Predicting chemoradiotherapy response of nasopharyngeal carcinoma using texture features based on intravoxel incoherent motion diffusion-weighted imaging
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作者:
Qin, Yuhui
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Cent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R ChinaCent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Qin, Yuhui
[1
]
Yu, Xiaoping
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Cent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Hunan Canc Hosp, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R ChinaCent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Yu, Xiaoping
[1
,4
]
Hou, Jing
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Cent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R ChinaCent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Hou, Jing
[1
]
Hu, Ying
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Cent South Univ, Dept Radiotherapy, Affiliated Canc Hosp, Xiangya Sch Med, Changsha, Hunan, Peoples R ChinaCent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Hu, Ying
[2
]
Li, Feiping
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Cent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R ChinaCent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Li, Feiping
[1
]
Wen, Lu
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Cent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R ChinaCent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Wen, Lu
[1
]
Lu, Qiang
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Cent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R ChinaCent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Lu, Qiang
[1
]
Fu, Yi
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Cent South Univ, Dept Med Serv, Affiliated Canc Hosp, Xiangya Sch Med, Changsha, Hunan, Peoples R ChinaCent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Fu, Yi
[3
]
Liu, Siye
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Cent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R ChinaCent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
Liu, Siye
[1
]
机构:
[1] Cent South Univ, Dept Diagnost Radiol, Affiliated Canc Hosp, Xiangya Sch Med, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
[2] Cent South Univ, Dept Radiotherapy, Affiliated Canc Hosp, Xiangya Sch Med, Changsha, Hunan, Peoples R China
[3] Cent South Univ, Dept Med Serv, Affiliated Canc Hosp, Xiangya Sch Med, Changsha, Hunan, Peoples R China
[4] Hunan Canc Hosp, 283 Tongzipo Rd, Changsha 410013, Hunan, Peoples R China
The aim of the study was to investigative the utility of gray-level co-occurrence matrix (GLCM) texture analysis based on intravoxel incoherent motion diffusion-weighted imaging (IVIM-DWI) for predicting the early response to chemoradiotherapy for nasopharyngeal carcinoma (NPC).Baseline IVIM-DWI was performed on 81 patients with NPC receiving chemoradiotherapy in a prospective nested case-control study. The patients were categorized into the residue (n=11) and nonresidue (n=70) groups, according to whether there was local residual lesion or not at the end of chemoradiotherapy. The pretreatment tumor volume and the values of IVIM-DWI parameters (apparent diffusion coefficient [ADC], D, D, and f) and GLCM features based on IVIM-DWI were compared between the 2 groups. Receiver operating characteristic (ROC) curves in univariate and multivariate logistic regression analysis were generated to determine significant indicator of treatment response.The nonresidue group had lower tumor volume, ADC, D, Correlat(ADC), Correlat(D), InvDfMom(ADC), InvDfMom(D) and InvDfMom(D) values, together with higher Contrast(D), Contrast(f), SumAverg(ADC), SumAverg(D), and SumAverg(D) values, than the residue group (all P<.05). Based on ROC curve in univariate analysis, the area under the curve (AUC) values for individual GLCM features in the prediction of the treatment response ranged from 0.635 to 0.879, with sensitivities from 54.55% to 100.00% and specificities from 52.86% to 85.71%. Multivariate logistic regression analysis demonstrated D (P=.026), InvDfMom(ADC) (P=.033) and SumAverg(D) (P=.015) as the independent predictors for identifying NPC without residue, with an AUC value of 0.977, a sensitivity of 90.91% and a specificity of 95.71%.Pretreatment GLCM features based on IVIM-DWI, especially on the diffusion-related maps, may have the potential to predict the early response to chemoradiotherapy for NPC.
机构:
Icahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Diagnost Mol & Intervent Radiol, 1460 Madison Ave, New York, NY 10029 USA
Weill Cornell Med, Dept Radiol, New York, NY USAIcahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Hectors, Stefanie J.
Lewis, Sara
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Icahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Diagnost Mol & Intervent Radiol, 1460 Madison Ave, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Lewis, Sara
Kennedy, Paul
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Icahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Diagnost Mol & Intervent Radiol, 1460 Madison Ave, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Kennedy, Paul
Bane, Octavia
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Icahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Diagnost Mol & Intervent Radiol, 1460 Madison Ave, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Bane, Octavia
Said, Daniela
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Icahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Diagnost Mol & Intervent Radiol, 1460 Madison Ave, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Said, Daniela
Segall, Maxwell
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Icahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Diagnost Mol & Intervent Radiol, 1460 Madison Ave, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Segall, Maxwell
Schwartz, Myron
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Icahn Sch Med Mt Sinai, Dept Liver Surg, Recanati Miller Transplantat Inst, 1460 Madison Ave, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Schwartz, Myron
Kim, Edward
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Icahn Sch Med Mt Sinai, Dept Diagnost Mol & Intervent Radiol, 1460 Madison Ave, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Kim, Edward
Taouli, Bachir
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Icahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Diagnost Mol & Intervent Radiol, 1460 Madison Ave, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Biomed Engn & Imaging Inst, 1460 Madison Ave, New York, NY 10029 USA
机构:
Seoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South KoreaSeoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Yoon, Jeong Hee
Lee, Jeong Min
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Seoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Inst Radiat Med, Seoul 110744, South KoreaSeoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Lee, Jeong Min
Baek, Jee Hyun
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Seoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Inst Radiat Med, Seoul 110744, South KoreaSeoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Baek, Jee Hyun
Shin, Cheong-il
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Seoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South KoreaSeoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Shin, Cheong-il
Kiefer, Berthold
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Siemens Healthcare, Erlangen, GermanySeoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Kiefer, Berthold
Han, Joon Koo
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Seoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Inst Radiat Med, Seoul 110744, South KoreaSeoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Han, Joon Koo
Choi, Byung-Ihn
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Seoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
Seoul Natl Univ, Coll Med, Inst Radiat Med, Seoul 110744, South KoreaSeoul Natl Univ Hosp, Dept Radiol, Seoul 110744, South Korea
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Fudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Xiao, Zebin
Zhong, Yufeng
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Fudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Fudan Univ, Shanghai Med Sch, Dept Radiol, Jinshan Hosp, 1508 Longhang Rd, Shanghai 201508, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Zhong, Yufeng
Tang, Zuohua
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Fudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Tang, Zuohua
Qiang, Jinwei
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Fudan Univ, Shanghai Med Sch, Dept Radiol, Jinshan Hosp, 1508 Longhang Rd, Shanghai 201508, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Qiang, Jinwei
Qian, Wen
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Fudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Qian, Wen
Wang, Rong
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Fudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Wang, Rong
Wang, Jie
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Fudan Univ, Eye & ENT Hosp, Dept Radiotherapy, Shanghai Med Sch, Shanghai 200031, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Wang, Jie
Wu, Lingjie
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Fudan Univ, Eye & ENT Hosp, Dept Otolaryngol, Shanghai Med Sch, Shanghai 200031, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Wu, Lingjie
Tang, Wenlin
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Siemens Healthcare Ltd, Shanghai 201318, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
Tang, Wenlin
Zhang, Zhongshuai
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Siemens Healthcare Ltd, Shanghai 201318, Peoples R ChinaFudan Univ, Eye & ENT Hosp, Shanghai Med Sch, Dept Radiol, 83 Fenyang Rd, Shanghai 200031, Peoples R China
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Huazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R ChinaHuazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R China
Chen, Hao
He, Yaoyao
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Huazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R ChinaHuazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R China
He, Yaoyao
Zhao, Cecheng
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Huazhong Agr Univ, Coll Informat, Wuhan, Peoples R ChinaHuazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R China
Zhao, Cecheng
Zheng, Lili
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Huazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R ChinaHuazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R China
Zheng, Lili
Pan, Ning
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South Cent Univ Nationalities, Coll Biomed Engn, Wuhan, Peoples R China
Hubei Key Lab Med Informat Anal & Tumor Diag & Tr, Wuhan, Peoples R ChinaHuazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R China
Pan, Ning
Qiu, Jianfeng
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Shandong First Med Univ & Shandong Acad Med Sci, Med Engn & Technol Ctr, Tai An, Shandong, Peoples R ChinaHuazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R China
Qiu, Jianfeng
Zhang, Zhaoxi
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Huazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R ChinaHuazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R China
Zhang, Zhaoxi
Niu, Xiaohui
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Huazhong Agr Univ, Coll Informat, Wuhan, Peoples R ChinaHuazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R China
Niu, Xiaohui
Yuan, Zilong
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Huazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R ChinaHuazhong Univ Sci & Technol, Hubei Canc Hosp, Tongji Med Coll, Dept Radiol, 116 Zhuodaoquan South Rd, Wuhan 430079, Hubei, Peoples R China