Pulmonary blood flow quantification in humans from 15O-water PET

IF 2.5 4区 医学 Q2 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Oona Rainio, Henri Kärpijoki, Juhani Knuuti, Riku Klén
{"title":"Pulmonary blood flow quantification in humans from 15O-water PET","authors":"Oona Rainio,&nbsp;Henri Kärpijoki,&nbsp;Juhani Knuuti,&nbsp;Riku Klén","doi":"10.1007/s12149-025-02035-6","DOIUrl":null,"url":null,"abstract":"<div><h3>Purpose</h3><p>Dynamic positron emission tomography (PET) imaging has commonly been applied to study blood perfusion in the human brain and heart, but there is a very limited amount of existing research about the suitability of this method for many other organs of interest. Here, we focus on the quantification of pulmonary blood flow (PBF) in human lungs. We evaluate both the potential of the <span>\\(^{15}\\)</span>O-water PET imaging via compartmental modeling with automatic volume of interest (VOI) selection for PBF quantification and study the possible differences in PBF caused by different patient characteristics such as age or sex.</p><h3>Procedures</h3><p>We systematically fit the one-tissue compartment model to the mean time-activity curves derived from the <span>\\(^{15}\\)</span>O-water PET data of 103 patients. The machine learning-based segmentation tool TotalSegmentator is utilized to find segmentation masks for different lung lobes and right ventricle of the heart. Additionally, we automatically remove the majority of the air inside the lung lobe VOIs and the areas surrounding subclavian arteries and brachiocephalic veins with the help of binary erosion and dilatation operations. After the model fitting, we evaluate possible differences in the results caused by age, sex, weight, and body mass index (BMI) by performing Mann–Whitney <i>U</i> tests between different patient subgroups and computing Spearman’s correlations coefficients.</p><h3>Results</h3><p>The estimated PBF within all the lung lobes had a mean of1.21±0.825 mL/min/cm<span>\\(^3\\)</span> and a median of 1.03 mL/min/cm<span>\\(^3\\)</span>, but this value was notably lower in right lower lung lobe and much higher in the upper lung lobes. The PBF was higher in both the female patients and in the patients under 65 years but not statistically significantly so. The individual variation was very high.</p><h3>Conclusions</h3><p>The PBF quantification based on <span>\\(^{15}\\)</span>O-water PET imaging combined with our automatic VOI selection method is an effective method to produce relatively realistic results. In case of upper lung lobes, the results are likely overestimated if pulmonary vessels are not removed from the VOI. The accurate estimation of the air volume within the lung lobe VOIs is also a non-trivial problem. More research on this topic is warranted to find whether there is a decreasing trend between PBF and age or significant differences between the sexes.</p></div>","PeriodicalId":8007,"journal":{"name":"Annals of Nuclear Medicine","volume":"39 6","pages":"600 - 607"},"PeriodicalIF":2.5000,"publicationDate":"2025-03-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s12149-025-02035-6.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Annals of Nuclear Medicine","FirstCategoryId":"3","ListUrlMain":"https://link.springer.com/article/10.1007/s12149-025-02035-6","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING","Score":null,"Total":0}
引用次数: 0

Abstract

Purpose

Dynamic positron emission tomography (PET) imaging has commonly been applied to study blood perfusion in the human brain and heart, but there is a very limited amount of existing research about the suitability of this method for many other organs of interest. Here, we focus on the quantification of pulmonary blood flow (PBF) in human lungs. We evaluate both the potential of the \(^{15}\)O-water PET imaging via compartmental modeling with automatic volume of interest (VOI) selection for PBF quantification and study the possible differences in PBF caused by different patient characteristics such as age or sex.

Procedures

We systematically fit the one-tissue compartment model to the mean time-activity curves derived from the \(^{15}\)O-water PET data of 103 patients. The machine learning-based segmentation tool TotalSegmentator is utilized to find segmentation masks for different lung lobes and right ventricle of the heart. Additionally, we automatically remove the majority of the air inside the lung lobe VOIs and the areas surrounding subclavian arteries and brachiocephalic veins with the help of binary erosion and dilatation operations. After the model fitting, we evaluate possible differences in the results caused by age, sex, weight, and body mass index (BMI) by performing Mann–Whitney U tests between different patient subgroups and computing Spearman’s correlations coefficients.

Results

The estimated PBF within all the lung lobes had a mean of1.21±0.825 mL/min/cm\(^3\) and a median of 1.03 mL/min/cm\(^3\), but this value was notably lower in right lower lung lobe and much higher in the upper lung lobes. The PBF was higher in both the female patients and in the patients under 65 years but not statistically significantly so. The individual variation was very high.

Conclusions

The PBF quantification based on \(^{15}\)O-water PET imaging combined with our automatic VOI selection method is an effective method to produce relatively realistic results. In case of upper lung lobes, the results are likely overestimated if pulmonary vessels are not removed from the VOI. The accurate estimation of the air volume within the lung lobe VOIs is also a non-trivial problem. More research on this topic is warranted to find whether there is a decreasing trend between PBF and age or significant differences between the sexes.

15o -水PET定量测定人体肺血流。
目的:动态正电子发射断层扫描(PET)成像通常被用于研究人脑和心脏的血液灌注,但关于该方法对许多其他感兴趣器官的适用性的现有研究非常有限。在这里,我们的重点是定量肺血流量(PBF)在人的肺。我们通过自动感兴趣体积(VOI)选择的区室建模评估了15o -水PET成像用于PBF量化的潜力,并研究了不同患者特征(如年龄或性别)引起的PBF可能的差异。方法:我们系统地将单组织室模型拟合到103例患者的15个O-water PET数据得出的平均时间-活动曲线。利用基于机器学习的分割工具TotalSegmentator寻找不同肺叶和心脏右心室的分割掩模。此外,我们在双重侵蚀和扩张手术的帮助下,自动清除肺叶VOIs内的大部分空气以及锁骨下动脉和头臂静脉周围的区域。在模型拟合之后,我们通过在不同患者亚组之间进行Mann-Whitney U检验和计算Spearman相关系数来评估年龄、性别、体重和身体质量指数(BMI)可能引起的结果差异。结果:各肺叶PBF平均值为1.21±0.825 mL/min/ cm3,中位数为1.03 mL/min/ cm3,右下肺叶PBF值较低,上肺叶PBF值较高。女性患者和65岁以下患者的PBF均较高,但差异无统计学意义。个体差异非常大。结论:基于15o -水PET成像的PBF定量结合我们的自动VOI选择方法是一种有效的方法,可以产生相对真实的结果。在上肺叶的情况下,如果肺血管没有从VOI中移除,结果可能会被高估。准确估计肺叶VOIs内的空气量也是一个不容忽视的问题。需要对这一主题进行更多的研究,以确定PBF是否随年龄的增长而下降,或在性别之间存在显著差异。
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 求助全文
来源期刊
Annals of Nuclear Medicine
Annals of Nuclear Medicine 医学-核医学
CiteScore
4.90
自引率
7.70%
发文量
111
审稿时长
4-8 weeks
期刊介绍: Annals of Nuclear Medicine is an official journal of the Japanese Society of Nuclear Medicine. It develops the appropriate application of radioactive substances and stable nuclides in the field of medicine. The journal promotes the exchange of ideas and information and research in nuclear medicine and includes the medical application of radionuclides and related subjects. It presents original articles, short communications, reviews and letters to the editor.
×
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:604180095
Book学术官方微信