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Paul S, Gupta T, Purandare N, Joshi K, Ghosh-Laskar S, Budrukkar A, Swain M, Sinha S, Kumar A, Joshi A, Prabhash K, Nair S, Rangarajan V, Agarwal JP. Diagnostic Performance of Response Assessment FDG-PET/CECT in HNSCC Treated With Definitive Radio(chemo)therapy Using NI-RADS. Otolaryngol Head Neck Surg 2023; 169:938-947. [PMID: 36856038 DOI: 10.1002/ohn.305] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 01/12/2023] [Accepted: 01/30/2023] [Indexed: 03/02/2023]
Abstract
OBJECTIVE To assess the diagnostic performance of response assessment 18F-fluorodeoxyglucose positron emission tomography/contrast-enhanced computed tomography (FDG-PET/CECT) following definitive radio(chemo)therapy in head and neck squamous cell carcinoma (HNSCC) using Neck Imaging Reporting and Data System (NI-RADS). STUDY DESIGN A retrospective analysis from a prospectively maintained dataset. SETTING Tertiary-care comprehensive cancer center in a low-middle-income country. METHODS Adults with newly diagnosed, biopsy-proven, nonmetastatic HNSCC treated with definitive radio(chemo)therapy were included. Posttreatment response assessment FDG-PET/CECT scans were retrospectively assigned NI-RADS categories (1-3) for the primary site, neck, and both sites combined. Locoregional recurrence occurring within 2-years was defined as the event of interest. Sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and overall accuracy were calculated. Locoregional control stratified by NI-RADS categories was computed with the Kaplan-Meier method and compared using the log-rank test. RESULTS Posttreatment FDG-PET/CECT scans were available in 190 patients constituting the present study cohort. Sensitivity, specificity, PPV, NPV, and overall accuracy of the NI-RADS template for the primary site was 73.5%, 81.4%, 46.3%, 93.4%, and 80.0%, respectively. Similar metrics for the neck were 72.7%, 87.5%, 43.2%, 96.1%, and 85.8%, respectively. Combining primary site and neck, the corresponding metrics of diagnostic accuracy were 84.4%, 69.7%, 46.3%, 93.5%, and 73.2%, respectively. At a median follow-up of 40 months, Kaplan-Meier estimates of 2-year locoregional control were significantly higher for NI-RADS category 1 (94.2%) compared to NI-RADS category 2 (69.4%) and category 3 (20.4%), respectively (stratified log-rank p < .0001). CONCLUSION FDG-PET/CECT using the NI-RADS template is associated with good diagnostic performance and prognostic utility in HNSCC treated with definitive radio(chemo)therapy.
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Affiliation(s)
- Sonz Paul
- Department of Radiation Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Tejpal Gupta
- Department of Radiation Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Nilendu Purandare
- Department of Nuclear Medicine and Molecular Imaging, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Kishore Joshi
- Department of Medical Physics, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Sarbani Ghosh-Laskar
- Department of Radiation Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Ashwini Budrukkar
- Department of Radiation Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Monali Swain
- Department of Radiation Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Shwetabh Sinha
- Department of Radiation Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Anuj Kumar
- Department of Radiation Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Amit Joshi
- Department of Medical Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Kumar Prabhash
- Department of Medical Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Sudhir Nair
- Department of Head and Neck Surgery, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Venkatesh Rangarajan
- Department of Nuclear Medicine and Molecular Imaging, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
| | - Jai Prakash Agarwal
- Department of Radiation Oncology, Tata Memorial Hospital (TMH)/Advanced Centre for Treatment Research and Education in Cancer (ACTREC), Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Mumbai, India
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Hsu D, Rath TJ, Branstetter BF, Anzai Y, Phillips CD, Juliano AF, Mosier KM, Bazylewicz MP, Poliashenko SM, Kulzer MH, Rhyner PA, Risk B, Wiggins RH, Aiken AH. Interrater Reliability of NI-RADS on Posttreatment PET/Contrast-enhanced CT Scans in Head and Neck Squamous Cell Carcinoma. Radiol Imaging Cancer 2021; 3:e200131. [PMID: 34018845 DOI: 10.1148/rycan.2021200131] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Purpose To evaluate the interrater reliability among radiologists examining posttreatment head and neck squamous cell carcinoma (HNSCC) fluorodeoxyglucose PET/contrast-enhanced CT (CECT) scans using Neck Imaging Reporting and Data System (NI-RADS). Materials and Methods In this retrospective study, images in 80 patients with HNSCC who underwent posttreatment surveillance PET/CECT and immediate prior comparison CECT or PET/CECT (from June 2014 to July 2016) were uploaded to the American College of Radiology's cloud-based website, Cortex. Eight radiologists from seven institutions with variable NI-RADS experience independently evaluated each case and assigned an appropriate prose description and NI-RADS category for the primary site and the neck site. Five of these individuals were experienced readers (> 5 years of experience), and three were novices (< 5 years of experience). In total, 640 lexicon-based and NI-RADS categories were assigned to lesions among the 80 included patients by the eight radiologists. Light generalization of Cohen κ for interrater reliability was performed. Results Of the 80 included patients (mean age, 63 years ± 10 [standard deviation]), there were 58 men (73%); 60 patients had stage IV HNSCC (75%), and the most common tumor location was oropharynx (n = 32; 40%). Light κ for lexicon was 0.30 (95% CI: 0.23, 0.36) at the primary site and 0.31 (95% CI: 0.24, 0.37) at the neck site. Light κ for NI-RADS category was 0.55 (95% CI: 0.46, 0.63) at the primary site and 0.60 (95% CI: 0.48, 0.69) at the neck site. Percent agreement between lexicon and correlative NI-RADS category was 84.4% (540 of 640) at the primary site and 92.6% (593 of 640) at the neck site. There was no significant difference in interobserver agreement among the experienced versus novice raters. Conclusion Moderate agreement was achieved among eight radiologists using NI-RADS at posttreatment HNSCC surveillance imaging. Keywords: CT, PET/CT, Head/Neck, Neck, Neoplasms-Primary, Observer Performance Supplemental material is available for this article. © RSNA, 2021.
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Affiliation(s)
- Derek Hsu
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Tanya J Rath
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Barton F Branstetter
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Yoshimi Anzai
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - C Douglas Phillips
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Amy F Juliano
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Kristine M Mosier
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Michael P Bazylewicz
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Stan M Poliashenko
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Matthew H Kulzer
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Patricia A Rhyner
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Benjamin Risk
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Richard H Wiggins
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
| | - Ashley H Aiken
- From the Department of Radiology, Emory University School of Medicine, 1364 Clifton Rd NE, Room BG03, Atlanta, GA 30322 (D.H., A.H.A.); Department of Neuroradiology, Mayo Clinic, Phoenix, Ariz (T.J.R.); Departments of Radiology and Otolaryngology, University of Pittsburgh School of Medicine, Pittsburgh, Pa (B.F.B.); Department of Radiology and Imaging Sciences, University of Utah Health Sciences Center, Salt Lake City, Utah (Y.A., R.H.W.); Department of Neuroradiology, Weill Cornell Imaging at New York-Presbyterian, New York, NY (C.D.P.); Department of Radiology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Mass (A.F.J.); Department of Radiology and Imaging Sciences, Indiana University School of Medicine, Indianapolis, Ind (K.M.K.); Department of Radiology, University of Vermont Medical Center, Burlington, Vt (M.P.B.); Radiology Imaging Associates, Englewood, Colo (S.M.P.); Department of Radiology, Mayo Clinic, Jacksonville, Fla (M.H.K.); Department of Biostatistics and Bioinformatics, Emory University Rollins School of Public Health, Atlanta, Ga (P.A.R.); and Department of Radiology and Imaging Sciences, Emory University Hospital, Atlanta, Ga (B.R.)
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