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Jin Y, Yao J, Fu J, Huang Q, Luo Y, You Y, Zhang W, Zhong Q, Xia T, Xia L. ALYREF promotes the metastasis of nasopharyngeal carcinoma by increasing the stability of NOTCH1 mRNA. Cell Death Dis 2024; 15:578. [PMID: 39117671 PMCID: PMC11310353 DOI: 10.1038/s41419-024-06959-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2024] [Revised: 07/21/2024] [Accepted: 07/29/2024] [Indexed: 08/10/2024]
Abstract
Approximately 70% of treatment failures in nasopharyngeal carcinoma (NPC) patients are attributed to distant metastasis, yet the underlying mechanisms remain unclear. RNA 5-methylcytosine (m5C) is an emerging regulatory modification that controls gene expression and plays a critical role in tumor progression. However, there is little information on the potential roles of RNA m5C modification in NPC metastasis. In this study, we found that the m5C reader Aly/REF export factor (ALYREF) is significantly upregulated in NPC, whereby its high expression is associated with metastasis and poor prognosis. ALYREF overexpression was found to promote tumor metastasis of NPC cells in vitro and in vivo. Mechanistically, m5C-modified NOTCH1 mRNA was identified as a target of ALYREF. Moreover, ALYREF was found to upregulate NOTCH1 expression by enhancing its RNA stability in an m5C modification-dependent manner, thereby promoting the activation of the NOTCH signaling pathway and facilitating NPC metastasis. Overall, our data reveal the crucial role of ALYREF in NPC metastasis and provide a potential therapeutic target for NPC.
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Affiliation(s)
- Yanan Jin
- VIP Region, State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, PR China
- The Cancer Center of the Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, Guangdong, PR China
| | - Jijin Yao
- The Cancer Center of the Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, Guangdong, PR China
- The Cancer Center of Nasopharyngeal Carcinoma, the Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, Guangdong, PR China
| | - Jianchang Fu
- Department of Pathology, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, PR China
| | - Qitao Huang
- Department of Pathology, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, PR China
| | - Yilin Luo
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-sen University Cancer Center, Guangzhou, PR China
| | - Yafei You
- Department of Clinical Oncology, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong, PR China
| | - Wangjian Zhang
- Department of Medical Statistics, School of Public Health, Sun Yat-sen University, Guangzhou, Guangdong, PR China
| | - Qian Zhong
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-sen University Cancer Center, Guangzhou, PR China
| | - Tianliang Xia
- State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-sen University Cancer Center, Guangzhou, PR China.
| | - Liangping Xia
- VIP Region, State Key Laboratory of Oncology in South China, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Sun Yat-sen University Cancer Center, Guangzhou, Guangdong, PR China.
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Wang HH, Fan SQ, Zhan YT, Peng SP, Wang WY. Suppression of the SLC7A11/glutathione axis causes ferroptosis and apoptosis and alters the mitogen-activated protein kinase pathway in nasopharyngeal carcinoma. Int J Biol Macromol 2024; 254:127976. [PMID: 37951442 DOI: 10.1016/j.ijbiomac.2023.127976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Revised: 07/24/2023] [Accepted: 11/06/2023] [Indexed: 11/14/2023]
Abstract
SLC7A11 is a unit of the glutamate cystine antiporter Xc- system. It functions to import cystine for glutathione biosynthesis and maintains the redox balance in cells. Sorafenib inhibits the transporter activity of SLC7A11. The use of sorafenib has been approved in the treatment of multiple cancers. However, at present, our understanding of the mechanism of SLC7A11 and sorafenib in nasopharyngeal carcinoma (NPC) remains limited. We found that the expression of SLC7A11 was upregulated in NPC. A high SLC7A11 expression was associated with poor prognosis, metastasis, and an advanced T stage, which can be used as an independent prognostic indicator of NPC. In vitro, we observed that NPC cells relied on cystine for survival. Targeting SLC7A11 resulted in glutathione biosynthesis limitation, intracellular reactive oxygen species accumulation, lipid peroxides, ferroptosis, and apoptosis. Meanwhile, it altered mitogen activated protein kinase pathway, including p38 activation but ERK inhibition in NPC. This limited the proliferation of NPC cells. Sorafenib inhibited the proliferation and induced the death of NPC cells in vivo. In conclusion, SLC7A11 plays an important role in the occurrence and progression of NPC and may be a novel target for NPC treatment.
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Affiliation(s)
- Hai-Hua Wang
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410011, China
| | - Song-Qing Fan
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410011, China
| | - Yu-Ting Zhan
- Department of Pathology, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410011, China
| | - Shu-Ping Peng
- Cancer Research Institute, School of Basic Medical Science, Central South University, Changsha, Hunan 410078, China
| | - Wei-Yuan Wang
- Department of Pathology, The Xiangya Hospital, Central South University, Changsha, Hunan 410008, China.
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3
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Wu B, Guo Y, Yang HH, Gao QG, Tian Y. Predicting Bone Metastasis Risk Based on Skull Base Invasion in Locally Advanced Nasopharyngeal Carcinoma. Front Oncol 2022; 12:812358. [PMID: 35463321 PMCID: PMC9022773 DOI: 10.3389/fonc.2022.812358] [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: 11/10/2021] [Accepted: 03/16/2022] [Indexed: 12/08/2022] Open
Abstract
Objective To develop and validate a bone metastasis prediction model based on skull base invasion (SBI) in patients with locally advanced nasopharyngeal carcinoma (LA-NPC). Methods This retrospective cohort study enrolled 290 patients with LA-NPC who received intensity-modulated radiation therapy in two hospitals from 2010 to 2020. Patient characteristics were grouped by SBI and hospital. Both unadjusted and multivariate-adjusted models were used to determine bone metastasis risk based on SBI status. Subgroup analysis was performed to investigate heterogeneity using a forest graph. Cox proportional hazard regression analysis was used to screen for risk factors of bone metastasis-free survival (BMFS). A nomogram of BMFS based on SBI was developed and validated using C-index, receiver operating characteristic curve, calibration curves, and decision curve analysis after Cox proportional hazard regression analysis. Results The incidence of bone metastasis was 14.83% (43/290), 20.69% (24/116), and 10.92% (19/174) in the overall population, SBI-positive group, and SBI-negative group, respectively. In the unadjusted model, SBI was associated with reduced BMFS [HR 2.43 (1.32–4.47), P = 0.004], and the results remained stable after three continuous adjustments (P <0.05). No significant interaction was found in the subgroup analyses (P for interaction >0.05). According to Cox proportional hazard regression analysis and clinical value results, potential risk factors included SBI, Karnofsky performance status, TNM stage, induction chemotherapy, concurrent chemoradiotherapy, and adjuvant chemotherapy. Using a training C-index of 0.80 and a validation C-index of 0.79, the nomogram predicted BMFS and demonstrated satisfactory prognostic capability in 2, 3, and 5 years (area under curve: 83.7% vs. 79.6%, 81.7% vs. 88.2%, and 79.0% vs. 93.8%, respectively). Conclusion Skull base invasion is a risk factor for bone metastasis in patients with LA-NPC. The SBI-based nomogram model can be used to predict bone metastasis and may assist in identifying LA-NPC patients at the highest risk of bone metastasis.
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Affiliation(s)
- Bo Wu
- Department of Radiotherapy and Oncology, The Second Affiliated Hospital of Soochow University, Suzhou, China.,Department of Radiotherapy, Taizhou Central Hospital (Taizhou University Hospital), Taizhou, China
| | - Yu Guo
- Department of Radiotherapy, Taizhou Central Hospital (Taizhou University Hospital), Taizhou, China
| | - Hai-Hua Yang
- Department of Radiotherapy, Taizhou Hospital, Linhai, China
| | - Qian-Gang Gao
- Department of Radiotherapy, Taizhou Central Hospital (Taizhou University Hospital), Taizhou, China
| | - Ye Tian
- Department of Radiotherapy and Oncology, The Second Affiliated Hospital of Soochow University, Suzhou, China
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4
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Guan H, He Y, Su Y, Wei Z, Liu Z, Wang J, He L, Mu X, Li R, Hu X, Peng X. Assessment of different induction chemotherapy regimens in locally advanced nasopharyngeal carcinoma: Meta-analysis. Head Neck 2021; 43:2332-2341. [PMID: 33792110 DOI: 10.1002/hed.26699] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Revised: 02/25/2021] [Accepted: 03/16/2021] [Indexed: 02/05/2023] Open
Abstract
BACKGROUND A Bayesian network meta-analysis was performed to compare the efficacy and toxicities among different induction chemotherapy regimens in locally advanced nasopharyngeal carcinoma (LA-NPC). METHODS Electronic databases were searched for literature up to September 16, 2019. Two researchers independently selected the articles, evaluated the quality of the literature, and extracted and analyzed the data. RESULTS There were no significant differences in survival outcomes, mucositis, or gastrointestinal adverse events among the four regimens. The probability of GP being the best induction scheme to improve OS was 43.7%. The completion rate of concurrent chemotherapy with the GP regimen was significantly reduced than the other three regimens. CONCLUSIONS The survival outcomes of the four regimens in LA-NPC were comparable. Considering only OS, GP showed the highest probability of improving the survival of LA-NPC, while it also affected the completion of concurrent chemotherapy.
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Affiliation(s)
- Hui Guan
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Yan He
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Yonglin Su
- West China Hospital, Sichuan University, Chengdu, China
| | - Zhigong Wei
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Zheran Liu
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Jingjing Wang
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Ling He
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Xiaoli Mu
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Ruidan Li
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
| | - Xiaolin Hu
- Department of Nursing, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xingchen Peng
- Department of Biotherapy, Cancer Center, West China Hospital, Sichuan University, Chengdu, China
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5
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Xu G, Wang Q, Wu X, Lv C, Zeng G, Xue Z, Cao R, Zhang N, Xiong W, Huang Q. Comparison of Induction Chemotherapy Plus Concurrent Chemoradiotherapy and Concurrent Chemoradiotherapy Alone in Locally Advanced Nasopharyngeal Carcinoma. Technol Cancer Res Treat 2021; 20:1533033821990017. [PMID: 33511908 PMCID: PMC7871351 DOI: 10.1177/1533033821990017] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Revised: 11/25/2020] [Accepted: 12/29/2020] [Indexed: 12/24/2022] Open
Abstract
PURPOSE Induction chemotherapy plus concurrent chemoradiotherapy and concurrent chemoradiotherapy alone are both standard treatment regimens for managing locally advanced nasopharyngeal carcinoma. However, the results of comparisons between them in clinical trials vary. Therefore, we designed this meta-analysis to illustrate their advantages and disadvantages in patients with locally advanced nasopharyngeal carcinoma. METHODS We thoroughly searched the PubMed, EMBASE, and Cochrane Library databases and then merged the effect indicators of hazard ratios and risk ratios using RevMan 5.1. RESULTS Seven randomized controlled trials totaling 2,319 patients were included in our research. The synthesized results showed that induction chemotherapy plus concurrent chemoradiotherapy improved overall survival (HR = 0.75, 95% CI: 0.63-0.89, P = 0.001), progression-free survival (HR = 0.69, 95% CI: 0.60-0.80, P < 0.001), distant metastasis-free survival (HR = 0.65, 95% CI: 0.53-0.80, P < 0.001) and locoregional recurrence-free survival (HR = 0.68 95%, CI: 0.54-0.86, P = 0.001) versus concurrent chemoradiotherapy alone. It also increased the risk of anemia, thrombocytopenia, and neutropenia during concurrent chemoradiotherapy. However, the incidence of leukopenia and mucositis was similar in induction chemotherapy and induction chemotherapy plus concurrent chemoradiotherapy. Furthermore, the subgroup analysis showed better survival outcomes with induction chemotherapy plus concurrent chemoradiotherapy than with concurrent chemoradiotherapy alone in the triweekly cisplatin subgroup (all P < 0.01), whereas induction chemotherapy plus concurrent chemoradiotherapy could only improve progression-free survival and locoregional recurrence-free survival in the weekly cisplatin subgroup (HR = 0.78, P = 0.02; and HR = 0.66, P = 0.03, respectively). CONCLUSIONS Induction chemotherapy plus concurrent chemoradiotherapy improved survival outcomes in patients with locally advanced nasopharyngeal carcinoma versus concurrent chemoradiotherapy. For the weekly cisplatin regimen subgroup, it did not improve remote control or overall survival versus concurrent chemoradiotherapy alone, warranting further clarification.
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Affiliation(s)
- Guoqiang Xu
- Department of Radiotherapy, Yunnan Cancer Hospital, the Third
Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Qiaoli Wang
- Department of Radiotherapy, Yunnan Cancer Hospital, the Third
Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Xingrao Wu
- Department of Radiotherapy, Yunnan Cancer Hospital, the Third
Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Chunyan Lv
- Department of Head and Neck Surgery, The Third Affiliated Hospital
of Kunming Medical University, Kunming, Yunnan, China
| | - Guilin Zeng
- Department of Oncology, Chengdu Fifth People’s Hospital, Sichuan,
China
| | - Zhihong Xue
- Department of Oncology, Chengdu Fifth People’s Hospital, Sichuan,
China
| | - Ruixue Cao
- Department of Radiotherapy, Yunnan Cancer Hospital, the Third
Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Nan Zhang
- Department of Head and Neck Surgery, The Third Affiliated Hospital
of Kunming Medical University, Kunming, Yunnan, China
| | - Wei Xiong
- Department of Radiotherapy, Yunnan Cancer Hospital, the Third
Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China
| | - Qin Huang
- Teaching Affairs and Administration Department, Kunming Medical
University, Chenggong District, Kunming, Yunnan Province, China
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6
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Yao JJ, Lin L, Gao TS, Zhang WJ, Lawrence WR, Ma J, Sun Y. Development and Validation of Web-Based Nomograms to Precisely Predict Survival Outcomes of Non-metastatic Nasopharyngeal Carcinoma in an Endemic Area. Cancer Res Treat 2020; 53:657-670. [PMID: 33285052 PMCID: PMC8291181 DOI: 10.4143/crt.2020.899] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Accepted: 12/04/2020] [Indexed: 12/29/2022] Open
Abstract
Purpose This study aimed to develop web-based nomograms to precisely predict survival outcomes in patients with non-metastatic nasopharyngeal carcinoma (NPC) in an endemic area. Materials and Methods A total of 10,126 patients who underwent radical intensity-modulated radiotherapy at Sun Yat-sen University Cancer Center (SYSUCC) from 2009 to 2015 were analyzed. We assigned patients into a training cohort (SYSUCC-A, n=6,751) and an internal validation cohort (SYSUCC-B, n=3,375) based on computer-generated random numbers. Patients collected from Wuzhou Red Cross Hospital (WZRCH) between 2012 and 2015 were used as the independent external validation cohort (WZRCH, n=450). Concordance index (C-index) was used to determine predictive accuracy and discriminative ability for the nomogram. The web-based clinicopathologic prediction models for predicting survival were based on Cox regression. Results The C-indexes for SYSUCC-A, SYSUCC-B, and WZRCH cohorts for the established nomograms to predict 3-year overall survival (OS) was 0.736, 0.715, and 0.691. Additionally, C-indexes to predict 3-year distant metastasis-free survival (DMFS) was 0.717, 0.706, and 0.686, disease-free survival (DFS) was 0.713, 0.697, and 0.656, local relapse-free survival was 0.695, 0.684, and 0.652, and regional relapse-free survival was 0.672, 0.650, and 0.616. The calibration plots showed great agreement between nomogram-predicted 3-year survival outcomes and actual 3-year survival outcomes. Moreover, C-indexes of the nomograms for OS, DMFS, and DFS were significantly superior than TNM stage (p < 0.001 for all). Conclusion These user-friendly nomograms can precisely predict survival endpoints in patients with non-metastatic NPC. They may serve as a useful tool for providing patient counseling and help physicians to make individual follow-up plans.
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Affiliation(s)
- Ji-Jin Yao
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangzhou, China.,Department of Head and Neck Oncology, the Cancer Center of the Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China
| | - Li Lin
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangzhou, China
| | - Tian-Sheng Gao
- Department of Radiation Oncology, Wuzhou Red Cross Hospital, Wuzhou, China
| | - Wang-Jian Zhang
- Department of Environmental Health Sciences, School of Public Health, University at Albany, State University of New York, Rensselaer, NY, USA
| | - Wayne R Lawrence
- Department of Environmental Health Sciences, School of Public Health, University at Albany, State University of New York, Rensselaer, NY, USA
| | - Jun Ma
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangzhou, China
| | - Ying Sun
- Department of Radiation Oncology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangdong Key Laboratory of Nasopharyngeal Carcinoma Diagnosis and Therapy, Guangzhou, China
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7
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Su Z, Zou GR, Tang J, Li XY, Xie FY. Outcomes of Adding Induction Chemotherapy to Concurrent Chemotherapy for Nasopharyngeal Carcinoma Patients with Moderate-Risk in the Intensity-Modulated Radiotherapy Era. Ther Clin Risk Manag 2020; 16:201-211. [PMID: 32280230 PMCID: PMC7130107 DOI: 10.2147/tcrm.s241216] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2019] [Accepted: 02/14/2020] [Indexed: 12/24/2022] Open
Abstract
Background The aim of this study was to evaluate the efficacy of induction chemotherapy (IC) in nasopharyngeal carcinoma (NPC) patients with moderate-risk treated with intensity-modulated radiotherapy (IMRT). Methods We retrospectively assessed 506 patients with T1-2N1M0 or T3-4N0-1M0 NPC (according to the 2010 UICC/AJCC staging system) who received concurrent chemoradiotherapy (CCRT) with or without IC at a single center in China between 2005 and 2010. Survival outcomes were compared between the IC + CCRT and CCRT groups using the Kaplan–Meier method, Log-rank test and a Cox regression model. Results Among the 506 patients, CCRT alone resulted in equivalent overall survival (86.8% vs 88.5%, p=0.661), progression-free survival (79.6% vs 79.6%, p=0.756), locoregional relapse-free survival (90.2% vs 87.0%, p=0.364) and distant metastasis-free survival (88.0% vs 89.8%, p=0.407) to IC plus CCRT. In multivariate analysis, IC did not lower the risk of death (HR 0.76, 95% CI 0.46–1.25, p=0.278), progression (HR 0.78, 95% CI 0.51–1.19, p=0.244), locoregional relapse (HR 1.06, 95% CI 0.81–1.42, p=0.651) or distant metastasis (HR 0.66, 95% CI 0.38–1.15, p=0.140) in the entire cohort; similar results were obtained in stratified analysis based on N category (N0 vs N1) and EBV DNA (< vs ≥4000 copies/mL). Conclusion Addition of IC to CCRT does not improve survival outcomes in moderate-risk NPC; the use of IC should be carefully considered in these patients, though additional prospective trials are warranted to confirm the conclusions of this study.
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Affiliation(s)
- Zhen Su
- Panyu Central Hospital, Cancer Institute of Panyu, Guangzhou, People's Republic of China
| | - Guo-Rong Zou
- Panyu Central Hospital, Cancer Institute of Panyu, Guangzhou, People's Republic of China
| | - Jie Tang
- Panyu Central Hospital, Cancer Institute of Panyu, Guangzhou, People's Republic of China
| | - Xiu Yue Li
- Panyu Central Hospital, Cancer Institute of Panyu, Guangzhou, People's Republic of China
| | - Fang-Yun Xie
- Department of Radiation Oncology, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou 510060, People's Republic of China
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8
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Liu K, Xia W, Qiang M, Chen X, Liu J, Guo X, Lv X. Deep learning pathological microscopic features in endemic nasopharyngeal cancer: Prognostic value and protentional role for individual induction chemotherapy. Cancer Med 2019; 9:1298-1306. [PMID: 31860791 PMCID: PMC7013063 DOI: 10.1002/cam4.2802] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Revised: 12/05/2019] [Accepted: 12/10/2019] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND To explore the prognostic value and the role for treatment decision of pathological microscopic features in patients with nasopharyngeal carcinoma (NPC) using the method of deep learning. METHODS The pathological microscopic features were extracted using the software QuPath (version 0.1.3. Queen's University) in the training cohort (Guangzhou training cohort, n = 843). We used the neural network DeepSurv to analyze the pathological microscopic features (DSPMF) and then classified patients into high-risk and low-risk groups through the time-dependent receiver operating characteristic (ROC). The prognosis accuracy of the pathological feature was validated in a validation cohort (n = 212). The primary endpoint was progression-free survival (PFS). RESULTS We found 429 pathological microscopic features in the H&E image. Patients with high-risk scores in the training cohort had shorter 5-year PFS (HR 10.03, 6.06-16.61; P < .0001). The DSPMF (C-index: 0.723) had the higher C-index than the EBV DNA (C-index: 0.612) copies and the N stage (C-index: 0.593). Furthermore, induction chemotherapy (ICT) plus concomitant chemoradiotherapy (CCRT) had better 5-year PFS to those received CCRT (P < .0001) in the high-risk group. CONCLUSION The DSPMF is a reliable prognostic tool for survival risk in patients with NPC and might be able to guide the treatment decision.
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Affiliation(s)
- Kuiyuan Liu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China.,Department of nasopharyngeal carcinoma, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, China
| | - Weixiong Xia
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China.,Department of nasopharyngeal carcinoma, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, China
| | - Mengyun Qiang
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China.,Department of nasopharyngeal carcinoma, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, China
| | - Xi Chen
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China.,Department of nasopharyngeal carcinoma, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, China
| | - Jia Liu
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China.,Department of Intensive Care Center, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, China
| | - Xiang Guo
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China.,Department of nasopharyngeal carcinoma, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, China
| | - Xing Lv
- State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, Guangdong, China.,Department of nasopharyngeal carcinoma, Sun Yat-sen University Cancer Centre, Guangzhou, Guangdong, China
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