共 60 条
Predicting metachronous liver metastasis in patients with colorectal cancer: development and assessment of a new nomogram
被引:20
作者:

Hao, Mengdi
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Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China
Peking Univ, Sch Clin Med 9, Dept Surg Oncol, Beijing, Peoples R China Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China

Li, Huimin
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Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China
Peking Univ, Sch Clin Med 9, Dept Surg Oncol, Beijing, Peoples R China Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China

Wang, Kun
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Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China
Peking Univ, Sch Clin Med 9, Dept Surg Oncol, Beijing, Peoples R China Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China

Liu, Yin
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Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China
Peking Univ, Sch Clin Med 9, Dept Surg Oncol, Beijing, Peoples R China Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China

Liang, Xiaoqing
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Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China
Peking Univ, Sch Clin Med 9, Dept Surg Oncol, Beijing, Peoples R China Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China

Ding, Lei
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h-index: 0
机构:
Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China
Peking Univ, Sch Clin Med 9, Dept Surg Oncol, Beijing, Peoples R China Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China
机构:
[1] Capital Med Univ, Beijing Shijitan Hosp, Dept Surg Oncol, Beijing, Peoples R China
[2] Peking Univ, Sch Clin Med 9, Dept Surg Oncol, Beijing, Peoples R China
基金:
中国国家自然科学基金;
关键词:
Colorectal cancer;
Metachronous liver metastasis;
Nomogram;
Risk factor;
CARCINOEMBRYONIC ANTIGEN;
CLINICOPATHOLOGICAL FEATURES;
FOLLOW-UP;
SURVIVAL;
RESECTION;
CHEMOTHERAPY;
RECURRENCE;
MODEL;
KRAS;
BRAF;
D O I:
10.1186/s12957-022-02558-6
中图分类号:
R73 [肿瘤学];
学科分类号:
100214 ;
摘要:
Background We aimed to develop and validate a nomogram model, which could predict metachronous liver metastasis in colorectal cancer within two years after diagnosis. Methods A retrospective study was performed on colorectal cancer patients who were admitted to Beijing Shijitan Hospital from January 1, 2016 to June 30, 2019. The least absolute shrinkage and selection operator (LASSO) regression model was used to optimize feature selection for susceptibility to metachronous liver metastasis in colorectal cancer. Multivariable logistic regression analysis was applied to establish a predictive model through incorporating features selected in the LASSO regression model. C-index, receiver operating characteristic (ROC) curve, calibration plot, and decision curve analysis (DCA) were employed to assess discrimination, distinctiveness, consistency with actual occurrence risk, and clinical utility of candidate predictive model. Internal validation was assessed with bootstrapping method. Results Predictors contained in candidate prediction nomogram included age, CEA, vascular invasion, T stage, N stage, family history of cancer, and KRAS mutation. This model displayed good discrimination with a C-index of 0.787 (95% confidence interval: 0.728-0.846) and good calibration, whereas area under the ROC curve (AUC) of 0.786. Internal validation obtained C-index of 0.786, and AUC of validation cohort is 0.784. Based on DCA, with threshold probability range from 1 to 60%; this predictive model might identify colorectal cancer metachronous liver metastasis to achieve a net clinical benefit. Conclusion We have developed and validated a prognostic nomogram with good discriminative and high accuracy to predict metachronous liver metastasis in CRC patients.
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机构:
Zhejiang Univ, Affiliated Hosp 2, Dept Colorectal Surg, Sch Med, 88 Jiefang Rd, Hangzhou 310009, Zhejiang, Peoples R China
Zhejiang Univ, Affiliated Hosp 2, Key Lab Mol Biol Med Sci,Sch Med, Canc Inst,Key Lab Canc Prevent & Intervent,China, Hangzhou, Zhejiang, Peoples R China Zhejiang Univ, Affiliated Hosp 2, Dept Colorectal Surg, Sch Med, 88 Jiefang Rd, Hangzhou 310009, Zhejiang, Peoples R China

Kong, Xiangxing
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Zhejiang Univ, Affiliated Hosp 2, Dept Colorectal Surg, Sch Med, 88 Jiefang Rd, Hangzhou 310009, Zhejiang, Peoples R China
Zhejiang Univ, Affiliated Hosp 2, Key Lab Mol Biol Med Sci,Sch Med, Canc Inst,Key Lab Canc Prevent & Intervent,China, Hangzhou, Zhejiang, Peoples R China Zhejiang Univ, Affiliated Hosp 2, Dept Colorectal Surg, Sch Med, 88 Jiefang Rd, Hangzhou 310009, Zhejiang, Peoples R China

Li, Jun
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机构:
Zhejiang Univ, Affiliated Hosp 2, Dept Colorectal Surg, Sch Med, 88 Jiefang Rd, Hangzhou 310009, Zhejiang, Peoples R China
Zhejiang Univ, Affiliated Hosp 2, Key Lab Mol Biol Med Sci,Sch Med, Canc Inst,Key Lab Canc Prevent & Intervent,China, Hangzhou, Zhejiang, Peoples R China Zhejiang Univ, Affiliated Hosp 2, Dept Colorectal Surg, Sch Med, 88 Jiefang Rd, Hangzhou 310009, Zhejiang, Peoples R China

Ding, Kefeng
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Zhejiang Univ, Affiliated Hosp 2, Dept Colorectal Surg, Sch Med, 88 Jiefang Rd, Hangzhou 310009, Zhejiang, Peoples R China
Zhejiang Univ, Affiliated Hosp 2, Key Lab Mol Biol Med Sci,Sch Med, Canc Inst,Key Lab Canc Prevent & Intervent,China, Hangzhou, Zhejiang, Peoples R China Zhejiang Univ, Affiliated Hosp 2, Dept Colorectal Surg, Sch Med, 88 Jiefang Rd, Hangzhou 310009, Zhejiang, Peoples R China
[10]
Lymphatic Invasion is an Independent Adverse Prognostic Factor in Patients with Colorectal Liver Metastasis
[J].
de Ridder, Jannemarie A. M.
;
Knijn, Nikki
;
Wiering, Bastiaan
;
de Wilt, Johannes H. W.
;
Nagtegaal, Iris D.
.
ANNALS OF SURGICAL ONCOLOGY,
2015, 22
:S638-S645

de Ridder, Jannemarie A. M.
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机构:
Radboud Univ Nijmegen, Med Ctr, Dept Surg Oncol, NL-6525 ED Nijmegen, Netherlands Radboud Univ Nijmegen, Med Ctr, Dept Surg Oncol, NL-6525 ED Nijmegen, Netherlands

Knijn, Nikki
论文数: 0 引用数: 0
h-index: 0
机构:
Radboud Univ Nijmegen, Med Ctr, Dept Pathol, NL-6525 ED Nijmegen, Netherlands Radboud Univ Nijmegen, Med Ctr, Dept Surg Oncol, NL-6525 ED Nijmegen, Netherlands

Wiering, Bastiaan
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h-index: 0
机构:
Slingeland Hosp, Dept Surg, Doetinchem, Netherlands Radboud Univ Nijmegen, Med Ctr, Dept Surg Oncol, NL-6525 ED Nijmegen, Netherlands

de Wilt, Johannes H. W.
论文数: 0 引用数: 0
h-index: 0
机构:
Radboud Univ Nijmegen, Med Ctr, Dept Surg Oncol, NL-6525 ED Nijmegen, Netherlands Radboud Univ Nijmegen, Med Ctr, Dept Surg Oncol, NL-6525 ED Nijmegen, Netherlands

Nagtegaal, Iris D.
论文数: 0 引用数: 0
h-index: 0
机构:
Radboud Univ Nijmegen, Med Ctr, Dept Pathol, NL-6525 ED Nijmegen, Netherlands Radboud Univ Nijmegen, Med Ctr, Dept Surg Oncol, NL-6525 ED Nijmegen, Netherlands