Deriving Regionally Specific Biomarkers of Emphysema and Small Airways Disease Using Variable Threshold Parametric Response Mapping on Volumetric Lung CT Images.
Lung CT
PRM
Variable Thresholds
Volumetric Lung CT
Journal
Academic radiology
ISSN: 1878-4046
Titre abrégé: Acad Radiol
Pays: United States
ID NLM: 9440159
Informations de publication
Date de publication:
02 2022
02 2022
Historique:
received:
12
04
2021
revised:
20
05
2021
accepted:
21
05
2021
pubmed:
18
7
2021
medline:
11
3
2022
entrez:
17
7
2021
Statut:
ppublish
Résumé
This study aims to develop and validate a parametric response mapping (PRM) methodology to accurately identify diseased regions of the lung by using variable thresholds to account for alterations in regional lung function between the gravitationally-independent (anterior) and gravitationally-dependent (posterior) lung in CT images acquired in the supine position. 34 male Sprague-Dawley rats (260-540 g) were imaged, 4 of which received elastase injection (100 units/kg) as a model for emphysema (EMPH). Gated volumetric CT was performed at end-inspiration (EI) and end-expiration (EE) on separate groups of free-breathing (n = 20) and ventilated (n = 10) rats in the supine position. To derive variable thresholds for the new PRM methodology, voxels were first grouped into 100 bins based on the fractional distance along the anterior-to-posterior direction. Lower limits of normal (LLN) for x-ray attenuation in each bin were set by determining the smallest region that enclosed 98% of voxels from healthy, ventilated animals. When utilizing fixed thresholds in the conventional PRM methodology, a distinct posterior-anterior gradient was seen, in which nearly the entire posterior region of the lung was identified as HEALTHY, while the anterior lung was labeled as significantly less so (t(29) = -3.27, p = 0.003). In both cohorts, %SAD progressively increased from posterior to anterior, while %HEALTHY lung decreased in the same direction. After applying our PRM methodology with variable thresholds to the same rat images, the posterior-anterior trend in %SAD quantification was removed from all rats and the significant increase of diseased lung in the anterior was removed. The PRM methodology using variable thresholds provides regionally specific markers of %SAD and %EMPH by correcting for alterations in regional lung function associated with the naturally occurring vertical gradient of dependent vs. non-dependent lung density and compliance.
Identifiants
pubmed: 34272162
pii: S1076-6332(21)00260-9
doi: 10.1016/j.acra.2021.05.021
pmc: PMC8755853
mid: NIHMS1711903
pii:
doi:
Substances chimiques
Biomarkers
0
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Langues
eng
Sous-ensembles de citation
IM
Pagination
S127-S136Subventions
Organisme : NHLBI NIH HHS
ID : R01 HL139066
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL142258
Pays : United States
Informations de copyright
Copyright © 2021 The Association of University Radiologists. Published by Elsevier Inc. All rights reserved.
Références
Invest Radiol. 2012 Oct;47(10):596-602
pubmed: 22836310
Am J Respir Crit Care Med. 2016 Jul 15;194(2):178-84
pubmed: 26808615
Acad Radiol. 2020 Nov;27(11):1540-1548
pubmed: 32024604
Biomed Eng Online. 2012 Sep 11;11:68
pubmed: 22966835
J Appl Physiol (1985). 2018 Aug 1;125(2):328-339
pubmed: 29470150
Am J Respir Crit Care Med. 1995 Aug;152(2):653-7
pubmed: 7633722
Respir Med. 2017 Feb;123:48-55
pubmed: 28137496
Physiol Meas. 2009 Oct;30(10):1075-85
pubmed: 19738318
Chronic Obstr Pulm Dis. 2019 Nov;6(5):384-399
pubmed: 31710793
Neuroimage. 2011 Feb 1;54(3):2033-44
pubmed: 20851191
Neuroimage. 2006 Jul 1;31(3):1116-28
pubmed: 16545965
Neuroimage. 2010 Feb 1;49(3):2457-66
pubmed: 19818860
Intern Med. 2002 Jun;41(6):487-90
pubmed: 12135185
Am J Respir Crit Care Med. 2017 Apr 1;195(7):942-952
pubmed: 27779421
Thorax. 1989 Jun;44(6):485-90
pubmed: 2763259
Nat Med. 2012 Nov;18(11):1711-5
pubmed: 23042237
Ann Transl Med. 2018 Oct;6(19):385
pubmed: 30460259
Int J Biomed Imaging. 2012;2012:734734
pubmed: 23197972
Intensive Care Med Exp. 2015 Dec;3(1):55
pubmed: 26215819
AJR Am J Roentgenol. 1993 Oct;161(4):713-7
pubmed: 8372744
Biomed Eng Online. 2012 Sep 04;11:64
pubmed: 22947026
Am J Respir Crit Care Med. 2019 Feb 1;199(3):286-301
pubmed: 30304637
Am J Respir Crit Care Med. 2019 Sep 1;200(5):575-581
pubmed: 30794432
Am J Respir Crit Care Med. 1996 Jul;154(1):187-92
pubmed: 8680679
Acad Radiol. 2021 Mar;28(3):370-378
pubmed: 32217055
Anesthesiology. 1991 Jan;74(1):15-23
pubmed: 1986640