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一种用于预测超声检测乳腺病变粗针活检中非典型导管增生升级的简易列线图的开发与验证

Development and Validation of a Simple-to-Use Nomogram for Predicting the Upgrade of Atypical Ductal Hyperplasia on Core Needle Biopsy in Ultrasound-Detected Breast Lesions.

作者信息

Huang Yun-Xia, Chen Ya-Ling, Li Shi-Ping, Shen Ju-Ping, Zuo Ke, Zhou Shi-Chong, Chang Cai

机构信息

Department of Ultrasonography, Fudan University Shanghai Cancer Center, Shanghai, China.

Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China.

出版信息

Front Oncol. 2021 Mar 31;10:609841. doi: 10.3389/fonc.2020.609841. eCollection 2020.

Abstract

BACKGROUND

The rate of carcinoma upgrade for atypical ductal hyperplasia (ADH) diagnosed on core needle biopsy (CNB) is variable on open excision. The purpose of the present study was to develop and validate a simple-to-use nomogram for predicting the upgrade of ADH diagnosed with ultrasound (US)-guided core needle biopsy in patients with US-detected breast lesions.

METHODS

Two retrospective sets, the training set ( = 401) and the validation set ( = 186), from Fudan University Shanghai Cancer Center between January 2014 and December 2019 were retrospectively analyzed. Clinicopathological and US features were selected using univariate and multivariable logistic regression, and the significant features were incorporated to build a nomogram model. Model discrimination and calibration were assessed in the training set and validation set.

RESULTS

Of the 587 ADH biopsies, 67.7% (training set: 267/401, 66.6%; validation set: 128/186, 68.8%) were upgraded to cancers. In the multivariable analysis, the risk factors were age [odds ratio (OR) 2.739, 95% confidence interval (CI): 1.525-5.672], mass palpation (OR 3.008, 95% CI: 1.624-5.672), calcifications on US (OR 4.752, 95% CI: 2.569-9.276), ADH extent (OR 3.150, 95% CI: 1.951-5.155), and suspected malignancy (OR 4.162, CI: 2.289-7.980). The model showed good discrimination, with an area under curve (AUC) of 0.783 (95% CI: 0.736-0.831), and good calibration ( = 0.543). The application of the nomogram in the validation set still had good discrimination (AUC = 0.753, 95% CI: 0.666-0.841) and calibration ( = 0.565). Instead of surgical excision of all ADHs, if those categorized with the model to be at low risk for upgrade were surveillanced and the remainder were excised, then 63.7% (37/58) of surgeries of benign lesions could have been avoided and 78.1% (100/128) malignant lesions could be treated in time.

CONCLUSIONS

This study developed a simple-to-use nomogram by incorporating clinicopathological and US features with the overarching goal of predicting the probability of upgrade in women with ADH. The nomogram could be expected to decrease unnecessary surgery by nearly two-third and to identify most of the malignant lesions, helping guide clinical decision making with regard to surveillance surgical excision of ADH lesions.

摘要

背景

在粗针穿刺活检(CNB)中诊断出的非典型导管增生(ADH)在手术切除时癌升级率存在差异。本研究的目的是开发并验证一种易于使用的列线图,用于预测超声(US)引导下粗针穿刺活检诊断出的ADH在US检测到乳腺病变患者中的升级情况。

方法

回顾性分析了复旦大学附属上海肿瘤中心2014年1月至2019年12月的两个回顾性数据集,即训练集(n = 401)和验证集(n = 186)。使用单变量和多变量逻辑回归选择临床病理特征和US特征,并将显著特征纳入构建列线图模型。在训练集和验证集中评估模型的辨别力和校准度。

结果

在587例ADH活检中,67.7%(训练集:267/401,66.6%;验证集:128/186,68.8%)升级为癌症。在多变量分析中,危险因素包括年龄[比值比(OR)2.739,95%置信区间(CI):1.525 - 5.672]、可触及肿块(OR 3.008,95% CI:1.624 - 5.672)、US上的钙化(OR 4.752,95% CI:2.569 - 9.276)、ADH范围(OR 3.150,95% CI:1.951 - 5.155)和疑似恶性(OR 4.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8e5b/8044403/ad7854090896/fonc-10-609841-g001.jpg

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