Correlation between CT-based phenotypes and serum biomarker in interstitial lung diseases.

IF 2.6 3区 医学 Q2 RESPIRATORY SYSTEM BMC Pulmonary Medicine Pub Date : 2024-10-19 DOI:10.1186/s12890-024-03344-8
Beomsu Shin, You Jin Oh, Jonghun Kim, Sung Goo Park, Kyung Soo Lee, Ho Yun Lee
{"title":"Correlation between CT-based phenotypes and serum biomarker in interstitial lung diseases.","authors":"Beomsu Shin, You Jin Oh, Jonghun Kim, Sung Goo Park, Kyung Soo Lee, Ho Yun Lee","doi":"10.1186/s12890-024-03344-8","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>The quantitative analysis of computed tomography (CT) and Krebs von den Lungen-6 (KL-6) serum level has gained importance in the diagnosis, monitoring, and prognostication of interstitial lung disease (ILD). However, the associations between quantitative analysis of CT and serum KL-6 level remain poorly understood.</p><p><strong>Methods: </strong>In this retrospective observational study conducted at tertiary hospital between June 2020 and March 2022, quantitative analysis of CT was performed using the deep learning-based method including reticulation, ground glass opacity (GGO), honeycombing, and consolidation. We investigated the associations between CT-based phenotypes and serum KL-6 measured within three months of the CT scan. Furthermore, we evaluated the performance of the combined CT-based phenotypes and KL-6 levels in predicting hospitalizations due to respiratory reasons of ILD patients.</p><p><strong>Results: </strong>A total of 131 ILD patients (104 males) with a median age of 67 years were included in this study. Reticulation, GGO, honeycombing, and consolidation extents showed a positive correlation with KL-6 levels. [Reticulation, correlation coefficient (r) = 0.567, p < 0.001; GGO, r = 0.355, p < 0.001; honeycombing, r = 0.174, p = 0.046; and consolidation, r = 0.446, p < 0.001]. Additionally, the area under the ROC of the combined reticulation and KL-6 for hospitalizations due to respiratory reasons was 0.810 (p < 0.001).</p><p><strong>Conclusions: </strong>Quantitative analysis of CT features and serum KL-6 levels ascertained a positive correlation between the two. In addition, the combination of reticulation and KL-6 shows potential for predicting hospitalizations of ILD patients due to respiratory causes. The combination of reticulation, focusing on phenotypic change in lung parenchyma, and KL-6, as an indicator of lung injury extent, could be helpful for monitoring and predicting the prognosis of various types of ILD.</p>","PeriodicalId":9148,"journal":{"name":"BMC Pulmonary Medicine","volume":"24 1","pages":"523"},"PeriodicalIF":2.6000,"publicationDate":"2024-10-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11490112/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"BMC Pulmonary Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12890-024-03344-8","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"RESPIRATORY SYSTEM","Score":null,"Total":0}
引用次数: 0

Abstract

Background: The quantitative analysis of computed tomography (CT) and Krebs von den Lungen-6 (KL-6) serum level has gained importance in the diagnosis, monitoring, and prognostication of interstitial lung disease (ILD). However, the associations between quantitative analysis of CT and serum KL-6 level remain poorly understood.

Methods: In this retrospective observational study conducted at tertiary hospital between June 2020 and March 2022, quantitative analysis of CT was performed using the deep learning-based method including reticulation, ground glass opacity (GGO), honeycombing, and consolidation. We investigated the associations between CT-based phenotypes and serum KL-6 measured within three months of the CT scan. Furthermore, we evaluated the performance of the combined CT-based phenotypes and KL-6 levels in predicting hospitalizations due to respiratory reasons of ILD patients.

Results: A total of 131 ILD patients (104 males) with a median age of 67 years were included in this study. Reticulation, GGO, honeycombing, and consolidation extents showed a positive correlation with KL-6 levels. [Reticulation, correlation coefficient (r) = 0.567, p < 0.001; GGO, r = 0.355, p < 0.001; honeycombing, r = 0.174, p = 0.046; and consolidation, r = 0.446, p < 0.001]. Additionally, the area under the ROC of the combined reticulation and KL-6 for hospitalizations due to respiratory reasons was 0.810 (p < 0.001).

Conclusions: Quantitative analysis of CT features and serum KL-6 levels ascertained a positive correlation between the two. In addition, the combination of reticulation and KL-6 shows potential for predicting hospitalizations of ILD patients due to respiratory causes. The combination of reticulation, focusing on phenotypic change in lung parenchyma, and KL-6, as an indicator of lung injury extent, could be helpful for monitoring and predicting the prognosis of various types of ILD.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
间质性肺病的 CT 表型与血清生物标记物之间的相关性。
背景:计算机断层扫描(CT)和克雷布斯-冯登肺素-6(KL-6)血清水平的定量分析在间质性肺病(ILD)的诊断、监测和预后方面具有重要意义。然而,人们对 CT 定量分析与血清 KL-6 水平之间的关系仍然知之甚少:在这项于 2020 年 6 月至 2022 年 3 月期间在三级医院进行的回顾性观察研究中,使用基于深度学习的方法对 CT 进行了定量分析,包括网状结构、磨玻璃不透明(GGO)、蜂窝状和固结。我们研究了基于 CT 的表型与 CT 扫描后三个月内测量的血清 KL-6 之间的关联。此外,我们还评估了基于 CT 的表型和 KL-6 水平在预测 ILD 患者因呼吸原因住院方面的综合表现:本研究共纳入 131 名 ILD 患者(104 名男性),中位年龄为 67 岁。网状结构、GGO、蜂窝状和固缩程度与 KL-6 水平呈正相关。[网状结构,相关系数(r)= 0.567,p 结论:KL-6 水平与网状结构、GGO、蜂窝组织和巩固程度呈正相关:CT 特征和血清 KL-6 水平的定量分析确定了两者之间的正相关性。此外,结合网状结构和 KL-6 预测因呼吸系统原因导致的 ILD 患者的住院情况也具有潜力。网状结构侧重于肺实质的表型变化,而KL-6则是肺损伤程度的指标,两者的结合有助于监测和预测各种类型ILD的预后。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
BMC Pulmonary Medicine
BMC Pulmonary Medicine RESPIRATORY SYSTEM-
CiteScore
4.40
自引率
3.20%
发文量
423
审稿时长
6-12 weeks
期刊介绍: BMC Pulmonary Medicine is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of pulmonary and associated disorders, as well as related molecular genetics, pathophysiology, and epidemiology.
期刊最新文献
Impact of vitamin D on hyperoxic acute lung injury in neonatal mice. Significance of respiratory virus coinfection in children with Mycoplasma pneumoniae pneumonia. Proposal of a radiation-free screening protocol for early detection of interstitial lung involvement in seropositive and ACPA-positive rheumatoid arthritis. Electrical impedance tomography guided positive end-expiratory pressure titration in critically ill and surgical adult patients: a systematic review and meta-analysis. Predictive value of direct bilirubin and total bile acid in lung adenocarcinoma patients treated with EGFR-TKIs.
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1