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Li J, Zhang B, Ge S, Deng S, Hu C, Sang S. Prognostic value of 18F-FDG PET/CT radiomic model based on primary tumor in patients with non-small cell lung cancer: A large single-center cohort study. Front Oncol 2022; 12:1047905. [DOI: 10.3389/fonc.2022.1047905] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 11/02/2022] [Indexed: 11/18/2022] Open
Abstract
ObjectivesIn the present study, we aimed to determine the prognostic value of the 18F-FDG PET/CT-based radiomics model when predicting progression-free survival (PFS) and overall survival (OS) in patients with non-small cell lung cancer (NSCLC).MethodsA total of 368 NSCLC patients who underwent 18F-FDG PET/CT before treatment were randomly assigned to the training (n = 257) and validation (n = 111) cohorts. Radiomics signatures from PET and CT images were obtained using LIFEx software, and then clinical and complex models were constructed and validated by selecting optimal parameters based on PFS and OS to construct radiomics signatures.ResultsIn the training cohort, the C-index of the clinical model for predicting PFS and OS in NSCLC patients was 0.748 and 0.834, respectively, and the AUC values were 0.758 and 0.846, respectively. The C-index of the complex model for predicting PFS and OS was 0.775 and 0.881, respectively, and the AUC values were 0.780 and 0.891, respectively. The C-index of the clinical model for predicting PFS and OS in the validation group was 0.729 and 0.832, respectively, and the AUC values were 0.776 and 0.850, respectively. The C-index of the complex model for predicting PFS and OS was 0.755 and 0.867, respectively, and the AUC values were 0.791 and 0.874, respectively. Moreover, decision curve analysis showed that the complex model had a higher net benefit than the clinical model.Conclusions18F-FDG PET/CT radiomics before treatment could predict PFS and OS in NSCLC patients, and the predictive power was higher when combined with clinical factors.
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Wu Y, Jamal M, Xie T, Sun J, Song T, Yin Q, Li J, Pan S, Zeng X, Xie S, Zhang Q. Uridine-cytidine kinase 2 (UCK2): A potential diagnostic and prognostic biomarker for lung cancer. Cancer Sci 2019; 110:2734-2747. [PMID: 31278886 PMCID: PMC6726693 DOI: 10.1111/cas.14125] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 06/18/2019] [Accepted: 06/30/2019] [Indexed: 12/22/2022] Open
Abstract
Lung cancer has the highest morbidity and mortality among all cancers. Discovery of early diagnostic and prognostic biomarkers of lung cancer can greatly facilitate the survival rate and reduce its mortality. In our study, by analyzing Gene Expression Omnibus and Oncomine databases, we found a novel potential oncogene uridine-cytidine kinase 2 (UCK2), which was overexpressed in lung tumor tissues compared to adjacent nontumor tissues or normal lung. Then we confirmed this finding in clinical samples. Specifically, UCK2 was identified as highly expressed in stage IA lung cancer with a high diagnostic accuracy (area under the receiver operating characteristic curve > 0.9). We also found that high UCK2 expression was related to poorer clinicopathological features, such as higher T stage and N stage and higher probability of early recurrence. Furthermore, we found that patients with high UCK2 expression had poorer first progression survival and overall survival than patients with low UCK2 expression. Univariate and multivariate Cox regression analyses showed that UCK2 was an independent risk factor related with worse DFS and OS. By gene set enrichment analysis, tumor-associated biological processes and signaling pathways were enriched in the UCK2 overexpression group, which indicated that UCK2 might play a vital role in lung cancer. Furthermore, in cytology experiments, we found that knockdown of UCK2 could suppress the proliferation and migration of lung cancer cells. In conclusion, our study indicated that UCK2 might be a potential early diagnostic and prognostic biomarker for lung cancer.
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Affiliation(s)
- Yingjie Wu
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
- Department of PathologyZhongnan Hospital of Wuhan UniversityWuhanChina
| | - Muhammad Jamal
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
| | - Tian Xie
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
| | - Jiaxing Sun
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
| | - Tianbao Song
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
| | - Qian Yin
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
| | - Jingyuan Li
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
| | - Shan Pan
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
| | - Xingruo Zeng
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
| | - Songping Xie
- Department of Thoracic SurgeryRenmin Hospital of Wuhan UniversityWuhanChina
| | - Qiuping Zhang
- Department of ImmunologySchool of Basic Medical ScienceWuhan UniversityWuhanChina
- Hubei Provincial Key Laboratory of Developmentally Originated DiseaseWuhan UniversityWuhanChina
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Kim H, Goo JM, Paeng JC, Kim YT, Park CM. Evaluation of maximum standardized uptake value at fluorine-18 fluorodeoxyglucose positron emission tomography as a complementary T factor in the eighth edition of lung cancer stage classification. Lung Cancer 2019; 134:151-157. [DOI: 10.1016/j.lungcan.2019.06.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2019] [Revised: 05/28/2019] [Accepted: 06/12/2019] [Indexed: 12/25/2022]
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Castello A, Toschi L, Rossi S, Finocchiaro G, Grizzi F, Mazziotti E, Qehajaj D, Rahal D, Lopci E. Predictive and Prognostic Role of Metabolic Response in Patients With Stage III NSCLC Treated With Neoadjuvant Chemotherapy. Clin Lung Cancer 2019; 21:28-36. [PMID: 31409523 DOI: 10.1016/j.cllc.2019.07.004] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 07/10/2019] [Accepted: 07/14/2019] [Indexed: 11/15/2022]
Abstract
INTRODUCTION The purpose of this study was to assess the predictive and prognostic role of 18F-fluorodeoxyglucose (18F-FDG) positron emission tomography/computed tomography (PET/CT) in candidates with stage III non-small-cell lung cancer (NSCLC) to neoadjuvant chemotherapy. PATIENTS AND METHODS Sixty-six patients with stage III NSCLC treated with induction chemotherapy from March 2013 to December 2017 were retrospectively identified. Response assessment were evaluated according to the Response Evaluation Criteria in Solid Tumors (RECIST) 1.1 and European Organisation for Research and Treatment of Cancer (EORTC) criteria. 18F-FDG PET/CT metabolic parameters were analyzed as absolute values as well as percentage changes (Δ) between 2 consecutive scans, for primary tumor (T) and for regional lymph nodes (N). All clinical variables and metabolic parameters were compared with treatment response and correlated with progression-free survival (PFS) and overall survival (OS), based on a median follow-up of 9.4 months. RESULTS Post-induction therapy standardized uptake value (SUV)max_T, SUVmean_T, metabolic tumor volume (MTV_T), and total lesion glycolysis of the tumor (TLG_T) varied significantly between responders and non-responders (6.6 vs. 13.8; P = .001; 4.2 vs. 8.1; P < .001; 6 vs. 17.9; P = .002; and 24.1 vs. 136.3; P < .001, respectively). Likewise, percentage changes (Δ_T) were significantly different between the 2 groups (P < .001). Along with primary tumor, also post-SUVmax_N, post-SUVmean_N, and post-TLG_N (P = .024, P = .015, and P = .024, respectively), as well as all percentage changes (Δ_N) were different between responders and non-responders. RECIST 1.1 and EORTC response classifications were discordant in 27 patients (40.9%; κ = 0.265; P = .003). On multivariate analysis, post-TLG_N was an independent predictor for both PFS and OS, whereas RECIST 1.1 was a predictor only for OS. CONCLUSIONS Several metabolic parameters may differentiate responders from non-responders following neoadjuvant chemotherapy in stage III NSCLC. As compared with RECIST 1.1, EORTC seems to be more appropriate for evaluation therapeutic response. Finally, post-TLG_N has significant prognostic information.
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Affiliation(s)
- Angelo Castello
- Department of Nuclear Medicine, Humanitas Clinical and Research Center-IRCCS, Rozzano (Mi), Italy
| | - Luca Toschi
- Department of Oncology, Humanitas Clinical and Research Center-IRCCS, Rozzano (Mi), Italy
| | - Sabrina Rossi
- Department of Oncology, Humanitas Clinical and Research Center-IRCCS, Rozzano (Mi), Italy
| | - Giovanna Finocchiaro
- Department of Oncology, Humanitas Clinical and Research Center-IRCCS, Rozzano (Mi), Italy
| | - Fabio Grizzi
- Department of Immunology and Inflammation, Humanitas Clinical and Research Center-IRCCS, Rozzano (Mi), Italy
| | - Emanuela Mazziotti
- Department of Nuclear Medicine, Humanitas Clinical and Research Center-IRCCS, Rozzano (Mi), Italy
| | - Dorina Qehajaj
- Department of Immunology and Inflammation, Humanitas Clinical and Research Center-IRCCS, Rozzano (Mi), Italy
| | - Daoud Rahal
- Department of Pathology, Humanitas Clinical and Research Center-IRCCS, Rozzano (Mi), Italy
| | - Egesta Lopci
- Department of Nuclear Medicine, Humanitas Clinical and Research Center-IRCCS, Rozzano (Mi), Italy.
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Pretreatment SUV max value to predict outcome in patients with stage III NSCLC receiving concurrent chemoradiotherapy. North Clin Istanb 2019; 6:129-133. [PMID: 31297478 PMCID: PMC6593921 DOI: 10.14744/nci.2019.02212] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2018] [Accepted: 12/18/2018] [Indexed: 11/20/2022] Open
Abstract
OBJECTIVE: Stage III disease accounts for approximately one-fourth of all non-metastatic non-small cell lung cancer (NSCLC). The patients who are not candidates for curative resection are offered concomitant chemoradiotherapy. In this subgroup, which is difficult to manage, studies that address the role of PET-CT to predict outcome measures specifically for stage III NSCLC receiving concurrent chemoradiotherapy may help better risk stratification. This study aimed to assess whether baseline PET maximum standardized uptake value (SUVmax) value in stage III NSCLC treated with concurrent chemoradiotherapy would independently identify patients with high risk of progression and death. METHODS: The study population consisted of patients aged 18 years or more with unresectable stage III histologically or cytologically proven NSCLC who received concurrent chemoradiotherapy. From 2007 to 2014, medical records of patients admitted to our institution were retrospectively analyzed. Pretreatment PET-CT SUVmax values were recorded for each patient. These values were categorized as low or high according to the median SUVmax measure of the study population. RESULTS: A total of 175 patients were analyzed. The median follow-up time was 23 months (range 6–109). The PET-CT SUVmax values ranged from 3.5 to 46 with a median value of 14. The median overall survival was 25 months in SUVmax <14 and 18 months in SUVmax ≥14 group (p=0.023). The median progression-free survival was 16 months in SUVmax <14 and 11 months in SUVmax ≥14 group (p=0.033). Multivariate analysis revealed that both PET-CT SUVmax value (p<0.001) and age (p=0.016) were independent significant predictors for overall survival (OS). CONCLUSION: The results of this study involving patients with stage III NSCLC receiving concurrent chemoradiotherapy provide evidence that suggests that high values of pretreatment SUVmax, an indicator of metabolic tumor burden, predicted a higher risk of disease progression and death.
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Cheng G, Huang H. Prognostic Value of 18F-Fluorodeoxyglucose PET/Computed Tomography in Non-Small-Cell Lung Cancer. PET Clin 2017; 13:59-72. [PMID: 29157386 DOI: 10.1016/j.cpet.2017.08.006] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Non-small cell lung cancer (NSCLC) is a leading cause of cancer-related death with a poor prognosis. Numerous factors contribute to treatment outcome. 18F-fluorodeoxyglucose (FDG) uptake reflects tumor metabolic activity and is an important prognosticator in patients with NSCLC. Volume-based FDG-PET parameters reflect the metabolic status of a malignancy more accurately than maximum standardized uptake value and thus are better prognostic markers in lung cancer. FDG-avid tumor burden parameters may help clinicians to predict treatment outcomes before and during therapy so that treatment can be adjusted to achieve the best possible outcomes while avoiding side effects.
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Affiliation(s)
- Gang Cheng
- Department of Radiology, Hospital of the University of Pennsylvania, 3400 Spruce Street, Philadelphia, PA 19104, USA.
| | - He Huang
- Department of Nuclear Medicine, Luzhou People's Hospital, Luzhou, Sichuan Province, People's Republic of China
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Nakamura H, Sakai H, Kimura H, Miyazawa T, Marushima H, Saji H. Difference in Postsurgical Prognostic Factors between Lung Adenocarcinoma and Squamous Cell Carcinoma. Ann Thorac Cardiovasc Surg 2017; 23:291-297. [PMID: 28966230 DOI: 10.5761/atcs.oa.17-00020] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
PURPOSE The aim of this study was to compare the clinicopathologic prognostic factors between patients who underwent lung resection for adenocarcinoma (AD) and those with squamous cell carcinoma (SQ). METHODS A database of patients with lung AD or SQ who underwent surgery with curative intent in our department from January 2008 to December 2014 was reviewed. Associations between various clinicopathologic factors, postsurgical recurrence-free survival (RFS), and overall survival (OS) were analyzed to find significant prognostic factors. RESULTS A total of 537 lung cancer patients (AD, 434; SQ, 103) were included in this study. Although RFS was similar in patients with AD and SQ, OS was significantly poorer in those with SQ. Multivariate analysis in patients with AD revealed that age (≥69 vs. <69), lymphatic invasion, and histologic pleural invasion (p0 vs. p1-3) were associated with RFS, while gender and pleural invasion were associated with OS. In SQ, however, smoking, clinical stage, and pulmonary metastasis were associated with RFS in the multivariate analysis. CONCLUSION Since significant postoperative prognostic factors are quite different between lung AD and SQ, these two histologic types should be differently analyzed in a clinical study.
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Affiliation(s)
- Haruhiko Nakamura
- Department of Chest Surgery, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Hiroki Sakai
- Department of Chest Surgery, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Hiroyuki Kimura
- Department of Chest Surgery, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Tomoyuki Miyazawa
- Department of Chest Surgery, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Hideki Marushima
- Department of Chest Surgery, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
| | - Hisashi Saji
- Department of Chest Surgery, St. Marianna University School of Medicine, Kawasaki, Kanagawa, Japan
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Lasnon C, Salomon T, Desmonts C, Dô P, Oulkhouir Y, Madelaine J, Aide N. Generating harmonized SUV within the EANM EARL accreditation program: software approach versus EARL-compliant reconstruction. Ann Nucl Med 2016; 31:125-134. [PMID: 27812791 DOI: 10.1007/s12149-016-1135-2] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2016] [Accepted: 10/23/2016] [Indexed: 12/14/2022]
Abstract
BACKGROUND Evolutions in hardware and software PET technology, such as point spread function (PSF) reconstruction, have been shown to improve diagnostic performance, but can also lead to important device-dependent and reconstruction-dependent variations in standardized uptake values (SUVs). This may preclude the multicentre use of SUVs as a prognostic or diagnostic tool or as a biomarker of the early response to antineoplastic treatments. This study compared two SUV harmonization strategies using a newer reconstruction algorithm that improves lesion detection while maintaining comparability with older systems: (1) the use of a second reconstruction compliant with harmonization standards and (2) the use of a proprietary software tool (EQ.PET). METHODS PET data from 50 consecutive non-small cell lung cancer patients were reconstructed with PSF reconstruction for optimal tumor detection and an ordered subset expectation maximization (OSEM3D) reconstruction to mimic a former generation PET. An additional PSF reconstruction was performed with a 7 mm Gaussian filter (PSF7, first method), and, post-reconstruction, the EQ filter (same Gaussian filter) was applied to the PSF data (PSFEQ, second method) for harmonization purposes. The 7 mm kernel filter was chosen to comply with the European Association of Nuclear Medicine (EANM) standards. SUVs for all reconstructions were compared with regression analyses and/or Bland-Altman plots. RESULTS Overall, 171 lesions were analyzed: 55 lung lesions (32.2%), 87 lymph nodes (50.9%), and 29 metastases (16.9%). In these lesions, the mean PSF7/OSEM3D ratios for SUVmax and SUVpeak were 1.02 (95% CI: 0.93-1.11) and 1.04 (95% CI: 0.95-1.14), respectively. The mean PSFEQ/OSEM3D ratios for SUVmax and SUVpeak were 1.01 (95% CI: 0.91-1.11) and 1.04 (95% CI: 0.94-1.14), respectively. When comparing PSF7 and PSFEQ, Bland-Altman analysis showed that the mean PSF7/PSFEQ ratios for SUVmax and SUVpeak were 1.01 (95% CI: 0.96-1.06) and 1.01 (95% CI: 0.97-1.04), respectively. CONCLUSION The issue of reconstruction dependency in SUV values that hampers the comparison of data between different PET systems can be overcome using two reconstructions for harmonized quantification and optimal diagnosis or using the EQ.PET technology. Both technologies produce similar results, EQ.PET sparing reconstruction and interpretation time. Other manufacturers are encouraged to either emulate this solution or to produce a vendor-neutral approach.
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Affiliation(s)
- Charline Lasnon
- Nuclear Medicine Department, Caen University Hospital, Avenue Côte de Nacre, 14000, Caen, France.,INSERM 1199, François Baclesse Cancer Centre, Caen, France.,Normandie University, Caen, France
| | - Thibault Salomon
- Nuclear Medicine Department, Caen University Hospital, Avenue Côte de Nacre, 14000, Caen, France
| | - Cédric Desmonts
- Nuclear Medicine Department, Caen University Hospital, Avenue Côte de Nacre, 14000, Caen, France
| | - Pascal Dô
- Thoracic Oncology, François Baclesse Cancer Centre, Caen, France
| | | | | | - Nicolas Aide
- Nuclear Medicine Department, Caen University Hospital, Avenue Côte de Nacre, 14000, Caen, France. .,INSERM 1199, François Baclesse Cancer Centre, Caen, France. .,Normandie University, Caen, France.
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Hu W, Fang J, Nie J, Dai L, Zhang J, Chen X, Ma X, Tian G, Wu D, Han S, Han J, Wang Y, Long J. Efficacy and safety of extended use of platinum-based doublet chemotherapy plus endostatin in patients with advanced nonsmall cell lung cancer. Medicine (Baltimore) 2016; 95:e4183. [PMID: 27428214 PMCID: PMC4956808 DOI: 10.1097/md.0000000000004183] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
The aim of this study was to investigate the efficacy and safety of the extended use of platinum-based doublet chemotherapy (PT-DC) plus endostatin in patients with advanced nonsmall cell lung cancer (NSCLC).We performed a retrospective analysis of 200 newly diagnosed advanced NSCLC patients who had received at least 1 cycle of endostatin plus PT-DC between September 2009 and November 2014. Of these patients, 155 received 4 or more cycles of therapy (the extended therapy group), while 45 received less than 4 cycles of therapy (the control group). Clinical tumor responses, progression-free survival (PFS), overall survival (OS), and toxicity profiles were recorded and retrospectively analyzed.In the extended therapy group, 67 patients (43.2%) achieved a best overall response rate of partial response (PR), while in the control group, 13 patients (28.9%) had a best overall response rate of PR. After a median follow-up of 15.9 months, the median PFS and OS were 8.0 and 23.1 months in the extended arm and 5.8 and 14.0 months in the control arm, respectively. There were statistically significant differences in median PFS and OS between these 2 arms. Hematologic and gastrointestinal toxicities occurred more frequently in the extended therapy group, but no statistically significant difference was detected in grade 3 to 4 toxicities overall between these 2 groups.In conclusion, extended treatment using endostatin combined with PT-DC can provide additional survival benefits and satisfactory toxicity profiles in previously untreated patients with NSCLC, which merits further evaluation in a larger prospective study.
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Affiliation(s)
| | - Jian Fang
- Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Department of Thoracic Oncology II, Peking University Cancer Hospital and Institute, Beijing, China
- Correspondence: Jian Fang, Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Department of Thoracic Oncology II, Peking University Cancer Hospital and Institute, No. 52 Fucheng Road, Haidian District, Beijing 100142, China (e-mail: )
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