Literature DB >> 18423310

Computer-aided diagnosis of lung cancer and pulmonary embolism in computed tomography-a review.

Heang-Ping Chan1, Lubomir Hadjiiski, Chuan Zhou, Berkman Sahiner.   

Abstract

Computer-aided detection (CADe) and computer-aided diagnosis (CADx) have been important areas of research in the last two decades. Significant progress has been made in the area of breast cancer detection, and CAD techniques are being developed in many other areas. Recent advances in multidetector row computed tomography have made it an increasingly common modality for imaging of lung diseases. A thoracic examination using thin-section computed tomography contains hundreds of images. Detection of lung cancer and pulmonary embolism on computed tomographic (CT) examinations are demanding tasks for radiologists because they have to search for abnormalities in a large number of images, and the lesions can be subtle. If successfully developed, CAD can be a useful second opinion to radiologists in thoracic CT interpretation. In this review, we summarize the studies that have been reported in these areas, discuss some challenges in the development of CAD, and identify areas that deserve particular attention in future research.

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Year:  2008        PMID: 18423310      PMCID: PMC2800985          DOI: 10.1016/j.acra.2008.01.014

Source DB:  PubMed          Journal:  Acad Radiol        ISSN: 1076-6332            Impact factor:   3.173


  137 in total

1.  A pattern classification approach to characterizing solitary pulmonary nodules imaged on high resolution CT: preliminary results.

Authors:  M F McNitt-Gray; E M Hart; N Wyckoff; J W Sayre; J G Goldin; D R Aberle
Journal:  Med Phys       Date:  1999-06       Impact factor: 4.071

2.  Usefulness of an artificial neural network for differentiating benign from malignant pulmonary nodules on high-resolution CT: evaluation with receiver operating characteristic analysis.

Authors:  Yuichi Matsuki; Katsumi Nakamura; Hideyuki Watanabe; Takatoshi Aoki; Hajime Nakata; Shigehiko Katsuragawa; Kunio Doi
Journal:  AJR Am J Roentgenol       Date:  2002-03       Impact factor: 3.959

Review 3.  An integrated approach to evaluation of the solitary pulmonary nodule.

Authors:  S J Swensen; J R Jett; W S Payne; R W Viggiano; P C Pairolero; V F Trastek
Journal:  Mayo Clin Proc       Date:  1990-02       Impact factor: 7.616

4.  Computer-aided diagnosis of the solitary pulmonary nodule.

Authors:  Sumit K Shah; Michael F McNitt-Gray; Sarah R Rogers; Jonathan G Goldin; Robert D Suh; James W Sayre; Iva Petkovska; Hyun J Kim; Denise R Aberle
Journal:  Acad Radiol       Date:  2005-05       Impact factor: 3.173

5.  Severity assessment of acute pulmonary embolism with spiral CT: evaluation of two modified angiographic scores and comparison with clinical data.

Authors:  A A Bankier; K Janata; D Fleischmann; S Kreuzer; R Mallek; M Frossard; H Domanovits; C J Herold
Journal:  J Thorac Imaging       Date:  1997-04       Impact factor: 3.000

6.  Computerized search of chest radiographs for nodules.

Authors:  W A Lampeter; J C Wandtke
Journal:  Invest Radiol       Date:  1986-05       Impact factor: 6.016

7.  Patient-specific models for lung nodule detection and surveillance in CT images.

Authors:  M S Brown; M F McNitt-Gray; J G Goldin; R D Suh; J W Sayre; D R Aberle
Journal:  IEEE Trans Med Imaging       Date:  2001-12       Impact factor: 10.048

8.  Improving radiologists' recommendations with computer-aided diagnosis for management of small nodules detected by CT.

Authors:  Feng Li; Qiang Li; Roger Engelmann; Masahito Aoyama; Shusuke Sone; Heber MacMahon; Kunio Doi
Journal:  Acad Radiol       Date:  2006-08       Impact factor: 3.173

9.  Major pulmonary resection for suspected but unconfirmed malignancy.

Authors:  B A Keagy; P J Starek; G F Murray; J W Battaglini; M E Lores; B R Wilcox
Journal:  Ann Thorac Surg       Date:  1984-10       Impact factor: 4.330

10.  Pulmonary embolism: computer-aided detection at multidetector row spiral computed tomography.

Authors:  U Joseph Schoepf; Alex C Schneider; Marco Das; Susan A Wood; Jugesh I Cheema; Philip Costello
Journal:  J Thorac Imaging       Date:  2007-11       Impact factor: 3.000

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  22 in total

Review 1.  After Detection: The Improved Accuracy of Lung Cancer Assessment Using Radiologic Computer-aided Diagnosis.

Authors:  Guy J Amir; Harold P Lehmann
Journal:  Acad Radiol       Date:  2015-11-23       Impact factor: 3.173

Review 2.  Anniversary paper: History and status of CAD and quantitative image analysis: the role of Medical Physics and AAPM.

Authors:  Maryellen L Giger; Heang-Ping Chan; John Boone
Journal:  Med Phys       Date:  2008-12       Impact factor: 4.071

3.  Evaluation of computer-aided detection and diagnosis systems.

Authors:  Nicholas Petrick; Berkman Sahiner; Samuel G Armato; Alberto Bert; Loredana Correale; Silvia Delsanto; Matthew T Freedman; David Fryd; David Gur; Lubomir Hadjiiski; Zhimin Huo; Yulei Jiang; Lia Morra; Sophie Paquerault; Vikas Raykar; Frank Samuelson; Ronald M Summers; Georgia Tourassi; Hiroyuki Yoshida; Bin Zheng; Chuan Zhou; Heang-Ping Chan
Journal:  Med Phys       Date:  2013-08       Impact factor: 4.071

4.  Variabilities in Reference Standard by Radiologists and Performance Assessment in Detection of Pulmonary Embolism in CT Pulmonary Angiography.

Authors:  Chuan Zhou; Heang-Ping Chan; Aamer Chughtai; Smita Patel; Jean Kuriakose; Lubomir M Hadjiiski; Jun Wei; Ella A Kazerooni
Journal:  J Digit Imaging       Date:  2019-12       Impact factor: 4.056

5.  A dynamic lesion model for differentiation of malignant and benign pathologies.

Authors:  Weiguo Cao; Zhengrong Liang; Yongfeng Gao; Marc J Pomeroy; Fangfang Han; Almas Abbasi; Perry J Pickhardt
Journal:  Sci Rep       Date:  2021-02-10       Impact factor: 4.379

6.  Optimizing computed tomography pulmonary angiography using right atrium bolus monitoring combined with spontaneous respiration.

Authors:  Min Wang; Wen Li; Dai Lun-Hou; Jian Li; Rui Zhai
Journal:  Eur Radiol       Date:  2015-04-08       Impact factor: 5.315

Review 7.  Machine learning and radiology.

Authors:  Shijun Wang; Ronald M Summers
Journal:  Med Image Anal       Date:  2012-02-23       Impact factor: 8.545

Review 8.  Is the lung scan alive and well? Facts and controversies in defining the role of lung scintigraphy for the diagnosis of pulmonary embolism in the era of MDCT.

Authors:  John H Reid; Emmanuel E Coche; Tomio Inoue; Edmund E Kim; Maurizio Dondi; Naoyuki Watanabe; Giuliano Mariani
Journal:  Eur J Nucl Med Mol Imaging       Date:  2009-01-27       Impact factor: 9.236

9.  Effect of CAD on radiologists' detection of lung nodules on thoracic CT scans: analysis of an observer performance study by nodule size.

Authors:  Berkman Sahiner; Heang-Ping Chan; Lubomir M Hadjiiski; Philip N Cascade; Ella A Kazerooni; Aamer R Chughtai; Chad Poopat; Thomas Song; Luba Frank; Jadranka Stojanovska; Anil Attili
Journal:  Acad Radiol       Date:  2009-12       Impact factor: 3.173

10.  Computer-assisted detection of pulmonary embolism: evaluation of pulmonary CT angiograms performed in an on-call setting.

Authors:  Rianne Wittenberg; Joost F Peters; Jeroen J Sonnemans; Mathias Prokop; Cornelia M Schaefer-Prokop
Journal:  Eur Radiol       Date:  2009-10-28       Impact factor: 5.315

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