Densitometric and local histogram based analysis of computed tomography images in patients with idiopathic pulmonary fibrosis

接收机工作特性 霍恩斯菲尔德秤 计算机断层摄影术 核医学 断层摄影术 纤维化 内科学 定量计算机断层扫描
作者
Samuel Y. Ash,Rola Harmouche,Diego Lassala,Julian A. Villalba,Kristoffer Ostridge,River Gunville,Carolyn E. Come,Jorge Onieva Onieva,James C. Ross,Gary Matthew Hunninghake,Souheil El‐Chemaly,Tracy Jennifer Doyle,Pietro Nardelli,Gonzalo Vegas‐Sánchez‐Ferrero,Hilary J. Goldberg,Iván O. Rosas,Raúl San Jośe Estépar,George R. Washko
出处
期刊:Respiratory Research [BioMed Central]
卷期号:18 (1): 45-45 被引量:105
标识
DOI:10.1186/s12931-017-0527-8
摘要

BACKGROUND: Prior studies of clinical prognostication in idiopathic pulmonary fibrosis (IPF) using computed tomography (CT) have often used subjective analyses or have evaluated quantitative measures in isolation. This study examined associations between both densitometric and local histogram based quantitative CT measurements with pulmonary function test (PFT) parameters and mortality. In addition, this study sought to compare risk prediction scores that incorporate quantitative CT measures with previously described systems. METHODS: Forty six patients with biopsy proven IPF were identified from a registry of patients with interstitial lung disease at Brigham and Women's Hospital in Boston, MA. CT scans for each subject were visually scored using a previously published method. After a semi-automated method was used to segment the lungs from the surrounding tissue, densitometric measurements including the percent high attenuating area, mean lung density, skewness and kurtosis were made for the entirety of each patient's lungs. A separate, automated tool was used to detect and quantify the percent of lung occupied by interstitial lung features. These analyses were used to create clinical and quantitative CT based risk prediction scores, and the performance of these was compared to the performance of clinical and visual analysis based methods. RESULTS: All of the densitometric measures were correlated with forced vital capacity and diffusing capacity, as were the total amount of interstitial change and the percentage of interstitial change that was honeycombing measured using the local histogram method. Higher percent high attenuating area, higher mean lung density, lower skewness, lower kurtosis and a higher percentage of honeycombing were associated with worse transplant free survival. The quantitative CT based risk prediction scores performed similarly to the clinical and visual analysis based methods. CONCLUSIONS: Both densitometric and feature based quantitative CT measures correlate with pulmonary function test measures and are associated with transplant free survival. These objective measures may be useful for identifying high risk patients and monitoring disease progression. Further work will be needed to validate these measures and the quantitative imaging based risk prediction scores in other cohorts.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
铁奥完成签到,获得积分10
1秒前
芽芽发布了新的文献求助10
1秒前
Hc完成签到,获得积分10
1秒前
2秒前
dbz发布了新的文献求助10
2秒前
小白发布了新的文献求助10
2秒前
Ethan发布了新的文献求助30
2秒前
小白发布了新的文献求助10
2秒前
大个的应助被霖漪采纳,获得10
2秒前
3秒前
3秒前
3秒前
hannah发布了新的文献求助10
4秒前
科目三的应助被结实的仙人掌采纳,获得10
4秒前
4秒前
4秒前
领导范儿的应助被标致鹤轩采纳,获得10
4秒前
5秒前
HH完成签到 ,获得积分10
5秒前
奋斗安莲完成签到,获得积分20
5秒前
5秒前
JamesPei的应助被lbw采纳,获得10
5秒前
Akim的应助被于淏采纳,获得10
6秒前
6秒前
郭雪雪发布了新的文献求助10
6秒前
小白发布了新的文献求助10
6秒前
6秒前
6秒前
LL关注了科研通微信公众号
6秒前
bkagyin的应助被123采纳,获得10
7秒前
科研小T完成签到 ,获得积分10
7秒前
7秒前
呜啦啦发布了新的文献求助30
7秒前
7秒前
7秒前
科研通AI6.4的应助被零零采纳,获得10
8秒前
林qiuxiang完成签到,获得积分10
8秒前
文艺伟诚发布了新的文献求助10
8秒前
9秒前
顺利雪旋完成签到,获得积分10
9秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Energie-Contracting 1500
Spec 401: Standards for Jet Fuel Facility and Equipment Commissioning and Flushing at Airports, 2026.1 (Original Issue) 1000
Spec 103: Standard for Jet Fuel Quality Control at Airports, Revision 2026.1 1000
Mathematical models in hydrology 1000
Klimaschutzrecht durch den Energiesektor im Mehrebenensystem – Ein Rechtsvergleich 1000
Introduction to Industrial/Organizational Psychology 800
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 计算机科学 工程类 有机化学 化学工程 生物化学 物理 复合材料 内科学 催化作用 光电子学 人工智能 细胞生物学 无机化学 物理化学 数学
热门帖子
关注 科研通微信公众号,转发送积分 8090535
求助须知:如何正确求助?哪些是违规求助? 9503310
关于积分的说明 21434787
捐赠科研通 7662123
什么是DOI,文献DOI怎么找? 3404619
关于科研通互助平台的介绍 2532953
邀请新用户注册赠送积分活动 2443279