CBCT image based radiomic analysis for condylar resorption after orthognathic surgery.

IF 3.1 2区 医学 Q1 DENTISTRY, ORAL SURGERY & MEDICINE
Ruo-Han Ma, Ji-Ling Feng, Jia-Yang Chen, Yu-Xuan Yang, Ju-Peng Li, Gang Li
{"title":"CBCT image based radiomic analysis for condylar resorption after orthognathic surgery.","authors":"Ruo-Han Ma, Ji-Ling Feng, Jia-Yang Chen, Yu-Xuan Yang, Ju-Peng Li, Gang Li","doi":"10.1007/s00784-025-06227-2","DOIUrl":null,"url":null,"abstract":"<p><strong>Objectives: </strong>To select and discover features which are highly correlated with condylar resorption (CR) after orthognathic surgery (OS) by a new method.</p><p><strong>Materials and methods: </strong>The cone beam computed tomography (CBCT) images were collected from orthognathic patients taken at T1(baseline time point) and T2(within 3-36 months postoperatively). The subjects were divided into the CR group and the control group by using a 2-level scale after registering T1 and T2 images. The condyles were segmented by MVEL-Net network model and were analyzed by Pyradiomics. The D-value equaled to the absolute difference-value (D-value) between the feature values of T1 and T2. The correlation between features with statistically significant differences in T1 and D-values would be analyzed to find the specific features related to CR after OS.</p><p><strong>Results: </strong>A total of 145 subjects were included (27 males and 118 females), which had 44 subjects in the CR group, 101 subjects in the control group. For all samples, a total of 82 features were extracted (F<sub>1</sub>), which were with statistical differences at T1 time point between CR and control groups. By using the D-value, the number of features was reduced to 32 features (F<sub>d</sub>). Among F<sub>d</sub>, only 3 were not included in F<sub>1</sub>.</p><p><strong>Conclusions: </strong>The D-value was proposed for selecting specific features of CR after OS and it can be observed that the D-value serves the purpose of feature specification compared to T1 values. By using the D-values, several features were found to change significantly during the process of CR after OS.</p><p><strong>Clinical relevance: </strong>The features selected by D-value can be used for the establishment of a prediction model for CR after OS.</p>","PeriodicalId":10461,"journal":{"name":"Clinical Oral Investigations","volume":"29 3","pages":"152"},"PeriodicalIF":3.1000,"publicationDate":"2025-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Clinical Oral Investigations","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s00784-025-06227-2","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"DENTISTRY, ORAL SURGERY & MEDICINE","Score":null,"Total":0}
引用次数: 0

Abstract

Objectives: To select and discover features which are highly correlated with condylar resorption (CR) after orthognathic surgery (OS) by a new method.

Materials and methods: The cone beam computed tomography (CBCT) images were collected from orthognathic patients taken at T1(baseline time point) and T2(within 3-36 months postoperatively). The subjects were divided into the CR group and the control group by using a 2-level scale after registering T1 and T2 images. The condyles were segmented by MVEL-Net network model and were analyzed by Pyradiomics. The D-value equaled to the absolute difference-value (D-value) between the feature values of T1 and T2. The correlation between features with statistically significant differences in T1 and D-values would be analyzed to find the specific features related to CR after OS.

Results: A total of 145 subjects were included (27 males and 118 females), which had 44 subjects in the CR group, 101 subjects in the control group. For all samples, a total of 82 features were extracted (F1), which were with statistical differences at T1 time point between CR and control groups. By using the D-value, the number of features was reduced to 32 features (Fd). Among Fd, only 3 were not included in F1.

Conclusions: The D-value was proposed for selecting specific features of CR after OS and it can be observed that the D-value serves the purpose of feature specification compared to T1 values. By using the D-values, several features were found to change significantly during the process of CR after OS.

Clinical relevance: The features selected by D-value can be used for the establishment of a prediction model for CR after OS.

求助全文
约1分钟内获得全文 求助全文
来源期刊
Clinical Oral Investigations
Clinical Oral Investigations 医学-牙科与口腔外科
CiteScore
6.30
自引率
5.90%
发文量
484
审稿时长
3 months
期刊介绍: The journal Clinical Oral Investigations is a multidisciplinary, international forum for publication of research from all fields of oral medicine. The journal publishes original scientific articles and invited reviews which provide up-to-date results of basic and clinical studies in oral and maxillofacial science and medicine. The aim is to clarify the relevance of new results to modern practice, for an international readership. Coverage includes maxillofacial and oral surgery, prosthetics and restorative dentistry, operative dentistry, endodontics, periodontology, orthodontics, dental materials science, clinical trials, epidemiology, pedodontics, oral implant, preventive dentistiry, oral pathology, oral basic sciences and more.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信