5
|
Pinto MC, Rodriguez-Ruiz A, Pedersen K, Hofvind S, Wicklein J, Kappler S, Mann RM, Sechopoulos I. Impact of Artificial Intelligence Decision Support Using Deep Learning on Breast Cancer Screening Interpretation with Single-View Wide-Angle Digital Breast Tomosynthesis. Radiology 2021; 300:529-536. [PMID: 34227882 DOI: 10.1148/radiol.2021204432] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Background The high volume of data in digital breast tomosynthesis (DBT) and the lack of agreement on how to best implement it in screening programs makes its use challenging. Purpose To compare radiologist performance when reading single-view wide-angle DBT images with and without an artificial intelligence (AI) system for decision and navigation support. Materials and Methods A retrospective observer study was performed with bilateral mediolateral oblique examinations and corresponding synthetic two-dimensional images acquired between June 2016 and February 2018 with a wide-angle DBT system. Fourteen breast screening radiologists interpreted 190 DBT examinations (90 normal, 26 with benign findings, and 74 with malignant findings), with the reference standard being verified by using histopathologic analysis or at least 1 year of follow-up. Reading was performed in two sessions, separated by at least 4 weeks, with a random mix of examinations being read with and without AI decision and navigation support. Forced Breast Imaging Reporting and Data System (categories 1-5) and level of suspicion (1-100) scores were given per breast by each reader. The area under the receiver operating characteristic curve (AUC) and the sensitivity and specificity were compared between conditions by using the public-domain iMRMC software. The average reading times were compared by using the Wilcoxon signed rank test. Results The 190 women had a median age of 54 years (range, 48-63 years). The examination-based reader-averaged AUC was higher when interpreting results with AI support than when reading unaided (0.88 [95% CI: 0.84, 0.92] vs 0.85 [95% CI: 0.80, 0.89], respectively; P = .01). The average sensitivity increased with AI support (64 of 74, 86% [95% CI: 80%, 92%] vs 60 of 74, 81% [95% CI: 74%, 88%]; P = .006), whereas no differences in the specificity (85 of 116, 73.3% [95% CI: 65%, 81%] vs 83 of 116, 71.6% [95% CI: 65%, 78%]; P = .48) or reading time (48 seconds vs 45 seconds; P = .35) were detected. Conclusion Using a single-view digital breast tomosynthesis (DBT) and artificial intelligence setup could allow for a more effective screening program with higher performance, especially in terms of an increase in cancers detected, than using single-view DBT alone. © RSNA, 2021 Online supplemental material is available for this article. See also the editorial by Chan and Helvie in this issue.
Collapse
Affiliation(s)
- Marta C Pinto
- From the Department of Medical Imaging, Radboud University Medical Center, Geert Grooteplein 10, 6525 GA, Post 766, Nijmegen, the Netherlands (M.C.P., R.M.M., I.S.); ScreenPoint Medical, Nijmegen, the Netherlands (A.R.R.); Cancer Registry of Norway, Oslo, Norway (K.P., S.H.); Siemens Healthcare, Forchheim, Germany (J.W., S.K.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); and the Dutch Expert Centre for Screening, Nijmegen, the Netherlands (I.S.)
| | - Alejandro Rodriguez-Ruiz
- From the Department of Medical Imaging, Radboud University Medical Center, Geert Grooteplein 10, 6525 GA, Post 766, Nijmegen, the Netherlands (M.C.P., R.M.M., I.S.); ScreenPoint Medical, Nijmegen, the Netherlands (A.R.R.); Cancer Registry of Norway, Oslo, Norway (K.P., S.H.); Siemens Healthcare, Forchheim, Germany (J.W., S.K.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); and the Dutch Expert Centre for Screening, Nijmegen, the Netherlands (I.S.)
| | - Kristin Pedersen
- From the Department of Medical Imaging, Radboud University Medical Center, Geert Grooteplein 10, 6525 GA, Post 766, Nijmegen, the Netherlands (M.C.P., R.M.M., I.S.); ScreenPoint Medical, Nijmegen, the Netherlands (A.R.R.); Cancer Registry of Norway, Oslo, Norway (K.P., S.H.); Siemens Healthcare, Forchheim, Germany (J.W., S.K.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); and the Dutch Expert Centre for Screening, Nijmegen, the Netherlands (I.S.)
| | - Solveig Hofvind
- From the Department of Medical Imaging, Radboud University Medical Center, Geert Grooteplein 10, 6525 GA, Post 766, Nijmegen, the Netherlands (M.C.P., R.M.M., I.S.); ScreenPoint Medical, Nijmegen, the Netherlands (A.R.R.); Cancer Registry of Norway, Oslo, Norway (K.P., S.H.); Siemens Healthcare, Forchheim, Germany (J.W., S.K.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); and the Dutch Expert Centre for Screening, Nijmegen, the Netherlands (I.S.)
| | - Julia Wicklein
- From the Department of Medical Imaging, Radboud University Medical Center, Geert Grooteplein 10, 6525 GA, Post 766, Nijmegen, the Netherlands (M.C.P., R.M.M., I.S.); ScreenPoint Medical, Nijmegen, the Netherlands (A.R.R.); Cancer Registry of Norway, Oslo, Norway (K.P., S.H.); Siemens Healthcare, Forchheim, Germany (J.W., S.K.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); and the Dutch Expert Centre for Screening, Nijmegen, the Netherlands (I.S.)
| | - Steffen Kappler
- From the Department of Medical Imaging, Radboud University Medical Center, Geert Grooteplein 10, 6525 GA, Post 766, Nijmegen, the Netherlands (M.C.P., R.M.M., I.S.); ScreenPoint Medical, Nijmegen, the Netherlands (A.R.R.); Cancer Registry of Norway, Oslo, Norway (K.P., S.H.); Siemens Healthcare, Forchheim, Germany (J.W., S.K.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); and the Dutch Expert Centre for Screening, Nijmegen, the Netherlands (I.S.)
| | - Ritse M Mann
- From the Department of Medical Imaging, Radboud University Medical Center, Geert Grooteplein 10, 6525 GA, Post 766, Nijmegen, the Netherlands (M.C.P., R.M.M., I.S.); ScreenPoint Medical, Nijmegen, the Netherlands (A.R.R.); Cancer Registry of Norway, Oslo, Norway (K.P., S.H.); Siemens Healthcare, Forchheim, Germany (J.W., S.K.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); and the Dutch Expert Centre for Screening, Nijmegen, the Netherlands (I.S.)
| | - Ioannis Sechopoulos
- From the Department of Medical Imaging, Radboud University Medical Center, Geert Grooteplein 10, 6525 GA, Post 766, Nijmegen, the Netherlands (M.C.P., R.M.M., I.S.); ScreenPoint Medical, Nijmegen, the Netherlands (A.R.R.); Cancer Registry of Norway, Oslo, Norway (K.P., S.H.); Siemens Healthcare, Forchheim, Germany (J.W., S.K.); Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands (R.M.M.); and the Dutch Expert Centre for Screening, Nijmegen, the Netherlands (I.S.)
| |
Collapse
|
7
|
Bakker MF, de Lange SV, Pijnappel RM, Mann RM, Peeters PHM, Monninkhof EM, Emaus MJ, Loo CE, Bisschops RHC, Lobbes MBI, de Jong MDF, Duvivier KM, Veltman J, Karssemeijer N, de Koning HJ, van Diest PJ, Mali WPTM, van den Bosch MAAJ, Veldhuis WB, van Gils CH. Supplemental MRI Screening for Women with Extremely Dense Breast Tissue. N Engl J Med 2019; 381:2091-2102. [PMID: 31774954 DOI: 10.1056/nejmoa1903986] [Citation(s) in RCA: 364] [Impact Index Per Article: 72.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Abstract
BACKGROUND Extremely dense breast tissue is a risk factor for breast cancer and limits the detection of cancer with mammography. Data are needed on the use of supplemental magnetic resonance imaging (MRI) to improve early detection and reduce interval breast cancers in such patients. METHODS In this multicenter, randomized, controlled trial in the Netherlands, we assigned 40,373 women between the ages of 50 and 75 years with extremely dense breast tissue and normal results on screening mammography to a group that was invited to undergo supplemental MRI or to a group that received mammography screening only. The groups were assigned in a 1:4 ratio, with 8061 in the MRI-invitation group and 32,312 in the mammography-only group. The primary outcome was the between-group difference in the incidence of interval cancers during a 2-year screening period. RESULTS The interval-cancer rate was 2.5 per 1000 screenings in the MRI-invitation group and 5.0 per 1000 screenings in the mammography-only group, for a difference of 2.5 per 1000 screenings (95% confidence interval [CI], 1.0 to 3.7; P<0.001). Of the women who were invited to undergo MRI, 59% accepted the invitation. Of the 20 interval cancers that were diagnosed in the MRI-invitation group, 4 were diagnosed in the women who actually underwent MRI (0.8 per 1000 screenings) and 16 in those who did not accept the invitation (4.9 per 1000 screenings). The MRI cancer-detection rate among the women who actually underwent MRI screening was 16.5 per 1000 screenings (95% CI, 13.3 to 20.5). The positive predictive value was 17.4% (95% CI, 14.2 to 21.2) for recall for additional testing and 26.3% (95% CI, 21.7 to 31.6) for biopsy. The false positive rate was 79.8 per 1000 screenings. Among the women who underwent MRI, 0.1% had either an adverse event or a serious adverse event during or immediately after the screening. CONCLUSIONS The use of supplemental MRI screening in women with extremely dense breast tissue and normal results on mammography resulted in the diagnosis of significantly fewer interval cancers than mammography alone during a 2-year screening period. (Funded by the University Medical Center Utrecht and others; DENSE ClinicalTrials.gov number, NCT01315015.).
Collapse
Affiliation(s)
- Marije F Bakker
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Stéphanie V de Lange
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Ruud M Pijnappel
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Ritse M Mann
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Petra H M Peeters
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Evelyn M Monninkhof
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Marleen J Emaus
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Claudette E Loo
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Robertus H C Bisschops
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Marc B I Lobbes
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Matthijn D F de Jong
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Katya M Duvivier
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Jeroen Veltman
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Nico Karssemeijer
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Harry J de Koning
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Paul J van Diest
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Willem P T M Mali
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Maurice A A J van den Bosch
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Wouter B Veldhuis
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| | - Carla H van Gils
- From the Julius Center for Health Sciences and Primary Care (M.F.B., S.V.L., P.H.M.P., E.M.M., C.H.G.) and the Departments of Radiology (S.V.L., R.M.P., M.J.E., W.P.T.M.M., M.A.A.J.B., W.B.V.) and Pathology (P.J.D.), University Medical Center Utrecht, Utrecht University, Utrecht, the Dutch Expert Center for Screening (R.M.P.) and the Department of Radiology, Radboud University Nijmegen Medical Center (R.M.M., N.K.), Nijmegen, the Department of Radiology, Antoni van Leeuwenhoek Hospital (C.E.L.), and the Department of Radiology and Nuclear Medicine, Cancer Center Amsterdam, Amsterdam UMC, Vrije Universiteit Amsterdam (K.M.D.), Amsterdam, the Department of Radiology, Albert Schweitzer Hospital, Dordrecht (R.H.C.B.), the Department of Radiology and Nuclear Medicine, Maastricht University Medical Center, Maastricht, and the Department of Medical Imaging, Zuyderland Medical Center, Sittard-Geleen (M.B.I.L.), the Department of Radiology, Jeroen Bosch Hospital, 's-Hertogenbosch (M.D.F.J.), the Department of Radiology, Hospital Group Twente, Almelo (J.V.), and the Department of Public Health, Erasmus Medical Center, Rotterdam (H.J.K.) - all in the Netherlands; and the Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London (P.H.M.P.)
| |
Collapse
|