Literature DB >> 28968142

Artificial Intelligence and Chest Imaging. Will Deep Learning Make Us Smarter?

Wassim W Labaki1, MeiLan K Han1.   

Abstract

Mesh：

Year:  2018        PMID： 28968142      PMCID： PMC5768909          DOI： 10.1164/rccm.201709-1879ED

Source DB:  PubMed          Journal:  Am J Respir Crit Care Med        ISSN： 1073-449X            Impact factor:   21.405


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  14 in total

1.  Heterogeneity of pulmonary perfusion as a mechanistic image-based phenotype in emphysema susceptible smokers.

Authors:  Sara K Alford; Edwin J R van Beek; Geoffrey McLennan; Eric A Hoffman
Journal:  Proc Natl Acad Sci U S A       Date:  2010-04-05       Impact factor: 11.205

Review 2.  Deep learning.

Authors:  Yann LeCun; Yoshua Bengio; Geoffrey Hinton
Journal:  Nature       Date:  2015-05-28       Impact factor: 49.962

Review 3.  The Role of Chest Computed Tomography in the Evaluation and Management of the Patient with Chronic Obstructive Pulmonary Disease.

Authors:  Wassim W Labaki; Carlos H Martinez; Fernando J Martinez; Craig J Galbán; Brian D Ross; George R Washko; R Graham Barr; Elizabeth A Regan; Harvey O Coxson; Eric A Hoffman; John D Newell; Douglas Curran-Everett; James C Hogg; James D Crapo; David A Lynch; Ella A Kazerooni; MeiLan K Han
Journal:  Am J Respir Crit Care Med       Date:  2017-12-01       Impact factor: 21.405

4.  Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs.

Authors:  Varun Gulshan; Lily Peng; Marc Coram; Martin C Stumpe; Derek Wu; Arunachalam Narayanaswamy; Subhashini Venugopalan; Kasumi Widner; Tom Madams; Jorge Cuadros; Ramasamy Kim; Rajiv Raman; Philip C Nelson; Jessica L Mega; Dale R Webster
Journal:  JAMA       Date:  2016-12-13       Impact factor: 56.272

5.  Dermatologist-level classification of skin cancer with deep neural networks.

Authors:  Andre Esteva; Brett Kuprel; Roberto A Novoa; Justin Ko; Susan M Swetter; Helen M Blau; Sebastian Thrun
Journal:  Nature       Date:  2017-01-25       Impact factor: 49.962

6.  Clinical significance of radiologic characterizations in COPD.

Authors:  MeiLan K Han; Brian Bartholmai; Lyrica X Liu; Susan Murray; Jeffrey L Curtis; Frank C Sciurba; Ella A Kazerooni; Bruce Thompson; Margaret Frederick; Daner Li; Marvin Schwarz; Andrew Limper; Christine Freeman; Rodney J Landreneau; Robert Wise; Fernando J Martinez
Journal:  COPD       Date:  2009-12       Impact factor: 2.409

7.  "Density mask". An objective method to quantitate emphysema using computed tomography.

Authors:  N L Müller; C A Staples; R R Miller; R T Abboud
Journal:  Chest       Date:  1988-10       Impact factor: 9.410

8.  Association between Functional Small Airway Disease and FEV1 Decline in Chronic Obstructive Pulmonary Disease.

Authors:  Surya P Bhatt; Xavier Soler; Xin Wang; Susan Murray; Antonio R Anzueto; Terri H Beaty; Aladin M Boriek; Richard Casaburi; Gerard J Criner; Alejandro A Diaz; Mark T Dransfield; Douglas Curran-Everett; Craig J Galbán; Eric A Hoffman; James C Hogg; Ella A Kazerooni; Victor Kim; Gregory L Kinney; Amir Lagstein; David A Lynch; Barry J Make; Fernando J Martinez; Joe W Ramsdell; Rishindra Reddy; Brian D Ross; Harry B Rossiter; Robert M Steiner; Matthew J Strand; Edwin J R van Beek; Emily S Wan; George R Washko; J Michael Wells; Chris H Wendt; Robert A Wise; Edwin K Silverman; James D Crapo; Russell P Bowler; MeiLan K Han
Journal:  Am J Respir Crit Care Med       Date:  2016-07-15       Impact factor: 21.405

9.  Disease Staging and Prognosis in Smokers Using Deep Learning in Chest Computed Tomography.

Authors:  Germán González; Samuel Y Ash; Gonzalo Vegas-Sánchez-Ferrero; Jorge Onieva Onieva; Farbod N Rahaghi; James C Ross; Alejandro Díaz; Raúl San José Estépar; George R Washko
Journal:  Am J Respir Crit Care Med       Date:  2018-01-15       Impact factor: 21.405

10.  Computed tomography-based biomarker provides unique signature for diagnosis of COPD phenotypes and disease progression.

Authors:  Craig J Galbán; Meilan K Han; Jennifer L Boes; Komal A Chughtai; Charles R Meyer; Timothy D Johnson; Stefanie Galbán; Alnawaz Rehemtulla; Ella A Kazerooni; Fernando J Martinez; Brian D Ross
Journal:  Nat Med       Date:  2012-10-07       Impact factor: 53.440
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  4 in total

1.  Update in Chronic Obstructive Pulmonary Disease 2018.

Authors:  Wassim W Labaki; Lucas M Kimmig; Gökhan M Mutlu; MeiLan K Han; Surya P Bhatt
Journal:  Am J Respir Crit Care Med       Date:  2019-06-15       Impact factor: 21.405

2.  Quantitative Emphysema on Low-Dose CT Imaging of the Chest and Risk of Lung Cancer and Airflow Obstruction: An Analysis of the National Lung Screening Trial.

Authors:  Wassim W Labaki; Meng Xia; Susan Murray; Charles R Hatt; Abdullah Al-Abcha; Michael C Ferrera; Catherine A Meldrum; Lauren A Keith; Craig J Galbán; Douglas A Arenberg; Jeffrey L Curtis; Fernando J Martinez; Ella A Kazerooni; MeiLan K Han
Journal:  Chest       Date:  2020-12-14       Impact factor: 9.410

3.  Application of deep learning (3-dimensional convolutional neural network) for the prediction of pathological invasiveness in lung adenocarcinoma: A preliminary study.

Authors:  Masahiro Yanagawa; Hirohiko Niioka; Akinori Hata; Noriko Kikuchi; Osamu Honda; Hiroyuki Kurakami; Eiichi Morii; Masayuki Noguchi; Yoshiyuki Watanabe; Jun Miyake; Noriyuki Tomiyama
Journal:  Medicine (Baltimore)       Date:  2019-06       Impact factor: 1.817

4.  A 3D-CNN model with CT-based parametric response mapping for classifying COPD subjects.

Authors:  Thao Thi Ho; Taewoo Kim; Woo Jin Kim; Chang Hyun Lee; Kum Ju Chae; So Hyeon Bak; Sung Ok Kwon; Gong Yong Jin; Eun-Kee Park; Sanghun Choi
Journal:  Sci Rep       Date:  2021-01-08       Impact factor: 4.379
  4 in total

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