Prediction of final infarct volume from native CT perfusion and treatment parameters using deep learning

Authors: Robben, David, Boers, Anna M. M., Marquering, Henk A., Langezaal, Lucianne L. C. M., Roos, Yvo B. W. E. M., van Oostenbrugge, Robert J., van Zwam, Wim H., Dippel, Diederik W. J., Majoie, Charles B. L. M., van der Lugt, Aad, Lemmens, Robin, Suetens, Paul

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Physics - Medical Physics

Access URL: http://arxiv.org/abs/1812.02496

Imaging features and safety and efficacy of endovascular stroke treatment: a meta-analysis of individual patient-level data

Authors: Berkhemer, Olvert A, Fransen, Puck SS, Beumer, Debbie, van den Berg, Lucie A, Lingsma, Hester F, Yoo, Albert J, Schonewille, Wouter J, Vos, Jan Albert, Nederkoorn, Paul J, Wermer, Marieke JH, van Walderveen, Marianne AA, Staals, Julie, Hofmeijer, Jeannette, van Oostayen, Jacques A., Lycklama à Nijeholt, Geert J., Boiten, Jelis, Brouwer, Patrick A., Emmer, Bart J., de Bruijn, Sebastiaan F., van Dijk, Lukas C., Kappelle, Jaap, Lo, Rob H, van Dijk, Ewoud J., de Vries, Joost, de Kort, Paul L.M., van Rooij, Willem Jan J., van den Berg, Jan S.P., van Hasselt, Boudewijn A.A.M., Aerden, Leo A.M., Dallinga, René J., Visser, Marieke C., Bot, Joseph C.J., Vroomen, Patrick C., Eshghi, Omid, Schreuder, Tobien H.C.M.L., Heijboer, Roel J.J., Keizer, Koos, Tielbeek, Alexander V., den Hertog, Heleen M., Gerrits, Dick G., van den Berg-Vos, Renske M., Karas, Giorgos B., Steyerberg, Ewout W., Flach, Zwenneke, Marquering, Henk A., Sprengers, Marieke E.S., Jenniskens, Sjoerd F.M., Beenen, Ludo F.M., van den Berg, René, Koudstaal, Peter J., van Zwam, Wim H., Roos, Yvo B.W.E.M., van der Lugt, Aad, van Oostenbrugge, Robert J., Majoie, Charles B.L.M., Dippel, Diederik W.J., Brown, Martin M., Liebig, Thomas, Stijnen, Theo, Andersson, Tommy, Mattle, Heinrich, Wahlgren, Nils, van der Heijden, Esther, Ghannouti, Naziha, Fleitour, Nadine, Hooijenga, Imke, Puppels, Corina, Pellikaan, Wilma, Geerling, Annet, Lindl-Velema, Annemieke, van Vemde, Gina, de Ridder, Ans, Greebe, Paut, de Bont-Stikkelbroeck, José, de Meris, Joke, Janssen, Kirsten, Struijk, Willy, Licher, Silvan, Boodt, Nikki, Ros, Adriaan, Venema, Esmee, Slokkers, Ilse, Ganpat, Raymie-Jayce, Mulder, Maxim, Saiedie, Nawid, Heshmatollah, Alis, Schipperen, Stefanie, Vinken, Stefan, van Boxtel, Tiemen, Koets, Jeroen, Boers, Merel, Santos, Emilie, Borst, Jordi, Jansen, Ivo, Kappelhof, Manon, Lucas, Marit, Geuskens, Ralph, Barros, Renan Sales, Dobbe, Roeland, Csizmadia, Marloes, Hill, MD, Goyal, M, Demchuk, AM, Menon, BK, Eesa, M, Ryckborst, KJ, Wright, MR, Kamal, NR, Andersen, L, Randhawa, PA, Stewart, T, Patil, S, Minhas, P, Almekhlafi, M, Mishra, S, Clement, F, Sajobi, T, Shuaib, A, Montanera, WJ, Roy, D, Silver, FL, Jovin, TG, Frei, DF, Sapkota, B, Rempel, JL, Thornton, J, Williams, D, Tampieri, D, Poppe, AY, Dowlatshahi, D, Wong, JH, Mitha, AP, Subramaniam, S, Hull, G, Lowerison, MW, Salluzzi, M, Maxwell, M, Lacusta, S, Drupals, E, Armitage, K, Barber, PA, Smith, EE, Morrish, WF, Coutts, SB, Derdeyn, C, Demaerschalk, B, Yavagal, D, Martin, R, Brant, R, Yu, Y, Willinsky, RA, Weill, A, Kenney, C, Aram, H, Stys, PK, Watson, TW, Klein, G, Pearson, D, Couillard, P, Trivedi, A, Singh, D, Klourfeld, E, Imoukhuede, O, Nikneshan, D, Blayney, S, Reddy, R, Choi, P, Horton, M, Musuka, T, Dubuc, V, Field, TS, Desai, J, Adatia, S, Alseraya, A, Nambiar, V, van Dijk, R, Newcommon, NJ, Schwindt, B, Butcher, KS, Jeerakathil, T, Buck, B, Khan, K, Naik, SS, Emery, DJ, Owen, RJ, Kotylak, TB, Ashforth, RA, Yeo, TA, McNally, D, Siddiqui, M, Saqqur, M, Hussain, D, Kalashyan, H, Manosalva, A, Kate, M, Gioia, L, Hasan, S, Mohammad, A, Muratoglu, M, Cullen, A, Brennan, P, O'Hare, A, Looby, S, Hyland, D, Duff, S, McCusker, M, Hallinan, B, Lee, S, McCormack, J, Moore, A, O'Connor, M, Donegan, C, Brewer, L, Martin, A, Murphy, S, O'Rourke, K, Smyth, S, Kelly, P, Lynch, T, Daly, T, O'Brien, P, O'Driscoll, A, Martin, M, Collins, R, Coughlan, T, McCabe, D, O'Neill, D, Mulroy, M, Lynch, O, Walsh, T, O'Donnell, M, Galvin, T, Harbison, J, McElwaine, P, Mulpeter, K, McLoughlin, C, Reardon, M, Harkin, E, Dolan, E, Watts, M, Cunningham, N, Fallon, C, Gallagher, S, Cotter, P, Crowe, M, Doyle, R, Noone, I, Lapierre, M, Coté, VA, Lanthier, S, Odier, C, Durocher, A, Raymond, J, Daneault, N, Deschaintre, Y, Jankowitz, B, Baxendell, L, Massaro, L, Jackson-Graves, C, Decesare, S, Porter, P, Armbruster, K, Adams, A, Billigan, J, Oakley, J, Ducruet, A, Jadhav, A, Giurgiutiu, D-V, Aghaebrahim, A, Reddy, V, Hammer, M, Starr, M, 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Medeiros, Elisabeth, Vuillier, Fabrice, Courtheoux, Patrick, Viader, Fausto, Apoil-Brissard, Marion, Bataille, Mathieu, Bonnet, Anne-Laure, Cogez, Julien, Touze, Emmanuel, Leclerc, Xavier, Leys, Didier, Aggour, Mohamed, Aguettaz, Pierre, Bodenant, Marie, Cordonnier, Charlotte, Deplanque, Dominique, Girot, Marie, Henon, Hilde, Kalsoum, Erwah, Lucas, Christian, Pruvo, Jean-Pierre, Zuniga, Paolo, Arquizan, Caroline, Costalat, Vincent, Machi, Paolo, Mourand, Isabelle, Riquelme, Carlos, Bounolleau, Pierre, Arteaga, Charles, Faivre, Anthony, Bintner, Marc, Tournebize, Patrice, Charlin, Cyril, Darcel, Françoise, Gauthier-Lasalarie, Pascale, Jeremenko, Marcia, Mouton, Servane, Zerlauth, Jean-Baptiste, Lamy, Chantal, Hervé, Deramond, Hassan, Hosseini, Gaston, André, Barral, Francis-Guy, Garnier, Pierre, Beaujeux, Rémy, Wolff, Valérie, Herbreteau, Denis, Debiais, Séverine, Murray, Alicia, Ford, Gary, Muir, Keith W, White, Philip, Brown, Martin M, Clifton, Andy, Freeman, Janet, Ford, Ian, Markus, Hugh, Wardlaw, Joanna, Molyneux, Andy, Robinson, Thompson, Lewis, Steff, Norrie, John, Robertson, Fergus, Perry, Richard, Dixit, Anand, Cloud, Geoffrey, Clifton, Andrew, Madigan, Jeremy, Roffe, Christine, Nayak, Sanjeev, Lobotesis, Kyriakos, Smith, Craig, Herwadkar, Amit, Kandasamy, Naga, Goddard, Tony, Bamford, John, Subramanian, Ganesh, Lenthall, Rob, Littleton, Edward, Lamin, Sal, Storey, Kelley, Ghatala, Rita, Banaras, Azra, Aeron-Thomas, John, Hazel, Bath, Maguire, Holly, Veraque, Emelda, Harrison, Louise, Keshvara, Rekha, Cunningham, James, Román, Luis San, Menon, Bijoy K, Blasco, Jordi, Hernández-Pérez, María, Dávalos, Antoni, Majoie, Charles B L M, Campbell, Bruce C V, Guillemin, Francis, Lingsma, Hester, Epstein, Jonathan, Marquering, Henk, Wong, John H, Lopes, Demetrius, Reimann, Gernot, Dippel, Diederik W J, Coutts, Shelagh, du Mesnil de Rochemont, Richard, Yavagal, Dileep, Ferre, Jean Christophe, Roos, Yvo B W E M, Liebeskind, David S, Lenthall, Robert, Molina, Carlos, Al Ajlan, Fahad S, Reddy, Vivek, Dowlatshahi, Dar, Sourour, Nader-Antoine, Oppenheim, Catherine, Mitha, Alim P, Weimar, Christian, van Oostenbrugge, Robert J, Cobo, Erik, Demchuk, Andrew M, Boers, Anna M M, Ford, Gary A, Brown, B Scott, Jovin, Tudor, van Zwam, Wim H, Hill, Michael D, White, Phil, Bracard, Serge

Source: In The Lancet Neurology October 2018 17(10):895-904

Effect of baseline Alberta Stroke Program Early CT Score on safety and efficacy of intra-arterial treatment: a subgroup analysis of a randomised phase 3 trial (MR CLEAN)

Authors: Yoo, Albert J, Berkhemer, Olvert A, Fransen, Puck S S, van den Berg, Lucie A, Beumer, Debbie, Lingsma, Hester F, Schonewille, Wouter J, Sprengers, Marieke E S, van den Berg, René, van Walderveen, Marianne A A, Beenen, Ludo F M, Wermer, Marieke J H, Nijeholt, Geert J Lycklama à, Boiten, Jelis, Jenniskens, Sjoerd F M, Bot, Joseph C J, Boers, Anna M M, Marquering, Henk A, Roos, Yvo B W E M, van Oostenbrugge, Robert J, Dippel, Diederik W J, van der Lugt, Aad, van Zwam, Wim H, Majoie, Charles B L M

Source: In The Lancet Neurology June 2016 15(7):685-694

Added Prognostic Value of Hemorrhagic Transformation Quantification in Patients With Acute Ischemic Stroke.

Authors: van Kranendonk, Katinka R., Treurniet, Kilian M., Boers, Anna M. M., Berkhemer, Olvert A., Coutinho, Jonathan M., Lingsma, Hester F., van Zwam, Wim H., van der Lugt, Aad, van Oostenbrugge, Robert J., Dippel, Diederik W. J., Roos, Yvo B. W. E. M., Marquering, Henk A., Majoie, Charles B. L. M.

Source: Frontiers in Neurology; 11/10/2020, Vol. 11, pN.PAG-N.PAG, 8p

Subject Terms: STROKE patients, PROGNOSIS

Automatic segmentation of cerebral infarcts in follow-up computed tomography images with convolutional neural networks.

Authors: Sales Barros, Renan, Tolhuisen, Manon L., Boers, Anna M. M., Jansen, Ivo, Ponomareva, Elena, Dippel, Diederik W. J., van der Lugt, Aad, van Oostenbrugge, Robert J., van Zwam, Wim H., Berkhemer, Olvert A., Goyal, Mayank, Demchuk, Andrew M., Menon, Bijoy K., Mitchell, Peter, Hill, Michael D., Jovin, Tudor G., Davalos, Antoni, Campbell, Bruce C. V., Saver, Jeffrey L., Roos, Yvo B. W. E. M.

Source: Journal of NeuroInterventional Surgery; Sep2020, Vol. 12 Issue 9, p848-852, 6p

Subject Terms: CEREBRAL infarction, COMPUTED tomography, CONFIDENCE intervals, ISCHEMIA, ARTIFICIAL neural networks, STROKE, RETROSPECTIVE studies, DESCRIPTIVE statistics, ODDS ratio, INTRACLASS correlation

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Impact of single phase CT angiography collateral status on functional outcome over time: results from the MR CLEAN Registry.

Authors: Jansen, Ivo G. H., Mulder, Maxim J. H. L., Goldhoorn, Robert-Jan B., Boers, Anna M. M., van Es, Adriaan C. G. M., Yo, Lonneke S. F., Hofmeijer, Jeannette, Martens, Jasper M., van Walderveen, Marianne A. A., van der Kallen, Bas F. W., Jenniskens, Sjoerd F. M., Treurniet, Kilian M., Marquering, Henk A., Sprengers, Marieke E. S., Schonewille, Wouter J., Bot, Joost C. J., Lycklama A. Nijeholt, Geert J., Lingsma, Hester F., Liebeskind, David S., Boiten, Jelis

Source: Journal of NeuroInterventional Surgery; Sep2019, Vol. 11 Issue 9, p866-873, 9p, 1 Diagram, 2 Charts, 1 Graph

Subject Terms: STROKE-related mortality, BLOOD vessels, ENDOVASCULAR surgery, CEREBRAL angiography, CEREBRAL hemorrhage, CEREBRAL ischemia, COMPUTED tomography, CONFIDENCE intervals, REPORTING of diseases, MEDICAL practice, STROKE, LOGISTIC regression analysis, TREATMENT effectiveness, TREATMENT duration, ODDS ratio, DISEASE risk factors

Geographic Terms: NETHERLANDS

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Hemorrhagic transformation is associated with poor functional outcome in patients with acute ischemic stroke due to a large vessel occlusion.

Authors: van Kranendonk, Katinka R., Treurniet, Kilian M., Boers, Anna M. M., Berkhemer, Olvert A., van den Berg, Lucie A., Chalos, Vicky, Lingsma, Hester F., van Zwam, Wim H., van der Lugt, Aad, Van Oostenbrugge, Robert J., Dippel, Diederik W. J., Roos, Yvo B. W. E. M., Marquering, Henk A., Majoie, Charles B. L. M.

Source: Journal of NeuroInterventional Surgery; May2019, Vol. 11 Issue 5, p464-468, 6p, 2 Charts, 2 Graphs

Subject Terms: AGE factors in disease, ENDOVASCULAR surgery, CEREBRAL hemorrhage, CEREBRAL ischemia, COMPUTED tomography, CONFIDENCE intervals, INFARCTION, STROKE, LOGISTIC regression analysis, FUNCTIONAL assessment, ODDS ratio, DISEASE complications, DISEASE risk factors

Mediation of the Relationship Between Endovascular Therapy and Functional Outcome by Follow-up Infarct Volume in Patients With Acute Ischemic Stroke.

Authors: Boers, Anna M. M., Jansen, Ivo G. H., Brown, Scott, Lingsma, Hester F., Beenen, Ludo F. M., Devlin, Thomas G., Román, Luis San, Heo, Ji-Hoe, Ribó, Marc, Almekhlafi, Mohammed A., Liebeskind, David S., Teitelbaum, Jeanne, Cuadras, Patricia, du Mesnil de Rochemont, Richard, Beaumont, Marine, Brown, Martin M., Yoo, Albert J., Donnan, Geoffrey A., Mas, Jean Louis, Oppenheim, Catherine

Source: JAMA Neurology; Feb2019, Vol. 72 Issue 6, p194-202, 9p

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Heterogeneous Platform Programming for High Performance Medical Imaging Processing.

Authors: Barros, Renan Sales, van Geldermalsen, Sytse, Boers, Anna M. M., Belloum, Adam S. Z., Marquering, Henk A., Olabarriaga, Silvia D.

Source: Euro-Par 2013: Parallel Processing Workshops; 2014, p301-310, 10p