Clinical Validation of 4-Dimensional Computed Tomography Ventilation With Pulmonary Function Test Data

被引:57
|
作者
Brennan, Douglas [2 ]
Schubert, Leah [1 ]
Diot, Quentin [1 ]
Castillo, Richard [3 ]
Castillo, Edward [4 ]
Guerrero, Thomas [4 ]
Martel, Mary K. [5 ]
Linderman, Derek [1 ]
Gaspar, Laurie E. [1 ]
Miften, Moyed [1 ]
Kavanagh, Brian D. [1 ]
Vinogradskiy, Yevgeniy [1 ]
机构
[1] Dept Radiat Oncol, Aurora, CO USA
[2] Univ Colorado, Sch Med, Aurora, CO 80045 USA
[3] Univ Texas Med Branch, Dept Radiat Oncol, Galveston, TX 77555 USA
[4] William Beaumont Hosp, Dept Radiat Oncol, Royal Oak, MI 48072 USA
[5] Univ Texas MD Anderson Canc Ctr, Dept Radiat Phys, Houston, TX 77030 USA
来源
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS | 2015年 / 92卷 / 02期
基金
美国国家卫生研究院;
关键词
REGISTRATION-BASED MEASURES; LUNG-FUNCTION; CT; IMAGES; TISSUE; REPRODUCIBILITY; IMPACT;
D O I
10.1016/j.ijrobp.2015.01.019
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
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. (C) 2015 Elsevier Inc. All rights reserved.
引用
收藏
页码:423 / 429
页数:7
相关论文
共 50 条
  • [31] Accuracy of 4-dimensional computed tomography in poorly localized patients with primary hyperparathyroidism
    Lubitz, Carrie C.
    Hunter, George J.
    Hamberg, Leena M.
    Parangi, Sareh
    Ruan, Daniel
    Gawande, Atul
    Gaz, Randall D.
    Randolph, Gregory W.
    Moore, Francis D., Jr.
    Hodin, Richard A.
    Stephen, Antonia E.
    SURGERY, 2010, 148 (06) : 1129 - 1137
  • [32] Breast Respiratory Motion in Free Breathing Assessed by 4-Dimensional Computed Tomography
    Vinh-Hung, V.
    Gevaert, T.
    Tournel, K.
    Verellen, D.
    Leduc, N.
    Reynders, T.
    Mulliez, T.
    De Ridder, M.
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2016, 96 (02): : E58 - E58
  • [33] New Insights Into Calcification and Aortic Stenosis Using 4-dimensional Computed Tomography
    Jenkins, William S.
    Simard, Louis
    Hourdain, Jerome
    Clavel, Marie-Annick
    Enriquez-Sarano, Maurice
    CIRCULATION, 2016, 134
  • [34] Preliminary Study of Motion Artifact Reduction in Volumetric 4-Dimensional Computed Tomography
    Young, H. M.
    Kempe, J.
    Lee, T.
    Gaede, S.
    MEDICAL PHYSICS, 2018, 45 (06) : E522 - E523
  • [35] Systematic Evaluation of the Impact of Lung Segmentation Methods on 4-Dimensional Computed Tomography Ventilation Imaging Using a Large Patient Database
    Chen, Yingxuan
    Pahlavian, Soroush Heidari
    Jacobs, Paul
    Neupane, Taindra
    Forghani-Arani, Farnoush
    Castillo, Edward
    Castillo, Richard
    Vinogradskiy, Yevgeniy
    INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2024, 118 (01): : 242 - 252
  • [36] Correlation Between Dynamic 4-Dimensional Computed Tomography Data and Arthroscopic Testing of Scapholunate Instability: A Preliminary Study
    Granero, Jonathan
    Orkut, Sinan
    Rauch, Aymeric
    Blum, Alain
    Dautel, Gilles
    Teixeira, Pedro Augusto Gondim
    Athlani, Lionel
    JOURNAL OF HAND SURGERY-AMERICAN VOLUME, 2023, 48 (05): : 509.e1 - 509.e8
  • [37] 4-dimensional computed tomography (4D CT) - Its concepts and preliminary development
    Endo, M
    Tsunoo, T
    Kandatsu, S
    Tanada, S
    Aradate, H
    Saito, Y
    2001 IEEE NUCLEAR SCIENCE SYMPOSIUM, CONFERENCE RECORDS, VOLS 1-4, 2002, : 1499 - 1503
  • [38] 4-DIMENSIONAL ACCELERATOR BEAM TOMOGRAPHY
    MINERBO, GN
    SANDER, OR
    JAMESON, RA
    BULLETIN OF THE AMERICAN PHYSICAL SOCIETY, 1981, 26 (02): : 106 - 106
  • [39] Automated Quantitative Computed Tomography Versus Visual Computed Tomography Scoring in Idiopathic Pulmonary Fibrosis: Validation Against Pulmonary Function
    Jacob, Joseph
    Bartholmai, Brian J.
    Rajagopalan, Srinivasan
    Kokosi, Maria
    Nair, Arjun
    Karwoski, Ronald
    Raghunath, Sushravya M.
    Walsh, Simon L. F.
    Wells, Athol U.
    Hansell, David M.
    JOURNAL OF THORACIC IMAGING, 2016, 31 (05) : 304 - 311
  • [40] Preoperative Localization of Parathyroid Adenomas Using 4-Dimensional Computed Tomography: A Pictorial Essay
    Ellika, Shehanaz
    Patel, Suresh
    Aho, Todd
    Marin, Horia
    CANADIAN ASSOCIATION OF RADIOLOGISTS JOURNAL-JOURNAL DE L ASSOCIATION CANADIENNE DES RADIOLOGISTES, 2013, 64 (03): : 258 - 268