistochemical staining was performed in four studies (117 patients). The pooled correlation coefficient was 0.41 (95% CI = [0.22; 0.59]). In three reports with 233 patients, MVD was estimated by staining with CD31 antibody. The pooled correlation coefficient was 0.01, (95% CI = [-0.44; 0.47]). Finally, in 9 studies (280 patients) MVD was performed on CD34 stained specimens. The pooled correlation coefficient was 0.36, (95% CI = [0.09; 0.63]). CONCLUSION SUVmax of FDG PET correlated weakly with expression of VEGF and with MVD. Therefore, FDG PET cannot predict neoangiogenesis in malignant tumors.
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Affiliation(s)
- Alexey Surov
- Department of Radiology and Nuclear Medicine, Otto-von-Guericke University Magdeburg, Germany.
| | - Andreas Wienke
- Institute of Medical Epidemiology, Biostatistics, and Informatics, Martin-Luther-University Halle-Wittenberg, Germany
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Nucleophosmin 1 overexpression correlates with 18F-FDG PET/CT metabolic parameters and improves diagnostic accuracy in patients with lung adenocarcinoma. Eur J Nucl Med Mol Imaging 2020; 48:904-912. [PMID: 32856112 DOI: 10.1007/s00259-020-05005-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2020] [Accepted: 08/18/2020] [Indexed: 12/24/2022]
Abstract
PURPOSE This study investigated the correlation of nucleophosmin 1 (NPM1) expression with 18F-fluorodeoxyglucose (18F-FDG) positron emission tomography/computerised tomography scan (PET/CT)-related parameters and compared the diagnostic value of NPM1 with that of the positive biomarker TTF1 in lung adenocarcinoma patients. METHODS Forty-six lung adenocarcinoma patients who underwent 18F-FDG PET/CT before pulmonary surgery were retrospectively analysed. Metabolic parameters including SUVmax, SUVmean, metabolic tumour volume (MTV) and total lesion glycolysis (TLG) were calculated from 18F-FDG PET imaging data. The expression levels of NPM1 and TTF1 were assessed using The Cancer Genome Atlas (TCGA) database and immunohistochemistry of tumour tissues and adjacent normal lung tissues. We examined the association between the frequency of NPM1 and TTF1 expression and the metabolic parameters. RESULTS Lung adenocarcinoma samples expressed higher levels of NPM1 than adjacent normal lung epithelial tissues. NPM1 showed higher specificity and sensitivity for lung adenocarcinoma compared with TTF1 (p < 0.001). SUVmax, SUVmean and TLG correlated with NPM1 expression (p < 0.001). MTV was inversely correlated with TTF1 (p < 0.01). SUVmax was the primary predictor of NPM1 expression by lung adenocarcinoma (p < 0.01). A cutoff value for the SUVmax of 3.93 allowed 90.9% sensitivity and 84.6% specificity for predicting NPM1 overexpression in lung adenocarcinoma. CONCLUSION NPM1 overexpression correlated with 18F-FDG PET/CT metabolic parameters and improved diagnostic accuracy in lung adenocarcinoma. SUVmax on 18F-FDG PET/CT may estimate NPM1 expression for targeted therapy of lung adenocarcinoma.
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Wang X, Cui H, Gong G, Fu Z, Zhou J, Gu J, Yin Y, Feng D. Computational delineation and quantitative heterogeneity analysis of lung tumor on 18F-FDG PET for radiation dose-escalation. Sci Rep 2018; 8:10649. [PMID: 30006600 PMCID: PMC6045640 DOI: 10.1038/s41598-018-28818-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Accepted: 06/18/2018] [Indexed: 12/13/2022] Open
Abstract
Quantitative measurement and analysis of tumor metabolic activities could provide a more optimal solution to personalized accurate dose painting. We collected PET images of 58 lung cancer patients, in which the tumor exhibits heterogeneous FDG uptake. We design an automated delineation and quantitative heterogeneity measurement of the lung tumor for dose-escalation. For tumor delineation, our algorithm firstly separates the tumor from its adjacent high-uptake tissues using 3D projection masks; then the tumor boundary is delineated with our stopping criterion of joint gradient and intensity affinities. For dose-escalation, tumor sub-volumes with low, moderate and high metabolic activities are extracted and measured. Based on our quantitative heterogeneity measurement, a sub-volume oriented dose-escalation plan is implemented in intensity modulated radiation therapy (IMRT) planning system. With respect to manual tumor delineations by two radiation oncologists, the paired t-test demonstrated our model outperformed the other computational methods in comparison (p < 0.05) and reduced the variability between inter-observers. Compared to standard uniform dose prescription, the dosimetry results demonstrated that the dose-escalation plan statistically boosted the dose delivered to high metabolic tumor sub-volumes (p < 0.05). Meanwhile, the doses received by organs-at-risk (OAR) including the heart, ipsilateral lung and contralateral lung were not statistically different (p > 0.05).
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Affiliation(s)
- Xiuying Wang
- BMIT research group, School of Information Technologies, The University of Sydney, Sydney, Australia.
| | - Hui Cui
- BMIT research group, School of Information Technologies, The University of Sydney, Sydney, Australia
| | - Guanzhong Gong
- The Radiation Oncology Department of Shandong Cancer Hospital, Affiliated to Shandong University, Jinan, China
| | - Zheng Fu
- PET/CT center, Shandong Tumor Hospital and Institute, Shandong Academy of Medical Sciences, Jinan, China
| | | | - Jiabing Gu
- The Radiation Oncology Department of Shandong Cancer Hospital, Affiliated to Shandong University, Jinan, China
| | - Yong Yin
- The Radiation Oncology Department of Shandong Cancer Hospital, Affiliated to Shandong University, Jinan, China.
| | - Dagan Feng
- BMIT research group, School of Information Technologies, The University of Sydney, Sydney, Australia.,Med-X Research Institute, Shanghai Jiao Tong University, Shanghai, China
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Taira N, Atsumi E, Nakachi S, Takamatsu R, Yohena T, Kawasaki H, Kawabata T, Yoshimi N. Comparison of GLUT-1, SGLT-1, and SGLT-2 expression in false-negative and true-positive lymph nodes during the 18F-FDG PET/CT mediastinal nodal staging of non-small cell lung cancer. Lung Cancer 2018; 123:30-35. [PMID: 30089592 DOI: 10.1016/j.lungcan.2018.06.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2018] [Revised: 06/03/2018] [Accepted: 06/08/2018] [Indexed: 12/25/2022]
Abstract
INTRODUCTION Although positron emission tomography (PET) with 2-deoxy-2-[fluorine-18]fluoro-d-glucose integrated with computed tomography (CT), (18F-FDG PET/CT), has recently improved the mediastinal nodal staging of non-small cell lung cancer (NSCLC), this method can show false negativity. We immunohistochemically investigated the expression of glucose transporters (GLUT-1, SGLT-1, and SGLT-2) in false negative and true positive mediastinal nodes via 18F-FDG PET/CT. METHODS We investigated patients with clinically-diagnosed N0/pathological N2 diseases and patients with clinically-diagnosed N2/pathological N2 disease. The patients who were included in this study were evaluated using 18F-FDG PET/CT followed by surgical resection between January 2004 and December 2015. The expression of GLUT-1, SGLT-1, and SGLT-2 in the metastatic mediastinal lymph nodes, and clinicopathological variables such as primary tumor size, lymph node size, histological type, and SUVmax of the primary lesion, were compared between false negative nodes and true positive nodes. RESULTS The total number of PET false negative metastatic mediastinal lymph nodes was 22 in the 17 patients who were clinical N0/pathological N2, and the number of PET true positives was 15 in the 11 patients who were clinical N2/pathological N2. GLUT-1 expression was positive in five false negative nodes and 10 true positive nodes. SGLT-2 expression was positive in 12 false negative nodes and one true positive node, whereas both false negative and true positive nodes showed no SGLT-1 staining. Univariate analysis showed that the reduced expression of GLUT-1 (P = 0.015), and overexpression of SGLT-2 (P = 0.004) were the significant causative factors for false negative nodes. Multivariate analysis also showed that the reduced expression of GLUT-1 (P = 0.012) and overexpression of SGLT-2 (P = 0.006) were the significant causative factors for false negative nodes. CONCLUSION It suggests that the reduced expression of GLUT-1 and overexpression of SGLT-2 are associated with false-negative lymph node metastases in NSCLC.
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Affiliation(s)
- Naohiro Taira
- Department of Pathology and Oncology, Graduate School of Medical Science, University of the Ryukyus, Okinawa, Japan; Department of Surgery, National Hospital Organization, Okinawa National Hospital, Okinawa, Japan.
| | - Eriko Atsumi
- Department of Pathology and Oncology, Graduate School of Medical Science, University of the Ryukyus, Okinawa, Japan; Department of Pathology, National Hospital Organization, Okinawa National Hospital, Okinawa, Japan
| | - Saori Nakachi
- Department of Pathology and Oncology, Graduate School of Medical Science, University of the Ryukyus, Okinawa, Japan
| | - Reika Takamatsu
- Department of Pathology and Oncology, Graduate School of Medical Science, University of the Ryukyus, Okinawa, Japan
| | - Tomofumi Yohena
- Department of Surgery, National Hospital Organization, Okinawa National Hospital, Okinawa, Japan
| | - Hidenori Kawasaki
- Department of Surgery, National Hospital Organization, Okinawa National Hospital, Okinawa, Japan
| | - Tsutomu Kawabata
- Department of Surgery, National Hospital Organization, Okinawa National Hospital, Okinawa, Japan
| | - Naoki Yoshimi
- Department of Pathology and Oncology, Graduate School of Medical Science, University of the Ryukyus, Okinawa, Japan
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Standardized Uptake Values Derived from 18F-FDG PET May Predict Lung Cancer Microvessel Density and Expression of KI 67, VEGF, and HIF-1 α but Not Expression of Cyclin D1, PCNA, EGFR, PD L1, and p53. CONTRAST MEDIA & MOLECULAR IMAGING 2018; 2018:9257929. [PMID: 29983647 PMCID: PMC6011144 DOI: 10.1155/2018/9257929] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/02/2018] [Accepted: 04/26/2018] [Indexed: 12/19/2022]
Abstract
Background Our purpose was to provide data regarding relationships between 18F-FDG PET and histopathological parameters in lung cancer. Methods MEDLINE library was screened for associations between PET parameters and histopathological features in lung cancer up to December 2017. Only papers containing correlation coefficients between PET parameters and histopathological findings were acquired for the analysis. Overall, 40 publications were identified. Results Associations between SUV and KI 67 were reported in 23 studies (1362 patients). The pooled correlation coefficient was 0.44. In 2 studies (180 patients), relationships between SUV and expression of cyclin D1 were analyzed (pooled correlation coefficient = 0.05). Correlation between SUV and HIF-1α was investigated in 3 studies (288 patients), and the pooled correlation coefficient was 0.42. In 5 studies (310 patients), associations between SUV and MVD were investigated (pooled correlation coefficient = 0.54). In 6 studies (305 patients), relationships between SUV and p53 were analyzed (pooled correlation coefficient = 0.30). In 6 studies (415 patients), associations between SUV and VEGF expression were investigated (pooled correlation coefficient = 0.44). In 5 studies (202 patients), associations between SUV and PCNA were investigated (pooled correlation coefficient = 0.32). In 3 studies (718 patients), associations between SUV and expression of PD L1 were analyzed (pooled correlation coefficient = 0.36). Finally, in 5 studies (409 patients), associations between SUV and EGFR were investigated (pooled correlation coefficient = 0.38). Conclusion SUV may predict microvessel density and expression of VEGF, KI 67, and HIF-1α in lung cancer.
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Ye L, Shi S, Zeng Z, Huang Y, Hu Y, He J. Nomograms for predicting disease progression in patients of Stage I non-small cell lung cancer treated with stereotactic body radiotherapy. Jpn J Clin Oncol 2018; 48:160-166. [PMID: 29253245 DOI: 10.1093/jjco/hyx179] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2017] [Accepted: 11/22/2017] [Indexed: 12/25/2022] Open
Abstract
Objective Non-local progression is a major concern in non-small cell lung cancer (NSCLC) treated with stereotactic body radiotherapy (SBRT). Herein we aimed to create a pre-treatment prognostic nomogram for patients with Stage I NSCLC receiving SBRT. Methods We retrospectively studied 182 eligible patients. Patients were randomly divided into a model (70%) group and a validation (30%) group. In the model group, thirteen parameters consisting of patient, treatment, and tumor factors were studied and multivariate Cox proportional hazards regression was performed to identify independent predictors for survival outcome, based on which we developed clinical nomogram. The nomogram was externally validated in the validation group. Results Multivariate analysis showed that tumor size (P = 0.011) was the only factor correlated with 2-year overall survival, whereas 2-year locoregional control (LRC) was significantly related to tumor size (P = 0.024) and the maximum standardized uptake value (SUVmax) (P = 0.044), so does 2-year progression-free survival (PFS) (tumor size: P = 0.026; SUVmax: P = 0.038). Nomogram for 2-year LRC and 2-year PFS were created based on aforementioned results. The C-indexes for the nomograms to predict 2-year LRC and PFS were 0.816 and 0.804, respectively, in model group, and were 0.729 and 0.731, respectively, in the validation group. Calibration plots also showed that the model performed well. Conclusions Tumor of larger size and higher SUVmax predisposed patients to early onset of locoregional and distant progression. The nomogram developed in our study would be helpful in clinical decision-making and selection of patients who may benefit from more rigorous follow-up and aggressive systemic treatment plan.
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Affiliation(s)
- Luxi Ye
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Shiming Shi
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Zhaochong Zeng
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yan Huang
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Yong Hu
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
| | - Jian He
- Department of Radiation Oncology, Zhongshan Hospital, Fudan University, Shanghai, China
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Carvalho S, Leijenaar RTH, Troost EGC, van Timmeren JE, Oberije C, van Elmpt W, de Geus-Oei LF, Bussink J, Lambin P. 18F-fluorodeoxyglucose positron-emission tomography (FDG-PET)-Radiomics of metastatic lymph nodes and primary tumor in non-small cell lung cancer (NSCLC) - A prospective externally validated study. PLoS One 2018; 13:e0192859. [PMID: 29494598 PMCID: PMC5832210 DOI: 10.1371/journal.pone.0192859] [Citation(s) in RCA: 52] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2017] [Accepted: 01/31/2018] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Lymph node stage prior to treatment is strongly related to disease progression and poor prognosis in non-small cell lung cancer (NSCLC). However, few studies have investigated metabolic imaging features derived from pre-radiotherapy 18F-fluorodeoxyglucose (FDG) positron-emission tomography (PET) of metastatic hilar/mediastinal lymph nodes (LNs). We hypothesized that these would provide complementary prognostic information to FDG-PET descriptors to only the primary tumor (tumor). METHODS Two independent cohorts of 262 and 50 node-positive NSCLC patients were used for model development and validation. Image features (i.e. Radiomics) including shape and size, first order statistics, texture, and intensity-volume histograms (IVH) (http://www.radiomics.io/) were evaluated by univariable Cox regression on the development cohort. Prognostic modeling was conducted with a 10-fold cross-validated least absolute shrinkage and selection operator (LASSO), automatically selecting amongst FDG-PET-Radiomics descriptors from (1) tumor, (2) LNs or (3) both structures. Performance was assessed with the concordance-index. Development data are publicly available at www.cancerdata.org and Dryad (doi:10.5061/dryad.752153b). RESULTS Common SUV descriptors (maximum, peak, and mean) were significantly related to overall survival when extracted from LNs, as were LN volume and tumor load (summed tumor and LNs' volumes), though this was not true for either SUV metrics or tumor's volume. Feature selection exclusively from imaging information based on FDG-PET-Radiomics, exhibited performances of (1) 0.53 -external 0.54, when derived from the tumor, (2) 0.62 -external 0.56 from LNs, and (3) 0.62 -external 0.59 from both structures, including at least one feature from each sub-category, except IVH. CONCLUSION Combining imaging information based on FDG-PET-Radiomics features from tumors and LNs is desirable to achieve a higher prognostic discriminative power for NSCLC.
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Affiliation(s)
- Sara Carvalho
- Department of Radiation Oncology (MAASTRO), GROW–School for Oncology and Developmental Biology, Maastricht University Medical Center (MUMC +), Maastricht, the Netherlands
| | - Ralph T. H. Leijenaar
- Department of Radiation Oncology (MAASTRO), GROW–School for Oncology and Developmental Biology, Maastricht University Medical Center (MUMC +), Maastricht, the Netherlands
| | - Esther G. C. Troost
- Department of Radiation Oncology (MAASTRO), GROW–School for Oncology and Developmental Biology, Maastricht University Medical Center (MUMC +), Maastricht, the Netherlands
- Institute of Radiooncology—OncoRay, Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany
- Department of Radiotherapy and Radiation Oncology, Medical Faculty and University Hospital Carl Gustav Carus of Technische Universität Dresden, Dresden, Germany
- OncoRay, National Centre for Radiation Research in Oncology, Medical Faculty and University Hospital Carl Gustav Carus of Technische Universität Dresden, Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany
| | - Janna E. van Timmeren
- Department of Radiation Oncology (MAASTRO), GROW–School for Oncology and Developmental Biology, Maastricht University Medical Center (MUMC +), Maastricht, the Netherlands
| | - Cary Oberije
- Department of Radiation Oncology (MAASTRO), GROW–School for Oncology and Developmental Biology, Maastricht University Medical Center (MUMC +), Maastricht, the Netherlands
| | - Wouter van Elmpt
- Department of Radiation Oncology (MAASTRO), GROW–School for Oncology and Developmental Biology, Maastricht University Medical Center (MUMC +), Maastricht, the Netherlands
| | - Lioe-Fee de Geus-Oei
- Department of Radiology and Nuclear Medicine, Radboud UMC, Nijmegen, the Netherlands
- Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands
- Biomedical Photonic Imaging Group, MIRA Institute, University of Twente, Enschede, the Netherlands
| | - Johan Bussink
- Department of Radiation Oncology, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Philippe Lambin
- Department of Radiation Oncology (MAASTRO), GROW–School for Oncology and Developmental Biology, Maastricht University Medical Center (MUMC +), Maastricht, the Netherlands
- * E-mail:
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Kanmaz ZD, Aras G, Tuncay E, Bahadır A, Kocatürk C, Yaşar ZA, Öz B, Özkurt CÜ, Gündoğan C, Çermik TF. Contribution of ¹⁸Fluorodeoxyglucose positron emission tomography uptake and TTF-1 expression in the evaluation of the EGFR mutation in patients with lung adenocarcinoma. Cancer Biomark 2016; 16:489-98. [PMID: 27062706 DOI: 10.3233/cbm-160588] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
AIM The aim of this study is to evaluate the diagnostic value of PET-CT scan for the prediction of EGFR mutation status and the contribution of TTF-1 expression to PET-CT scan. METHODS We retrospectively studied 218 cases with a diagnosis of pulmonary adenocarcinoma between 2012-2014 which underwent EGFR analysis, TTF-1 and PET-CT before treatment. RESULTS The EGFR mutation was present in 28.9% (n= 63) of cases. TTF-1 positivity was 66.9% (n= 105). Standardized uptake value (SUV max) was 16.7 ± 6.8 in EGFR mutant type, 13.8 ± 7.6 in cases having no EGFR mutations. According to our evaluations, high SUVmax is positively correlated with EGFR mutation status. TTF-1 expression in multivariate analysis strengthens the accuracy of detecting an EGFR mutation. CONCLUSION PET-CT FDG uptake may, together with TTF-1 expression, help diagnosis in lung adenocarcinoma cases when evaluating for EGFR mutation status.
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Affiliation(s)
- Zehra Dilek Kanmaz
- Yedikule Chest Diseases Research and Training Hospital, Istanbul, Turkey
| | - Gülfidan Aras
- Yedikule Chest Diseases Research and Training Hospital, Istanbul, Turkey
| | - Esin Tuncay
- Yedikule Chest Diseases Research and Training Hospital, Istanbul, Turkey
| | - Ayşe Bahadır
- Yedikule Chest Diseases Research and Training Hospital, Istanbul, Turkey
| | | | - Zehra Asuk Yaşar
- Abant Izzet Baysal University School of Medicine, Istanbul, Turkey
| | - Büge Öz
- Cerrahpasa Medical Faculty, Pathology Department Istanbul University, Istanbul, Turkey
| | - Canan Ünlü Özkurt
- Cerrahpasa Medical Faculty, Pathology Department Istanbul University, Istanbul, Turkey
| | - Cihan Gündoğan
- Department of Nuclear Medicine, Istanbul Training and Research Hospital, Istanbul, Turkey
| | - Tevfik Fikret Çermik
- Department of Nuclear Medicine, Istanbul Training and Research Hospital, Istanbul, Turkey
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Hasbek Z, Doğan ÖT, Sarı İ, Yücel B, Şeker MM, Turgut B, Berk S, Siliğ Y. The Diagnostic Value of the Correlation between Serum Anti-p53 Antibody and Positron Emission Tomography Parameters in Lung Cancer. Mol Imaging Radionucl Ther 2016; 25:107-113. [PMID: 27751972 PMCID: PMC5100081 DOI: 10.4274/mirt.97269] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
Abstract
OBJECTIVE Mutations in the p53 gene are the most commonly observed genetic abnormalities in malignancies. The purpose of this study was to assess the diagnostic value of serum anti-p53 antibody (Ab) along with the correlation between serum anti-p53 Ab level and quantitative positron emission tomography (PET) parameters such as maximum standardized uptake value (SUVmax), SUVave, metabolic tumor volume, total lesion glycolysis (TLG) and tumor size. METHODS Serum anti-p53 Ab level was studied in three groups. Patients who underwent 18F-fluorodeoxyglucose (FDG) PET/computed tomography (CT) imaging for staging of previously diagnosed lung cancer constituted the first group, while patients who underwent 18F-FDG PET/CT imaging for evaluation of suspicious pulmonary nodules detected on thorax CT and did not show pathologic FDG accumulation (NAPN=pulmonary nodule with non avid-FDG) were enrolled in the second group. The third group consisted of healthy volunteers. RESULTS Twenty-eight patients with lung cancer (median age: 62.5, range: 39-77years), 28 patients with NAPN (median age: 65, range: 33-79 years), and 24 healthy volunteers (median age: 62, range: 44-74 years) were enrolled in the study. The serum anti-p53 Ab level was low in healthy volunteers while it was higher in both lung cancer patients and NAPN patients (p<0.05). When serum anti-p53 Ab level and PET parameters were evaluated, there was no significant correlation between serum anti-p53 Ab level and SUVmax, SUVave, TLG, tumor volume and tumor size of patients with lung cancer (p>0.05). Besides, there was no significant difference between serum anti-p53 Ab level and lesion size of NAPN patients (p>0.05). CONCLUSION It was determined that serum anti-p53 Ab levels are not significantly correlated with PET parameters, and that serum anti-p53 Ab levels increase in any benign or malignant lung parenchyma pathology as compared to healthy volunteers. These results indicate that this Ab cannot be used as a predictor of malignancy in a lung lesion.
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Affiliation(s)
- Zekiye Hasbek
- Cumhuriyet University Faculty of Medicine, Department of Nuclear Medicine, Sivas, Turkey, Phone: +90 346 258 02 53 E-mail:
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Okita R, Yukawa T, Nojima Y, Maeda A, Saisho S, Shimizu K, Nakata M. MHC class I chain-related molecule A and B expression is upregulated by cisplatin and associated with good prognosis in patients with non-small cell lung cancer. Cancer Immunol Immunother 2016; 65:499-509. [PMID: 26940474 PMCID: PMC11029019 DOI: 10.1007/s00262-016-1814-9] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2015] [Accepted: 02/22/2016] [Indexed: 01/05/2023]
Abstract
MHC class I chain-related molecule A and B (MICA/B) are NK group 2 member D (NKG2D) ligands, which are broadly expressed in transformed cells. Both DNA damage-induced ataxia-telangiectasia-mutated (ATM)- and ATM and Rad3-related protein kinases (ATM-ATR) signaling and oncogene-induced PI3K-AKT signaling regulate the expression of NKG2D ligands, which promote NK cell-mediated cytotoxicity via NKG2D-NKG2D ligand interactions. NKG2D ligand overexpression was recently reported to be correlated with good prognosis in several types of cancer. However, the prognostic significance of NKG2D ligands in non-small cell lung cancer (NSCLC) remains unclear. Here, MICA/B expression was evaluated based on immunohistochemistry of 91 NSCLC samples from patients following radical surgery. In addition, expression of MICA/B was assessed in NSCLC cell lines treated with cisplatin in order to evaluate the regulatory mechanisms of MICA/B expression. Overall, 28 out of 91 (30.8%) specimens showed high expression level of MICA/B, which was associated with low (18)F-fluorodeoxyglucose uptake and manifestation of adenocarcinoma. After a median follow-up of 48.2 months, high MICA/B expression was associated with good recurrence-free survival (p = 0.037). In vitro assays using cell lines revealed that MICA/B expression was upregulated by cisplatin via ATM-ATR signaling, resulting in enhanced NK cell-mediated cytotoxicity. Upregulated MICA/B expressions in patients with radically resected NSCLC are predictive of good disease prognosis. Cisplatin-induced MICA/B upregulation is possibly an indirect mechanism by which the innate immune system eliminates tumor cells. NKG2D-NKG2D ligand-targeting therapy is a promising avenue for future immune-chemotherapy development.
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Affiliation(s)
- Riki Okita
- Department of General Thoracic Surgery, Kawasaki Medical School, Matsushima 577, Kurashiki, 7010192, Japan.
| | - Takuro Yukawa
- Department of General Thoracic Surgery, Kawasaki Medical School, Matsushima 577, Kurashiki, 7010192, Japan
| | - Yuji Nojima
- Department of General Thoracic Surgery, Kawasaki Medical School, Matsushima 577, Kurashiki, 7010192, Japan
| | - Ai Maeda
- Department of General Thoracic Surgery, Kawasaki Medical School, Matsushima 577, Kurashiki, 7010192, Japan
| | - Shinsuke Saisho
- Department of General Thoracic Surgery, Kawasaki Medical School, Matsushima 577, Kurashiki, 7010192, Japan
| | - Katsuhiko Shimizu
- Department of General Thoracic Surgery, Kawasaki Medical School, Matsushima 577, Kurashiki, 7010192, Japan
| | - Masao Nakata
- Department of General Thoracic Surgery, Kawasaki Medical School, Matsushima 577, Kurashiki, 7010192, Japan
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Shimizu K, Maeda A, Yukawa T, Nojima Y, Saisho S, Okita R, Nakata M. Difference in prognostic values of maximal standardized uptake value on fluorodeoxyglucose-positron emission tomography and cyclooxygenase-2 expression between lung adenocarcinoma and squamous cell carcinoma. World J Surg Oncol 2014; 12:343. [PMID: 25392182 PMCID: PMC4254182 DOI: 10.1186/1477-7819-12-343] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2014] [Accepted: 10/29/2014] [Indexed: 11/30/2022] Open
Abstract
Background The maximal standardized uptake value (SUVmax) on fluorodeoxyglucose-positron emission tomography (FDG-PET) for primary tumors is correlated with clinicopathological and prognostic factors in patients with non-small cell lung cancer. However, previous investigations have discussed the role of SUVmax without distinguishing among the histological subtypes of lung cancer. Herein, we investigated the correlations among the SUVmax on FDG-PET, clinicopathological or prognostic factors, and the expression of tumor angiogenic biomarkers according to histological subtypes. Methods We conducted a retrospective review of data from 52 patients with invasive adenocarcinoma (ADC) and 32 patients with squamous cell carcinoma (SQC) measuring less than 3 cm in diameter. Immunohistochemical staining for cyclooxygenase-2 (Cox-2), Ki-67, and vascular endothelial growth factor, which might influence cancer progression, was performed and the correlations between the expressions of these biomarkers and the SUVmax were evaluated. Results Among ADC patients, a statistically significant correlation was observed between the SUVmax and the major clinicopathological factors; among SQC patients, however, no statistically significant association was observed. The disease-free survival (DFS) period of the ADC patients with a high SUVmax was significantly poorer than that of the patients with a low SUVmax, but the DFS of the SQC patients with a high SUVmax was not significantly poorer. In a multivariate analysis, the pathological stage and the SUVmax were independent prognostic factors of the DFS among the ADC patients. Among the SQC patients, however, only Cox-2 expression was an independent prognostic factor of DFS. Conclusions Some clear differences in prognostic values of the SUVmax on FDG-PET and Cox-2 expression exist between patients with ADC and those with SQC. Based on these relationships between the SUVmax and clinicopathological or biological factors that influence cancer progression, the importance of the SUVmax appears to be quite different for patients with ADC and those with SQC.
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Affiliation(s)
- Katsuhiko Shimizu
- Department of General Thoracic Surgery, Kawasaki Medical School, 577 Matsushima, Kurashiki, Okayama 701-0192, Japan.
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Basu S, Hess S, Nielsen Braad PE, Olsen BB, Inglev S, Høilund-Carlsen PF. The Basic Principles of FDG-PET/CT Imaging. PET Clin 2014; 9:355-70, v. [DOI: 10.1016/j.cpet.2014.07.006] [Citation(s) in RCA: 55] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Nair VS, Gevaert O, Davidzon G, Plevritis SK, West R. NF-κB protein expression associates with (18)F-FDG PET tumor uptake in non-small cell lung cancer: a radiogenomics validation study to understand tumor metabolism. Lung Cancer 2014; 83:189-96. [PMID: 24355259 PMCID: PMC3922123 DOI: 10.1016/j.lungcan.2013.11.001] [Citation(s) in RCA: 45] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2013] [Revised: 10/18/2013] [Accepted: 11/02/2013] [Indexed: 12/25/2022]
Abstract
INTRODUCTION We previously demonstrated that NF-κB may be associated with (18)F-FDG PET uptake and patient prognosis using radiogenomics in patients with non-small cell lung cancer (NSCLC). To validate these results, we assessed NF-κB protein expression in an extended cohort of NSCLC patients. METHODS We examined NF-κBp65 by immunohistochemistry (IHC) using a Tissue Microarray. Staining intensity was assessed by qualitative ordinal scoring and compared to tumor FDG uptake (SUVmax and SUVmean), lactate dehydrogenase A (LDHA) expression (as a positive control) and outcome using ANOVA, Kaplan Meier (KM), and Cox-proportional hazards (CPH) analysis. RESULTS 365 tumors from 355 patients with long-term follow-up were analyzed. The average age for patients was 67±11 years, 46% were male and 67% were ever smokers. Stage I and II patients comprised 83% of the cohort and the majority had adenocarcinoma (73%). From 88 FDG PET scans available, average SUVmax and SUVmean were 8.3±6.6, and 3.7±2.4 respectively. Increasing NF-κBp65 expression, but not LDHA expression, was associated with higher SUVmax and SUVmean (p=0.03 and 0.02 respectively). Both NF-κBp65 and positive FDG uptake were significantly associated with more advanced stage, tumor histology and invasion. Higher NF-κBp65 expression was associated with death by KM analysis (p=0.06) while LDHA was strongly associated with recurrence (p=0.04). Increased levels of combined NF-κBp65 and LDHA expression were synergistic and associated with both recurrence (p=0.04) and death (p=0.03). CONCLUSIONS NF-κB IHC was a modest biomarker of prognosis that associated with tumor glucose metabolism on FDG PET when compared to existing molecular correlates like LDHA, which was synergistic with NF-κB for outcome. These findings recapitulate radiogenomics profiles previously reported by our group and provide a methodology for studying tumor biology using computational approaches.
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Affiliation(s)
- Viswam S Nair
- Division of Pulmonary & Critical Care Medicine, Stanford University School of Medicine, 300 Pasteur Drive, Stanford, CA 94305, United States.
| | - Olivier Gevaert
- Department of Radiology, Stanford University School of Medicine, 300 Pasteur Drive, Stanford, CA 94305, United States
| | - Guido Davidzon
- Department of Radiology, Division of Nuclear Medicine, Loyola University Chicago, Stritch School of Medicine, 2160 S, 1st Avenue, Maywood, IL 60153, United States
| | - Sylvia K Plevritis
- Department of Radiology, Stanford University School of Medicine, 300 Pasteur Drive, Stanford, CA 94305, United States
| | - Robert West
- Department of Pathology, Stanford University School of Medicine, 300 Pasteur Drive, Stanford, CA 94305, United States
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18[F]FDG-PET/CT is a useful molecular marker in evaluating tumour aggressiveness: a revised understanding of an in-vivo FDG-PET imaging that alludes the alteration of cancer biology. Cell Biochem Biophys 2013; 66:37-43. [PMID: 22790883 DOI: 10.1007/s12013-012-9395-5] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Molecular imaging employing (18)[F]FDG-PET/CT enables in-vivo visualization, characterisation and measurement of biological process in tumour at the molecular and cellular level. In oncology, this approach can be directly applied as translational biomarkers of disease progression. In this article, the improved roles of FDG as an in-vivo glycolytic marker which reflect biological changes across in-vitro cellular environment are discussed. New understanding in how altered metabolism via glycolytic downstream drivers of malignant transformation as reviewed below offers unique promise as to monitor tumour aggressiveness and hence optimize the therapeutic management.
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Zhou X, Xie W, Li Q, Zhang Y, Zhang J, Zhao X, Liu J, Huang G. TIGAR is correlated with maximal standardized uptake value on FDG-PET and survival in non-small cell lung cancer. PLoS One 2013; 8:e80576. [PMID: 24363807 PMCID: PMC3868468 DOI: 10.1371/journal.pone.0080576] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2013] [Accepted: 10/14/2013] [Indexed: 01/13/2023] Open
Abstract
OBJECTIVE Evaluation of (18)F-FDG uptake value via PET is central to current methods of diagnosis and staging of non-small cell lung cancer (NSCLC) due to its ability to evaluate expression levels of key regulators associated with glucose metabolism in tumor cells. Tp53-induced glycolysis and apoptosis regulator (TIGAR) is an important P53-induced protein that can inhibit glycolysis; however, there have been few clinical studies on its mechanism. Here we have investigated the relationship between TIGAR expression and (18)F-FDG PET in tumors, along with its relationship with the clinical characteristics of NSCLC. METHODS We analyzed SUVmax in 79 patients with NSCLC through immunohistochemical staining of TIGAR and five other biological markers associated with tumor cell glycolysis, in order to evaluate the correlation between their expression and SUVmax. We also plotted Kaplan-Meier survival curves to assess TIGAR expression with the prognosis and survival of patients with NSCLC. RESULTS The key findings were as follows: SUVmax was negatively correlated with the expression of TIGAR (r = -0.31, p<0.01); TIGAR expression was correlated with tumor size (p = 0.01), histological type (p<0.01), differentiation degree (p<0.01) and lymph node metastasis(p<0.01) in patients with NSCLC; and the survival time of patients whose TIGAR was negatively expressed was significantly shorter than for those whose TIGAR was positively expressed (P = 0.023). CONCLUSIONS The expression of TIGAR in primary tumors is significantly correlated with SUVmax, and low expression of TIGAR may predict a worse clinical outcome in patients with NSCLC.
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Affiliation(s)
- Xiang Zhou
- Department of Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Wenhui Xie
- Department of Nuclear Medicine, Shanghai Chest Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Qian Li
- Department of Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yifan Zhang
- Department of Nuclear Medicine, Ruijin Hospital, Shanghai Jiaotong University, Shanghai, China
| | - Jie Zhang
- Department of Pathology, Shanghai Chest Hospital, Shanghai Jiaotong University, Shanghai, China
| | - Xiaoping Zhao
- Department of Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jianjun Liu
- Department of Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- * E-mail: (JL); (GH)
| | - Gang Huang
- Department of Nuclear Medicine, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- * E-mail: (JL); (GH)
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Cho A, Hur J, Hong YJ, Lee HJ, Kim YJ, Kim HY, Lee JW, Shim HS, Choi BW. NSCLC subtype prediction using cytologic fluid specimens from needle aspiration biopsies. Am J Clin Pathol 2013; 139:309-16. [PMID: 23429366 DOI: 10.1309/ajcpyojyg56unbsz] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023] Open
Abstract
This study evaluated the diagnostic usefulness of tumor marker concentrations in cytologic fluids (CF) for subtyping non-small cell lung cancer (NSCLC) and assessed the relationship between fluorine-18-fluorodeoxyglucose ((18)F-FDG) uptake with serum and CF tumor marker levels. This prospective study included 88 patients diagnosed with adenocarcinoma or squamous cell carcinoma (SCC). Cytokeratin-19 fragment (CYFRA 21-1), carcinoembryonic antigen (CEA), and squamous cell carcinoma antigen (SCCA) concentrations in the CF samples were correlated with serum tumor marker concentrations, (18)F-FDG uptake, and NSCLC subtype. Fifty-eight patients were diagnosed with adenocarcinoma. Multivariate analysis revealed higher CF and serum SCCA levels; smoking status predicted SCC from adenocarcinoma. CF SCCA showed the highest accuracy (83%) in distinguishing between SCC and adenocarcinoma. CF samples obtained during routine needle aspiration biopsy procedure contain tumor marker levels sufficient to distinguish between SCC and adenocarcinoma; CF SCCA had the highest diagnostic accuracy.
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Affiliation(s)
- Arthur Cho
- Division of Nuclear Medicine, Chuncheon, South Korea
| | - Jin Hur
- Department of Radiology and Research, Institute of Radiological Science, Chuncheon, South Korea
| | - Yoo Jin Hong
- Department of Radiology and Research, Institute of Radiological Science, Chuncheon, South Korea
| | - Hye-Jeong Lee
- Department of Radiology and Research, Institute of Radiological Science, Chuncheon, South Korea
| | - Young Jin Kim
- Department of Radiology and Research, Institute of Radiological Science, Chuncheon, South Korea
| | - Hee Yeong Kim
- Department of Radiology and Research, Institute of Radiological Science, Chuncheon, South Korea
- Department of Radiology, Kangwon National University Hospital, Chuncheon, South Korea
| | - Ji Won Lee
- Department of Radiology and Research, Institute of Radiological Science, Chuncheon, South Korea
- Department of Radiology, Pusan National University Hospital, Pusan, South Korea
| | - Hyo Sup Shim
- Department of Pathology, Yonsei University College of Medicine, Seoul, South Korea
| | - Byoung Wook Choi
- Department of Radiology and Research, Institute of Radiological Science, Chuncheon, South Korea
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Lee Y, Lee HJ, Kim YT, Kang CH, Goo JM, Park CM, Paeng JC, Chung DH, Jeon YK. Imaging characteristics of stage I non-small cell lung cancer on CT and FDG-PET: relationship with epidermal growth factor receptor protein expression status and survival. Korean J Radiol 2013; 14:375-83. [PMID: 23483676 PMCID: PMC3590355 DOI: 10.3348/kjr.2013.14.2.375] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2012] [Accepted: 09/10/2012] [Indexed: 01/15/2023] Open
Abstract
OBJECTIVE To identify CT and FDG-PET features associated with epidermal growth factor receptor (EGFR) protein overexpression, and to evaluate whether imaging features and EGFR-overexpression can help predict clinical outcome. MATERIALS AND METHODS In 214 patients (M : F = 129 : 85; mean age, 63.2) who underwent curative resection of stage I non-small cell lung cancer, EGFR protein expression status was determined through immunohistochemical analysis. Imaging characteristics on CT and FDG-PET was assessed in relation to EGFR-overexpression. Imaging features and EGFR-overexpression were also evaluated for clinical outcome by using the Cox proportional hazards model. RESULTS EGFR-overexpression was found in 51 patients (23.8%). It was significantly more frequent in tumors with an SUV(max) > 5.0 (p < 0.0001), diameter > 2.43 cm (p < 0.0001), and with ground glass opacity ≤ 50% (p = 0.0073). SUV(max) > 5.0 (OR, 3.113; 95% CI, 1.375-7.049; p = 0.006) and diameter > 2.43 cm (OR, 2.799; 95% CI, 1.285-6.095; p = 0.010) were independent predictors of EGFR overexpression. Multivariate analysis showed that SUV(max) > 4.0 (hazard ratio, 10.660; 95% CI, 1.370-82.966; p = 0.024), and the presence of cavitation within a tumor (hazard ratio, 3.122; 95% CI, 1.143-8.532; p = 0.026) were factors associated with poor prognosis. CONCLUSION EGFR-overexpression is associated with high SUV(max), large tumor diameter, and small GGO proportion. CT and FDG-PET findings, which are closely related to EGFR overexpression, can be valuable in the prediction of clinical outcome.
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Affiliation(s)
- Youkyung Lee
- Department of Radiology, Seoul National University Hospital, Seoul 110-744, Korea
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Development of transcriptomic biomarker signature in human saliva to detect lung cancer. Cell Mol Life Sci 2012; 69:3341-3350. [PMID: 22689099 DOI: 10.1007/s00018-012-1027-0] [Citation(s) in RCA: 109] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2012] [Revised: 04/23/2012] [Accepted: 05/07/2012] [Indexed: 01/02/2023]
Abstract
Lung cancer is the leading cause of cancer death for both men and women worldwide. Since most of the symptoms found for lung cancer are nonspecific, diagnosis is mostly done at late and progressed stage with the consecutive poor therapy outcome. Effective early detection techniques are sorely needed. The emerging field of salivary diagnostics could provide scientifically credible, easy-to-use, non-invasive and cost-effective detection methods. Recent advances have allowed us to develop discriminatory salivary biomarkers for a variety of diseases from oral to systematic diseases. In this study, salivary transcriptomes of lung cancer patients were profiled and led to the discovery and pre-validation of seven highly discriminatory transcriptomic salivary biomarkers (BRAF, CCNI, EGRF, FGF19, FRS2, GREB1, and LZTS1). The logistic regression model combining five of the mRNA biomarkers (CCNI, EGFR, FGF19, FRS2, and GREB1) could differentiate lung cancer patients from normal control subjects, yielding AUC value of 0.925 with 93.75 % sensitivity and 82.81 % specificity in the pre-validation sample set. These salivary mRNA biomarkers possess the discriminatory power for the detection of lung cancer. This report provides the proof of concept of salivary biomarkers for the non-invasive detection of the systematic disease. These results poised the salivary biomarkers for the initiation of a multi-center validation in a definitive clinical context.
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Shimizu K, Hirami Y, Saisho S, Yukawa T, Maeda A, Yasuda K, Nakata M. Maximal Standardized Uptake Value on FDG-PET Is Correlated With Cyclooxygenase-2 Expression in Patients With Lung Adenocarcinoma. Ann Thorac Surg 2012; 93:398-403. [DOI: 10.1016/j.athoracsur.2011.10.033] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2011] [Revised: 10/12/2011] [Accepted: 10/14/2011] [Indexed: 11/17/2022]
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Kang SM, Koh WJ, Suh GY, Chung MP, Han J, Kim H, Kwon OJ, Um SW. Association of p53 Expression with Metabolic Features of Stage I Non-Small Cell Lung Cancer. Tuberc Respir Dis (Seoul) 2011. [DOI: 10.4046/trd.2011.71.6.417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Affiliation(s)
- Shin Myung Kang
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, Korea
- Department of Pulmonary and Critical Care Medicine, Gachon University Gil Hospital, Incheon, Korea
| | - Won-Jung Koh
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, Korea
| | - Gee Young Suh
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, Korea
| | - Man Pyo Chung
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, Korea
| | - Joungho Han
- Department of Pathology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Hojoong Kim
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, Korea
| | - O Jung Kwon
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, Korea
| | - Sang-Won Um
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, Samsung Medical Center, Sungkyunkwan University, School of Medicine, Seoul, Korea
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Aung W, Hasegawa S, Koshikawa-Yano M, Tsuji AB, Sogawa C, Sudo H, Sugyo A, Koizumi M, Furukawa T, Saga T. Noninvasive assessment of regulable transferred-p53 gene expression and evaluation of therapeutic response with FDG-PET in tumor model. Gene Ther 2010; 17:1142-51. [PMID: 20445579 DOI: 10.1038/gt.2010.70] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2009] [Revised: 02/23/2010] [Accepted: 03/18/2010] [Indexed: 01/18/2023]
Abstract
The use of tumor-suppressor gene p53 as an anticancer therapeutic has been vigorously investigated. However, progress has met with limited success to date. Some major drawbacks are the difficulty in achieving controllable and efficient gene transfer as well as in analyzing the transferred gene expression in real time and the treatment response in a timely manner. Thus, development of novel gene transfer vector with a regulative gene expression system coupled with the reporter gene, by which transgene can be monitored simultaneously, is critical. Moreover, noninvasive imaging-based assessment of the therapeutic response to exogenous wild-type p53 gene transfer is crucial for refining treatment protocols. In this study, as a simple preclinical model, we constructed a doxycycline-regulated bidirectional vector harboring a reporter gene encoding red fluorescence protein and p53. Then, we determined the controllable and simultaneously coordinated expression of both proteins and the p53-mediated anticancer effects in vitro and in vivo. Next, we observed that cells or tumors with induced p53 overexpression exhibited decreased uptake of [(14)C]FDG in cellular assay and [(18)F]FDG in positron emission tomography (PET) imaging. Thus, by coupling with bidirectional vector, controllable p53 transfer was achieved and the capability of fluoro-2-deoxy-D-glucose (FDG)-PET to assess the therapeutic response to p53 gene therapy was evidently confirmed, which may have an impact on the improvement of p53 gene therapy.
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Affiliation(s)
- W Aung
- Diagnostic Imaging Group, Molecular Imaging Center, National Institute of Radiological Sciences, Chiba, Japan.
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Kaira K, Endo M, Abe M, Nakagawa K, Ohde Y, Okumura T, Takahashi T, Murakami H, Tsuya A, Nakamura Y, Naito T, Hayashi I, Serizawa M, Koh Y, Hanaoka H, Tominaga H, Oriuchi N, Kondo H, Nakajima T, Yamamoto N. Biologic Correlation of 2-[ 18F]-Fluoro-2-Deoxy-D-Glucose Uptake on Positron Emission Tomography in Thymic Epithelial Tumors. J Clin Oncol 2010; 28:3746-3753. [DOI: 10.1200/jco.2009.27.4662] [Citation(s) in RCA: 116] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/30/2023] Open
Abstract
Purpose The usefulness of 2-[18F]-fluoro-2-deoxy-D-glucose ([18F]FDG) positron emission tomography (PET) can help predict the grade of malignancy and staging in thymic epithelial tumors. However, no satisfactory biologic explanation exists for this phenomenon. The aim of this study was to investigate the underlying biologic mechanisms of [18F]FDG uptake. Patients and Methods Forty-nine patients with thymic epithelial tumors who underwent [18F]FDG PET were included in this study. Tumor sections were stained by immunohistochemistry for glucose transporter 1 (GLUT1), glucose transporter 3 (GLUT3), hypoxia-inducible factor-1 α (HIF-1α), vascular endothelial growth factor (VEGF), microvessels (CD31 and CD34), cell cycle control marker (p53), and apoptosis marker (bcl-2). We also conducted an in vitro study of [18F]FDG uptake in a thymic tumor cell line. Results There was a positive correlation between [18F]FDG uptake and GLUT1 (P < .0001), HIF-1α (P = .0036), VEGF (P < .0001), microvessel density (MVD; P < .0001), and p53 (P = .0002). GLUT3 and bcl-2 showed no positive correlation with [18F]FDG uptake. The expression of Glut1, HIF-1α, VEGF, CD31, CD34, and p53 was also significantly associated with the grade of malignancy and poor outcome in thymic epithelial tumors, whereas this relationship was not observed in GLUT3 and bcl-2. Our in vitro study demonstrated that upregulation of GLUT1 and HIF-1α was closely associated with [18F]FDG uptake into thymic tumor cell. Conclusion [18F]FDG uptake in thymic epithelial tumors is determined by the presence of glucose metabolism (GLUT1), hypoxia (HIF-1α), angiogenesis (VEGF and MVD), and cell cycle regulator (p53).
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Affiliation(s)
- Kyoichi Kaira
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Masahiro Endo
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Masato Abe
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Kazuo Nakagawa
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Yasuhisa Ohde
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Takehiro Okumura
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Toshiaki Takahashi
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Haruyasu Murakami
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Asuka Tsuya
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Yukiko Nakamura
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Tateaki Naito
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Isamu Hayashi
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Masakuni Serizawa
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Yasuhiro Koh
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Hirofumi Hanaoka
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Hideyuki Tominaga
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Noboru Oriuchi
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Haruhiko Kondo
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Takashi Nakajima
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
| | - Nobuyuki Yamamoto
- From Shizuoka Cancer Center and Shizuoka Cancer Center Research Institute, Shizuoka; and Gunma University Graduate School of Medicine, Gunma, Japan
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24
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Kaira K, Endo M, Abe M, Nakagawa K, Ohde Y, Okumura T, Takahashi T, Murakami H, Tsuya A, Nakamura Y, Naito T, Hayashi I, Kondo H, Nakajima T, Yamamoto N. Biologic correlates of ¹⁸F-FDG uptake on PET in pulmonary pleomorphic carcinoma. Lung Cancer 2010; 71:144-50. [PMID: 20646779 DOI: 10.1016/j.lungcan.2010.05.021] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2010] [Revised: 05/17/2010] [Accepted: 05/22/2010] [Indexed: 01/27/2023]
Abstract
BACKGROUND Pulmonary pleomorphic carcinoma is a rare epithelial tumor, and little is also known about the information on the usefulness of 2-[¹⁸F]-fluoro-2-deoxy-d-glucose (¹⁸F-FDG) positron emission tomography (PET). Therefore, we conducted the study including the underlying biologic analysis of ¹⁸F-FDG uptake. METHODS Fifteen patients with pulmonary pleomorphic carcinoma who underwent ¹⁸F-FDG PET before treatment were included in this study. Tumor sections were stained by immunohistochemistry for glucose transporter 1 (Glut1); glucose transporter 3 (Glut3); hypoxia-inducible factor-1 alpha (HIF-1α); cell proliferation (Ki-67 labeling index); vascular endothelial growth factor (VEGF); microvessels (CD34); cell cycle control marker (p53); and apoptosis marker (bcl-2). These parameters were correlated with a control group of patients with other non-small cell lung cancer (NSCLC) (n=33). RESULTS The maximal standardized uptake value (SUV(max)) of the primary tumors in 15 patients ranged from 6.1 to 26.8 (median 19.3). There were positive correlation between ¹⁸F-FDG uptake and Glut1 (p=0.0016), Glut3 (p=0.0080), VEGF (p=0.0048), and microvessel density (MVD) (p=0.0005). HIF-1α, p53 and bcl-2 showed no positive correlation with ¹⁸F-FDG uptake. ¹⁸F-FDG uptake, Glut1, Glut3, HIF-1α, VEGF and Ki-67 were significantly higher in patients with pulmonary pleomorphic carcinoma than those with other NSCLC. CONCLUSION ¹⁸F-FDG uptake in pulmonary pleomorphic carcinoma is closely associated with the presence of glucose metabolism (Glut1 and Glut3) and angiogenesis (VEGF and MVD). The relationship between ¹⁸F-FDG uptake and these biomarkers may lead to a more rational use of PET scan in pulmonary pleomorphic carcinoma.
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Affiliation(s)
- Kyoichi Kaira
- Division of Thoracic Oncology, Shizuoka Cancer Center, 1007 Shimonagakubo Nagaizumi-cho, Sunto-gun, Shizuoka, 411-8777, Japan.
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25
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Smith TAD. Influence of chemoresistance and p53 status on fluoro-2-deoxy-D-glucose incorporation in cancer. Nucl Med Biol 2009; 37:51-5. [PMID: 20122668 DOI: 10.1016/j.nucmedbio.2009.08.007] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2009] [Revised: 08/26/2009] [Accepted: 08/27/2009] [Indexed: 11/26/2022]
Abstract
Both mutant p53 and chemoresistance are poor prognostic factors in cancer. Many studies have examined the influence of these factors on fluoro-2-deoxy-D-glucose (FDG) incorporation. Whilst mutant p53 is associated with increased FDG incorporation, chemoresistance, especially when associated with P-glycoprotein, is associated with decreased FDG incorporation.
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Affiliation(s)
- Tim A D Smith
- School of Medical Sciences (Biomedical Physics), University of Aberdeen, Foresterhill, Aberdeen, UK.
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