1
|
Hainc N, Mannil M, Anagnostakou V, Alkadhi H, Blüthgen C, Wacht L, Bink A, Husain S, Kulcsár Z, Winklhofer S. Deep learning based detection of intracranial aneurysms on digital subtraction angiography: A feasibility study. Neuroradiol J 2020; 33:311-317. [PMID: 32633602 DOI: 10.1177/1971400920937647] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Digital subtraction angiography is the gold standard for detecting and characterising aneurysms. Here, we assess the feasibility of commercial-grade deep learning software for the detection of intracranial aneurysms on whole-brain anteroposterior and lateral 2D digital subtraction angiography images. MATERIAL AND METHODS Seven hundred and six digital subtraction angiography images were included from a cohort of 240 patients (157 female, mean age 59 years, range 20-92; 83 male, mean age 55 years, range 19-83). Three hundred and thirty-five (47%) single frame anteroposterior and lateral images of a digital subtraction angiography series of 187 aneurysms (41 ruptured, 146 unruptured; average size 7±5.3 mm, range 1-5 mm; total 372 depicted aneurysms) and 371 (53%) aneurysm-negative study images were retrospectively analysed regarding the presence of intracranial aneurysms. The 2D data was split into testing and training sets in a ratio of 4:1 with 3D rotational digital subtraction angiography as gold standard. Supervised deep learning was performed using commercial-grade machine learning software (Cognex, ViDi Suite 2.0). Monte Carlo cross validation was performed. RESULTS Intracranial aneurysms were detected with a sensitivity of 79%, a specificity of 79%, a precision of 0.75, a F1 score of 0.77, and a mean area-under-the-curve of 0.76 (range 0.68-0.86) after Monte Carlo cross-validation, run 45 times. CONCLUSION The commercial-grade deep learning software allows for detection of intracranial aneurysms on whole-brain, 2D anteroposterior and lateral digital subtraction angiography images, with results being comparable to more specifically engineered deep learning techniques.
Collapse
Affiliation(s)
- Nicolin Hainc
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland
| | - Manoj Mannil
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland.,Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Switzerland
| | - Vaia Anagnostakou
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland
| | - Hatem Alkadhi
- Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Switzerland
| | - Christian Blüthgen
- Institute of Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich, Switzerland
| | - Lorenz Wacht
- Department of Radiology, City Hospital Triemli, Zurich, Switzerland
| | - Andrea Bink
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland
| | - Shakir Husain
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland
| | - Zsolt Kulcsár
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland
| | - Sebastian Winklhofer
- Department of Neuroradiology, Clinical Neuroscience Center, University Hospital Zurich, University of Zurich, Switzerland
| |
Collapse
|
7
|
Gonzales NR, Demaerschalk BM, Voeks JH, Tom M, Howard G, Sheffet AJ, Garcia L, Clair DG, Barr J, Orlow S, Brott TG. Complication rates and center enrollment volume in the carotid revascularization endarterectomy versus stenting trial. Stroke 2014; 45:3320-4. [PMID: 25256180 DOI: 10.1161/strokeaha.114.006228] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Abstract
BACKGROUND AND PURPOSE Evidence indicates that center volume of cases affects outcomes for both carotid endarterectomy and stenting. We evaluated the effect of enrollment volume by site on complication rates in the Carotid Revascularization Endarterectomy Versus Stenting Trial (CREST). METHODS The primary composite end point was any stroke, myocardial infarction, or death within 30 days or ipsilateral stroke in follow-up. The 477 approved surgeons performed >12 procedures per year with complication rates <3% for asymptomatic patients and <5% for symptomatic patients; 224 interventionists were certified after a rigorous 2 step credentialing process. CREST centers were divided into tertiles based on the number of patients enrolled into the study, with Group 1 sites enrolling <25 patients, Group 2 sites enrolling 25 to 51 patients, and Group 3 sites enrolling >51 patients. Differences in periprocedural event rates for the primary composite end point and its components were compared using logistic regression adjusting for age, sex, and symptomatic status within site-volume level. RESULTS The safety of carotid angioplasty and stenting and carotid endarterectomy did not vary by site-volume during the periprocedural period as indicated by occurrence of the primary end point (P=0.54) or by stroke and death (P=0.87). A trend toward an inverse relationship between center enrollment volume and complications was mitigated by adjustment for known risk factors. CONCLUSIONS Complication rates were low in CREST and were not associated with center enrollment volume. The data are consistent with the value of rigorous training and credentialing in trials evaluating endovascular devices and surgical procedures. CLINICAL TRIAL REGISTRATION URL http://www.clinicaltrials.gov. Unique identifier: NCT00004732.
Collapse
Affiliation(s)
- Nicole R Gonzales
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - Bart M Demaerschalk
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - Jenifer H Voeks
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - MeeLee Tom
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - George Howard
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - Alice J Sheffet
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - Lawrence Garcia
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - Daniel G Clair
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - John Barr
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - Steven Orlow
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | - Thomas G Brott
- From the Department of Neurology, University of Texas Science Health Center, Houston (N.R.G.); Department of Neurology, Mayo Clinic, Scottsdale, AZ (B.M.D.); Department of Neurosciences, Medical University of South Carolina, Medical University of South Carolina Stroke Center, Charleston (J.H.V.); Department of Surgery, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark (M.T., A.J.S., T.G.B.); Department of Epidemiology, University of Alabama at Birmingham (G.H.); Division of Cardiology and Vascular Medicine, Interventional Cardiology, Steward St. Elizabeth's Medical Center, Boston, MA (L.G.); Department of Vascular Surgery, Cleveland Clinic, Cleveland, OH (D.G.C.); Departments of Radiology and Neurological Surgery, University of Texas Southwestern Medical Center, Dallas (J.B.); Department of Cardiology, Northern Indiana Research Alliance, Lutheran Hospital of Indiana, Ft. Wayne (S.O.); and Department of Neurology, Mayo Clinic, Jacksonville, FL (T.G.B.)
| | | |
Collapse
|