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A Genomic-clinicopathologic Nomogram for the Preoperative Prediction of Lymph Node Metastasis in Bladder Cancer

Preoperative lymph node (LN) status is important for the treatment of bladder cancer (BCa). Here, we report a genomic-clinicopathologic nomogram for preoperatively predicting LN metastasis in BCa. In the discovery stage, 325 BCa patients from TCGA were involved and LN-status-related mRNAs were selec...

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Autores principales: Wu, Shao-Xu, Huang, Jian, Liu, Zhuo-Wei, Chen, Hai-Ge, Guo, Pi, Cai, Qing-Qing, Zheng, Jun-Jiong, Qin, Hai-De, Zheng, Zao-Song, Chen, Xin, Zhang, Rui-Yun, Chen, Si-Liang, Lin, Tian-Xin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6014062/
https://www.ncbi.nlm.nih.gov/pubmed/29655996
http://dx.doi.org/10.1016/j.ebiom.2018.03.034
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author Wu, Shao-Xu
Huang, Jian
Liu, Zhuo-Wei
Chen, Hai-Ge
Guo, Pi
Cai, Qing-Qing
Zheng, Jun-Jiong
Qin, Hai-De
Zheng, Zao-Song
Chen, Xin
Zhang, Rui-Yun
Chen, Si-Liang
Lin, Tian-Xin
author_facet Wu, Shao-Xu
Huang, Jian
Liu, Zhuo-Wei
Chen, Hai-Ge
Guo, Pi
Cai, Qing-Qing
Zheng, Jun-Jiong
Qin, Hai-De
Zheng, Zao-Song
Chen, Xin
Zhang, Rui-Yun
Chen, Si-Liang
Lin, Tian-Xin
author_sort Wu, Shao-Xu
collection PubMed
description Preoperative lymph node (LN) status is important for the treatment of bladder cancer (BCa). Here, we report a genomic-clinicopathologic nomogram for preoperatively predicting LN metastasis in BCa. In the discovery stage, 325 BCa patients from TCGA were involved and LN-status-related mRNAs were selected. In the training stage, multivariate logistic regression analysis was used to developed a genomic-clinicopathologic nomogram for preoperative LN metastasis prediction in the training set (SYSMH set, n = 178). In the validation stage, we validated the nomogram using two independent sample sets (SYSUCC set, n = 142; RJH set, n = 104) with respect to its discrimination, calibration and clinical usefulness. As results, we identified five LN-status-related mRNAs, including ADRA1D, COL10A1, DKK2, HIST2H3D and MMP11. Then, a genomic classifier was developed to classify patients into high- and low-risk groups in the training set. Furthermore, a nomogram incorporating the five-mRNA-based classifier, image-based LN status, transurethral resection (TUR) T stage, and TUR lymphovascular invasion (LVI) was constructed in the training set, which performed well in the training and validation sets. Decision curve analysis demonstrated the clinical value of our nomogram. Thus, our genomic-clinicopathologic nomogram shows favorable discriminatory ability and may aid in clinical decision-making, especially for cN-patients.
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spelling pubmed-60140622018-06-26 A Genomic-clinicopathologic Nomogram for the Preoperative Prediction of Lymph Node Metastasis in Bladder Cancer Wu, Shao-Xu Huang, Jian Liu, Zhuo-Wei Chen, Hai-Ge Guo, Pi Cai, Qing-Qing Zheng, Jun-Jiong Qin, Hai-De Zheng, Zao-Song Chen, Xin Zhang, Rui-Yun Chen, Si-Liang Lin, Tian-Xin EBioMedicine Research Paper Preoperative lymph node (LN) status is important for the treatment of bladder cancer (BCa). Here, we report a genomic-clinicopathologic nomogram for preoperatively predicting LN metastasis in BCa. In the discovery stage, 325 BCa patients from TCGA were involved and LN-status-related mRNAs were selected. In the training stage, multivariate logistic regression analysis was used to developed a genomic-clinicopathologic nomogram for preoperative LN metastasis prediction in the training set (SYSMH set, n = 178). In the validation stage, we validated the nomogram using two independent sample sets (SYSUCC set, n = 142; RJH set, n = 104) with respect to its discrimination, calibration and clinical usefulness. As results, we identified five LN-status-related mRNAs, including ADRA1D, COL10A1, DKK2, HIST2H3D and MMP11. Then, a genomic classifier was developed to classify patients into high- and low-risk groups in the training set. Furthermore, a nomogram incorporating the five-mRNA-based classifier, image-based LN status, transurethral resection (TUR) T stage, and TUR lymphovascular invasion (LVI) was constructed in the training set, which performed well in the training and validation sets. Decision curve analysis demonstrated the clinical value of our nomogram. Thus, our genomic-clinicopathologic nomogram shows favorable discriminatory ability and may aid in clinical decision-making, especially for cN-patients. Elsevier 2018-03-31 /pmc/articles/PMC6014062/ /pubmed/29655996 http://dx.doi.org/10.1016/j.ebiom.2018.03.034 Text en © 2018 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Paper
Wu, Shao-Xu
Huang, Jian
Liu, Zhuo-Wei
Chen, Hai-Ge
Guo, Pi
Cai, Qing-Qing
Zheng, Jun-Jiong
Qin, Hai-De
Zheng, Zao-Song
Chen, Xin
Zhang, Rui-Yun
Chen, Si-Liang
Lin, Tian-Xin
A Genomic-clinicopathologic Nomogram for the Preoperative Prediction of Lymph Node Metastasis in Bladder Cancer
title A Genomic-clinicopathologic Nomogram for the Preoperative Prediction of Lymph Node Metastasis in Bladder Cancer
title_full A Genomic-clinicopathologic Nomogram for the Preoperative Prediction of Lymph Node Metastasis in Bladder Cancer
title_fullStr A Genomic-clinicopathologic Nomogram for the Preoperative Prediction of Lymph Node Metastasis in Bladder Cancer
title_full_unstemmed A Genomic-clinicopathologic Nomogram for the Preoperative Prediction of Lymph Node Metastasis in Bladder Cancer
title_short A Genomic-clinicopathologic Nomogram for the Preoperative Prediction of Lymph Node Metastasis in Bladder Cancer
title_sort genomic-clinicopathologic nomogram for the preoperative prediction of lymph node metastasis in bladder cancer
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6014062/
https://www.ncbi.nlm.nih.gov/pubmed/29655996
http://dx.doi.org/10.1016/j.ebiom.2018.03.034
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