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建立并验证用于预测结直肠癌患者神经周围侵犯的列线图模型

Development and Validation of a Nomogram for Preoperative Prediction of Perineural Invasion in Colorectal Cancer.

机构信息

Department of Gastrointestinal Surgery, Affiliated Tumor Hospital of Guangxi Medical University, Nanning, Guangxi, China (mainland).

出版信息

Med Sci Monit. 2019 Mar 6;25:1709-1717. doi: 10.12659/MSM.914900.

DOI:10.12659/MSM.914900
PMID:30837449
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6415589/
Abstract

BACKGROUND In colorectal cancer (CRC), perineural invasion (PNI) is usually identified histologically in biopsy or resection specimens and is considered a high-risk feature for recurrence of CRC and is an indicator for adjuvant therapy. Preoperative identification of PNI could help determine the need for adjuvant therapy and the approach to surgical resection. This study aimed to develop and validate a nomogram for the preoperative prediction of PNI in patients with CRC. MATERIAL AND METHODS A total of 664 patients with CRC from a single center were classified into a training dataset (n=468) and a validation dataset (n=196). The least absolute shrinkage and selection operator (LASSO) regression model was used to select potentially relevant features. Multivariate logistic regression analysis was used to develop the nomogram. The performance of the nomogram was assessed based on its calibration, discrimination, and clinical utility. RESULTS The nomogram consisted of five clinical features and provided good calibration and discrimination in the training dataset, with an area under the curve (AUC) of 0.704 (95% CI, 0.657-0.751). Application of the nomogram in the validation cohort showed acceptable discrimination, with the AUC of 0.692 (95% CI, 0.617-0.766) and good calibration. Decision curve analysis (DCA) showed that the nomogram was clinically useful. CONCLUSIONS The nomogram developed in this study might allow clinicians to predict the risk of PNI in patients with CRC preoperatively. The nomogram showed favorable discrimination and calibration values, which may help optimize preoperative treatment decision-making for patients with CRC.

摘要

背景

在结直肠癌(CRC)中,神经周围侵犯(PNI)通常在活检或切除标本中通过组织学进行识别,被认为是 CRC 复发的高危特征,也是辅助治疗的指标。术前识别 PNI 有助于确定辅助治疗的必要性和手术切除的方法。本研究旨在开发和验证一种用于预测 CRC 患者 PNI 的术前列线图。

材料与方法

共纳入来自单一中心的 664 例 CRC 患者,分为训练数据集(n=468)和验证数据集(n=196)。使用最小绝对收缩和选择算子(LASSO)回归模型选择潜在相关特征。使用多变量逻辑回归分析来开发列线图。根据校准、区分度和临床实用性评估列线图的性能。

结果

该列线图由五个临床特征组成,在训练数据集中具有良好的校准和区分度,曲线下面积(AUC)为 0.704(95%CI,0.657-0.751)。在验证队列中的应用显示出可接受的区分度,AUC 为 0.692(95%CI,0.617-0.766),校准良好。决策曲线分析(DCA)表明该列线图具有临床实用性。

结论

本研究开发的列线图可能使临床医生能够在术前预测 CRC 患者 PNI 的风险。该列线图显示出良好的区分度和校准值,这可能有助于优化 CRC 患者的术前治疗决策。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/748e/6415589/9cc69141c3dc/medscimonit-25-1709-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/748e/6415589/79ad01fd4e93/medscimonit-25-1709-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/748e/6415589/bac47a356be7/medscimonit-25-1709-g002.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/748e/6415589/413811395f6c/medscimonit-25-1709-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/748e/6415589/9cc69141c3dc/medscimonit-25-1709-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/748e/6415589/79ad01fd4e93/medscimonit-25-1709-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/748e/6415589/bac47a356be7/medscimonit-25-1709-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/748e/6415589/c5b3219c8f93/medscimonit-25-1709-g003.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/748e/6415589/9cc69141c3dc/medscimonit-25-1709-g005.jpg

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