An automated machine learning framework to optimize radiomics model construction validated on twelve clinical applications

Authors: Starmans, Martijn P. A., van der Voort, Sebastian R., Phil, Thomas, Timbergen, Milea J. M., Vos, Melissa, Padmos, Guillaume A., Kessels, Wouter, Hanff, David, Grunhagen, Dirk J., Verhoef, Cornelis, Sleijfer, Stefan, Bent, Martin J. van den, Smits, Marion, Dwarkasing, Roy S., Els, Christopher J., Fiduzi, Federico, van Leenders, Geert J. L. H., Blazevic, Anela, Hofland, Johannes, Brabander, Tessa, van Gils, Renza A. H., Franssen, Gaston J. H., Feelders, Richard A., de Herder, Wouter W., Buisman, Florian E., Willemssen, Francois E. J. A., Koerkamp, Bas Groot, Angus, Lindsay, van der Veldt, Astrid A. M., Rajicic, Ana, Odink, Arlette E., Deen, Mitchell, T., Jose M. Castillo, Veenland, Jifke, Schoots, Ivo, Renckens, Michel, Doukas, Michail, de Man, Rob A., IJzermans, Jan N. M., Miclea, Razvan L., Vermeulen, Peter B., Bron, Esther E., Thomeer, Maarten G., Visser, Jacob J., Niessen, Wiro J., Klein, Stefan

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2108.08618

Differential diagnosis and molecular stratification of gastrointestinal stromal tumors on CT images using a radiomics approach

Authors: Starmans, Martijn P. A., Timbergen, Milea J. M., Vos, Melissa, Renckens, Michel, Grünhagen, Dirk J., van Leenders, Geert J. L. H., Dwarkasing, Roy S., Willemssen, François E. J. A., Niessen, Wiro J., Verhoef, Cornelis, Sleijfer, Stefan, Visser, Jacob J., Klein, Stefan

Source: J Digit Imaging (2022)

Subject Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2010.06824

MRI in addition to CT in patients scheduled for local therapy of colorectal liver metastases (CAMINO): an international, multicentre, prospective, diagnostic accuracy trial

Authors: Ayez, Ninos, Bnà, Claudio, van den Boom, Rivka, Lambregts, Doenja J.M., Liefers, Gerrit-Jan, de Meyere, Celine, Draaisma, Werner A., Gerhards, Michael F., Imani, Farshad, Ruers, Theo .J.M., Liem, Mike S.L., Serafino, Gian Piero, van Beek, Hermen C., van der Hoeven, Joost A.B., Veeken, Cornelis J., Zonderhuis, Babs M., Görgec, Burak, Hansen, Ingrid S, Kemmerich, Gunter, Syversveen, Trygve, Abu Hilal, Mohammed, Belt, Eric J T, Bosscha, Koop, Burgmans, Mark C, Cappendijk, Vincent C, D'Hondt, Mathieu, Edwin, Bjørn, van Erkel, Arian R, Gielkens, Hugo A J, Grünhagen, Dirk J, Gobardhan, Paul D, Hartgrink, Henk H, Horsthuis, Karin, Klompenhouwer, Elisabeth G, Kok, Niels F M, Kint, Peter A M, Kuhlmann, Koert, Leclercq, Wouter K G, Lips, Daan J, Lutin, Bart, Maas, Monique, Marsman, Hendrik A, Meijerink, Martijn, Meyer, Yannick, Morone, Mario, Peringa, Jan, Sijberden, Jasper P, van Delden, Otto M, van den Bergh, Janneke E, Vanhooymissen, Inge J S, Vermaas, Maarten, Willemssen, François E J A, Dijkgraaf, Marcel G W, Bossuyt, Patrick M, Swijnenburg, Rutger-Jan, Fretland, Åsmund A, Verhoef, Cornelis, Besselink, Marc G, Stoker, Jaap ^*

Source: In The Lancet Oncology January 2024 25(1):137-146

Evaluation of the New American Joint Committee on Cancer Staging Manual 8th Edition for Perihilar Cholangiocarcinoma

Authors: Gaspersz, Marcia P., Buettner, Stefan, van Vugt, Jeroen L. A., de Jonge, Jeroen, Polak, Wojciech G., Doukas, Michail, Ijzermans, Jan N. M., Koerkamp, Bas Groot, Willemssen, François E. J. A.

Source: Journal of gastrointestinal surgery. 24(7):1612-1618

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100171573362.0x000001&indx=1&recIds=ETOCvdc_100171573362.0x000001

Differential Diagnosis and Molecular Stratification of Gastrointestinal Stromal Tumors on CT Images Using a Radiomics Approach.

Authors: Starmans, Martijn P. A.^1,2, m.starmans@erasmusmc.nl, Timbergen, Milea J. M.^3,4, Vos, Melissa^3,4, Renckens, Michel¹, Grünhagen, Dirk J.³, van Leenders, Geert J. L. H.⁵, Dwarkasing, Roy S.¹, Willemssen, François E. J. A.¹, Niessen, Wiro J.^1,2,6, Verhoef, Cornelis³, Sleijfer, Stefan⁴, Visser, Jacob J.¹, Klein, Stefan^1,2

Source: Journal of Digital Imaging; Apr2022, Vol. 35 Issue 2, p127-136, 10p, 1 Black and White Photograph, 3 Charts, 2 Graphs

Non-contrast short MRI surveillance for HCC screening: the study protocol of the SMS-HCC prospective multicenter study.

Authors: van de Braak, Céline, Willemssen, François E. J. A., de Man, Rob A., van der Lugt, Aad, Uyl-de Groot, Carin A., Bos, Daniel, Dwarkasing, Roy S.

Source: European Radiology Experimental; 3/12/2024, Vol. 8 Issue 1, p1-8, 8p

Subject Terms: DIAGNOSTIC ultrasonic imaging, MAGNETIC resonance imaging, RESEARCH protocols, LONGITUDINAL method, CONTRAST media

Geographic Terms: NETHERLANDS

Distinguishing pure histopathological growth patterns of colorectal liver metastases on CT using deep learning and radiomics: a pilot study.

Authors: Starmans, Martijn P. A., Buisman, Florian E., Renckens, Michel, Willemssen, François E. J. A., van der Voort, Sebastian R., Groot Koerkamp, Bas, Grünhagen, Dirk J., Niessen, Wiro J., Vermeulen, Peter B., Verhoef, Cornelis, Visser, Jacob J., Klein, Stefan

Source: Clinical & Experimental Metastasis; Oct2021, Vol. 38 Issue 5, p483-494, 12p

Lesions hyper- to isointense to surrounding liver in the hepatobiliary phase of gadoxetic acid-enhanced MRI.

Authors: Furumaya, Alicia^1,2 a.furumaya@amsterdamumc.nl, Willemssen, François E. J. A., Miclea, Razvan L., Haring, Martijn P. D., de Haas, Robbert J., Feshtali, Shirin, Vanhooymissen, Inge J. S.^2,3, Bos, Daniel^4,5, de Man, Robert A., Ijzermans, Jan N. M., Erdmann, Joris I.^1,2, Verheij, Joanne^2,6, Doukas, Michail C., van Delden, Otto M.^2,7, Thomeer, Maarten G. J.

Source: European Radiology. Jun2024, p1-12.

Subject Terms: *MAGNETIC resonance imaging, *LOGISTIC regression analysis, *IMAGE analysis, *LIVER, *REGRESSION trees

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Stereotactic Body Radiation Therapy after Chemotherapy for Unresectable Perihilar Cholangiocarcinoma: The STRONG Trial, a Phase I Safety and Feasibility Study.

Authors: Baak, Rogier¹ (AUTHOR) r.baak@erasmusmc.nl, Willemssen, François E. J. A.² (AUTHOR) f.willemssen@erasmusmc.nl, van Norden, Yvette¹ (AUTHOR) m.milder@erasmusmc.nl, Eskens, Ferry A. L. M.³ (AUTHOR) f.eskens@erasmusmc.nl, Milder, Maaike T. W.¹ (AUTHOR) b.heijmen@erasmusmc.nl, Heijmen, Ben J. M.¹ (AUTHOR) w.dentoom@erasmusmc.nl, Koerkamp, Bas Groot⁴ (AUTHOR) b.grootkoerkamp@erasmusmc.nl, Sprengers, Dave⁵ (AUTHOR) d.sprengers@erasmusmc.nl, van Driel, Lydi M. J. W.⁵ (AUTHOR) l.m.j.w.vandriel@erasmusmc.nl, Klümpen, Heinz-Josef⁶ (AUTHOR) h.klumpen@amsterdamumc.nl, den Toom, Wilhelm¹ (AUTHOR) a.mendezromero@erasmusmc.nl, Koedijk, Merel S.⁷ (AUTHOR) M.S.Koedijk@skf-rif.nl, IJzermans, Jan N. M.⁴ (AUTHOR) j.ijzermans@erasmusmc.nl, Méndez Romero, Alejandra¹ (AUTHOR)

Source: Cancers. Aug2021, Vol. 13 Issue 16, p3991. 1p.

Subject Terms: *PILOT projects, *SURVIVAL, *DISEASE progression, *CLINICAL trials, *CHOLANGIOCARCINOMA, *CANCER chemotherapy, *TREATMENT effectiveness, *QUALITY of life, *RADIOTHERAPY, *LONGITUDINAL method, *DRUG toxicity

National Center for Sexually Transmitted Disease Control, Chinese Academy of Medical Science and Peking Union Medical College Institute of Dermatology, Nanjing, China.

Authors: Koedijk, Merel S., Heijmen, Ben J. M., Koerkamp, Bas Groot, Eskens, Ferry A. L. M., Sprengers, Dave, Poley, Jan-Werner, van Gent, Dik C., van der Laan, Luc J. W., van der Holt, Bronno, Willemssen, François E. J. A., Romero, Alejandra Méndez

Source: BMJ Open; Oct2018, Vol. 8 Issue 10, p1-8, 8p

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