Lymphatic Node Metastasis Risk Scoring System: A Novel Instrument for Predicting Lymph Node Metastasis After Thymic Epithelial Tumor Resection
被引:3
作者:
Cheng, Xinxin
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R China
Cheng, Xinxin
[1
]
Lu, Yaxin
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Sun Yat Sen Univ, Dept Clin Data Ctr, Affiliated Hosp 3, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R China
Lu, Yaxin
[2
]
Chen, Sai
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机构:
Sun Yat Sen Univ, Affiliated Hosp 1, Dept Ctr Private Med Serv & Healthcare, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R China
Chen, Sai
[3
]
Yang, Weilin
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R China
Yang, Weilin
[1
]
Xu, Bo
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R China
Xu, Bo
[1
]
Zou, Jianyong
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Sun Yat Sen Univ, Affiliated Hosp 1, Dept Thorac Surg, Guangzhou, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R China
Zou, Jianyong
[4
]
Chen, Zhenguang
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机构:
Sun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R China
Sun Yat Sen Univ, Affiliated Hosp 1, Dept Thorac Surg, Guangzhou, Guangdong, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R China
Chen, Zhenguang
[1
,4
]
机构:
[1] Sun Yat Sen Univ, Affiliated Hosp 1, Dept Cardiothorac Surg, East Div, Guangzhou, Guangdong, Peoples R China
[2] Sun Yat Sen Univ, Dept Clin Data Ctr, Affiliated Hosp 3, Guangzhou, Peoples R China
[3] Sun Yat Sen Univ, Affiliated Hosp 1, Dept Ctr Private Med Serv & Healthcare, Guangzhou, Peoples R China
[4] Sun Yat Sen Univ, Affiliated Hosp 1, Dept Thorac Surg, Guangzhou, Guangdong, Peoples R China
Background The authors aimed to create a novel model to predict lymphatic metastasis in thymic epithelial tumors. Methods Data of 1018 patients were collected from the Surveillance, Epidemiology, and End Results database from 2004 to 2015. To construct a nomogram, the least absolute shrinkage and selection operator (LASSO) regression model was used to select candidate features of the training cohort from 2004 to 2013. A simple model called the Lymphatic Node Metastasis Risk Scoring System (LNMRS) was constructed to predict lymphatic metastasis. Using patients from 2014 to 2015 as the validation cohort, the predictive performance of the model was determined by receiver operating characteristic (ROC) curves. Results The LASSO regression model showed that age, extension, and histology type were significantly associated with lymph node metastasis, which were used to construct the nomogram. Through analysis of the area under the curve (AUC), the nomogram achieved a AUC value of 0.80 (95 % confidence interval [Cl] 0.75-0.85) in the training cohort and 0.82 (95 % Cl 0.70-0.93) in the validation cohort, and had closed calibration curves. Based on the nomogram, the authors constructed the LNMRS model, which had an AUC of 0.80 (95 % Cl 0.75-0.85) in the training cohort and 0.82 (95% Cl 0.70-0.93) in the validation cohort. The ROC curves indicated that the LNMRS had excellent predictive performance for lymph node metastasis. Conclusion This study established a nomogram for predicting lymph node metastasis. The LNMRS model, constructed to predict lymphatic involvement of patients, was more convenient than the nomogram.
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页码:598 / 605
页数:8
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Univ Alabama Birmingham, Div Cardiothorac Surg, Thorac Surg Sect, Birmingham, AL 35294 USA
Univ Alabama Birmingham, Dept Surg, Birmingham, AL 35294 USAUniv Alabama Birmingham, Div Cardiothorac Surg, Thorac Surg Sect, Birmingham, AL 35294 USA
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机构:Univ Alabama Birmingham, Div Cardiothorac Surg, Thorac Surg Sect, Birmingham, AL 35294 USA
Bryant, Ayesha S.
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机构:Univ Alabama Birmingham, Div Cardiothorac Surg, Thorac Surg Sect, Birmingham, AL 35294 USA
机构:
Univ Alabama Birmingham, Div Cardiothorac Surg, Thorac Surg Sect, Birmingham, AL 35294 USA
Univ Alabama Birmingham, Dept Surg, Birmingham, AL 35294 USAUniv Alabama Birmingham, Div Cardiothorac Surg, Thorac Surg Sect, Birmingham, AL 35294 USA
Cerfolio, Robert J.
Bryant, Ayesha S.
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机构:Univ Alabama Birmingham, Div Cardiothorac Surg, Thorac Surg Sect, Birmingham, AL 35294 USA
Bryant, Ayesha S.
Minnich, Douglas J.
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机构:Univ Alabama Birmingham, Div Cardiothorac Surg, Thorac Surg Sect, Birmingham, AL 35294 USA