多模态超声诊断甲状腺乳头状癌宫颈转移淋巴结的费舍尔判别分析

IF 2.2 4区 医学 Q2 MEDICINE, GENERAL & INTERNAL Korean Journal of Internal Medicine Pub Date : 2024-10-29 DOI:10.3904/kjim.2024.122
Yixuan Wang, Yue Han, Fei Li, Yuyang Lin, Bei Wang
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引用次数: 0

摘要

背景/目的:本研究旨在利用多模态超声参数建立一个诊断模型,以帮助检测甲状腺乳头状癌(PTC)患者的颈淋巴结转移:研究对象包括 69 名 PTC 患者的 84 个可疑淋巴结,所有患者均接受了细针穿刺,并获得了病理结果。研究分析了传统灰阶超声、剪切波弹性成像(SWE)和超微血管成像的数据。通过比较良性组和转移组的主要超声特征,利用费雪逐步判别分析建立了一个诊断模型。通过自我测试、交叉验证和接收器操作特征曲线分析评估了模型的有效性:淋巴结(X1)、皮质高回声(X2)、血管形态(X4)和 SWEmean(X7)这四个特征是判别分析中不可或缺的部分,并得出以下等式:Y1 = -3.461 + 2.423x1 + 0.321x2 + 1.620x4 + 0.109x7,Y2 = -8.053 + 0.414x1 + 2.600x2 + 2.504x4 + 0.192x7。如果 Y1 < Y2,该淋巴结将被诊断为转移性淋巴结。该模型的曲线下面积为 0.833,灵敏度为 83.33%,特异度为 83.33%:通过费雪逐步判别分析建立的多模态超声诊断模型证明能有效识别 PTC 患者的转移性淋巴结。
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Fisher discriminant analysis of multimodal ultrasound in diagnosis of cervical metastatic lymph nodes in papillary thyroid cancer.

Background/aims: The purpose of this study was to develop a diagnostic model utilizing multimodal ultrasound parameters to aid in the detection of cervical lymph node metastasis in papillary thyroid cancer (PTC) patients.

Methods: The study included 84 suspicious lymph nodes from 69 PTC patients, all of whom underwent fine needle aspiration with pathological results. Data from conventional grayscale ultrasound, shear wave elastography (SWE), and superb microvascular imaging were analyzed. Key ultrasound features were compared between benign and metastatic groups to create a diagnostic model using Fisher's stepwise discriminant analysis. The model's effectiveness was assessed with self-testing, cross-validation, and receiver operating characteristic curve analysis.

Results: Four features, namely lymphatic hilum (X1), cortical hyperechogenicity (X2), vascular pattern (X4), and SWEmean (X7), were integral to the discriminant analysis, resulting in the equation: Y1 = -3.461 + 2.423X1 + 0.321X2 + 1.620X4 + 0.109X7, Y2 = -8.053 + 0.414X1 + 2.600X2 + 2.504X4 + 0.192X7. If Y1 < Y2, the LN would be diagnosed as metastatic lymph nodes. The model demonstrated an area under the curve of 0.833, with a sensitivity of 83.33% and specificity of 83.33%.

Conclusions: The multimodal ultrasound diagnostic model, established through Fisher's stepwise discriminant analysis, proved effective in identifying metastatic lymph nodes in PTC patients.

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来源期刊
Korean Journal of Internal Medicine
Korean Journal of Internal Medicine MEDICINE, GENERAL & INTERNAL-
CiteScore
5.10
自引率
4.20%
发文量
129
审稿时长
20 weeks
期刊介绍: The Korean Journal of Internal Medicine is an international medical journal published in English by the Korean Association of Internal Medicine. The Journal publishes peer-reviewed original articles, reviews, and editorials on all aspects of medicine, including clinical investigations and basic research. Both human and experimental animal studies are welcome, as are new findings on the epidemiology, pathogenesis, diagnosis, and treatment of diseases. Case reports will be published only in exceptional circumstances, when they illustrate a rare occurrence of clinical importance. Letters to the editor are encouraged for specific comments on published articles and general viewpoints.
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