Quantitative healthcare analysis (qurAI)

QurAI is an interfaculty group embedded in the Faculties of Medicine (Department of Biomedical Engineering and Physics) and Science (Institute of Informatics) of the University of Amsterdam. Our mission is to enhance patient care by designing and enabling leading edge AI technologies in healthcare.

The qurAI group has a dedicated website here.

• World of Forms: Deformable geometric templates for one-shot surface meshing in coronary CT angiography

  van Herten, R. L. M., Lagogiannis, I., Wolterink, J. M., Bruns, S., Meulendijks, E. R., Dey, D., de Groot, J. R., Henriques, J. P., Planken, R. N., Saitta, S. & Išgum, I., 1 Jul 2025, In: Medical image analysis. 103, 103582.

  Research output: Contribution to journal › Article › Academic › peer-review

• Comprehensive full-vessel segmentation and volumetric plaque quantification for intracoronary optical coherence tomography using deep learning

  Volleberg, R. H. J. A., van der Waerden, R. G. A., Luttikholt, T. J., van der Zande, J. L., Cancian, P., Gu, X., Mol, J.-Q., Quax, S., Prokop, M., Sánchez, C. I., van Ginneken, B., Išgum, I., Thannhauser, J., Saitta, S., Nishimiya, K., Roleder, T. & van Royen, N., 1 May 2025, In: European heart journal. Digital health. 6, 3, p. 404-416 13 p.

  Research output: Contribution to journal › Article › Academic › peer-review

• Direct estimation of fetal biometry measurements from ultrasound video scans through deep learning

  Płotka, S., Pustelnik, K., Szenejko, P., Żebrowska, K., Rzucidło-Szymańska, I., Szymecka-Samaha, N., Łęgowik, T., Kosińska-Kaczyńska, K., Korzeniowski, P., Biliński, P., Khalil, A., Brawura-Biskupski-Samaha, R., Išgum, I., Sánchez, C. I. & Sitek, A., 1 Apr 2025, In: American Journal of Obstetrics and Gynecology MFM. 7, 4, 101623.

  Research output: Contribution to journal › Comment/Letter to the editor › Academic

• Automated classification of coronary LEsions fRom coronary computed Tomography angiography scans with an updated deep learning model: ALERT study

  Verpalen, V. A., Coerkamp, C. F., Henriques, J. P. S., Isgum, I. & Planken, R. N., Mar 2025, In: European radiology. 35, 3, p. 1543-1551 9 p., oead088.

  Research output: Contribution to journal › Article › Academic › peer-review

• Assessment of the extent of lymphadenectomy in esophageal cancer surgery in the observational TIGER study: [TIGER-SQA] study protocol

  Henckens, S. P. G., Schuring, N., van der Aa, D. C., Harris, A., Mavroveli, S., Grüter, A. A. J., Wagner, M., Daum, M., Išgum, I., Bodenstedt, S., Speidel, S., Müllerstich, B. P., Markar, S. R., van Berge Henegouwen, M. I., Hanna, G. B. & Gisbertz, S. S., 1 Mar 2025, In: Artificial Intelligence Surgery. 5, 1, p. 36-45 10 p.

  Research output: Contribution to journal › Article › Academic › peer-review

• Real-time placental vessel segmentation in fetoscopic laser surgery for Twin-to-Twin Transfusion Syndrome

  Płotka, S., Szczepański, T., Szenejko, P., Korzeniowski, P., Calvo, J. R., Khalil, A., Shamshirsaz, A., Brawura-Biskupski-Samaha, R., Išgum, I., Sánchez, C. I. & Sitek, A., 1 Jan 2025, In: Medical image analysis. 99, 103330.

  Research output: Contribution to journal › Article › Academic › peer-review

• Keynote: AI for Analysis of Coronary Artery Disease

  Išgum, I., 2025, Bildverarbeitung für die Medizin 2025 - Proceedings, German Conference on Medical Image Computing, 2025. Palm, C., Breininger, K., Deserno, T., Handels, H., Maier, A., Maier-Hein, K. H. & Tolxdorff, T. M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 1 1 p. (Informatik aktuell).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

• Temporally Consistent Mitral Annulus Measurements from Sparse Annotations in Echocardiographic Videos

  Jansen, G. E., Schuuring, M. J., Bouma, B. J. & Išgum, I., 2025, Medical Imaging 2025: Image Processing. Colliot, O. & Mitra, J. (eds.). SPIE, Vol. 13406. 134060S. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 13406).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

• Assessing the documentation of publicly available medical image and signal datasets and their impact on bias using the BEAMRAD tool

  Galanty, M., Luitse, D., Noteboom, S. H., Croon, P., Vlaar, A. P., Poell, T., Sanchez, C. I., Blanke, T. & Išgum, I., 1 Dec 2024, In: Scientific reports. 14, 1, 31846.

  Research output: Contribution to journal › Article › Academic › peer-review

• Competing risk analysis of cardiovascular disease risk in breast cancer patients receiving a radiation boost

  Koop, Y., Atsma, F., Batenburg, M. C. T., Meijer, H., van der Leij, F., Gal, R., van Velzen, S. G. M., Išgum, I., Vermeulen, H., Maas, A. H. E. M., Messaoudi, S. E. & Verkooijen, H. M., 1 Dec 2024, In: Cardio-oncology (London, England). 10, 1, 7.

  Research output: Contribution to journal › Article › Academic › peer-review

• The Role of Coronary Computed Tomography Angiography in the Diagnosis, Risk Stratification, and Management of Patients with Diabetes and Chest Pain

  van de Vijver, W. R., Hennecken, J., Lagogiannis, I., del Villar, C. P. R., Herrera, C., Douek, P. C., Segev, A., Hovingh, G. K., Išgum, I., Winter, M. M., Planken, R. N. & Claessen, B. E. P. M., 1 Dec 2024, In: Reviews in cardiovascular medicine. 25, 12, 442.

  Research output: Contribution to journal › Review article › Academic › peer-review

• Artificial intelligence and machine learning for cardiovascular computed tomography (CCT): A white paper of the society of cardiovascular computed tomography (SCCT)

  Williams, M. C., Weir-McCall, J. R., Baldassarre, L. A., de Cecco, C. N., Choi, A. D., Dey, D., Dweck, M. R., Isgum, I., Kolossvary, M. R., Leipsic, J., Lin, A., Lu, M. T., Motwani, M., Nieman, K., Shaw, L., van Assen, M. & Nicol, E., 1 Nov 2024, In: Journal of cardiovascular computed tomography. 18, 6, p. 519-532 14 p.

  Research output: Contribution to journal › Article › Academic › peer-review

• The role of artificial intelligence in coronary CT angiography

  van Herten, R. L. M., Lagogiannis, I., Leiner, T. & Išgum, I., Nov 2024, In: Netherlands heart journal. 32, 11, p. 417-425 9 p.

  Research output: Contribution to journal › Review article › Academic › peer-review

• ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance Imaging

  Karkalousos, D., Išgum, I., Marquering, H. A. & Caan, M. W. A., 1 Nov 2024, In: Computer methods and programs in biomedicine. 256, 108377.

  Research output: Contribution to journal › Article › Academic › peer-review

• Low muscle quality on a procedural computed tomography scan assessed with deep learning as a practical useful predictor of mortality in patients with severe aortic valve stenosis

  van Erck, D., Moeskops, P., Schoufour, J. D., Weijs, P. J. M., Scholte op Reimer, W. J. M., van Mourik, M. S., Planken, R. N., Vis, M. M., Baan, J., Išgum, I., Henriques, J. P., de Vos, B. D. & Delewi, R., 1 Oct 2024, In: Clinical nutrition ESPEN. 63, p. 142-147 6 p.

  Research output: Contribution to journal › Article › Academic › peer-review

• The prognostic value of visual and automatic coronary calcium scoring from low-dose computed tomography-[15O]-water positron emission tomography

  Dobrolinska, M. M., Jukema, R. A., van Velzen, S. G. M., van Diemen, P. A., Greuter, M. J. W., Prakken, N. H. J., van der Werf, N. R., Raijmakers, P. G., Slart, R. H. J. A., Knaapen, P., Isgum, I. & Danad, I., 1 Sept 2024, In: European heart journal cardiovascular Imaging. 25, 9, p. 1186-1196 11 p.

  Research output: Contribution to journal › Article › Academic › peer-review

• Automated echocardiography view classification and quality assessment with recognition of unknown views

  Jansen, G. E., de Vos, B. D., Molenaar, M. A., Schuuring, M. J., Bouma, B. J. & Išgum, I., 1 Sept 2024, In: Journal of Medical Imaging. 11, 5, p. 54002 1 p.

  Research output: Contribution to journal › Article › Academic › peer-review

• Graph neural networks for automatic extraction and labeling of the coronary artery tree in CT angiography

  Hampe, N., van Velzen, S. G. M., Wolterink, J. M., Collet, C., Henriques, J. P. S., Planken, N. & Išgum, I., 1 May 2024, In: Journal of Medical Imaging. 11, 3, 034001.

  Research output: Contribution to journal › Article › Academic › peer-review

• Deep Learning-Based Prediction of Fractional Flow Reserve after Invasive Coronary Artery Treatment

  Hampe, N., van Velzen, S. G. M., Aben, J. P., van Herten, R. L. M., Collet, C. & Išgum, I., Apr 2024, Medical Imaging 2024: Image Processing. Colliot, O. & Mitra, J. (eds.). SPIE, 129260D. (Progress in Biomedical Optics and Imaging - Proceedings of SPIE; vol. 12926).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

• Inter-vendor harmonization of CT reconstruction kernels using unpaired image translation

  Krishnan, A. R., Xu, K., Li, T., Gao, C., Remedios, L. W., Kanakaraj, P., Lee, H. H., Bao, S., Sandler, K. L., Maldonado, F., Išgum, I. & Landman, B. A., Feb 2024, In: Proceedings of SPIE. 12926

  Research output: Contribution to journal › Article › Academic

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