Publications
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AI-Based Quantification of Planned Radiation Therapy Dose to Cardiac Structures and Coronary Arteries in Patients With Breast Cancer
van Velzen, Sanne G M, Bruns, Steffen, Wolterink, Jelmer M, Leiner, Tim, Viergever, Max A, Verkooijen, Helena M, Išgum, Ivana
Sep
2021
in
International Journal of Radiation Oncology Biology Physics
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Six months vitamin K treatment does not affect systemic arterial calcification or bone mineral density in diabetes mellitus 2
Bartstra, Jonas W., Draaisma, Fieke, Zwakenberg, Sabine R., Lessmann, Nikolas, Wolterink, Jelmer M., van der Schouw, Yvonne T., de Jong, Pim A., Beulens, Joline W. J.
Apr
2021
in
European Journal of Nutrition
60
(3),
p. 1691-1699
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Combined analysis of coronary arteries and the left ventricular myocardium in cardiac CT angiography for detection of patients with functionally significant stenosis
Zreik, Majd, Hampe, Nils, Leiner, Tim, Khalili, Nadih, Wolterink, Jelmer M., Voskuil, Michiel, Viergever, Max A., Išgum, Ivana
2021 in Combined analysis of coronary arteries and the left ventricular myocardium in cardiac CT angiography for detection of patients with functionally significant stenosis: Medical Imaging 2021 p. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 11596)
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Deep learning analysis of coronary arteries in cardiac CT angiography for detection of patients requiring invasive coronary angiography
Zreik, Majd, van Hamersvelt, Robbert W, Khalili, Nadieh, Wolterink, Jelmer M, Voskuil, Michiel, Viergever, Max A, Leiner, Tim, Isgum, Ivana
May
2020
in
IEEE Transactions on Medical Imaging
39
(5),
p. 1545-1557
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Determinants of 18F-NaF uptake in femoral arteries in patients with type 2 diabetes mellitus
Takx, Richard A P, van Asperen, Ruth, Bartstra, Jonas W, Zwakenberg, Sabine R, Wolterink, Jelmer M, Celeng, Csilla, de Jong, Pim A, Beulens, Joline W
Mar
2020
in
Journal of Nuclear Cardiology
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Deep Learning-Based Regression and Classification for Automatic Landmark Localization in Medical Images
Noothout, Julia M H, De Vos, Bob D, Wolterink, Jelmer M, Postma, Elbrich M, Smeets, Paul A M, Takx, Richard A P, Leiner, Tim, Viergever, Max A, Isgum, Ivana
Dec
2020
in
IEEE Transactions on Medical Imaging
39
(12),
p. 4011-4022
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Deep learning from dual-energy information for whole-heart segmentation in dual-energy and single-energy non-contrast-enhanced cardiac CT
Bruns, Steffen, Wolterink, Jelmer M, Takx, Richard A P, van Hamersvelt, Robbert W, Suchá, Dominika, Viergever, Max A, Leiner, Tim, Išgum, Ivana
Oct
2020
in
Medical Physics
47
(10),
p. 5048-5060
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Etidronate halts systemic arterial calcification in pseudoxanthoma elasticum
Bartstra, Jonas W., de Jong, Pim A., Kranenburg, Guido, Wolterink, Jelmer M., Isgum, Ivana, Wijsman, Alayna, Wolf, Bas, den Harder, Annemarie M., Mali, Willem P.Th M., Spiering, Wilko
Jan
2020
in
Atherosclerosis
292
p. 37-41
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Vascular uptake on 18F-sodium fluoride positron emission tomography: precursor of vascular calcification?
den Harder, Annemarie M, Wolterink, Jelmer M, Bartstra, Jonas W, Spiering, Wilko, Zwakenberg, Sabine R, Beulens, Joline W, Slart, Riemer H J A, Luurtsema, Gert, Mali, Willem P, de Jong, Pim A
Jan
2020
in
Journal of Nuclear Cardiology
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Direct Automatic Coronary Calcium Scoring in Cardiac and Chest CT
de Vos, Bob D., Wolterink, Jelmer M., Leiner, Tim, de Jong, Pim A., Lessmann, Nikolas, Isgum, Ivana
Sep
2019
in
IEEE Transactions on Medical Imaging
38
(9),
p. 2127-2138
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State-of-the-Art Deep Learning in Cardiovascular Image Analysis
Litjens, G., Ciompi, Francesco, Wolterink, Jelmer M., de Vos, B. D., Leiner, Tim, Teuwen, J., Išgum, I.
Aug
2019
in
JACC. Cardiovascular imaging
12
(8),
p. 1549-1565
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A Recurrent CNN for Automatic Detection and Classification of Coronary Artery Plaque and Stenosis in Coronary CT Angiography
Zreik, Majd, van Hamersvelt, Robbert W, Wolterink, Jelmer M, Leiner, Tim, Viergever, Max A, Isgum, Ivana
Jul
2019
in
IEEE Transactions on Medical Imaging
38
(7),
p. 1588-1598
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The effect of menaquinone-7 supplementation on vascular calcification in patients with diabetes: A randomized, double-blind, placebo-controlled trial
Zwakenberg, S. R., De Jong, P. A., Bartstra, J. W., Van Asperen, R., Westerink, J., De Valk, H., Slart, R. H.J.A., Luurtsema, G., Wolterink, J. M., De Borst, G. J., Van Herwaarden, J. A., Van De Ree, M. A., Schurgers, L. J., Van Der Schouw, Y. T., Beulens, J. W.J.
Oct
2019
in
American Journal of Clinical Nutrition
110
(4),
p. 883-890
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Knowledge-based and deep learning-based automated chest wall segmentation in magnetic resonance images of extremely dense breasts
Verburg, Erik, Wolterink, Jelmer M., de Waard, Stephanie N., Išgum, Ivana, van Gils, Carla H., Veldhuis, Wouter B., Gilhuijs, Kenneth G.A.
Oct
2019
in
Medical Physics
46
(10),
p. 4405-4416
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Adversarial Optimization for Joint Registration and Segmentation in Prostate CT Radiotherapy
Elmahdy, Mohamed S., Wolterink, Jelmer M., Sokooti, Hessam, Išgum, Ivana, Staring, Marius
jan
2019 in Adversarial Optimization for Joint Registration and Segmentation in Prostate CT Radiotherapy: Medical Image Computing and Computer Assisted Intervention – MICCAI 2019 - 22nd International Conference, Proceedings p. 366-374 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11769 LNCS)
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Improving myocardium segmentation in cardiac CT angiography using spectral information
Bruns, Steffen, Wolterink, Jelmer M., Van Hamersvelt, Robbert W., Zreik, Majd, Leiner, Tim, Išgum, Ivana
jan
2019 in Improving myocardium segmentation in cardiac CT angiography using spectral information: Medical Imaging 2019 p. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 10949)
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Cardiovascular diseases
Verjans, Johan, Veldhuis, Wouter B., Carneiro, Gustavo, Wolterink, Jelmer M., Išgum, Ivana, Leiner, Tim
jan
2019 in Cardiovascular diseases: Artificial Intelligence in Medical Imaging p. 167-185 (; vol. )
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Commonly available hematological biomarkers are associated with the extent of coronary calcifications
den Harder, Annemarie M., de Jong, Pim A., de Groot, Mark C.H., Wolterink, Jelmer M., Budde, Ricardo P.J., Išgum, Ivana, van Solinge, Wouter W., ten Berg, Maarten J., Lutgens, Esther, Veldhuis, Wouter B., Haitjema, Saskia, Hoefer, Imo E., Leiner, Tim
Aug
2018
in
Atherosclerosis
275
p. 166-173
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OC-0293: Dosimetric evaluation of deep learning based synthetic-CT generation for MR-only brain radiotherapy
Dinkla, A. M., Wolterink, J. M., Maspero, M., Savenije, M. H. F., Verhoeff, J. J. C., Isgum, I., Seevinck, P. R., Lagendijk, J. J. W., Van den Berg, C. A. T.
Apr
2018
in
Radiotherapy & Oncology
127
p. S151-S151
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Deep learning analysis of the myocardium in coronary CT angiography for identification of patients with functionally significant coronary artery stenosis
Zreik, Majd, Lessmann, Nikolas, van Hamersvelt, Robbert W., Wolterink, Jelmer M., Voskuil, Michiel, Viergever, Max A., Leiner, Tim, Išgum, Ivana
Feb
2018
in
Medical Image Analysis
44
p. 72-85
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Automatic determination of cardiovascular risk by CT attenuation correction maps in Rb-82 PET/CT
Išgum, Ivana, de Vos, Bob D, Wolterink, Jelmer M, Dey, Damini, Berman, Daniel S, Rubeaux, Mathieu, Leiner, Tim, Slomka, Piotr J
Dec
2018
in
Journal of Nuclear Cardiology
25
(6),
p. 2133-2142
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Deep Learning Techniques for Automatic MRI Cardiac Multi-structures Segmentation and Diagnosis: Is the Problem Solved?
Bernard, Olivier, Lalande, Alain, Zotti, Clement, Cervenansky, Frederick, Yang, Xin, Heng, Pheng Ann, Cetin, Irem, Lekadir, Karim, Camara, Oscar, Ballester, Miguel Angel Gonzalez, Sanroma, Gerard, Napel, Sandy, Petersen, Steffen, Tziritas, Georgios, Grinias, Elias, Khened, Mahendra, Kollerathu, Varghese Alex, Krishnamurthi, Ganapathy, Rohe, Marc Michel, Pennec, Xavier, Sermesant, Maxime, Isensee, Fabian, Jager, Paul, Maier-Hein, Klaus H., Baumgartner, Chrisitan F., Koch, Lisa M., Wolterink, Jelmer M., Isgum, Ivana, Jang, Yeonggul, Hong, Yoonmi, Patravali, Jay, Jain, Shubham, Humbert, Olivier, Jodoin, Pierre Marc
Nov
2018
in
IEEE Transactions on Medical Imaging
37
(11),
p. 2514-2525
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MR-Only Brain Radiation Therapy: Dosimetric Evaluation of Synthetic CTs Generated by a Dilated Convolutional Neural Network
Dinkla, Anna M., Wolterink, Jelmer M., Maspero, Matteo, Savenije, Mark H.F., Verhoeff, Joost J.C., Seravalli, Enrica, Išgum, Ivana, Seevinck, Peter R., van den Berg, Cornelis A.T.
Nov
2018
in
International Journal of Radiation Oncology Biology Physics
102
(4),
p. 801-812
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Erratum to: Automatic determination of cardiovascular risk by CT attenuation correction maps in Rb-82 PET/CT
Išgum, Ivana, de Vos, Bob D, Wolterink, Jelmer M, Dey, Damini, Berman, Daniel S., Rubeaux, Mathieu, Leiner, Tim, Slomka, Piotr J.
2018
in
Journal of Nuclear Cardiology
25
(6),
p. 2143
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ConvNet-Based Localization of Anatomical Structures in 3D Medical Images
de Vos, Bob, Wolterink, Jelmer, de Jong, Pim, Leiner, Tim, Viergever, Max, Isgum, Ivana
Jul
2017
in
IEEE Transactions on Medical Imaging
36
(7),
p. 1470-1481
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Dilated convolutional neural networks for cardiovascular MR segmentation in congenital heart disease
Wolterink, Jelmer M., Leiner, Tim, Viergever, Max A., Išgum, Ivana
2017 in Dilated convolutional neural networks for cardiovascular MR segmentation in congenital heart disease: Reconstruction, Segmentation, and Analysis of Medical Images - 1st International Workshops, RAMBO 2016 and HVSMR 2016 Held in Conjunction with MICCAI 2016, Revised Selected Papers p. 95-102 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10129 LNCS)
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Deep MR to CT synthesis using unpaired data
Wolterink, Jelmer M., Dinkla, Anna M., Savenije, Mark H.F., Seevinck, Peter R., van den Berg, Cornelis A.T., Išgum, Ivana
2017 in Deep MR to CT synthesis using unpaired data: Simulation and Synthesis in Medical Imaging p. 14-23 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10557 LNCS)
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Automatic coronary artery calcium scoring in cardiac CT angiography using paired convolutional neural networks
Wolterink, Jelmer M, Leiner, Tim, de Vos, Bob D, van Hamersvelt, Robbert W, Viergever, Max A, Išgum, Ivana
Dec
2016
in
Medical Image Analysis
34
p. 123-136
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Submillisievert coronary calcium quantification using model-based iterative reconstruction: A within-patient analysis
den Harder, Annemarie M, Wolterink, Jelmer M, Willemink, Martin J, Schilham, Arnold M R, de Jong, Pim A, Budde, Ricardo P J, Nathoe, Hendrik M, Išgum, Ivana, Leiner, Tim
Nov
2016
in
European Journal of Radiology
85
(11),
p. 2152-2159
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An evaluation of automatic coronary artery calcium scoring methods with cardiac CT using the orCaScore framework
Wolterink, Jelmer M, Leiner, Tim, de Vos, Bob D, Coatrieux, Jean-Louis, Kelm, B Michael, Kondo, Satoshi, Salgado, Rodrigo A, Shahzad, Rahil, Shu, Huazhong, Snoeren, Miranda, Takx, Richard A P, van Vliet, Lucas J, van Walsum, Theo, Willems, Tineke P, Yang, Guanyu, Zheng, Yefeng, Viergever, Max A, Išgum, Ivana
2016
in
Medical Physics
43
(5),
p. 2361-2373
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Automatic detection of cardiovascular risk in CT attenuation correction maps in Rb-82 PET/CTs
Išgum, Ivana, De Vos, Bob D., Wolterink, Jelmer M., Dey, Damini, Berman, Daniel S., Rubeaux, Mathieu, Leiner, Tim, Slomka, Piotr J.
2016 in Automatic detection of cardiovascular risk in CT attenuation correction maps in Rb-82 PET/CTs: Medical Imaging 2016: Image Processing p. (Proceedings of SPIE; vol. 9784)
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Deep learning for multi-task medical image segmentation in multiple modalities
Moeskops, Pim, Wolterink, Jelmer M., van der Velden, Bas H M, Gilhuijs, Kenneth G A, Leiner, Tim, Viergever, Max A., Išgum, Ivana
2016 in Deep learning for multi-task medical image segmentation in multiple modalities: Medical Image Computing and Computer-Assisted Intervention - MICCAI 2016 - 19th International Conference, Proceedings p. 478-486 (Lecture Notes in Computer Science; vol. 9901 )
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Automatic Coronary Calcium Scoring in Non-Contrast-Enhanced ECG-Triggered Cardiac CT With Ambiguity Detection
Wolterink, Jelmer M., Leiner, Tim, Takx, Richard A. P., Viergever, Max A., Isgum, I
Sep
2015
in
IEEE Transactions on Medical Imaging
34
(9),
p. 1867-1878
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Automatic machine learning based prediction of cardiovascular events in lung cancer screening data
de Vos, Bob D., de Jong, Pim A., Wolterink, Jelmer M., Vliegenthart, Rosemarijn, Wielingen, Geoffery V. F., Viergever, Max A., Isgum, I
2015 in Automatic machine learning based prediction of cardiovascular events in lung cancer screening data: MEDICAL IMAGING 2015: COMPUTER-AIDED DIAGNOSIS p. (Proceedings of SPIE; vol. 9414)
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