Literature DB >> 32115275

An open-source framework for pulmonary fissure completeness assessment.

James C Ross1, Pietro Nardelli2, Jorge Onieva3, Sarah E Gerard2, Rola Harmouche2, Yuka Okajima2, Alejandro A Diaz4, George Washko4, Raúl San José Estépar2.   

Abstract

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.
Copyright © 2020 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Fissure completeness; Lung lobe fissures

Year:  2020        PMID: 32115275      PMCID: PMC7363554          DOI: 10.1016/j.compmedimag.2020.101712

Source DB:  PubMed          Journal:  Comput Med Imaging Graph        ISSN: 0895-6111            Impact factor:   4.790


  19 in total

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Journal:  Magn Reson Imaging       Date:  2012-07-06       Impact factor: 2.546

4.  Lung extraction, lobe segmentation and hierarchical region assessment for quantitative analysis on high resolution computed tomography images.

Authors:  James C Ross; Raúl San José Estépar; Alejandro Díaz; Carl-Fredrik Westin; Ron Kikinis; Edwin K Silverman; George R Washko
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Authors:  Frank C Sciurba; Armin Ernst; Felix J F Herth; Charlie Strange; Gerard J Criner; Charles H Marquette; Kevin L Kovitz; Richard P Chiacchierini; Jonathan Goldin; Geoffrey McLennan
Journal:  N Engl J Med       Date:  2010-09-23       Impact factor: 91.245

6.  Nipype: a flexible, lightweight and extensible neuroimaging data processing framework in python.

Authors:  Krzysztof Gorgolewski; Christopher D Burns; Cindee Madison; Dav Clark; Yaroslav O Halchenko; Michael L Waskom; Satrajit S Ghosh
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7.  Endobronchial Valves for Emphysema without Interlobar Collateral Ventilation.

Authors:  Karin Klooster; Nick H T ten Hacken; Jorine E Hartman; Huib A M Kerstjens; Eva M van Rikxoort; Dirk-Jan Slebos
Journal:  N Engl J Med       Date:  2015-12-10       Impact factor: 91.245

8.  Trends in the prevalence of obstructive and restrictive lung function among adults in the United States: findings from the National Health and Nutrition Examination surveys from 1988-1994 to 2007-2010.

Authors:  Earl S Ford; David M Mannino; Anne G Wheaton; Wayne H Giles; Letitia Presley-Cantrell; Janet B Croft
Journal:  Chest       Date:  2013-05       Impact factor: 9.410

9.  Temporal Trends in Mortality in the United States, 1969-2013.

Authors:  Jiemin Ma; Elizabeth M Ward; Rebecca L Siegel; Ahmedin Jemal
Journal:  JAMA       Date:  2015-10-27       Impact factor: 56.272

10.  A method for the automatic quantification of the completeness of pulmonary fissures: evaluation in a database of subjects with severe emphysema.

Authors:  Eva M van Rikxoort; Jonathan G Goldin; Maya Galperin-Aizenberg; Fereidoun Abtin; Hyun J Kim; Peiyun Lu; Bram van Ginneken; Greg Shaw; Matthew S Brown
Journal:  Eur Radiol       Date:  2011-10-08       Impact factor: 5.315

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