Integration of fully automated computer-aided pulmonary nodule detection into CT pulmonary angiography studies in the emergency department: effect on workflow and diagnostic accuracy
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作者:
Mozaffary, Amirhossein
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Northwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USA
Mozaffary, Amirhossein
[1
]
Trabzonlu, Tugce Agirlar
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Northwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USA
Trabzonlu, Tugce Agirlar
[1
]
Lombardi, Pamela
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Northwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USA
Lombardi, Pamela
[1
]
Seyal, Adeel R.
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Northwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USA
Seyal, Adeel R.
[1
]
Agrawal, Rishi
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Northwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USA
Agrawal, Rishi
[1
]
Yaghmai, Vahid
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Northwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USANorthwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USA
Yaghmai, Vahid
[1
]
机构:
[1] Northwestern Univ, Feinberg Sch Med, Dept Radiol, Northwestern Mem Hosp, 676 North St Clair St,Suite 800, Chicago, IL 60611 USA
Purpose To assess the feasibility of implementing fully automated computer-aided diagnosis (CAD) for detection of pulmonary nodules on CT pulmonary angiography (CTPA) studies in emergency setting. Materials and methods CTPA of 48 emergency patients was retrospectively reviewed. Fully automated CAD nodule detection was performed at the scanner and results were automatically submitted to PACS. A third-year radiology resident (RAD1) and a cardiothoracic radiologist with 6 years' experience (RAD2) reviewed the scans independently to detect pulmonary nodules in two different sessions 8 weeks apart: session 1, CAD was reviewed first and then all images were reviewed; session 2, CAD was reviewed last after all images were reviewed. Time spent by RAD to evaluate image sets was measured for each case. Fisher's exact test and t test were used. Results There were 17 male and 31 female patients with mean +/- SD age of 48.7 +/- 16.4 years. Using CAD at the beginning was associated with lower average reading time for both readers. However, difference in reading time did not reach statistical significance for RAD1 (RAD1 94.6 s vs. 102.7 s, P > 0.05; RAD2 61.1 s vs. 76.5 s, P < 0.05). Using CAD at the end significantly increased rate of RAD1 and RAD2 nodule detection by 34% (2.52 vs. 2.12 nodule/scan, P < 0.05) and 27% (2.23 vs. 1.81 nodule/scan, P < 0.05), respectively. Conclusion Routine utilization of CAD in emergency setting is feasible and can improve detection rate of pulmonary nodules significantly. Different methods of incorporating CAD in detecting pulmonary nodules can improve both the rate of detection and interpretation speed.
机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Berbaum, Kevin S.
Schartz, Kevin M.
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Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Schartz, Kevin M.
Caldwell, Robert T.
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Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Caldwell, Robert T.
Madsen, Mark T.
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Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Madsen, Mark T.
Thompson, Brad H.
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Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Thompson, Brad H.
Mullan, Brian F.
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Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Mullan, Brian F.
Ellingson, Andrew N.
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机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Ellingson, Andrew N.
Franken, Edmund A., Jr.
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机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
机构:
Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
F. Beyer
L. Zierott
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h-index: 0
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Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
L. Zierott
E. M. Fallenberg
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h-index: 0
机构:
Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
E. M. Fallenberg
K. U. Juergens
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h-index: 0
机构:
Department of Radiology, Clemenshospital Muenster GmbH, 48153 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
K. U. Juergens
J. Stoeckel
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h-index: 0
机构:
Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
J. Stoeckel
W. Heindel
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h-index: 0
机构:
CAD Group, Siemens Medical Solutions USA Inc., Malvern, PA 19355Department of Clinical Radiology, University Hospital Muenster, 48129 Muenster
W. Heindel
D. Wormanns
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机构:
Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
机构:
Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Freedman, M
Osicka, T
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Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Osicka, T
Lo, SC
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Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Lo, SC
Lure, F
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Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Lure, F
Xu, XW
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Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Xu, XW
Lin, J
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Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Lin, J
Zhang, R
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Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Zhang, R
Zhao, H
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Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Berbaum, Kevin S.
Schartz, Kevin M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Schartz, Kevin M.
Caldwell, Robert T.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Caldwell, Robert T.
Madsen, Mark T.
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h-index: 0
机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Madsen, Mark T.
Thompson, Brad H.
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h-index: 0
机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Thompson, Brad H.
Mullan, Brian F.
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h-index: 0
机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Mullan, Brian F.
Ellingson, Andrew N.
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h-index: 0
机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
Ellingson, Andrew N.
Franken, Edmund A., Jr.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USAUniv Iowa, Roy J & Lucille A Carver Coll Med, Dept Radiol, Med Labs 3170, Iowa City, IA 52242 USA
机构:
Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
F. Beyer
L. Zierott
论文数: 0引用数: 0
h-index: 0
机构:
Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
L. Zierott
E. M. Fallenberg
论文数: 0引用数: 0
h-index: 0
机构:
Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
E. M. Fallenberg
K. U. Juergens
论文数: 0引用数: 0
h-index: 0
机构:
Department of Radiology, Clemenshospital Muenster GmbH, 48153 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
K. U. Juergens
J. Stoeckel
论文数: 0引用数: 0
h-index: 0
机构:
Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
J. Stoeckel
W. Heindel
论文数: 0引用数: 0
h-index: 0
机构:
CAD Group, Siemens Medical Solutions USA Inc., Malvern, PA 19355Department of Clinical Radiology, University Hospital Muenster, 48129 Muenster
W. Heindel
D. Wormanns
论文数: 0引用数: 0
h-index: 0
机构:
Department of Clinical Radiology, University Hospital Muenster, 48129 MuensterDepartment of Clinical Radiology, University Hospital Muenster, 48129 Muenster
机构:
Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Freedman, M
Osicka, T
论文数: 0引用数: 0
h-index: 0
机构:
Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Osicka, T
Lo, SC
论文数: 0引用数: 0
h-index: 0
机构:
Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Lo, SC
Lure, F
论文数: 0引用数: 0
h-index: 0
机构:
Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Lure, F
Xu, XW
论文数: 0引用数: 0
h-index: 0
机构:
Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Xu, XW
Lin, J
论文数: 0引用数: 0
h-index: 0
机构:
Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Lin, J
Zhang, R
论文数: 0引用数: 0
h-index: 0
机构:
Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA
Zhang, R
Zhao, H
论文数: 0引用数: 0
h-index: 0
机构:
Georgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USAGeorgetown Univ, Med Ctr, Vincent T Lombardi Canc Res Ctr, Washington, DC 20007 USA