Validation of CT-based ventilation and perfusion biomarkers with histopathology confirms radiation-induced pulmonary changes in a porcine model

被引:2
|
作者
Flakus, Mattison J. [1 ]
Wuschner, Antonia E. [1 ]
Wallat, Eric M. [1 ]
Graham, Melissa [2 ]
Shao, Wei [3 ]
Shanmuganayagam, Dhanansayan [4 ,5 ]
Christensen, Gary E. [6 ,7 ]
Reinhardt, Joseph M. [8 ]
Bayouth, John E. [9 ]
机构
[1] Univ Wisconsin, Dept Med Phys, Madison, WI 53706 USA
[2] Univ Wisconsin, Res Anim Resources & Compliance, Madison, WI USA
[3] Univ Florida, Dept Med, Gainesville, FL USA
[4] Univ Wisconsin, Dept Surg, Madison, WI USA
[5] Univ Wisconsin, Dept Anim & Dairy Sci, Madison, WI USA
[6] Univ Iowa, Dept Elect & Comp Engn, Iowa City, IA USA
[7] Univ Iowa, Dept Radiat Oncol, Iowa City, IA USA
[8] Univ Iowa, Roy J Carver Dept Biomed Engn, Iowa City, IA USA
[9] Oregon Hlth & Sci Univ, Dept Radiat Med, Portland, OR USA
基金
美国国家卫生研究院;
关键词
IMAGE-GUIDED RADIOTHERAPY; CELL LUNG-CANCER; DENSITY CHANGES; PNEUMONITIS; TOXICITY; THERAPY; PREDICTION; FIBROSIS; TIME;
D O I
10.1038/s41598-023-36292-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Imaging biomarkers can assess disease progression or prognoses and are valuable tools to help guide interventions. Particularly in lung imaging, biomarkers present an opportunity to extract regional information that is more robust to the patient's condition prior to intervention than current gold standard pulmonary function tests (PFTs). This regional aspect has particular use in functional avoidance radiation therapy (RT) in which treatment planning is optimized to avoid regions of high function with the goal of sparing functional lung and improving patient quality of life post-RT. To execute functional avoidance, detailed dose-response models need to be developed to identify regions which should be protected. Previous studies have begun to do this, but for these models to be clinically translated, they need to be validated. This work validates two metrics that encompass the main components of lung function (ventilation and perfusion) through post-mortem histopathology performed in a novel porcine model. With these methods validated, we can use them to study the nuanced radiation-induced changes in lung function and develop more advanced models.
引用
收藏
页数:18
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