Ultrasound-Based Nomogram for Predicting the Aggressiveness of Papillary Thyroid Carcinoma in Adolescents and Young Adults

列线图 医学 甲状腺癌 乳头状癌 超声波 放射科 内科学 肿瘤科 甲状腺
作者
Peixuan Sun,Yi Wei,Cai Chang,Jun Du,Yuyang Tong
出处
期刊:Academic Radiology [Elsevier BV]
卷期号:31 (2): 523-535 被引量:6
标识
DOI:10.1016/j.acra.2023.05.009
摘要

Rationale and Objectives Assessing the aggressiveness of papillary thyroid carcinoma (PTC) preoperatively might play an important role in guiding therapeutic strategy. This study aimed to develop and validate a nomogram that integrated ultrasound (US) features with clinical characteristics to preoperatively predict aggressiveness in adolescents and young adults with PTC. Materials and Methods In this retrospective study, a total of 2373 patients were enrolled and randomly divided into two groups with 1000 bootstrap sampling. The multivariable logistic regression (LR) analysis or least absolute shrinkage and selection operator LASSO regression was applied to select predictive US and clinical characteristics in the training cohort. By incorporating most powerful predictors, two predictive models presented as nomograms were developed, and their performance was assessed with respect to discrimination, calibration, and clinical usefulness. Results The LR_model that incorporated gender, tumor size, multifocality, US-reported cervical lymph nodes (CLN) status, and calcification demonstrated good discrimination and calibration with an area under curve (AUC), sensitivity and specificity of 0.802 (0.781-0.821), 65.58% (62.61%-68.55%), and 82.31% (79.33%-85.46%), respectively, in the training cohort; and 0.768 (0.736-0.797), 60.04% (55.62%-64.46%), and 83.62% (78.84%-87.71%), respectively, in the validation cohort. Gender, tumor size, orientation, calcification, and US-reported CLN status were combined to build LASSO_model. Compared with LR_model, the LASSO_model yielded a comparable diagnostic performance in both cohorts, the AUC, sensitivity, and specificity were 0.800 (0.780-0.820), 65.29% (62.26%-68.21%), and 81.93% (78.77%-84.91%), respectively, in the training cohort; and 0.763 (0.731-0.792), 59.43% (55.12%-63.93%), and 84.98% (80.89%-89.08%), respectively, in the validation cohort. The decision curve analysis indicated that using the two nomograms to predict the aggressiveness of PTC provided a greater benefit than either the treat-all or treat-none strategy. Conclusion Through these two easy-to-use nomograms, the possibility of the aggressiveness of PTC in adolescents and young adults can be objectively quantified preoperatively. The two nomograms may serve as a useful clinical tool to provide valuable information for clinical decision-making. Assessing the aggressiveness of papillary thyroid carcinoma (PTC) preoperatively might play an important role in guiding therapeutic strategy. This study aimed to develop and validate a nomogram that integrated ultrasound (US) features with clinical characteristics to preoperatively predict aggressiveness in adolescents and young adults with PTC. In this retrospective study, a total of 2373 patients were enrolled and randomly divided into two groups with 1000 bootstrap sampling. The multivariable logistic regression (LR) analysis or least absolute shrinkage and selection operator LASSO regression was applied to select predictive US and clinical characteristics in the training cohort. By incorporating most powerful predictors, two predictive models presented as nomograms were developed, and their performance was assessed with respect to discrimination, calibration, and clinical usefulness. The LR_model that incorporated gender, tumor size, multifocality, US-reported cervical lymph nodes (CLN) status, and calcification demonstrated good discrimination and calibration with an area under curve (AUC), sensitivity and specificity of 0.802 (0.781-0.821), 65.58% (62.61%-68.55%), and 82.31% (79.33%-85.46%), respectively, in the training cohort; and 0.768 (0.736-0.797), 60.04% (55.62%-64.46%), and 83.62% (78.84%-87.71%), respectively, in the validation cohort. Gender, tumor size, orientation, calcification, and US-reported CLN status were combined to build LASSO_model. Compared with LR_model, the LASSO_model yielded a comparable diagnostic performance in both cohorts, the AUC, sensitivity, and specificity were 0.800 (0.780-0.820), 65.29% (62.26%-68.21%), and 81.93% (78.77%-84.91%), respectively, in the training cohort; and 0.763 (0.731-0.792), 59.43% (55.12%-63.93%), and 84.98% (80.89%-89.08%), respectively, in the validation cohort. The decision curve analysis indicated that using the two nomograms to predict the aggressiveness of PTC provided a greater benefit than either the treat-all or treat-none strategy. Through these two easy-to-use nomograms, the possibility of the aggressiveness of PTC in adolescents and young adults can be objectively quantified preoperatively. The two nomograms may serve as a useful clinical tool to provide valuable information for clinical decision-making.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刚刚
1秒前
Copyright应助科研通管家采纳,获得10
1秒前
jiang发布了新的文献求助10
2秒前
槐序二三完成签到,获得积分10
2秒前
2秒前
3秒前
小胖饼饼发布了新的文献求助20
3秒前
4秒前
4秒前
四月应助科研通管家采纳,获得20
5秒前
7秒前
青栀完成签到,获得积分10
7秒前
潇洒的惋清应助wangzhiyong采纳,获得10
7秒前
LHC完成签到,获得积分10
7秒前
十二应助科研通管家采纳,获得10
7秒前
7秒前
8秒前
ykyb完成签到,获得积分10
8秒前
小山隹完成签到,获得积分10
9秒前
小熊同学完成签到,获得积分10
9秒前
沐曦发布了新的文献求助10
9秒前
Orange应助科研通管家采纳,获得10
10秒前
10秒前
Copyright应助科研通管家采纳,获得10
10秒前
xiaoli发布了新的文献求助10
11秒前
毛豆应助科研通管家采纳,获得10
11秒前
cyf关闭了cyf文献求助
13秒前
aaaaaaaaaaaa应助科研通管家采纳,获得10
13秒前
13秒前
zxc发布了新的文献求助10
14秒前
wrm发布了新的文献求助10
15秒前
16秒前
渔夫完成签到,获得积分10
17秒前
赘婿应助科研通管家采纳,获得10
19秒前
碧蓝紫雪发布了新的文献求助10
19秒前
微小桑应助科研通管家采纳,获得10
19秒前
初景应助科研通管家采纳,获得20
19秒前
Copyright应助科研通管家采纳,获得10
19秒前
毛豆应助科研通管家采纳,获得10
20秒前
高分求助中
Principles of Economics, 11th Edition 10000
University Physics with Modern Physics, 16th edition 10000
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Gründe der Seele:Die Wiener Psychatrie im 20.Jahrhundert 1000
Development of a Bridge Weigh-In-Motion System: A technology to convert the bridge response to the passage of traffic into data on vehicle configurations, speeds, times of travel and weights 1000
Organic Reactions, Volume 116 1000
Current concepts in cutaneous toxicity : proceedings of the Fourth Conference on Cutaneous Toxicity, Washington, D.C., May 9-11, 1979 1000
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7272081
求助须知:如何正确求助?哪些是违规求助? 8892889
关于积分的说明 18799366
捐赠科研通 6946619
什么是DOI,文献DOI怎么找? 3204588
关于科研通互助平台的介绍 2376837
邀请新用户注册赠送积分活动 2180131