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基于 CT 的表型与间质性肺疾病血清生物标志物的相关性。

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

机构信息

Department of Allergy, Pulmonology and Critical Care Medicine, Gil Medical Center, Gachon University, Incheon, Republic of Korea.

Department of Health Sciences and Technology, SAIHST, Sungkyunkwan University, 115, Irwon-Ro, Gangnam-Gu, Seoul, 06351, Republic of Korea.

出版信息

BMC Pulm Med. 2024 Oct 19;24(1):523. doi: 10.1186/s12890-024-03344-8.

DOI:10.1186/s12890-024-03344-8
PMID:39427156
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11490112/
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.

摘要

背景

计算机断层扫描(CT)和 Krebs von den Lungen-6(KL-6)血清水平的定量分析在间质性肺病(ILD)的诊断、监测和预后中变得越来越重要。然而,CT 定量分析与血清 KL-6 水平之间的相关性仍知之甚少。

方法

本研究为 2020 年 6 月至 2022 年 3 月在三级医院进行的回顾性观察性研究,采用基于深度学习的方法对 CT 进行定量分析,包括网状影、磨玻璃影(GGO)、蜂窝影和实变影。我们研究了 CT 表现与 CT 扫描后三个月内测量的血清 KL-6 之间的相关性。此外,我们还评估了 CT 表现和 KL-6 水平联合在预测ILD 患者因呼吸原因住院方面的表现。

结果

本研究共纳入 131 名ILD 患者(104 名男性),中位年龄为 67 岁。网状影、GGO、蜂窝影和实变影的范围与 KL-6 水平呈正相关。[网状影,相关系数(r)=0.567,p<0.001;GGO,r=0.355,p<0.001;蜂窝影,r=0.174,p=0.046;实变影,r=0.446,p<0.001]。此外,网状影和 KL-6 联合预测因呼吸原因住院的 ROC 曲线下面积为 0.810(p<0.001)。

结论

CT 特征的定量分析和血清 KL-6 水平之间存在正相关。此外,网状影和 KL-6 的联合具有预测 ILD 患者因呼吸原因住院的潜力。网状影结合 KL-6,前者侧重于肺实质的表型变化,后者作为肺损伤程度的指标,可能有助于监测和预测各种类型 ILD 的预后。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7a1/11490112/0ded5b4ceebf/12890_2024_3344_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7a1/11490112/df4339a28024/12890_2024_3344_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7a1/11490112/496fb4f62bb5/12890_2024_3344_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7a1/11490112/afe7a6545d54/12890_2024_3344_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7a1/11490112/0ded5b4ceebf/12890_2024_3344_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7a1/11490112/df4339a28024/12890_2024_3344_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7a1/11490112/496fb4f62bb5/12890_2024_3344_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7a1/11490112/afe7a6545d54/12890_2024_3344_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/b7a1/11490112/0ded5b4ceebf/12890_2024_3344_Fig4_HTML.jpg

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