Publications of Mathias Prokop
2024
Papers in international journals
- D. Zhong, G. Sidorenkov, C. Jacobs, P. de Jong, H. Gietema, R. Stadhouders, K. Nackaerts, J. Aerts, M. Prokop, H. Groen, G. de Bock, R. Vliegenthart, M. Heuvelmans and S. Atzen, "Lung Nodule Management in Low-Dose CT Screening for Lung Cancer: Lessons from the NELSON Trial", Radiology, 2024;313.
- S. Schalekamp, K. van Leeuwen, E. Calli, K. Murphy, M. Rutten, B. Geurts, L. Peters-Bax, B. van Ginneken and M. Prokop, "Performance of AI to exclude normal chest radiographs to reduce radiologists' workload", European Radiology, 2024.
- D. Peeters, N. Alves, K. Venkadesh, R. Dinnessen, Z. Saghir, E. Scholten, C. Schaefer-Prokop, R. Vliegenthart, M. Prokop and C. Jacobs, "Enhancing a deep learning model for pulmonary nodule malignancy risk estimation in chest CT with uncertainty estimation", European Radiology, 2024.
Preprints
- H. Häntze, L. Xu, F. Dorfner, L. Donle, D. Truhn, H. Aerts, M. Prokop, B. van Ginneken, A. Hering, L. Adams and K. Bressem, "MRSegmentator: Robust Multi-Modality Segmentation of 40 Classes in MRI and CT Sequences", arXiv:2405.06463, 2024.
Abstracts
- F. van der Graaf, N. Antonissen, E. Scholten, M. Prokop and C. Jacobs, "Assessing the agreement between privacy-preserving Llama model and human experts when labelling radiology reports for specific significant incidental findings in lung cancer screening", Annual Meeting of the European Society of Thoracic Imaging, 2024.
- F. van der Graaf, N. Antonissen, Z. Saghir, M. Prokop and C. Jacobs, "External validation of the Sybil risk model as a tool to identify low-risk individuals eligible for biennial lung cancer screening", European Congress of Radiology, 2024.
- B. Obreja, K. Venkadesh, W. Hendrix, Z. Saghir, M. Prokop and C. Jacobs, "Deep Learning for estimating pulmonary nodule malignancy risk: How much data does AI need to reach radiologist level performance?", European Congress of Radiology, 2024.
- N. Antonissen, K. Venkadesh, H. Gietema, R. Vliegenthart, Z. Saghir, E. Scholten, M. Prokop, C. Schaefer-Prokop and C. Jacobs, "Retrospective validation and comparison of deep learning based risk thresholds versus growth-centric protocols in pulmonary nodule assessment in screening", Annual Meeting of the European Society of Thoracic Imaging, 2024.
- D. Peeters, K. Venkadesh, R. Dinnessen, Z. Saghir, E. Scholten, R. Vliegenthart, M. Prokop and C. Jacobs, "Towards safe and reliable implementation of AI models for nodule malignancy estimation using distance-based out-of-distribution detection", Annual Meeting of the European Society of Thoracic Imaging, 2024.
PhD theses
- K. Venkadesh, "AI for lung cancer screening", PhD thesis, 2024.
- G. Humpire-Mamani, "Deep Learning for Localization and Segmentation in Thorax Abdomen CT", PhD thesis, 2024.
- S. van de Leemput, "Efficient neural network training for 4D-CTA stroke imaging", PhD thesis, 2024.
2023
Papers in international journals
- W. Hendrix, N. Hendrix, E. Scholten, M. Mourits, J. Trap-de Jong, S. Schalekamp, M. Korst, M. van Leuken, B. van Ginneken, M. Prokop, M. Rutten and C. Jacobs, "Deep learning for the detection of benign and malignant pulmonary nodules in non-screening chest CT scans", Communications Medicine, 2023;3(1):156.
- K. Venkadesh, T. Aleef, E. Scholten, Z. Saghir, M. Silva, N. Sverzellati, U. Pastorino, B. van Ginneken, M. Prokop and C. Jacobs, "Prior CT Improves Deep Learning for Malignancy Risk Estimation of Screening-detected Pulmonary Nodules", Radiology, 2023;308(2):e223308.
- W. Hendrix, M. Rutten, N. Hendrix, B. van Ginneken, C. Schaefer-Prokop, E. Scholten, M. Prokop and C. Jacobs, "Trends in the incidence of pulmonary nodules in chest computed tomography: 10-year results from two Dutch hospitals", European Radiology, 2023;33:8279-8288.
- G. Sidorenkov, R. Stadhouders, C. Jacobs, F. Mohamed Hoesein, H. Gietema, K. Nackaerts, Z. Saghir, M. Heuvelmans, H. Donker, J. Aerts, R. Vermeulen, A. Uitterlinden, V. Lenters, J. van Rooij, C. Schaefer-Prokop, H. Groen, P. de Jong, R. Cornelissen, M. Prokop, G. de Bock and R. Vliegenthart, "Multi-source data approach for personalized outcome prediction in lung cancer screening: update from the NELSON trial.", European journal of epidemiology, 2023;38(4):445-454.
Preprints
- G. Humpire-Mamani, C. Jacobs, M. Prokop, B. van Ginneken and N. Lessmann, "Transfer learning from a sparsely annotated dataset of 3D medical images", arXiv:2311.05032, 2023.
- G. Mamani, N. Lessmann, E. Scholten, M. Prokop, C. Jacobs and B. van Ginneken, "Kidney abnormality segmentation in thorax-abdomen CT scans", arXiv:2309.03383, 2023.
Abstracts
- D. Peeters, N. Alves, K. Venkadesh, R. Dinnessen, Z. Saghir, E. Scholten, H. Huisman, C. Schaefer-Prokop, R. Vliegenthart, M. Prokop and C. Jacobs, "The effect of applying an uncertainty estimation method on the performance of a deep learning model for nodule malignancy risk estimation", European Congress of Radiology, 2023.
- N. Antonissen, K. Venkadesh, H. Gietema, R. Vliegenthart, Z. Saghir, M. Silva, E. Pastorino, E. Scholten, M. Prokop, C. Schaefer-Prokop and C. Jacobs, "Retrospective identification of low-risk individuals eligible for biennial lung cancer screening using PanCan-based and deep learning-based risk thresholds", Annual Meeting of the European Society of Thoracic Imaging, 2023.
- N. Antonissen, K. Venkadesh, H. Gietema, R. Vliegenthart, Z. Saghir, E. Scholten, M. Prokop, C. Schaefer-Prokop and C. Jacobs, "Retrospective validation of nodule management based on deep learning-based malignancy thresholds in lung cancer screening", European Congress of Radiology, 2023.
PhD theses
- A. Patel, "Automated Image Analysis of Cranial Non-Contrast CT", PhD thesis, 2023.
2022
Papers in international journals
- E. Sogancioglu, K. Murphy, E. Th Scholten, L. Boulogne, M. Prokop and B. van Ginneken, "Automated estimation of total lung volume using chest radiographs and deep learning", Medical Physics, 2022;49(7):4466-4477.
- A. Schreuder, C. Jacobs, N. Lessmann, M. Broeders, M. Silva, I. Isgum, P. de Jong, M. van den Heuvel, N. Sverzellati, M. Prokop, U. Pastorino, C. Schaefer-Prokop and B. van Ginneken, "Scan-based competing death risk model for reevaluating lung cancer computed tomography screening eligibility", European Respiratory Journal, 2022;59(5):2101613.
Abstracts
- K. Venkadesh, T. Aleef, A. Schreuder, E. Scholten, B. van Ginneken, M. Prokop and C. Jacobs, "Deep learning for estimating pulmonary nodule malignancy risk using prior CT examinations in lung cancer screening", European Congress of Radiology, 2022.
- M. Grauw, B. Ginneken, B. Geisler, E. Smit, M. Rooij, S. Schalekamp and M. Prokop, "Deep learning universal lesion segmentation for automated RECIST measurements on CT: comparison to manual assessment by radiologists", European Congress of Radiology, 2022.
2021
Papers in international journals
- C. Jacobs, A. Schreuder, S. van Riel, E. Scholten, R. Wittenberg, M. Winkler Wille, B. de Hoop, R. Sprengers, O. Mets, B. Geurts, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Assisted versus Manual Interpretation of Low-Dose CT Scans for Lung Cancer Screening: Impact on Lung-RADS Agreement", Radiology: Imaging Cancer, 2021;3(5):e200160.
- A. Schreuder, M. Prokop, E. Scholten, O. Mets, K. Chung, F. Mohamed Hoesein, C. Jacobs and C. Schaefer-Prokop, "CT-Detected Subsolid Nodules: A Predictor of Lung Cancer Development at Another Location?", Cancers, 2021;13(11):2812.
- A. Snoeckx, C. Franck, M. Silva, M. Prokop, C. Schaefer-Prokop and M. Revel, "The radiologist's role in lung cancer screening", Translational Lung Cancer Research, 2021;10:2356-2367.
- K. Venkadesh, A. Setio, A. Schreuder, E. Scholten, K. Chung, M. W Wille, Z. Saghir, B. van Ginneken, M. Prokop and C. Jacobs, "Deep Learning for Malignancy Risk Estimation of Pulmonary Nodules Detected at Low-Dose Screening CT.", Radiology, 2021;300(2):438-447.
- A. Schreuder, O. Mets, C. Schaefer-Prokop, C. Jacobs and M. Prokop, "Microsimulation modeling of extended annual CT screening among lung cancer cases in the National Lung Screening Trial", Lung Cancer, 2021;156:5-11.
- A. Schreuder, C. Jacobs, N. Lessmann, M. Broeders, M. Silva, I. Isgum, P. de Jong, N. Sverzellati, M. Prokop, U. Pastorino, C. Schaefer-Prokop and B. van Ginneken, "Combining pulmonary and cardiac computed tomography biomarkers for disease-specific risk modelling in lung cancer screening", European Respiratory Journal, 2021;58(3):2003386.
- D. Grob, L. Oostveen, C. Jacobs, E. Scholten, M. Prokop, C. Schaefer-Prokop, I. Sechopoulos and M. Brink, "Pulmonary nodule enhancement in subtraction CT and dual-energy CT: A comparison study", European Journal of Radiology, 2021;134:109443.
- C. Schaefer-Prokop and M. Prokop, "Chest Radiography in COVID-19: No Role in Asymptomatic and Oligosymptomatic Disease", Radiology, 2021;298:E156-E157.
- N. Lessmann, C. Sánchez, L. Beenen, L. Boulogne, M. Brink, E. Calli, J. Charbonnier, T. Dofferhoff, W. van Everdingen, P. Gerke, B. Geurts, H. Gietema, M. Groeneveld, L. van Harten, N. Hendrix, W. Hendrix, H. Huisman, I. Isgum, C. Jacobs, R. Kluge, M. Kok, J. Krdzalic, B. Lassen-Schmidt, K. van Leeuwen, J. Meakin, M. Overkamp, T. van Rees Vellinga, E. van Rikxoort, R. Samperna, C. Schaefer-Prokop, S. Schalekamp, E. Scholten, C. Sital, L. Stöger, J. Teuwen, K. Vaidhya Venkadesh, C. de Vente, M. Vermaat, W. Xie, B. de Wilde, M. Prokop and B. van Ginneken, "Automated Assessment of COVID-19 Reporting and Data System and Chest CT Severity Scores in Patients Suspected of Having COVID-19 Using Artificial Intelligence", Radiology, 2021;298(1):E18-E28.
Abstracts
- K. Venkadesh, A. Schreuder, E. Scholten, S. Atkar-Khattra, J. Mayo, Z. Saghir, M. Wille, B. van Ginneken, S. Lam, M. Prokop and C. Jacobs, "Integration Of A Deep Learning Algorithm Into The Clinically Established PanCan Model For Malignancy Risk Estimation Of Screen-detected Pulmonary Nodules In First Screening CT", Annual Meeting of the Radiological Society of North America, 2021.
- W. Hendrix, N. Hendrix, M. Prokop, E. Scholten, B. Van Ginneken, M. Rutten and C. Jacobs, "Trends in the Incidence of Pulmonary Nodules in Chest Computed Tomography: 10-Year Results from Two Dutch Hospitals", European Congress of Radiology, 2021.
2020
Papers in international journals
- G. Humpire Mamani, J. Bukala, E. Scholten, M. Prokop, B. van Ginneken and C. Jacobs, "Fully Automatic Volume Measurement of the Spleen at CT Using Deep Learning", Radiology: Artificial Intelligence, 2020;2(4):e190102.
- A. Schreuder, C. Jacobs, E. Scholten, B. van Ginneken, C. Schaefer-Prokop and M. Prokop, "Typical CT Features of Intrapulmonary Lymph Nodes: A Review", Radiology: Cardiothoracic Imaging, 2020;2(4):e190159.
- M. Silva, G. Milanese, S. Sestini, F. Sabia, C. Jacobs, B. van Ginneken, M. Prokop, C. Schaefer-Prokop, A. Marchiano, N. Sverzellati and U. Pastorino, "Lung cancer screening by nodule volume in Lung-RADS v1.1: negative baseline CT yields potential for increased screening interval", European Radiology, 2020;31(4):1956-1968.
- M. Meijs, F. Meijer, M. Prokop, B. van Ginneken and R. Manniesing, "Image-level detection of arterial occlusions in 4D-CTA of acute stroke patients using deep learning", Medical Image Analysis, 2020;66:101810.
- A. Schreuder, C. Jacobs, E. Scholten, M. Prokop, B. van Ginneken, D. Lynch and C. Schaefer-Prokop, "Association between the number and size of intrapulmonary lymph nodes and chronic obstructive pulmonary disease severity", PeerJ, 2020;8:e9166.
- M. Prokop, W. van Everdingen, T. van Rees Vellinga, J. van Quarles Ufford, L. Stoger, L. Beenen, B. Geurts, H. Gietema, J. Krdzalic, C. Schaefer-Prokop, B. van Ginneken, M. Brink and the COVID-19 Standardized Reporting Working Group of the Dutch Radiological Society, "CO-RADS - A categorical CT assessment scheme for patients with suspected COVID-19: definition and evaluation", Radiology, 2020;296(2):E97-E104.
- G. Rubin, C. Ryerson, L. Haramati, N. Sverzellati, J. Kanne, S. Raoof, N. Schluger, A. Volpi, J. Yim, I. Martin, D. Anderson, C. Kong, T. Altes, A. Bush, S. Desai, J. Goldin, J. Goo, M. Humbert, Y. Inoue, H. Kauczor, F. Luo, P. Mazzone, M. Prokop, M. Remy-Jardin, L. Richeldi, C. Schaefer-Prokop, N. Tomiyama, A. Wells and A. Leung, "The Role of Chest Imaging in Patient Management During the COVID-19 Pandemic", Chest, 2020;158:106-116.
- H. de Koning, C. van der Aalst, P. de Jong, E. Scholten, K. Nackaerts, M. Heuvelmans, J. Lammers, C. Weenink, U. Yousaf-Khan, N. Horeweg, S. van 't Westeinde, M. Prokop, W. Mali, F. Mohamed Hoesein, P. van Ooijen, J. Aerts, M. den Bakker, E. Thunnissen, J. Verschakelen, R. Vliegenthart, J. Walter, K. Ten Haaf, H. Groen and M. Oudkerk, "Reduced Lung-Cancer Mortality with Volume CT Screening in a Randomized Trial", New England Journal of Medicine, 2020;382(6):503-513.
- S. van de Leemput, M. Prokop, B. van Ginneken and R. Manniesing, "Stacked Bidirectional Convolutional LSTMs for Deriving 3D Non-contrast CT from Spatiotemporal 4D CT", IEEE Transactions on Medical Imaging, 2020;39(4):985-996.
- M. Meijs, S. Pegge, M. Vos, A. Patel, S. van de Leemput, K. Koschmieder, M. Prokop, F. Meijer and R. Manniesing, "Cerebral Artery and Vein Segmentation in Fourdimensional CT Angiography Using Convolutional Neural Networks", Radiology: Artificial Intelligence, 2020;2(4):e190178.
Abstracts
- D. Grob, S. Schalekamp, L. Oostveen, W. van der Woude, C. Jacobs, M. Prokop, I. Sechopoulos and M. Brink, "Pulmonary nodule growth: can follow-up be shortened with a high-end or an ultra-high-resolution CT scanner?", European Congress of Radiology, 2020.
PhD theses
- M. Meijs, "Automated Image Analysis and Machine Learning to Detect Cerebral Vascular Pathology in 4D-CTA", PhD thesis, 2020.
2019
Papers in international journals
- A. Patel, F. Schreuder, C. Klijn, M. Prokop, B. van Ginneken, H. Marquering, Y. Roos, M. Baharoglu, F. Meijer and R. Manniesing, "Intracerebral haemorrhage segmentation in non-contrast CT", Scientific Reports, 2019;9(1):17858.
- M. Meijs, S. Pegge, K. Murayama, H. Boogaarts, M. Prokop, P. Willems, R. Manniesing and F. Meijer, "Color mapping of 4D-CTA for the detection of cranial arteriovenous shunts", American Journal of Neuroradiology, 2019;40(9):1498-1504.
- D. Grob, E. Smit, J. Prince, J. Kist, L. Stöger, B. Geurts, M. Snoeren, R. van Dijk, L. Oostveen, M. Prokop, C. Schaefer-Prokop, I. Sechopoulos and M. Brink, "Iodine Maps from Subtraction CT or Dual-Energy CT to Detect Pulmonary Emboli with CT Angiography: A Multiple-Observer Study", Radiology, 2019;292:197-205.
- D. Grob, E. Smit, L. Oostveen, M. Snoeren, M. Prokop, C. Schaefer-Prokop, I. Sechopoulos and M. Brink, "Image Quality of Iodine Maps for Pulmonary Embolism: A Comparison of Subtraction CT and Dual-Energy CT", American Journal of Roentgenology, 2019;212:1253-1259.
- A. Schreuder, C. Jacobs, L. Gallardo-Estrella, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Predicting all-cause and lung cancer mortality using emphysema score progression rate between baseline and follow-up chest CT images: A comparison of risk model performances", PLoS One, 2019;14(2):e0212756.
- S. van Riel, C. Jacobs, E. Scholten, R. Wittenberg, M. Winkler Wille, B. de Hoop, R. Sprengers, O. Mets, B. Geurts, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Observer variability for Lung-RADS categorisation of lung cancer screening CTs: impact on patient management", European Radiology, 2019;29(2):924-931.
- R. Becks, R. Manniesing, J. Vister, S. Pegge, S. Steens, E. van Dijk, M. Prokop and F. Meijer, "Brain CT Perfusion Improves Intracranial Vessel Occlusion Detection on CT Angiography", Journal of Neuroradiology, 2019;46(2):124-129.
- A. Patel, S. van de Leemput, M. Prokop, B. van Ginneken and R. Manniesing, "Image Level Training and Prediction: Intracranial Hemorrhage Identification in 3D Non-Contrast CT", IEEE Access, 2019;7(1):92355-92364.
Abstracts
- M. Silva, G. Milanese, F. Sabia, C. Jacobs, B. van Ginneken, M. Prokop, C. Schaefer-Prokop, A. Marchiano, N. Sverzellati and U. Pastorino, "Lung cancer risk after baseline round of screening: Only 20% of NLST eligibles require annual round", Annual Meeting of the European Society of Thoracic Imaging, 2019.
- M. Silva, G. Milanese, F. Sabia, C. Jacobs, B. van Ginneken, M. Prokop, C. Schaefer-Prokop, S. Sestini, A. Marchiano, N. Sverzellati and U. Pastorino, "Lung Cancer Screening in NLST Eligibles: Tailoring Annual Low-Dose Computed Tomography by Post-Test Risk Stratification", Annual Meeting of the Radiological Society of North America, 2019.
- D. Grob, L. Oostveen, C. Jacobs, M. Prokop, C. Schaefer-Prokop, I. Sechopoulos and M. Brink, "Intra-patient comparison of pulmonary nodule enhancement in subtraction CT and dual-energy CT", Annual Meeting of the European Society of Thoracic Imaging, 2019.
- C. Jacobs, E. Scholten, A. Schreuder, M. Prokop and B. van Ginneken, "An observer study comparing radiologists with the prize-winning lung cancer detection algorithms from the 2017 Kaggle Data Science Bowl", Annual Meeting of the Radiological Society of North America, 2019.
PhD theses
- L. Estrella, "Quantification of COPD biomarkers in thoracic CT scans", PhD thesis, 2019.
- D. Grob, "Functional CT Imaging of the Lung: Substraction CT as a novel technique", PhD thesis, 2019.
2018
Papers in international journals
- D. Grob, L. Oostveen, M. Prokop, C. Schaefer-Prokop, I. Sechopoulos and M. Brink, "Imaging of pulmonary perfusion using subtraction CT angiography is feasible in clinical practice", European Radiology, 2018;29:1408-1414.
- M. Silva, M. Prokop, C. Jacobs, G. Capretti, N. Sverzellati, F. Ciompi, B. van Ginneken, C. Schaefer-Prokop, C. Galeone, A. Marchiano and U. Pastorino, "Long-term Active Surveillance of Screening Detected Subsolid Nodules is a Safe Strategy to Reduce Overtreatment", Journal of Thoracic Oncology, 2018;13:1454-1463.
- A. Schreuder, B. van Ginneken, E. Scholten, C. Jacobs, M. Prokop, N. Sverzellati, S. Desai, A. Devaraj and C. Schaefer-Prokop, "Classification of CT Pulmonary Opacities as Perifissural Nodules: Reader Variability", Radiology, 2018;288(3):867-875.
- K. Chung, O. Mets, P. Gerke, C. Jacobs, A. den Harder, E. Scholten, M. Prokop, P. de Jong, B. van Ginneken and C. Schaefer-Prokop, "Brock malignancy risk calculator for pulmonary nodules: validation outside a lung cancer screening population", Thorax, 2018;73(9):857-863.
- O. Mets, K. Chung, P. Zanen, E. Scholten, W. Veldhuis, B. van Ginneken, M. Prokop, C. Schaefer-Prokop and P. de Jong, "In vivo growth of 60 non-screening detected lung cancers: a computed tomography study", European Respiratory Journal, 2018;51:1702183.
- A. Schreuder, C. Schaefer-Prokop, E. Scholten, C. Jacobs, M. Prokop and B. van Ginneken, "Lung cancer risk to personalise annual and biennial follow-up computed tomography screening", Thorax, 2018;73(7):626-633.
- M. Oei, F. Meijer, J. Mordang, E. Smit, A. Idema, B. Goraj, H. Laue, M. Prokop and R. Manniesing, "Observer Variability of Reference Tissue Selection for Relative Cerebral Blood Volume Measurements in Glioma Patients", European Radiology, 2018;28(9):3902-3911.
- K. Chung, F. Ciompi, J. Scholten E. Th. Goo, M. Prokop, C. Jacobs, B. van Ginneken and C. Schaefer-Prokop, "Visual Discrimination of Screen-detected Persistent from Transient Subsolid Nodules: an Observer Study", PLoS One, 2018;13(2):e0191874.
- O. Mets, K. Chung, E. Scholten, W. Veldhuis, M. Prokop, B. van Ginneken, C. Schaefer-Prokop and P. de Jong, "Incidental perifissural nodules on routine chest computed tomography: lung cancer or not?", European Radiology, 2018:1095-1101.
Papers in conference proceedings
- S. van de Leemput, M. Prokop, B. van Ginneken and R. Manniesing, "Stacked Bidirectional Convolutional LSTMs for 3D Non-contrast CT Reconstruction from Spatiotemporal 4D CT", Medical Imaging with Deep Learning, 2018.
Abstracts
- A. Schreuder, C. Jacobs, N. Lessmann, E. Scholten, I. Isgum, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Improved Lung Cancer and Mortality Prediction Accuracy Using Survival Models Based on Semi-Automatic CT Image Measurements", World Conference on Lung Cancer, 2018.
- A. Schreuder, C. Jacobs, L. Gallardo-Estrella, C. and Schaefer-Prokop, W. Fukumoto, M. Prokop and B. van Ginneken, "Normalized emphysema score progression: An improved CT biomarker for mortality", Annual Meeting of the Radiological Society of North America, 2018.
- A. Schreuder, B. van Ginneken, E. Scholten, C. Jacobs, M. Prokop, N. Sverzellati, S. Desai, A. Devaraj and C. Schaefer-Prokop, "What is a perifissural nodule? Low inter-observer agreement in NLST data", European Societies of Cardiovascular Radiology and Thoracic Imaging joint meeting, 2018.
- M. Meijs, A. Patel, S. van de Leemput, B. van Ginneken, M. Prokop and R. Manniesing, "Fast, Robust and Accurate Segmentation of the Complete Cerebral Vasculature in 4D-CTA using Deep Learning", Annual Meeting of the Radiological Society of North America, 2018.
PhD theses
- A. Setio, "Computer-aided diagnosis in thoracic CT scans for lung cancer screening", PhD thesis, 2018.
2017
Papers in international journals
- L. Gallardo-Estrella, E. Pompe, P. de Jong, C. Jacobs, E. van Rikxoort, M. Prokop, C. Sánchez and B. van Ginneken, "Normalized emphysema scores on low dose CT: Validation as an imaging biomarker for mortality", PLoS One, 2017;12(12):e0188902.
- M. Meijs, A. Patel, S. van de Leemput, M. Prokop, E. van Dijk, F. de Leeuw, F. Meijer, B. van Ginneken and R. Manniesing, "Robust Segmentation of the Full Cerebral Vasculature in 4D CT Images of Suspected Stroke Patients", Scientific Reports, 2017;7.
- S. van Riel, F. Ciompi, M. Winkler Wille, A. Dirksen, S. Lam, E. Scholten, S. Rossi, N. Sverzellati, M. Naqibullah, R. Wittenberg, M. Hovinga-de Boer, M. Snoeren, L. Peters-Bax, O. Mets, M. Brink, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Malignancy risk estimation of pulmonary nodules in screening CTs: Comparison between a computer model and human observers", PLoS One, 2017;12(11):e0185032.
- F. Ciompi, K. Chung, S. van Riel, A. Setio, P. Gerke, C. Jacobs, E. Scholten, C. Schaefer-Prokop, M. Wille, A. Marchiano, U. Pastorino, M. Prokop and B. van Ginneken, "Towards automatic pulmonary nodule management in lung cancer screening with deep learning", Scientific Reports, 2017(46479).
- A. Setio, A. Traverso, T. de Bel, M. Berens, C. Bogaard, P. Cerello, H. Chen, Q. Dou, M. Fantacci, B. Geurts, R. Gugten, P. Heng, B. Jansen, M. de Kaste, V. Kotov, J. Lin, J. Manders, A. Sonora-Mengana, J. Garcia-Naranjo, E. Papavasileiou, M. Prokop, M. Saletta, C. Schaefer-Prokop, E. Scholten, L. Scholten, M. Snoeren, E. Torres, J. Vandemeulebroucke, N. Walasek, G. Zuidhof, B. Ginneken and C. Jacobs, "Validation, comparison, and combination of algorithms for automatic detection of pulmonary nodules in computed tomography images: The LUNA16 challenge", Medical Image Analysis, 2017;42:1-13.
- K. Chung, C. Jacobs, E. Scholten, O. Mets, I. Dekker, M. Prokop, B. van Ginneken and C. Schaefer-Prokop, "Malignancy estimation of Lung-RADS criteria for subsolid nodules on CT: accuracy of low and high risk spectrum when using NLST nodules", European Radiology, 2017;27:4672-4679.
- K. Chung, C. Jacobs, E. Scholten, J. Goo, H. Prosch, N. Sverzellati, F. Ciompi, O. Mets, P. Gerke, M. Prokop, B. van Ginneken and C. Schaefer-Prokop, "Lung-RADS Category 4X: Does It Improve Prediction of Malignancy in Subsolid Nodules?", Radiology, 2017;284(1):264-271.
- S. van Riel, F. Ciompi, C. Jacobs, M. Winkler Wille, E. Scholten, M. Naqibullah, S. Lam, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Malignancy risk estimation of screen-detected nodules at baseline CT: comparison of the PanCan model, Lung-RADS and NCCN guidelines", European Radiology, 2017;27(10):4019-4029.
- R. Manniesing, M. Oei, L. Oostveen, J. Melendez, E. Smit, B. Platel, C. Sánchez, F. Meijer, M. Prokop and B. van Ginneken, "White Matter and Gray Matter Segmentation in 4D Computed Tomography", Scientific Reports, 2017;7(119).
- A. Patel, B. van Ginneken, F. Meijer, E. van Dijk, M. Prokop and R. Manniesing, "Robust Cranial Cavity Segmentation in CT and CT Perfusion Images of Trauma and Suspected Stroke Patients", Medical Image Analysis, 2017;36:216-228.
- M. Oei, F. Meijer, W. van der Woude, E. Smit, B. van Ginneken, M. Prokop and R. Manniesing, "Interleaving cerebral CT perfusion with neck CT angiography part I. Proof of concept and accuracy of cerebral perfusion values", European Radiology, 2017;27(6):2649-2656.
- M. Oei, F. Meijer, W. van der Woude, E. Smit, B. van Ginneken, R. Manniesing and M. Prokop, "Interleaving cerebral CT perfusion with neck CT angiography. Part II: clinical implementation and image quality", European Radiology, 2017;27(6):2411-2418.
Papers in conference proceedings
- A. Patel, S. van de Leemput, M. Prokop, B. van Ginneken and R. Manniesing, "Automatic Cerebrospinal Fluid Segmentation in Non-Contrast CT Images Using a 3D Convolutional Network", Medical Imaging, 2017;10134.
Abstracts
- S. Pegge, M. Meijs, M. Prokop, R. Manniesing and F. Meijer, "Color-mapping of 4D-CTA for the detection and classification of cranial arteriovenous fistulas", European Society of Neuroradiology, 2017.
- A. Schreuder, C. Schaefer-Prokop, E. Scholten, C. Jacobs, M. Prokop and B. van Ginneken, "Use of a risk model combining clinical information and CT findings to customize follow-up intervals in lung cancer screening", Annual Meeting of the Radiological Society of North America, 2017.
- A. Patel, F. Meijer, M. Prokop, B. van Ginneken and R. Manniesing, "Robust segmentation of the cranial cavity in non-contrast CT and CT perfusion of the brain", European Congress of Radiology, 2017.
- S. van de Leemput, F. Meijer, M. Prokop and R. Manniesing, "Cerebral white matter, gray matter and cerebrospinal fluid segmentation in CT using VCAST: a volumetric cluster annotation and segmentation tool", European Congress of Radiology, 2017.
- M. Silva, G. Capretti, N. Sverzellati, C. Jacobs, F. Ciompi, B. van Ginneken, C. Schaefer-Prokop, M. Prokop, A. Marchiano and U. Pastorino, "Non-solid and Part-solid Nodules: Comparison Between Visual and Computer Aided Detection", World Congress of Thoracic Imaging, 2017.
- J. Bukala, G. Humpire Mamani, E. Scholten, M. Prokop, B. van Ginneken and C. Jacobs, "Fully Automatic Measurement of the Splenic Volume in CT with U-Net Convolutional Neural Networks", Annual Meeting of the Radiological Society of North America, 2017.
- M. Meijs, S. Pegge, M. Prokop, B. van Ginneken, F. Meijer and R. Manniesing, "Detection of vessel occlusion in acute stroke is facilitated by color-coded 4D-CTA", European Congress of Radiology, 2017.
2016
Papers in international journals
- R. Manniesing, C. Brune, B. van Ginneken and M. Prokop, "A 4D CT Digital Phantom of an Individual Human Brain for Perfusion Analysis", PeerJ, 2016;4:e2683.
- C. Jacobs, E. van Rikxoort, K. Murphy, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Computer-aided detection of pulmonary nodules: a comparative study using the public LIDC/IDRI database", European Radiology, 2016;26:2139-2147.
- R. Manniesing, M. Oei, B. van Ginneken and M. Prokop, "Quantitative Dose Dependency Analysis of Whole-Brain CT Perfusion Imaging", Radiology, 2016;278(1):190-197.
- L. Gallardo-Estrella, D. Lynch, M. Prokop, D. Stinson, J. Zach, P. Judy, B. van Ginneken and E. van Rikxoort, "Normalizing computed tomography data reconstructed with different filter kernels: effect on emphysema quantification", European Radiology, 2016;26:478-486.
Abstracts
- R. Manniesing, S. van de Leemput, M. Prokop and B. van Ginneken, "White Matter and Gray Matter Segmentation in 4D CT Images of Acute Ischemic Stroke Patients: a Feasibility Study", Annual Meeting of the Radiological Society of North America, 2016.
- F. Ciompi, K. Chung, A. Setio, S. van Riel, E. Scholten, P. Gerke, C. Jacobs, U. Pastorino, A. Marchiano, M. Wille, M. Prokop and B. van Ginneken, "Pulmonary nodule type classification with convolutional networks", Medical Image Computing and Computer-Assisted Intervention, 2016.
- R. Becks, M. Meijs, R. Manniesing, J. Vister, S. Schalekamp, R. Mann, S. Steens, E. Smit, E. van Dijk, M. Prokop and F. Meijer, "Additional Value of Brain CT Perfusion in The Detection of Intracranial Vessel Occlusion in Acute Ischemic Stroke: A (Multi Experience Level) Inter-Observer Study", Annual Meeting of the Radiological Society of North America, 2016.
- E. Scholten, C. Jacobs, C. Schaefer-Prokop, J. Rühaak, H. de Koning, M. Oudkerk, P. de Jong, M. Prokop and B. van Ginneken, "Temporal subtraction of chest CT in lung cancer screening", European Congress of Radiology, 2016.
- M. Meijs, M. Prokop, F. Meijer, B. van Ginneken and R. Manniesing, "Segmentation of small cerebral vessels on CT perfusion images of patients with suspected acute stroke", Annual Meeting of the Radiological Society of North America, 2016.
2015
Papers in international journals
- F. Ciompi, B. de Hoop, S. van Riel, K. Chung, E. Scholten, M. Oudkerk, P. de Jong, M. Prokop and B. van Ginneken, "Automatic classification of pulmonary peri-fissural nodules in computed tomography using an ensemble of 2D views and a convolutional neural network out-of-the-box", Medical Image Analysis, 2015;26(1):195-202.
- E. Smit, E. Vonken, F. Meijer, J. Dankbaar, A. Horsch, B. van Ginneken, B. Velthuis, I. van der Schaaf and M. Prokop, "Timing-Invariant CT Angiography Derived from CT Perfusion Imaging in Acute Stroke: A Diagnostic Performance Study", American Journal of Neuroradiology, 2015;36:1834-1838.
- S. van Riel, C. Sánchez, A. Bankier, D. Naidich, J. Verschakelen, E. Scholten, P. de Jong, C. Jacobs, E. van Rikxoort, L. Peters-Bax, M. Snoeren, M. Prokop, B. van Ginneken and C. Schaefer-Prokop, "Observer Variability for Classification of Pulmonary Nodules on Low-Dose CT Images and Its Effect on Nodule Management", Radiology, 2015;277(3):863-871.
- L. Sonnemans, N. Köster, M. Prokop, J. van der Laak and W. Klein, "Liver parenchyma at the site of hypodense parafissural pseudolesion contains increased collagen", Abdominal Imaging, 2015;40:2306-2312.
- C. Jacobs, E. van Rikxoort, E. Scholten, P. de Jong, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Solid, Part-Solid, or Non-solid?: Classification of Pulmonary Nodules in Low-Dose Chest Computed Tomography by a Computer-Aided Diagnosis System", Investigative Radiology, 2015;50(3):168-173.
- E. Scholten, P. de Jong, B. de Hoop, R. van Klaveren, S. van de Amelsvoort-van Vorst, M. Oudkerk, R. Vliegenthart, H. de Koning, C. van der Aalst, R. Vernhout, H. Groen, J. Lammers, B. van Ginneken, C. Jacobs, W. Mali, N. Horeweg, C. Weenink, E. Thunnissen, M. Prokop and H. Gietema, "Towards a close computed tomography monitoring approach for screen detected subsolid pulmonary nodules?", European Respiratory Journal, 2015;45(3):765-773.
- F. Ciompi, C. Jacobs, E. Scholten, M. Winkler Wille, P. de Jong, M. Prokop and B. van Ginneken, "Bag of frequencies: a descriptor of pulmonary nodules in Computed Tomography images", IEEE Transactions on Medical Imaging, 2015;34(4):1-12.
- E. Scholten, P. de Jong, C. Jacobs, B. van Ginneken, S. van Riel, M. Willemink, R. Vliegenthart, M. Oudkerk, H. de Koning, N. Horeweg, M. Prokop, W. Mali and H. Gietema, "Interscan variation of semi-automated volumetry of subsolid pulmonary nodules", European Radiology, 2015;25(4):1040-1047.
- H. Kortman, E. Smit, M. Oei, R. Manniesing, M. Prokop and F. Meijer, "4D-CTA in Neurovascular Disease: A Review", American Journal of Neuroradiology, 2015;36(6):1026-1033.
- E. Scholten, C. Jacobs, B. van Ginneken, S. van Riel, R. Vliegenthart, M. Oudkerk, H. de Koning, N. Horeweg, M. Prokop, H. Gietema, W. Mali and P. de Jong, "Detection and quantification of the solid component in pulmonary subsolid nodules by semiautomatic segmentation", European Radiology, 2015;25(2):488-496.
Papers in conference proceedings
- A. Mendrik, E. Vonken, T. Witkamp, M. Prokop, B. van Ginneken and M. Viergever, "Using the Fourth Dimension to Distinguish Between Structures for Anisotropic Diffusion Filtering in 4D CT Perfusion Scans", Spatio-temporal Image Analysis for Longitudinal and Time-Series Image Data, 2015;8682:79-87.
- F. Ciompi, C. Jacobs, E. Scholten, S. van Riel, M. Wille, M. Prokop and B. van Ginneken, "Automatic detection of spiculation of pulmonary nodules in Computed Tomography images", Medical Imaging, 2015;9414(941409).
Abstracts
- S. van Riel, F. Ciompi, M. Wille, E. Scholten, N. Sverzellati, S. Rossi, A. Dirksen, M. Brink, R. Wittenberg, M. Naqibullah, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Can morphological features differentiate between malignant and benign pulmonary nodules, detected in a screen setting?", Annual Meeting of the Radiological Society of North America, 2015.
- K. Chung, E. Scholten, S. van Riel, F. Ciompi, P. de Jong, M. Wille, M. Prokop, B. van Ginneken and C. Schaefer-Prokop, "Differentiation of persistent and transient subsolid nodules: does morphology help?", European Congress of Radiology, 2015;85(3):648-652.
- S. van Riel, F. Ciompi, M. Wille, E. Scholten, A. Dirksen, K. Chung, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Comparing LungRADS and the McWilliams nodule malignancy score: which approach works best to select screen detected pulmonary nodules for more aggressive followup?", Annual Meeting of the Radiological Society of North America, 2015.
- E. Scholten, C. Jacobs, B. van Ginneken, S. van Riel, R. Vliegenthart, M. Oudkerk, M. Prokop, H. Gietema and P. de Jong., "Detection and quantification of the solid component in pulmonary subsolid nodules by semiautomatic segmentation", European Congress of Radiology, 2015.
2014
Papers in international journals
- R. Rudyanto, S. Kerkstra, E. van Rikxoort, C. Fetita, P. Brillet, C. Lefevre, W. Xue, X. Zhu, J. Liang, I. Öksüz, D. Ünay, K. Kadipasaoglu, R. Estépar, J. Ross, G. Washko, J. Prieto, M. Hoyos, M. Orkisz, H. Meine, M. Hüllebrand, C. Stöcker, F. Mir, V. Naranjo, E. Villanueva, M. Staring, C. Xiao, B. Stoel, A. Fabijanska, E. Smistad, A. Elster, F. Lindseth, A. Foruzan, R. Kiros, K. Popuri, D. Cobzas, D. Jimenez-Carretero, A. Santos, M. Ledesma-Carbayo, M. Helmberger, M. Urschler, M. Pienn, D. Bosboom, A. Campo, M. Prokop, P. de Jong, C. Ortiz-de-Solorzano, A. Muñoz-Barrutia and B. van Ginneken, "Comparing algorithms for automated vessel segmentation in computed tomography scans of the lung: The VESSEL12 study", Medical Image Analysis, 2014;18:1217-1232.
- R. van den Boom, R. Manniesing, M. Oei, W. van der Woude, E. Smit, H. Laue, B. van Ginneken and M. Prokop, "A 4D Digital Phantom for Patient-Specific Simulation of Brain CT Perfusion Protocols", Medical Physics, 2014;41:071907-1 - 071907-9.
- C. Schaefer-Prokop, H. Prosch and M. Prokop, "[Lung cancer screening. What have we learnt for the practice so far?]", Radiologe, 2014;54(5):462-469.
- C. Jacobs, E. van Rikxoort, T. Twellmann, E. Scholten, P. de Jong, J. Kuhnigk, M. Oudkerk, H. de Koning, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Automatic Detection of Subsolid Pulmonary Nodules in Thoracic Computed Tomography Images", Medical Image Analysis, 2014;18:374-384.
- F. Mohamed Hoesein, M. Schmidt, O. Mets, H. Gietema, J. Lammers, P. Zanen, H. de Koning, C. van der Aalst, M. Oudkerk, R. Vliegenthart, I. Išgum, M. Prokop, B. van Ginneken, E. van Rikxoort and P. de Jong, "Discriminating dominant computed tomography phenotypes in smokers without or with mild COPD", Respiratory Medicine, 2014;108:136-143.
Papers in conference proceedings
- C. Jacobs, S. Opdam, E. van Rikxoort, O. Mets, J. Rooyackers, P. de Jong, M. Prokop and B. van Ginneken, "Automated detection and quantification of micronodules in thoracic CT scans to identify subjects at risk for silicosis", Medical Imaging, 2014;9035:90351I.
Abstracts
- B. van Ginneken, C. Jacobs, E. Scholten, M. Prokop and P. de Jong, "Feasibility of Rapid Reading of CT Lung Cancer Screening with Computer-Aided Detection Support", Annual Meeting of the Radiological Society of North America, 2014.
- M. Oei, R. Manniesing, W. and van denRieneke Boom, B. van Ginneken, F. Meijer and M. Prokop, "One-Step-Stroke CT Imaging - Part I: Optimization of Interleaved Acquisition of Cerebral CT Perfusion and Neck CT Angiography", Annual Meeting of the Radiological Society of North America, 2014.
- F. Ciompi, B. de Hoop, C. Jacobs, M. Prokop, P. a de Jong and B. van Ginneken, "Automatic Classification of Perifissural Pulmonary Nodules in Thoracic CT Images", Annual Meeting of the Radiological Society of North America, 2014.
2013
Papers in international journals
- E. Scholten, B. de Hoop, C. Jacobs, S. van de Amelsvoort-van Vorst, R. van Klaveren, M. Oudkerk, R. Vliegenthart, H. de Koning, C. van der Aalst, W. Mali, H. Gietema, M. Prokop, B. van Ginneken and P. de Jong, "Semi-automatic quantification of subsolid pulmonary nodules: comparison with manual measurements", PLoS One, 2013;8(11):e80249.
- O. Mets, R. Vliegenthart, M. Gondrie, M. Viergever, M. Oudkerk, H. de Koning, W. Mali, M. Prokop, R. van Klaveren, Y. van der Graaf, C. Buckens, P. Zanen, J. Lammers, H. Groen, I. Išgum and P. de Jong, "Lung Cancer Screening CT-Based Prediction of Cardiovascular Events", JACC Cardiovascular Imaging, 2013;6:899-907.
- E. Smit, E. Vonken, T. van Seeters, J. Dankbaar, I. van der Schaaf, L. Kappelle, B. van Ginneken, B. Velthuis and M. Prokop, "Timing-Invariant Imaging of Collateral Vessels in Acute Ischemic Stroke", Stroke, 2013;44:2194-2199.
- O. Mets, M. Schmidt, C. Buckens, M. Gondrie, I. Išgum, M. Oudkerk, R. Vliegenthart, H. de Koning, C. van der Aalst, M. Prokop, J. Lammers, P. Zanen, F. Mohamed Hoesein, W. Mali, B. van Ginneken, E. van Rikxoort and P. de Jong, "Diagnosis of chronic obstructive pulmonary disease in lung cancer screening Computed Tomography scans: independent contribution of emphysema, air trapping and bronchial wall thickening", Respiratory Research, 2013;14(1):59.
- O. Mets, P. de Jong, B. van Ginneken, C. Kruitwagen, M. Prokop, M. Oudkerk, J. Lammers and P. Zanen, "CT Air Trapping Is Independently Associated with Lung Function Reduction over Time", PLoS One, 2013;8(4):e61783.
- E. Scholten, W. Mali, M. Prokop, B. van Ginneken, R. Glandorf, R. van Klaveren, M. Oudkerk and P. de Jong, "Non-solid lung nodules on low-dose computed tomography: comparison of detection rate between 3 visualization techniques", Cancer Imaging, 2013;13(2):150-154.
Papers in conference proceedings
- J. Mordang, M. Oei, R. van den Boom, E. Smit, M. Prokop, B. van Ginneken and R. Manniesing, "A Pattern Recognition Framework for Vessel Segmentation in 4D CT of the Brain", Medical Imaging, 2013:866919.
- H. Laue, M. Oei, L. Chen, I. Kompan, H. Hahn, M. Prokop and R. Manniesing, "Automated Artery and Vein Detection in Dynamic CT data with an Unsupervised Classification Algorithm of the Time Intensity Curves", Medical Imaging, 2013.
Abstracts
- S. van Riel, E. van Rikxoort, C. Jacobs, S. Schalekamp, M. Prokop, B. van Ginneken, P. de Jong, E. Scholten, H. Gietema and C. Schaefer-Prokop, "Intra- and inter-reader variability of pulmonary nodule classification according to the Fleischner guidelines: clinical consequences", Annual Meeting of the Radiological Society of North America, 2013.
- B. van Ginneken, E. van Rikxoort, S. Lafebre, C. Jacobs, M. Schmidt, J. Kuhnigk, M. Prokop, C. Schaefer-Prokop, J. Charbonnier, L. Hogeweg, P. Maduskar, L. Gallardo-Estrella, R. Philipsen and B. Lassen, "CIRRUS Lung: an optimized workflow for quantitative image analysis of thoracic computed tomography and chest radiography for major pulmonary diseases: chronic obstructive pulmonary disease, lung cancer and tuberculosis", Annual Meeting of the Radiological Society of North America, 2013.
- M. Oei, R. van den Boom, L. Oostveen, H. Laue, B. van Ginneken, R. Manniesing and M. Prokop, "Influence of Temporal Sampling Rate of CTP acquisitions on Cerebral Perfusion Maps using a Digital Phantom", European Congress of Radiology, 2013.
- C. Jacobs, E. van Rikxoort, J. Kuhnigk, E. Scholten, P. de Jong, C. Schaefer-Prokop, M. Prokop and B. van Ginneken, "Non-solid, part-solid or solid? Classification of pulmonary nodules in thoracic CT by radiologists and a computer-aided diagnosis system", European Congress of Radiology, 2013.
- C. Jacobs, B. van Ginneken, S. Fromme, M. Prokop and E. van Rikxoort, "Benchmarking computer-aided detection of pulmonary nodules on the recently completed publicly available LIDC/IDRI database", Annual Meeting of the Radiological Society of North America, 2013.
- M. Brink, E. van Rikxoort, J. Charbonnier, S. van Riel, C. Schaefer-Prokop and M. Prokop, "Iodine Mapping of the Lung Using Subtraction Imaging for Pulmonary Embolism: Technique and Initial Clinical Experience", Annual Meeting of the Radiological Society of North America, 2013.
- C. Jacobs, E. van Rikxoort, J. Kuhnigk, E. Scholten, P. de Jong, C. Schaefer-Prokop, M. Prokop and B. van Ginneken, "Automated characterization of pulmonary nodules in thoracic CT images using a segmentation-based classification system", European Congress of Radiology, 2013.
- S. van Riel, C. Schaefer-Prokop, E. van Rikxoort, B. van Ginneken, M. Prokop, S. Schalekamp, C. Jacobs, P. de Jong, H. Gietema and E. Scholten, "Impact of section thickness on classification of pulmonary nodules into solid, part-solid, and non-solid: an observer study", Annual Meeting of the Radiological Society of North America, 2013.
- R. van den Boom, M. Oei, L. Oostveen, H. Laue, B. van Ginneken, R. Manniesing and M. Prokop, "Effect of dose reduction on cerebral CT perfusion maps: results from a hybrid digital perfusion phantom", European Congress of Radiology, 2013.
2012
Papers in international journals
- O. Mets, P. Zanen, J. Lammers, I. Išgum, H. Gietema, B. van Ginneken, M. Prokop and P. de Jong, "Early Identification of Small Airways Disease on Lung Cancer Screening CT: Comparison of Current Air Trapping Measures", Lung, 2012;190:629-633.
- I. Išgum, M. Prokop, M. Niemeijer, M. Viergever and B. van Ginneken, "Automatic coronary calcium scoring in low-dose chest computed tomography", IEEE Transactions on Medical Imaging, 2012;31:2322 - 2334.
- B. de Hoop, B. van Ginneken, H. Gietema and M. Prokop, "Pulmonary Perifissural Nodules on CT Scans: Rapid Growth Is Not a Predictor of Malignancy", Radiology, 2012;265(2):611-616.
- P. Lo, B. van Ginneken, J. Reinhardt, Y. Tarunashree, P. de Jong, B. Irving, C. Fetita, M. Ortner, R. Pinho, J. Sijbers, M. Feuerstein, A. Fabijanska, C. Bauer, R. Beichel, C. Mendoza, R. Wiemker, J. Lee, A. Reeves, S. Born, O. Weinheimer, E. van Rikxoort, J. Tschirren, K. Mori, B. Odry, D. Naidich, I. Hartmann, E. Hoffman, M. Prokop, J. Pedersen and M. de Bruijne, "Extraction of Airways from CT (EXACT'09)", IEEE Transactions on Medical Imaging, 2012;31(11):2093-2107.
- A. Mendrik, E. Vonken, G. de Kort, B. van Ginneken, E. Smit, M. Viergever and M. Prokop, "Improved Arterial Visualization in Cerebral CT Perfusion-Derived Arteriograms Compared with Standard CT Angiography: A Visual Assessment Study", American Journal of Neuroradiology, 2012;33(11):2171-2177.
- K. Murphy, J. Pluim, E. van Rikxoort, P. de Jong, B. de Hoop, H. Gietema, O. Mets, M. de Bruijne, P. Lo, M. Prokop and B. van Ginneken, "Toward automatic regional analysis of pulmonary function using inspiration and expiration thoracic CT", Medical Physics, 2012;39(3):1650-1662.
- E. Smit, E. Vonken, I. van der Schaaf, A. Mendrik, J. Dankbaar, A. Horsch, T. van Seeters, B. van Ginneken and M. Prokop, "Timing-Invariant Reconstruction for Deriving High-quality CT Angiographic Data from Cerebral CT Perfusion Data", Radiology, 2012;263:216-225.
- F. Mohamed Hoesein, E. van Rikxoort, B. van Ginneken, P. de Jong, M. Prokop, J. Lammers and P. Zanen, "CT-quantified emphysema distribution is associated with lung function decline", European Respiratory Journal, 2012;40(4):844-850.
- R. Wittenberg, F. Berger, J. Peters, M. Weber, F. van Hoorn, L. Beenen, M. van Doorn, J. van Schuppen, I. Zijlstra, M. Prokop and C. Schaefer-Prokop, "Acute pulmonary embolism: effect of a computer-assisted detection prototype on diagnosis--an observer study", Radiology, 2012;262(1):305-313.
- R. Wittenberg, J. Peters, M. Weber, R. Lely, L. Cobben, M. Prokop and C. Schaefer-Prokop, "Stand-alone performance of a computer-assisted detection prototype for detection of acute pulmonary embolism: a multi-institutional comparison", British Journal of Radiology, 2012;85(1014):758-764.
- O. Mets, K. Murphy, P. Zanen, H. Gietema, J. Lammers, B. van Ginneken, M. Prokop and P. de Jong, "The relationship between lung function impairment and quantitative computed tomography in chronic obstructive pulmonary disease", European Radiology, 2012;22(1):120-128.
Papers in conference proceedings
- R. van den Boom, M. Oei, S. Lafebre, L. Oostveen, A. Meijer, S. Steens, M. Prokop, B. van Ginneken and R. Manniesing, "Brain Tissue Segmentation in 4D CT Images Using Voxel Classification", Medical Imaging, 2012;8314:83144B-83144B-6.
Abstracts
- C. Jacobs, J. Kuhnigk, E. van Rikxoort, T. Twellmann, P. de Jong, H. Gietema, B. Lassen, C. Schaefer-Prokop, M. Prokop and B. van Ginneken, "Optimized workflow for low dose thoracic CT lung cancer screening: automated detection, measurement, temporal matching and volumetry and mass analysis, individualized prediction of cancer risk, structured reporting with follow-up recommendation", Annual Meeting of the Radiological Society of North America, 2012.
- A. Nair, S. Desai, C. J., A. Edey, S. Walsh, G. Robinson, J. Field, D. Baldwin, R. Vliegenthart, M. Oudkerk, B. van Ginneken, P. de Jong, M. Prokop, D. Hansell and A. Devaraj, "The impact of numbers of readers and methods of arbitration on pulmonary nodule detection in the context of lung cancer screening with CT", Annual Meeting of the European Society of Thoracic Imaging, 2012.
- R. van den Boom, M. Oei, L. Oostveen, S. Lafebre, B. van Ginneken, R. Manniesing and M. Prokop, "Effect of radiation exposure on quantitative evaluation of cerebral CT perfusion maps: results from a hybrid digital phantom", European Congress of Radiology, 2012.
- C. Jacobs, E. van Rikxoort, T. Twellmann, P. de Jong, C. Schaefer-Prokop, M. Prokop and B. van Ginneken, "Improved computer-aided detection of pulmonary nodules by combining a solid and subsolid nodule CAD system", Annual Meeting of the Radiological Society of North America, 2012.
- M. Oei, R. van den Boom, L. Oostveen, S. Lafebre, E. Smit, B. van Ginneken, R. Manniesing and M. Prokop, "Hybrid digital phantom for optimizing data acquisition strategies in CT perfusion", European Congress of Radiology, 2012.
- J. Mordang, M. Oei, R. van den Boom, H. Laue, L. Oostveen, M. Prokop, B. van Ginneken and R. Manniesing, "Effect of Dose Reduction in CT Perfusion Scans on Cerebral Blood Flow and Volume Computed with Three Perfusion Software Packages: Analysis with a Digital Phantom", Annual Meeting of the Radiological Society of North America, 2012.
- B. Lassen, M. Schmidt, E. van Rikxoort, B. van Ginneken, C. Jacobs, J. Kuhnigk and M. Prokop, "Automated and interactive image analysis workstation for the extraction of imaging biomarkers related to chronic obstructive pulmonary disease from thoracic computed tomography scans", Annual Meeting of the Radiological Society of North America, 2012.
- E. Smit, E. Vonken, F. Meijer, J. Dankbaar, A. Horsch, B. van Ginneken, B. Velthuis, I. van der Schaaf and M. Prokop, "Acute Ischemic Stroke Assessment on CT-Angiography That Derived from CT-Perfusion Images", Annual Meeting of the Radiological Society of North America, 2012.
2011
Papers in international journals
- B. van Ginneken, C. Schaefer-Prokop and M. Prokop, "Computer-aided Diagnosis: how to Move from the Laboratory to the Clinic", Radiology, 2011;261(3):719-732.
- O. Mets, C. Buckens, P. Zanen, I. Išgum, B. van Ginneken, M. Prokop, H. Gietema, J. Lammers, R. Vliegenthart, M. Oudkerk, R. van Klaveren, H. de Koning, W. Mali and P. de Jong, "Identification of Chronic Obstructive Pulmonary Disease in Lung Cancer Screening Computed Tomographic Scans", Journal of the American Medical Association, 2011;306(16):1775-1781.
- A. Mendrik, E. Vonken, B. van Ginneken, H. de Jong, A. Riordan, T. van Seeters, E. Smit, M. Viergever and M. Prokop, "TIPS bilateral noise reduction in 4D CT perfusion scans produces high-quality cerebral blood flow maps", Physics in Medicine and Biology, 2011;56:3857-3872.
- F. Mohamed Hoesein, B. de Hoop, P. Zanen, H. Gietema, C. Kruitwagen, B. van Ginneken, I. Išgum, C. Mol, R. van Klaveren, A. Dijkstra, H. Groen, H. Boezen, D. Postma, M. Prokop and J. Lammers, "CT-quantified emphysema in male heavy smokers: association with lung function decline", Thorax, 2011;66:782-787.
- M. Adriaensen, C. Schaefer-Prokop, D. Duyndam, B. Zonnenberg and M. Prokop, "Radiological evidence of lymphangioleiomyomatosis in female and male patients with tuberous sclerosis complex", Clinical Radiology, 2011;66(7):625-628.
- M. Adriaensen, M. van Oosterhout, H. Feringa, C. Schaefer-Prokop, B. Zonnenberg and M. Prokop, "Mature fat cells in the myocardium of patients with tuberous sclerosis complex", Journal of Clinical Pathology, 2011;64(3):244-245.
- R. Wittenberg, J. Peters, J. Sonnemans, S. Bipat, M. Prokop and C. Schaefer-Prokop, "Impact of image quality on the performance of computer-aided detection of pulmonary embolism", American Journal of Roentgenology, 2011;196(1):95-101.
- M. Adriaensen, H. Feringa, C. Schaefer-Prokop, S. Cornelissen, B. Zonnenberg and M. Prokop, "Focal fatty areas in the myocardium of patients with tuberous sclerosis complex: a unique finding", Journal of Thoracic Imaging, 2011;26(1):W12-W13.
- M. Niemeijer, M. Loog, M. Abràmoff, M. Viergever, M. Prokop and B. van Ginneken, "On Combining Computer-Aided Detection Systems", IEEE Transactions on Medical Imaging, 2011;30(2):215-223.
Abstracts
- I. Išgum, P. de Jong, W. Mali, B. van Ginneken, M. Prokop and M. Viergever, "Automatic Coronary Calcium Scoring in Low-Dose Non-ECG-synchronized Chest Computed Tomography (CT) Scans from a Lung Cancer Screening Trial", Annual Meeting of the Radiological Society of North America, 2011.
2010
Papers in international journals
- B. de Hoop, D. de Boo, H. Gietema, F. van Hoorn, B. Mearadji, L. Schijf, B. van Ginneken, M. Prokop and C. Schaefer-Prokop, "Computer-aided Detection of Lung Cancer on Chest Radiographs: Effect on Observer Performance", Radiology, 2010;257(2):532-540.
- A. Mendrik, E. Vonken, B. van Ginneken, E. Smit, A. Waaijer, G. Bertolini, M. Viergever and M. Prokop, "Automatic segmentation of intracranial arteries and veins in four-dimensional cerebral CT perfusion scans", Medical Physics, 2010;37(6):2956-2966.
- B. van Ginneken, S. Armato, B. de Hoop, S. van de Vorst, T. Duindam, M. Niemeijer, K. Murphy, A. Schilham, A. Retico, M. Fantacci, N. Camarlinghi, F. Bagagli, I. Gori, T. Hara, H. Fujita, G. Gargano, R. Belloti, F. Carlo, R. Megna, S. Tangaro, L. Bolanos, P. Cerello, S. Cheran, E. Torres and M. Prokop, "Comparing and combining algorithms for computer-aided detection of pulmonary nodules in computed tomography scans: the ANODE09 study", Medical Image Analysis, 2010;14:707-722.
- M. Adriaensen, M. Cramer, M. Brouha, C. Schaefer-Prokop, M. Prokop, P. Doevendans, B. Zonnenberg and H. Feringa, "Echocardiographic screening results in patients with tuberous sclerosis complex", Texas Heart Institute Journal, 2010;37(3):280-283.
- B. de Hoop, C. Schaefer-Prokop, H. Gietema, P. de Jong, B. van Ginneken, R. van Klaveren and M. Prokop, "Screening for lung cancer with digital chest radiography: sensitivity and number of secondary work-up CT examinations", Radiology, 2010;255(2):629-637.
- P. Jacobs, I. Išgum, M. Gondrie, W. Mali, B. van Ginneken, M. Prokop and Y. der Graaf, "Coronary artery calcification scoring in low-dose ungated CT screening for lung cancer: interscan agreement", American Journal of Roentgenology, 2010;194(5):1244-1249.
- E. van Rikxoort, M. Prokop, B. de Hoop, M. Viergever, J. Pluim and B. van Ginneken, "Automatic Segmentation of Pulmonary Lobes Robust Against Incomplete Fissures", IEEE Transactions on Medical Imaging, 2010;29(6):1286-1296.
- I. Išgum, A. Rutten, M. Prokop, M.Staring, S. Klein, J. Pluim, M. Viergever and B. van Ginneken, "Automated aortic calcium scoring on low-dose chest computed tomography", Medical Physics, 2010;37(2):714-723.
- Y. Arzhaeva, M. Prokop, K. Murphy, E. van Rikxoort, P. de Jong, H. Gietema, M. Viergever and B. van Ginneken, "Automated estimation of progression of interstitial lung disease in CT images", Medical Physics, 2010;37(1):63-73.
- B. de Hoop, H. Gietema, S. van de Vorst, K. Murphy, R. van Klaveren and M. Prokop, "Pulmonary ground-glass nodules: increase in mass as an early indicator of growth", Radiology, 2010;255(1):199-206.
- P. Jacobs, M. Prokop, Y. van der Graaf, M. Gondrie, K. Janssen, H. de Koning, I. Išgum, R. van Klaveren, M. Oudkerk, B. van Ginneken and W. Mali, "Comparing coronary artery calcium and thoracic aorta calcium for prediction of all-cause mortality and cardiovascular events on low-dose non-gated computed tomography in a high-risk population of heavy smokers", Atherosclerosis, 2010;209(2):455-462.
- R. Wittenberg, J. Peters, J. Sonnemans, M. Prokop and C. Schaefer-Prokop, "Computer-assisted detection of pulmonary embolism: evaluation of pulmonary CT angiograms performed in an on-call setting", European Radiology, 2010;20(4):801-806.
- H. Gietema, P. Zanen, A. Schilham, B. van Ginneken, R. van Klaveren, M. Prokop and J. Lammers, "Distribution of emphysema in heavy smokers: impact on pulmonary function", Respiratory Medicine, 2010;104(1):76-82.
- H. Gietema, P. Zanen, A. Schilham, B. van Ginneken, R. van Klaveren, M. Prokop and J. Lammers, "Reply to Hochheggar et al", Respiratory Medicine, 2010;104(7):1074.
Papers in conference proceedings
- E. Smit, J. Dankbaar, A. Mendrik, B. van Ginneken, E. Vonken and M. Prokop, "Reconstruction of High Quality CT Angiography from Noisy Cerebral CT Perfusion Data", Annual Meeting of the Radiological Society of North America, 2010.
- I. Išgum, M. Prokop, P. Jacobs, M. Gondrie, W. Mali, M. Viergever and B. van Ginneken, "Automatic coronary calcium scoring in low-dose non-ECG-synchronized thoracic CT scans", Medical Imaging, 2010;7624:76240M1-76240M8.
- A. Mendrik, E. Vonken, J. Dankbaar, M. Prokop and B. van Ginneken, "Noise filtering in thin-slice 4D cerebral CT perfusion scans", Medical Imaging, 2010;7623:76230N1-76230N8.
2009
Papers in international journals
- D. de Boo, M. Prokop, M. Uffmann, B. van Ginneken and C. Schaefer-Prokop, "Computer-aided detection (CAD) of lung nodules and small tumours on chest radiographs", European Journal of Radiology, 2009;72(2):218-225.
- M. Adriaensen, C. Schaefer-Prokop, D. Duyndam, B. Zonnenberg and M. Prokop, "Fatty foci in the myocardium in patients with tuberous sclerosis complex: common finding at CT", Radiology, 2009;253(2):359-363.
- C. Schaefer-Prokop, D. Boo, M. Uffmann and M. Prokop, "DR and CR: Recent advances in technology", European Journal of Radiology, 2009;72(2):194-201.
- E. van Rikxoort, B. de Hoop, M. Viergever, M. Prokop and B. van Ginneken, "Automatic lung segmentation from thoracic computed tomography scans using a hybrid approach with error detection", Medical Physics, 2009;36(7):2934-2947.
- K. Murphy, B. van Ginneken, A. Schilham, B. de Hoop, H. Gietema and M. Prokop, "A Large Scale Evaluation of Automatic Pulmonary Nodule Detection in Chest CT using Local Image Features and k-Nearest-Neighbour Classification", Medical Image Analysis, 2009;13(5):757-770.
- B. van Ginneken, L. Hogeweg and M. Prokop, "Computer-aided diagnosis in chest radiography: beyond nodules", European Journal of Radiology, 2009;72(2):226-230.
- M. Adriaensen, C. Schaefer-Prokop, T. Stijnen, D. Duyndam, B. Zonnenberg and M. Prokop, "Prevalence of subependymal giant cell tumors in patients with tuberous sclerosis and a review of the literature", European Journal of Neurology, 2009;16(6):691-696.
- E. van Rikxoort, B. de Hoop, S. van de Vorst, M. Prokop and B. van Ginneken, "Automatic segmentation of pulmonary segments from volumetric chest CT scans", IEEE Transactions on Medical Imaging, 2009;28(4):621-630.
- I. Išgum, M. Staring, A. Rutten, M. Prokop, M. Viergever and B. van Ginneken, "Multi-Atlas-Based Segmentation With Local Decision Fusion - Application to Cardiac and Aortic Segmentation in CT Scans", IEEE Transactions on Medical Imaging, 2009;28:1000-1010.
- M. Staring, J. Pluim, B. de Hoop, S. Klein, B. van Ginneken, H. Gietema, G. Nossent, C. Schaefer-Prokop, S. van de Vorst and M. Prokop, "Image Subtraction Facilitates Assessment of Volume and Density Change in Ground-Glass Opacities in Chest CT", Investigative Radiology, 2009;44(2):61-66.
- B. de Hoop, H. Gietema, B. van Ginneken, P. Zanen, G. Groenewegen and M. Prokop, "A comparison of six software packages for evaluation of solid lung nodules using semi-automated volumetry: what is the minimum increase in size to detect growth in repeated CT examinations", European Radiology, 2009;19(4):800-808.
Papers in conference proceedings
- E. van Rikxoort, M. Prokop, B. de Hoop, M. Viergever, J. Pluim and B. van Ginneken, "Automatic segmentation of the pulmonary lobes from fissures, airways, and lung borders: evaluation of robustness against missing data", Medical Image Computing and Computer-Assisted Intervention, 2009(5761):263-271.
- A. Mendrik, E. Vonken, A. Waaijer, E. Smit, M. Prokop and B. van Ginneken, "Segmentation of arteries and veins on 4D CT perfusion scans for constructing arteriograms and venograms", Medical Imaging, 2009;7259:72590Z1-72590Z7.
Abstracts
- B. van Ginneken, K. Murphy, E. van Rikxoort, I. Išgum, B. de Hoop, M. Prokop, P. de Jong and H. Gietema, "Quantification of Emphysema and Small Airway Disease in COPD Patients from Lobar Analysis of Volumetric Inspiration and Expiration Thoracic CT Scans", Annual Meeting of the Radiological Society of North America, 2009.
- K. Murphy, B. van Ginneken, J. Pluim, T. Altes, M. Prokop and E. de Lange, "Comparison of airflow defects in asthma patients assessed by breath-hold inspiration and expiration CT and by hyperpolarized helium-3 magnetic resonance imaging", Annual Meeting of the Radiological Society of North America, 2009.
- A. Mendrik, E. Vonken, E. Smit, B. van Ginneken and M. Prokop, "Reduction of Venous Overprojection Using Cerebral Arteriograms from CT Perfusion Scans of Subarachnoid Hemorrhage Patients", Annual Meeting of the Radiological Society of North America, 2009.
- I. Išgum, B. van Ginneken, P. Jacobs, M. Gondrie, W. Mali and M. Prokop, "Automatic determination of cardiovascular risk from thoracic CT scans using a coronary calcium atlas", Annual Meeting of the Radiological Society of North America, 2009.
- E. van Rikxoort, M. Prokop, B. de Hoop, J. Pluim and B. van Ginneken, "Automatic Segmentation of the Pulmonary Lobes from Computed Tomography Chest CT Scans: Robustness Against Incomplete Fissures by Including Contextual Information", Annual Meeting of the Radiological Society of North America, 2009.
- E. Smit, A. Mendrik, A. Waaijer, G. Bertolini, E. Vonken, B. van Ginneken and M. Prokop, "Reconstruction of high-quality CTA from noisy cerebral CT perfusion data", European Congress of Radiology, 2009.
- B. de Hoop, P. Zanen, H. Gietema, B. van Ginneken, H. Groen and M. Prokop, "The Predictive Value of CT Quantified Pulmonary Emphysema on the Decline of Lung Function in Chronic Smokers: Results of a Long-term Follow-up Study", Annual Meeting of the Radiological Society of North America, 2009.
- I. Išgum, P. Jacobs, M. Gondrie, B. van Ginneken, M. Oudkerk, W. Mali, Y. van der Graaf and M. Prokop, "Cardiovascular risk assessment in lung cancer screening scans: do coronary and aortic calcium scores yield comparable risks for individual subjects?", European Congress of Radiology, 2009.
2008
Papers in international journals
- C. Schaefer-Prokop and M. Prokop, "CTPA for the diagnosis of acute pulmonary embolism during pregnancy", European Radiology, 2008;18(12):2705-2708.
- C. Schaefer-Prokop, U. Neitzel, H. Venema, M. Uffmann and M. Prokop, "Digital chest radiography: an update on modern technology, dose containment and control of image quality", European Radiology, 2008;18(9):1818-30.
- B. Stoel, D. Parr, E. Bakker, H. Putter, J. Stolk, H. Gietema, A. Schilham, B. van Ginneken, R. van Klaveren, J. Lammers and M. Prokop, "Can the extent of low-attenuation areas on CT scans really demonstrate changes in the severity of emphysema?", Radiology, 2008;247(1):293-4; author reply 294.
- E. van Rikxoort, B. van Ginneken, M. Klik and M. Prokop, "Supervised enhancement filters: application to fissure detection in chest CT scans", IEEE Transactions on Medical Imaging, 2008;27(1):1-10.
Papers in conference proceedings
- B. van Ginneken, A. Tan, K. Murphy, B. de Hoop and M. Prokop, "Automated detection of nodules attached to the pleural and mediastinal surface in low-dose CT scans", Medical Imaging, 2008;6915:69150X1-69150X10.
Abstracts
- B. de Hoop, B. van Ginneken, C. Schaefer-Prokop, P. de Jong, H. Gietema and M. Prokop, "Workup of suspicious lesions on digital chest radiography: estimation of the number of unnecessary follow-up CT scans in relation to the threshold of radiological suspicion on chest radiographs", Annual Meeting of the Radiological Society of North America, 2008.
- B. van Ginneken, B. de Hoop, E. van Rikxoort, K. Murphy and M. Prokop, "Relating Airway Morphology in Heavy Smokers to Pulmonary Function Impairment", Annual Meeting of the Radiological Society of North America, 2008.
- B. de Hoop, H. Gietema, B. van Ginneken, P. Zanen and M. Prokop, "Variability of semi-automated pulmonary nodule volume measurements: A comparison of 6 lung nodule evaluation software packages", Annual Meeting of the Radiological Society of North America, 2008.
- K. Murphy, B. van Ginneken, E. van Rikxoort, B. de Hoop, J. Pluim and M. Prokop, "Prediction of Obstructive Pulmonary Function by Quantitative Lobar Evaluation of Density Change between Inspiration and Expiration on Thoracic CT", Annual Meeting of the Radiological Society of North America, 2008.
- E. van Rikxoort, B. van Ginneken, J. Goldin, M. Brown and M. Prokop, "Automatic Quantification of Completeness of Pulmonary Fissures on a Large Database", Annual Meeting of the Radiological Society of North America, 2008.
- B. van Ginneken, E. van Rikxoort, W. Baggerman, B. de Hoop and M. Prokop, "Automatic Extraction and Anatomical Labeling of the Airway Tree from Inspiration and Expiration Thoracic CT Scans", Annual Meeting of the Radiological Society of North America, 2008.
- B. van Ginneken, B. de Hoop and M. Prokop, "Automatic Estimation of Three-Dimensional Lung Volume from Posterior-Anterior and Lateral Chest Radiographs", Annual Meeting of the Radiological Society of North America, 2008.
- K. Murphy, M. Prokop, C. Schaefer-Prokop, H. Gietema, G. Nossent, B. van Ginneken, J. Pluim and Y. Arzhaeva, "Improved Efficiency of Assessment of Interstitial Lung Disease Progression in CT of the Chest by Visualisation of Automatically-registered Image Pairs", Annual Meeting of the Radiological Society of North America, 2008.
2007
Papers in international journals
- Y. Arzhaeva, M. Prokop, D. Tax, P. de Jong, C. Schaefer-Prokop and B. van Ginneken, "Computer-aided detection of interstitial abnormalities in chest radiographs using a reference standard based on computed tomography", Medical Physics, 2007;34(12):4798-4809.
- H. Gietema, A. Schilham, B. van Ginneken, R. van Klaveren, J. Lammers and M. Prokop, "Monitoring of smoking-induced emphysema with CT in a lung cancer screening setting: detection of real increase in extent of emphysema", Radiology, 2007;244(3):890-897.
- I. Išgum, A. Rutten, M. Prokop and B. van Ginneken, "Detection of coronary calcifications from computed tomography scans for automated risk assessment of coronary artery disease", Medical Physics, 2007;34(4):1450-1461.
- P. Peloschek, J. Sailer, M. Weber, C. Herold, M. Prokop and C. Schaefer-Prokop, "Pulmonary nodules: sensitivity of maximum intensity projection versus that of volume rendering of 3D multidetector CT data", Radiology, 2007;243(2):561-569.
Papers in conference proceedings
- K. Murphy, A. Schilham, H. Gietema, M. Prokop and B. van Ginneken, "Automated detection of pulmonary nodules from low-dose computed tomography scans using a two-stage classification system based on local image features", Medical Imaging, 2007;6514:651410-1-651410-12.
Abstracts
- H. Gietema, P. Zanen, A. Schilham, B. van Ginneken, R. van Klaveren and M. Prokop, "Distribution of emphysema in heavy smokers: Impact on extent of airflow limitation and gas exchange impairment", Annual Meeting of the Radiological Society of North America, 2007:610.
- A. Mendrik, E. Vonken, B. van Ginneken and M. Prokop, "Automatic segmentation of arteries and veins in 4D cerebral CT perfusion scans", Annual Meeting of the Radiological Society of North America, 2007:644.
- I. Išgum, A. Rutten, M. Prokop and B. van Ginneken, "Automated Calcium Scoring in the Aorta in Low Dose Non-contrast-enhanced CT Scans of the Thorax", Annual Meeting of the Radiological Society of North America, 2007:405.
- E. van Rikxoort, M. Prokop, B. de Hoop, H. Gietema and B. van Ginneken, "Automatic Estimation of Lobar and Segmental Variation of Emphysema Distribution in Chronic Smokers", Annual Meeting of the Radiological Society of North America, 2007:610.
- Y. Arzhaeva, M. Prokop, P. de Jong, C. Schaefer-Prokop and B. van Ginneken, "Computer-aided detection of interstitial abnormalities in chest radiographs", Annual Meeting of the Radiological Society of North America, 2007:407.
- Y. Arzhaeva, K. Murphy, M. Prokop, C. Schaefer-Prokop and B. van Ginneken, "Application of computerized texture analysis of CT lung images for estimation of interstitial lung disease progression", Annual Meeting of the Radiological Society of North America, 2007:267.
- E. van Rikxoort, M. Prokop and B. van Ginneken, "Automatic Lung Segmentation from Chest CT Scans Using a Hybrid Algorithm Robust against Pathology", Annual Meeting of the Radiological Society of North America, 2007:267.
PhD theses
- H. Gietema, "Low Dose Computed Tomography of the Chest: Applications and Limitations", PhD thesis, 2007.
2006
Papers in international journals
- I. Sluimer, M. Prokop, I. Hartmann and B. van Ginneken, "Automated classification of hyperlucency, fibrosis, ground glass, solid and focal lesions in high resolution CT of the lung", Medical Physics, 2006;33(7):2610-2620.
- A. Schilham, B. van Ginneken, H. Gietema and M. Prokop, "Local noise weighted filtering for emphysema scoring of low-dose CT images", IEEE Transactions on Medical Imaging, 2006;25:451-463.
- I. Sluimer, A. Schilham, M. Prokop and B. van Ginneken, "Computer analysis of computed tomography scans of the lung: a survey", IEEE Transactions on Medical Imaging, 2006;25(4):385-405.
Papers in conference proceedings
- M. Klik, E. van Rikxoort, J. Peters, H. Gietema, M. Prokop and B. van Ginneken, "Improved classification of pulmonary nodules by automated detection of benign subpleural lymph nodes", IEEE International Symposium on Biomedical Imaging, 2006:494-497.
Abstracts
- E. van Rikxoort, H. Gietema, M. Prokop and B. van Ginneken, "Fully automatic segmentation of pulmonary segments from computed tomography chest scans", Annual Meeting of the Radiological Society of North America, 2006.
- B. van Ginneken, M. Klik, E. van Rikxoort, H. Gietema, J. Peters and M. Prokop, "Computer-aided diagnosis for distinguishing benign perifissural opacities from other pulmonary nodules in computed tomography chest scans", Annual Meeting of the Radiological Society of North America, 2006:598.
2005
Papers in international journals
- C. Schaefer-Prokop and M. Prokop, "MDCT for the diagnosis of acute pulmonary embolism", European Radiology, 2005;15 Suppl 4:D37-D41.
- I. Sluimer, M. Prokop and B. van Ginneken, "Toward automated segmentation of the pathological lung in CT", IEEE Transactions on Medical Imaging, 2005;24(8):1025-1038.
- M. Uffmann, U. Neitzel, M. Prokop, N. Kabalan, M. Weber, C. Herold and C. Schaefer-Prokop, "Flat-panel-detector chest radiography: effect of tube voltage on image quality", Radiology, 2005;235(2):642-650.
- M. Uffmann, M. Prokop, E. Eisenhuber, M. Fuchsjäger, M. Weber and C. Schaefer-Prokop, "Computed radiography and direct radiography: influence of acquisition dose on the detection of simulated lung lesions", Investigative Radiology, 2005;40(5):249-256.
- M. Memarsadeghi, G. Heinz-Peer, T. Helbich, C. Schaefer-Prokop, G. Kramer, M. Scharitzer and M. Prokop, "Unenhanced multi-detector row CT in patients suspected of having urinary stone disease: effect of section width on diagnosis", Radiology, 2005;235(2):530-536.
- C. Balassy, M. Prokop, M. Weber, J. Sailer, C. Herold and C. Schaefer-Prokop, "Flat-panel display (LCD) versus high-resolution gray-scale display (CRT) for chest radiography: an observer preference study", American Journal of Roentgenology, 2005;184(3):752-756.
- M. Uffmann, M. Prokop, W. Kupper, T. Mang, V. Fiedler and C. Schaefer-Prokop, "Soft-copy reading of digital chest radiographs: effect of ambient light and automatic optimization of monitor luminance", Investigative Radiology, 2005;40(3):180-185.
- E. Oschatz, M. Prokop, M. Scharitzer, M. Weber, C. Balassy and C. Schaefer-Prokop, "Comparison of liquid crystal versus cathode ray tube display for the detection of simulated chest lesions", European Radiology, 2005;15(7):1472-6.
Papers in conference proceedings
- A. Schilham, M. Prokop, H. Gietema and B. van Ginneken, "Local noise reduction for emphysema scoring in low-dose CT images", Medical Imaging, 2005;5747:921-929.
- I. Išgum, B. van Ginneken, A. Rutten and M. Prokop, "Automated coronary calcification detection and scoring", 4th International Symposium on Image and Signal Processing and Analysis, 2005:127-132.
Abstracts
- I. Išgum, A. Rutten, M. Prokop and B. van Ginneken, "Automated Calcium Scoring for Risk Assessment of Coronary Artery Disease", Annual Meeting of the Radiological Society of North America, 2005.
- A. Schilham, B. van Ginneken, H. Gietema and M. Prokop, "Noise Filtering for Reliable Emphysema Quantification in Thin-slice Low-dose CT Images", Annual Meeting of the Radiological Society of North America, 2005.
- B. van Ginneken, A. Schilham, H. Gietema and M. Prokop, "Automatic correction for the influence of inspiration on pulmonary emphysema quantification from multidetector CT scans", Annual Meeting of the Radiological Society of North America, 2005.
- B. van Ginneken, I. Sluimer, M. Prokop and I. Hartmann, "Automatic detection of the presence of hyperlucencies, fibrosis, ground-glass, consolidations, and focal abnormalities in high resolution CT (HRCT) lung data", Annual Meeting of the Radiological Society of North America, 2005:308.
2004
Papers in international journals
- M. Uffmann, C. Schaefer-Prokop, U. Neitzel, M. Weber, C. Herold and M. Prokop, "Skeletal applications for flat-panel versus storage-phosphor radiography: effect of exposure on detection of low-contrast details", Radiology, 2004;231(2):506-514.
- J. Sailer, M. Prokop, U. Neitzel, M. Weber, P. Peloschek and C. Schaefer-Prokop, "Comparison of an automatic versus a semiautomatic mode for gray-scale adaptation for digital chest radiography", Investigative Radiology, 2004;39(6):325-33.
Papers in conference proceedings
- I. Išgum, B. van Ginneken and M. Prokop, "A pattern recognition approach to automated coronary calcium scoring", International Conference on Pattern Recognition, 2004.
2003
Papers in international journals
- M. Fuchsjäger, C. Schaefer-Prokop, E. Eisenhuber, P. Homolka, M. Weber, M. Funovics and M. Prokop, "Impact of ambient light and window settings on the detectability of catheters on soft-copy display of chest radiographs at bedside", American Journal of Roentgenology, 2003;181(5):1415-1421.
- M. Prokop, U. Neitzel and C. Schaefer-Prokop, "Principles of image processing in digital chest radiography", Journal of Thoracic Imaging, 2003;18(3):148-164.
- C. Schaefer-Prokop, M. Uffmann, E. Eisenhuber and M. Prokop, "Digital radiography of the chest: detector techniques and performance parameters", Journal of Thoracic Imaging, 2003;18(3):124-137.
- C. Schaefer-Prokop, M. Uffmann, J. Sailer, N. Kabalan, C. Herold and M. Prokop, "[Digital thorax radiography: flat-panel detector or storage phosphor plates]", Radiologe, 2003;43(5):351-361.
- E. Eisenhuber, A. Stadler, M. Prokop, M. Fuchsjager, M. Weber and C. Schaefer-Prokop, "Detection of monitoring materials on bedside chest radiographs with the most recent generation of storage phosphor plates: dose increase does not improve detection performance", Radiology, 2003;227(1):216-221.
Other publications
- M. Prokop, M. Galanski and C. Schaefer-Prokop, "Spiral and multislice computed tomography of the body", 2003.
2002
Papers in international journals
- S. Puig, C. Schaefer-Prokop, T. Mang and M. Prokop, "Single- and multi-slice spiral computed tomography of the paediatric kidney", European Journal of Radiology, 2002;43(2):139-145.
- C. Engelke, C. Schaefer-Prokop, E. Schirg, J. Freihorst, S. Grubnic and M. Prokop, "High-resolution CT and CT angiography of peripheral pulmonary vascular disorders", Radiographics, 2002;22(4):739-764.
- C. Schaefer-Prokop and M. Prokop, "New imaging techniques in the treatment guidelines for lung cancer", European Respiratory Journal Supplement, 2002;35:71s-83s.
2001
Papers in international journals
- C. Schaefer-Prokop, E. Eisenhuber, M. Fuchsjäger, S. Puig and M. Prokop, "[Current developments in the area of digital thoracic radiography]", Radiologe, 2001;41(3):230-239.
- C. Schaefer-Prokop, M. Prokop, D. Fleischmann and C. Herold, "High-resolution CT of diffuse interstitial lung disease: key findings in common disorders", European Radiology, 2001;11(3):373-392.
1997
Papers in international journals
- M. Prokop and C. Schaefer-Prokop, "Digital image processing", European Radiology, 1997;7(11):S73-S82.
- C. Schaefer-Prokop and M. Prokop, "Storage phosphor radiography", European Radiology, 1997;7 Suppl 3:S58-S65.
- M. Prokop, H. Shin, A. Schanz and C. Schaefer-Prokop, "Use of maximum intensity projections in CT angiography: a basic review", Radiographics, 1997;17(2):433-451.
- M. Prokop, C. Schaefer-Prokop and M. Galanski, "Spiral CT angiography of the abdomen", Abdominal Imaging, 1997;22(2):143-153.
- C. Schaefer-Prokop and M. Prokop, "Digital radiography of the chest: comparison of the selenium detector with other imaging systems", Medica Mundi, 1997;41(1):2-11.
1996
Papers in international journals
- C. Schaefer-Prokop, M. Prokop, A. Schmidt, U. Neitzel and M. Galanski, "Selenium radiography versus storage phosphor and conventional radiography in the detection of simulated chest lesions", Radiology, 1996;201(1):45-50.
- M. Prokop, C. Schaefer-Prokop and M. Galanski, "[Spiral CT of the lung. Technique, findings, value]", Radiologe, 1996;36(6):457-469.
1995
Papers in international journals
- C. Olbricht, K. Paul, M. Prokop, A. Chavan, C. Schaefer-Prokop, K. Jandeleit, K. Koch and M. Galanski, "Minimally invasive diagnosis of renal artery stenosis by spiral computed tomography angiography", Kidney International, 1995;48(4):1332-1337.
- A. Leppert, M. Prokop, C. Schaefer-Prokop and M. Galanski, "Detection of simulated chest lesions: comparison of a conventional screen-film combination, an asymmetric screen-film system, and storage phosphor radiography", Radiology, 1995;195(1):259-263.
1994
Papers in international journals
- T. de Rooij, J. Oestmann, L. Schultze Kool, H. Vrooman, M. Prokop and C. Schaefer, "Application of AMBER in single- and dual-energy digital imaging: improvement in noise level and display dynamic range", Radiographics, 1994;14(2):407-414.
- W. Kalender, K. Wedding, A. Polacin, M. Prokop, C. Schaefer-Prokop and M. Galanski, "[Basic principles of vascular imaging with spiral CT]", Aktuelle Radiologie, 1994;4(6):287-297.
- M. Galanski, M. Prokop, A. Chavan, C. Schaefer, K. Jandeleit and C. Olbricht, "[Accuracy of CT angiography in the diagnosis of renal artery stenosis]", RöFo, 1994;161(6):519-525.
1993
Papers in international journals
- M. Prokop, C. Schaefer, J. Oestmann and M. Galanski, "Improved parameters for unsharp mask filtering of digital chest radiographs", Radiology, 1993;187(2):521-526.
- C. Schaefer and M. Prokop, "Storage phosphor radiography of the chest", Radiology, 1993;186(2):314-315.
- M. Galanski, M. Prokop, A. Chavan, C. Schaefer, K. Jandeleit and J. Nischelsky, "Renal arterial stenoses: spiral CT angiography", Radiology, 1993;189(1):185-192.
- A. Chavan, M. Galanski, K. Jandeleit, M. Prokop and C. Schaefer, "The kissing balloons technique. Simultaneous dilatation of stenoses of branch arteries at the bifurcation of the renal artery", Acta Radiologica, 1993;34(5):486-488.
- T. Graeter, C. Schaefer, M. Prokop and J. Laas, "Three-dimensional vascular imaging--an additional diagnostic tool", Thoracic and Cardiovascular Surgeon, 1993;41(3):183-185.
- M. Galanski, A. Chavan, M. Prokop, C. Schaefer and J. Harms, "Current status of the imaging modalities in the pre- and postoperative diagnostic workup of liver transplant patients", Bildgebung, 1993;60(2):56-62.
- M. Prokop, C. Schaefer, W. Kalender, A. Polacin and M. Galanski, "[Vascular imaging with spiral-CT. The path to CT-angiography]", Radiologe, 1993;33(12):694-704.
1992
Papers in international journals
- M. Galanski, M. Prokop, E. Thorns, J. Oestmann, S. Reichelt, B. Haubitz, H. Milbradt, A. Gräser, L. Verner and C. Schaefer, "The visibility of a central venous catheter using digital luminescence radiography in intensive care radiology", RöFo, 1992;156(1):68-72.
- C. Schaefer, M. Prokop, J. Oestmann, W. Wiesmann, B. Haubitz, A. Meschede, S. Reichelt, E. Schirg, H. Stender and M. Galanski, "Impact of hard-copy size on observer performance in digital chest radiography", Radiology, 1992;184(1):77-81.
- M. Galanski, E. Schmoll, S. Reichelt, G. Böhmer, M. Prokop, C. Schaefer, A. Schüler, B. Ringe, F. Schmidt and H. Schmoll, "Chemoembolization of hepatocellular carcinoma in cases of isolated liver involvement", Radiologe, 1992;32(2):49-55.
1991
Papers in international journals
- J. Oestmann, S. Reichelt, M. Prokop, C. Schaefer and M. Galanski, "Digital projection radiography", Radiologe, 1991;31(1):1-7.
- J. Oestmann, M. Prokop, C. Schaefer and M. Galanski, "Hardware and software artifacts in storage phosphor radiography", Radiographics, 1991;11(5):795-805.
1990
Papers in international journals
- C. Schaefer, M. Prokop and M. Galanski, "[Drug-induced changes in the lungs]", Radiologe, 1990;30(12):564-573.