An open-source framework for pulmonary fissure completeness assessment.


Journal

Computerized medical imaging and graphics : the official journal of the Computerized Medical Imaging Society
ISSN: 1879-0771
Titre abrégé: Comput Med Imaging Graph
Pays: United States
ID NLM: 8806104

Informations de publication

Date de publication:
07 2020
Historique:
received: 13 06 2019
revised: 02 12 2019
accepted: 17 02 2020
pubmed: 3 3 2020
medline: 14 9 2021
entrez: 3 3 2020
Statut: ppublish

Résumé

We present an open-source framework for pulmonary fissure completeness assessment. Fissure incompleteness has been shown to associate with emphysema treatment outcomes, motivating the development of tools that facilitate completeness estimation. Generally, the task of fissure completeness assessment requires accurate detection of fissures and definition of the boundary surfaces separating the lung lobes. The framework we describe acknowledges a) the modular nature of fissure detection and lung lobe segmentation (lobe boundary detection), and b) that methods to address these challenges are varied and continually developing. It is designed to be readily deployable on existing lung lobe segmentation and fissure detection data sets. The framework consists of multiple components: a flexible quality control module that enables rapid assessment of lung lobe segmentations, an interactive lobe segmentation tool exposed through 3D Slicer for handling challenging cases, a flexible fissure representation using particles-based sampling that can handle fissure feature-strength or binary fissure detection images, and a module that performs fissure completeness estimation using voxel counting and a novel surface area estimation approach. We demonstrate the usage of the proposed framework by deploying on 100 cases exhibiting various levels of fissure completeness. We compare the two completeness level approaches and also compare to visual reads. The code is available to the community via github as part of the Chest Imaging Platform and a 3D Slicer extension module.

Identifiants

pubmed: 32115275
pii: S0895-6111(20)30015-X
doi: 10.1016/j.compmedimag.2020.101712
pmc: PMC7363554
mid: NIHMS1568189
pii:
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

101712

Subventions

Organisme : NHLBI NIH HHS
ID : K25 HL130637
Pays : United States
Organisme : NHLBI NIH HHS
ID : R01 HL133137
Pays : United States

Informations de copyright

Copyright © 2020 Elsevier Ltd. All rights reserved.

Déclaration de conflit d'intérêts

Declaration of Competing Interest The authors do not hold any conflicts of interest relevant to this manuscript.

Références

Eur Radiol. 2012 Feb;22(2):302-9
pubmed: 21984417
Front Neuroinform. 2011 Aug 22;5:13
pubmed: 21897815
Med Image Comput Comput Assist Interv. 2009;12(Pt 2):690-8
pubmed: 20426172
Magn Reson Imaging. 2012 Nov;30(9):1323-41
pubmed: 22770690
N Engl J Med. 2010 Sep 23;363(13):1233-44
pubmed: 20860505
JAMA. 2015 Oct 27;314(16):1731-9
pubmed: 26505597
N Engl J Med. 2015 Dec 10;373(24):2325-35
pubmed: 26650153
J Thorac Imaging. 2004 Jul;19(3):186-91
pubmed: 15273615
Chest. 2013 May;143(5):1395-1406
pubmed: 23715520
Med Phys. 2010 Sep;37(9):4661-72
pubmed: 20964185
COPD. 2010 Feb;7(1):32-43
pubmed: 20214461
IEEE Trans Med Imaging. 2019 Jan;38(1):156-166
pubmed: 30106711
Eur J Radiol. 2012 Dec;81(12):4161-6
pubmed: 22770581
IEEE Trans Vis Comput Graph. 2009 Nov-Dec;15(6):1415-24
pubmed: 19834216
IEEE Trans Med Imaging. 2010 Jun;29(6):1286-96
pubmed: 20304724
Med Phys. 2013 Dec;40(12):121903
pubmed: 24320514
PLoS One. 2015 Apr 02;10(3):e0121945
pubmed: 25835001
Lancet. 2004 Aug 21-27;364(9435):709-21
pubmed: 15325838
Comput Med Imaging Graph. 2015 Mar;40:13-29
pubmed: 25467805

Auteurs

James C Ross (JC)

Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States. Electronic address: jross@bwh.harvard.edu.

Pietro Nardelli (P)

Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.

Jorge Onieva (J)

Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States; Biomedical Image Technologies Laboratory (BIT), ETSI Telecomunicación, Universidad Politécnica de Madrid and CIBER-BBN, Madrid, Spain.

Sarah E Gerard (SE)

Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.

Rola Harmouche (R)

Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.

Yuka Okajima (Y)

Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.

Alejandro A Diaz (AA)

Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.

George Washko (G)

Division of Pulmonary and Critical Care Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.

Raúl San José Estépar (R)

Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, United States.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH