Literature DB >> 25817531

Clinical validation of 4-dimensional computed tomography ventilation with pulmonary function test data.

Douglas Brennan1, Leah Schubert2, Quentin Diot2, Richard Castillo3, Edward Castillo4, Thomas Guerrero4, Mary K Martel5, Derek Linderman2, Laurie E Gaspar2, Moyed Miften2, Brian D Kavanagh2, Yevgeniy Vinogradskiy6.   

Abstract

PURPOSE: A new form of functional imaging has been proposed in the form of 4-dimensional computed tomography (4DCT) ventilation. Because 4DCTs are acquired as part of routine care for lung cancer patients, calculating ventilation maps from 4DCTs provides spatial lung function information without added dosimetric or monetary cost to the patient. Before 4DCT-ventilation is implemented it needs to be clinically validated. Pulmonary function tests (PFTs) provide a clinically established way of evaluating lung function. The purpose of our work was to perform a clinical validation by comparing 4DCT-ventilation metrics with PFT data. METHODS AND MATERIALS: Ninety-eight lung cancer patients with pretreatment 4DCT and PFT data were included in the study. Pulmonary function test metrics used to diagnose obstructive lung disease were recorded: forced expiratory volume in 1 second (FEV1) and FEV1/forced vital capacity. Four-dimensional CT data sets and spatial registration were used to compute 4DCT-ventilation images using a density change-based and a Jacobian-based model. The ventilation maps were reduced to single metrics intended to reflect the degree of ventilation obstruction. Specifically, we computed the coefficient of variation (SD/mean), ventilation V20 (volume of lung ≤20% ventilation), and correlated the ventilation metrics with PFT data. Regression analysis was used to determine whether 4DCT ventilation data could predict for normal versus abnormal lung function using PFT thresholds.
RESULTS: Correlation coefficients comparing 4DCT-ventilation with PFT data ranged from 0.63 to 0.72, with the best agreement between FEV1 and coefficient of variation. Four-dimensional CT ventilation metrics were able to significantly delineate between clinically normal versus abnormal PFT results.
CONCLUSIONS: Validation of 4DCT ventilation with clinically relevant metrics is essential. We demonstrate good global agreement between PFTs and 4DCT-ventilation, indicating that 4DCT-ventilation provides a reliable assessment of lung function. Four-dimensional CT ventilation enables exciting opportunities to assess lung function and create functional avoidance radiation therapy plans. The present work provides supporting evidence for the integration of 4DCT-ventilation into clinical trials.
Copyright © 2015 Elsevier Inc. All rights reserved.

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Year:  2015        PMID: 25817531      PMCID: PMC4431937          DOI: 10.1016/j.ijrobp.2015.01.019

Source DB:  PubMed          Journal:  Int J Radiat Oncol Biol Phys        ISSN: 0360-3016            Impact factor:   7.038


  26 in total

Review 1.  Non-invasive imaging of regional lung function using x-ray computed tomography.

Authors:  B A Simon
Journal:  J Clin Monit Comput       Date:  2000       Impact factor: 2.502

2.  Standards for the diagnosis and treatment of patients with COPD: a summary of the ATS/ERS position paper.

Authors:  B R Celli; W MacNee
Journal:  Eur Respir J       Date:  2004-06       Impact factor: 16.671

3.  Dynamic ventilation imaging from four-dimensional computed tomography.

Authors:  Thomas Guerrero; Kevin Sanders; Edward Castillo; Yin Zhang; Luc Bidaut; Tinsu Pan; Ritsuko Komaki
Journal:  Phys Med Biol       Date:  2006-01-25       Impact factor: 3.609

4.  Calculation of complication probability factors for non-uniform normal tissue irradiation: the effective volume method.

Authors:  G J Kutcher; C Burman
Journal:  Int J Radiat Oncol Biol Phys       Date:  1989-06       Impact factor: 7.038

5.  Excessive toxicity when treating central tumors in a phase II study of stereotactic body radiation therapy for medically inoperable early-stage lung cancer.

Authors:  Robert Timmerman; Ronald McGarry; Constantin Yiannoutsos; Lech Papiez; Kathy Tudor; Jill DeLuca; Marvene Ewing; Ramzi Abdulrahman; Colleen DesRosiers; Mark Williams; James Fletcher
Journal:  J Clin Oncol       Date:  2006-10-20       Impact factor: 44.544

6.  Four-dimensional computed tomography: image formation and clinical protocol.

Authors:  Eike Rietzel; Tinsu Pan; George T Y Chen
Journal:  Med Phys       Date:  2005-04       Impact factor: 4.071

7.  Prognosis in chronic obstructive pulmonary disease.

Authors:  N R Anthonisen; E C Wright; J E Hodgkin
Journal:  Am Rev Respir Dis       Date:  1986-01

8.  Reduction of normal lung irradiation in locally advanced non-small-cell lung cancer patients, using ventilation images for functional avoidance.

Authors:  Brian P Yaremko; Thomas M Guerrero; Josue Noyola-Martinez; Rudy Guerra; David G Lege; Linda T Nguyen; Peter A Balter; James D Cox; Ritsuko Komaki
Journal:  Int J Radiat Oncol Biol Phys       Date:  2007-03-29       Impact factor: 7.038

9.  Pulmonary ventilation imaging based on 4-dimensional computed tomography: comparison with pulmonary function tests and SPECT ventilation images.

Authors:  Tokihiro Yamamoto; Sven Kabus; Cristian Lorenz; Erik Mittra; Julian C Hong; Melody Chung; Neville Eclov; Jacqueline To; Maximilian Diehn; Billy W Loo; Paul J Keall
Journal:  Int J Radiat Oncol Biol Phys       Date:  2014-08-04       Impact factor: 7.038

10.  The physiologic evaluation of patients with lung cancer being considered for resectional surgery.

Authors:  Michael A Beckles; Stephen G Spiro; Gene L Colice; Robin M Rudd
Journal:  Chest       Date:  2003-01       Impact factor: 9.410

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  21 in total

1.  Regional Lung Function Profiles of Stage I and III Lung Cancer Patients: An Evaluation for Functional Avoidance Radiation Therapy.

Authors:  Yevgeniy Vinogradskiy; Leah Schubert; Quentin Diot; Timothy Waxweiller; Phillip Koo; Richard Castillo; Edward Castillo; Thomas Guerrero; Chad Rusthoven; Laurie Gaspar; Brian Kavanagh; Moyed Miften
Journal:  Int J Radiat Oncol Biol Phys       Date:  2016-07-15       Impact factor: 7.038

2.  The VAMPIRE challenge: A multi-institutional validation study of CT ventilation imaging.

Authors:  John Kipritidis; Bilal A Tahir; Guillaume Cazoulat; Michael S Hofman; Shankar Siva; Jason Callahan; Nicholas Hardcastle; Tokihiro Yamamoto; Gary E Christensen; Joseph M Reinhardt; Noriyuki Kadoya; Taylor J Patton; Sarah E Gerard; Isabella Duarte; Ben Archibald-Heeren; Mikel Byrne; Rick Sims; Scott Ramsay; Jeremy T Booth; Enid Eslick; Fiona Hegi-Johnson; Henry C Woodruff; Rob H Ireland; Jim M Wild; Jing Cai; John E Bayouth; Kristy Brock; Paul J Keall
Journal:  Med Phys       Date:  2019-02-01       Impact factor: 4.071

3.  Functional-guided radiotherapy using knowledge-based planning.

Authors:  Austin M Faught; Lindsey Olsen; Leah Schubert; Chad Rusthoven; Edward Castillo; Richard Castillo; Jingjing Zhang; Thomas Guerrero; Moyed Miften; Yevgeniy Vinogradskiy
Journal:  Radiother Oncol       Date:  2018-04-05       Impact factor: 6.280

4.  Evaluating the Toxicity Reduction With Computed Tomographic Ventilation Functional Avoidance Radiation Therapy.

Authors:  Austin M Faught; Yuya Miyasaka; Noriyuki Kadoya; Richard Castillo; Edward Castillo; Yevgeniy Vinogradskiy; Tokihiro Yamamoto
Journal:  Int J Radiat Oncol Biol Phys       Date:  2017-04-26       Impact factor: 7.038

5.  A Trans-Agency Workshop on the Pathophysiology of Radiation-Induced Lung Injury.

Authors:  Merriline M Satyamitra; David R Cassatt; Libero Marzella
Journal:  Radiat Res       Date:  2022-04-01       Impact factor: 2.841

6.  Prediction of radiation pneumonitis with machine learning using 4D-CT based dose-function features.

Authors:  Yoshiyuki Katsuta; Noriyuki Kadoya; Shina Mouri; Shohei Tanaka; Takayuki Kanai; Kazuya Takeda; Takaya Yamamoto; Kengo Ito; Tomohiro Kajikawa; Yujiro Nakajima; Keiichi Jingu
Journal:  J Radiat Res       Date:  2022-01-20       Impact factor: 2.724

7.  Quality assurance of a breathing controlled four-dimensional computed tomography algorithm.

Authors:  Juliane Szkitsak; Andre Karius; Christian Hofmann; Rainer Fietkau; Christoph Bert; Stefan Speer
Journal:  Phys Imaging Radiat Oncol       Date:  2022-06-24

8.  Interim Analysis of a Two-Institution, Prospective Clinical Trial of 4DCT-Ventilation-based Functional Avoidance Radiation Therapy.

Authors:  Yevgeniy Vinogradskiy; Chad G Rusthoven; Leah Schubert; Bernard Jones; Austin Faught; Richard Castillo; Edward Castillo; Laurie E Gaspar; Jennifer Kwak; Timothy Waxweiler; Michele Dougherty; Dexiang Gao; Craig Stevens; Moyed Miften; Brian Kavanagh; Thomas Guerrero; Inga Grills
Journal:  Int J Radiat Oncol Biol Phys       Date:  2018-10-18       Impact factor: 7.038

9.  Changes in Regional Ventilation During Treatment and Dosimetric Advantages of CT Ventilation Image Guided Radiation Therapy for Locally Advanced Lung Cancer.

Authors:  Tokihiro Yamamoto; Sven Kabus; Matthieu Bal; Karl Bzdusek; Paul J Keall; Cari Wright; Stanley H Benedict; Megan E Daly
Journal:  Int J Radiat Oncol Biol Phys       Date:  2018-05-04       Impact factor: 7.038

10.  Four-dimensional computed tomography-based biomechanical measurements of pulmonary function and their correlation with clinical outcome for lung stereotactic body radiation therapy patients.

Authors:  Hoda Sharifi; Gary C McDonald; Joon Kyu Lee; Munther I Ajlouni; Indrin J Chetty; Hualiang Zhong
Journal:  Quant Imaging Med Surg       Date:  2019-07
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