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利用非侵入性检查构建日本猫鼻及鼻咽疾病的诊断预测模型

Construction of a Diagnostic Prediction Model for Feline Nasal and Nasopharyngeal Diseases in Japan Using Noninvasive Examinations.

作者信息

Fujiwara-Igarashi Aki, Nakazawa Yuta, Ohshima Takafumi, Goto Sho, Ino Masatoshi, Hamamoto Yuji, Takeuchi Yoshinori, Kanemoto Hideyuki

机构信息

Laboratory of Veterinary Radiology, School of Veterinary Medicine, Nippon Veterinary and Life Science University, Musashino, Tokyo, Japan.

Division of Medical Statistics, Department of Social Medicine, Faculty of Medicine, Toho University, Ota-ku, Tokyo, Japan.

出版信息

Vet Med Sci. 2025 Mar;11(2):e70296. doi: 10.1002/vms3.70296.

DOI:10.1002/vms3.70296
PMID:40104847
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11920745/
Abstract

BACKGROUND

Although feline nasal and nasopharyngeal diseases (NNDs) often require advanced tests under general anaesthesia for definitive diagnosis, not all patients can undergo them.

OBJECTIVES

This study aimed to construct diagnostic prediction models for feline NNDs in Japan using noninvasive examinations, signalment and history.

METHODS

Seventy-nine cats diagnosed with NNDs, including representative diseases in Japan-nasal and nasopharyngeal tumours (NNT), rhinitis (RS) and nasopharyngeal stenosis (NPS)-were retrospectively investigated to construct prediction models (model group, GM). Thirty-nine cats diagnosed were prospectively investigated to validate their efficacy (validation group, GV). Three predictive models were developed: Models 1 and 2 were manually constructed, with Model 1 designed to predict NNT, RS and NPS individually and Model 2 distinguishing between these diseases. Model 3 was constructed using least absolute shrinkage and selection operator logistic regression. Sensitivity, indicating the ability to identify cases of each disease, and specificity, reflecting the ability to exclude other diseases, were used to assess performance.

RESULTS

In Model 1 of the GV, the sensitivity and specificity for NNT, RS and NPS were 1.00 and 0.73, 0.62 and 0.96 and 0.78 and 0.97, respectively. In Model 2 of the GV, the values were 0.94 and 0.86 for NNT, 0.77 and 0.92 for RS and 0.75 and 0.94 for NPS. In Model 3 of the GV, they were 0.94 and 0.05 for NNT, 0.25 and 1.00 for RS and 0.13 and 0.84 for NPS.

CONCLUSIONS

The diagnostic prediction models, particularly Models 1 and 2, could help estimate whether advanced tests are necessary.

摘要

背景

尽管猫鼻和鼻咽疾病(NND)通常需要在全身麻醉下进行高级检查以明确诊断,但并非所有患者都能接受这些检查。

目的

本研究旨在利用非侵入性检查、特征和病史构建日本猫NND的诊断预测模型。

方法

回顾性调查了79只被诊断为NND的猫,包括日本的代表性疾病——鼻和鼻咽肿瘤(NNT)、鼻炎(RS)和鼻咽狭窄(NPS),以构建预测模型(模型组,GM)。对39只被诊断的猫进行前瞻性调查以验证其有效性(验证组,GV)。开发了三种预测模型:模型1和模型2是手动构建的,模型1旨在分别预测NNT、RS和NPS,模型2用于区分这些疾病。模型3使用最小绝对收缩和选择算子逻辑回归构建。敏感性(表明识别每种疾病病例的能力)和特异性(反映排除其他疾病的能力)用于评估性能。

结果

在GV的模型1中,NNT、RS和NPS的敏感性和特异性分别为1.00和0.73、0.62和0.96以及0.78和0.97。在GV的模型2中,NNT的值为0.94和0.86,RS为0.77和0.92,NPS为0.75和0.94。在GV的模型3中,NNT为0.94和0.05,RS为0.25和1.00,NPS为0.13和0.84。

结论

诊断预测模型,特别是模型1和模型2,有助于估计是否需要进行高级检查。

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Construction of a Diagnostic Prediction Model for Feline Nasal and Nasopharyngeal Diseases in Japan Using Noninvasive Examinations.利用非侵入性检查构建日本猫鼻及鼻咽疾病的诊断预测模型
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本文引用的文献

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Vet Med Sci. 2024 May;10(3):e1456. doi: 10.1002/vms3.1456.
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Histological classification of canine and feline lymphoma using a modular approach based on deep learning and advanced image processing.基于深度学习和先进图像处理的模块化方法对犬猫淋巴瘤进行组织学分类。
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Construction of diagnostic prediction model for canine nasal diseases using less invasive examinations without anesthesia.
构建一种无需麻醉的微创检查犬鼻部疾病的诊断预测模型。
J Vet Med Sci. 2023 Oct 19;85(10):1083-1093. doi: 10.1292/jvms.23-0315. Epub 2023 Sep 4.
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Combining ultrasound radiomics, complete blood count, and serum biochemical biomarkers for diagnosing intestinal disorders in cats using machine learning.使用机器学习结合超声放射组学、全血细胞计数和血清生化生物标志物诊断猫的肠道疾病。
Vet Radiol Ultrasound. 2023 Sep;64(5):890-903. doi: 10.1111/vru.13250. Epub 2023 Jul 2.
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Cats with idiopathic chronic rhinosinusitis that develop clinical signs before two years of age have more severe nasal conchal lysis, sinus malformation, and more severe inflammation on histological examination.患特发性慢性鼻-鼻窦炎的猫,如果在两岁之前出现临床症状,其鼻甲裂解、鼻窦畸形更严重,组织学检查的炎症也更严重。
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Deep learning-based diagnosis of feline hypertrophic cardiomyopathy.基于深度学习的猫肥厚型心肌病诊断。
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Combined Hypofractionated Radiotherapy and Chemotherapy Versus Hypofractionated Radiotherapy Alone for Cats with Localized Sinonasal Lymphoma.联合低分割放疗和化疗与单纯低分割放疗治疗局部鼻腔鼻窦淋巴瘤的猫。
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Deep learning in veterinary medicine, an approach based on CNN to detect pulmonary abnormalities from lateral thoracic radiographs in cats.兽医深度学习,一种基于卷积神经网络的方法,用于从猫的侧胸 X 光片中检测肺部异常。
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