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The papers in this volume were part of the technical conference cited on the cover and title page. Papers were selected and subject to review by the editors and conference program committee. Some conference presentations may not be available for publication. Additional papers and presentation recordings may be available online in the SPIE Digital Library at SPIEDigitalLibrary.org. The papers reflect the work and thoughts of the authors and are published herein as submitted. The publisher is not responsible for the validity of the information or for any outcomes resulting from reliance thereon. Please use the following format to cite material from these proceedings: Author(s), “Title of Paper,” in Medical Imaging 2016: Digital Pathology, edited by Metin N. Gurcan, Anant Madabhushi, Proceedings of SPIE Vol. 9791 (SPIE, Bellingham, WA, 2016) Six-digit Article CID Number. ISSN: 1605-7422 ISSN: 1996-756X (electronic) ISBN: 9781510600263 Published by SPIE P.O. Box 10, Bellingham, Washington 98227-0010 USA Telephone +1 360 676 3290 (Pacific Time) · Fax +1 360 647 1445 Copyright © 2016, Society of Photo-Optical Instrumentation Engineers. Copying of material in this book for internal or personal use, or for the internal or personal use of specific clients, beyond the fair use provisions granted by the U.S. Copyright Law is authorized by SPIE subject to payment of copying fees. The Transactional Reporting Service base fee for this volume is $18.00 per article (or portion thereof), which should be paid directly to the Copyright Clearance Center (CCC), 222 Rosewood Drive, Danvers, MA 01923. Payment may also be made electronically through CCC Online at copyright.com. Other copying for republication, resale, advertising or promotion, or any form of systematic or multiple reproduction of any material in this book is prohibited except with permission in writing from the publisher. The CCC fee code is 1605-7422/16/$18.00. Printed in the United States of America. Publication of record for individual papers is online in the SPIE Digital Library. Paper Numbering: Proceedings of SPIE follow an e-First publication model. A unique citation identifier (CID) number is assigned to each article at the time of publication. Utilization of CIDs allows articles to be fully citable as soon as they are published online, and connects the same identifier to all online and print versions of the publication. SPIE uses a six-digit CID article numbering system structured as follows:
AuthorsNumbers in the index correspond to the last two digits of the six-digit citation identifier (CID) article numbering system used in Proceedings of SPIE. The first four digits reflect the volume number. Base 36 numbering is employed for the last two digits and indicates the order of articles within the volume. Numbers start with 00, 01, 02, 03, 04, 05, 06, 07, 08, 09, 0A, 0B...0Z, followed by 10-1Z, 20-2Z, etc. Abas, Fazly Salleh, 09 Aggour, Kareem S., 0U Ahmady Phoulady, Hady, 11 Akbaş, Cem Emre, 0Y Akhan Güzelcan, Ece, 0Y Aksoy, Selim, 08 Aralica, Gorana, 0P Arjun, Shipra, 0M Balkenhol, Maschenka C. A., 1E Batiste, Rebecca C., 0A Ben Cheikh, Bassem, 0J Bertheau, Philippe, 0J Bhargava, Rohit, 18, 1D Brandwein-Gensler, Margaret, 12 Bult, Peter, 1E Bychkov, Dmitrii, 15 Carraro, Anita, 0R Cetin, A. Enis, 0Y, 1C Çetin-Atalay, Rengul, 0Y, 1C Chen, Amy, 0L Chen, S., 0W Chen, Xinjian, 1B Chen, Zhuo Georgia, 0L Cheng, Keith, 1A Choo, A., 0W Chowdhury, Aritra, 0U Çinar, Umut, 1C Codella, Noel, 0H Dahmen, Uta, 0E Dhulekar, Nimit, 04 Ding, Yifu, 1A Diprima, Tammy, 17 Dirsch, Olaf, 0E Donovan, Michael, 0V Doyle, Scott, 12 Elkerton, J. Sachi, 0G Elmore, Joann G., 08 Farahi, Faramarz, 0O Fei, Baowei, 0L Fei, Jianjun, 1B Feldman, Michael D., 0A Fernandez, Gerardo, 0V Gabrani, Maria, 0T Gao, Yi, 0M, 17 Gastounioti, Aimilia, 0A Gazinska, Patrycja, 05 Gilmore, Hannah, 06 Ginley, Brandon, 0F Gokozan, Hamza Numan, 09 Goksel, Behiye, 09 Goldgof, Dmitry B., 11 Grabe, N., 03 Graviss, Edward A., 0K Guillaud, Martial, 0R Gurcan, Metin N., 07, 09, 0B Gustafson, Steven M., 0U Hadžija, Mirko, 0P Haglund, Caj, 15 Hahn, Horst Karl, 0E, 1E Hall, Lawrence O., 11 Hartman, Douglas J., 0B Hawkes, David J., 05 Heim, Daniel, 0X Hellwich, Olaf, 0X Hill, Melissa L., 0D Hipwell, John H., 05 Homeyer, André, 1E Hong, J. M., 0W Hufnagl, Peter, 0X Janowczyk, Andrew, 06 Kadjacsy-Balla, Andre, 18, 1D Keller, Brad M., 0A Khan, Faisal M., 0V, 19 Kontos, Despina, 0A Kopriva, Ivica, 0P Korbelic, Jagoda, 0R Kost, Henning, 1E Kovanen, Panu E., 10 Kulikowski, Casimir A., 19 Kurc, Tahsin, 0M, 17 Kwak, Jin Tae, 1D Lee, G., 0W Lee, George, 0I Leo, Patrick, 0I Leslie, L. Suzanne, 18 Lin, Xiao, 1B Linder, Nina, 10, 15 Litjens, G., 03 Liu, Kela, 0D Liu, William, 0M Lohmann, Sebastian, 0X Lu, Guolan, 0L Lundin, Johan, 10, 15 MacAulay, Calum, 0R Madabhushi, Anant, 06, 0I Mainprize, James G., 0D Mallah, Maen, 0Y Martel, Anne L., 14 Matasar, Matt, 0H McCall, Brian, 0K Mercan, Caner, 08 Mercan, Ezgi, 08 Mertzanidou, Thomy, 05 Mittal, Shachi, 18 Moradi, Mehdi, 0H Mouton, Peter R., 11 Muenzenmayer, Christian, 0Y Muller, Susan, 0L Murray, Mayan, 0D Naidoo, Kalnisha, 05 Niazi, M. Khalid Khan, 07, 0B Nong, Zengxuan, 0N Oğuz, Oğuzhan, 0Y Otero, Jose J., 09 Oztan, Basak, 04 Pantanowitz, Liron, 0B Parwani, Anil V., 07 Peikari, Mohammad, 14 Peller, Joseph, 0O Pellinen, Teijo, 10 Pickering, J. Geoffrey, 0G, 0N Pierce, Mark, 0K Pinder, Sarah, 05 Popović Hadžija, Marijana, 0P Prisacari, Bogdan, 0T Qin, Xulei, 0L Racoceanu, Daniel, 0J Ratner, Vadim, 0M, 17 Reis, Sara, 05 Richards-Kortum, Rebecca R., 0K Romero, Eduardo, 06 Romo-Bucheli, David, 06 Safferling, K., 03 Saltz, Joel, 0M, 17 Sarder, Pinaki, 0F Schwier, Michael, 0E Scott, Richard, 0V Sevinsky, Christopher J., 0U Shapiro, Linda G., 08 Sharma, Harshita, 0X Sheikhzadeh, Fahime, 0R Shi, Fei, 1B Smith, John R., 0H Srinivas, Chukka, 0C Su, Y., 0W Sveda-Mahmood, Tanveer, 0H Tannenbaum, Allen, 0M, 17 Taşdemir, Kasim, 0Y Tavolara, Thomas, 1A Tkaczyk, Tomasz S., 0K Tomaszewski, John E., 0F, 12 Trammell, Susan R., 0O Turkki, Riku, 10, 15 Üner, Ayşegül, 0Y van der Laak, Jeroen A. W. M., 1E Wang, Dongsheng, 0L Wang, Xiuzhong, 0C Ward, Aaron D., 0G, 0N Ward, Rabab K., 0R Weaver, Donald L., 08 Wienert, Stephan, 0X Wild, Peter, 0T Wittenberg, Thomas, 0Y Wong, S. T., 0W Wrobel, Tomasz P., 18, 1D Xiang, Dehui, 1B Xu, Yiwen, 0G, 0N Y. Çetin, Yasemin, 1C Yaffe, Martin J., 0D Yang, Lei, 1B Yang, X., 0W Yener, Bülent, 04, 0U Yeo, S. Y., 0W Zeineh, Jack, 0V Zerbe, Norman, 0X Zerhouni, Erwan, 0T Zhang, Hongzheng, 0L Zhong, Qing, 0T Zhu, Liangjia, 0M, 17 Zhu, Weifang, 1B Conference CommitteeSymposium Chairs
Conference Chairs
Conference Program Committee
Session Chairs
IntroductionThis is the fourth year of the Digital Pathology conference, which was introduced at the SPIE Medical Imaging Symposium in Orlando, Florida in 2013. Every year since then we have seen increased interest, making Digital Pathology one of the more prominent conferences at the SPIE Medical Imaging symposium. The quality of the presented talks, posters, and resulting papers were outstanding. This is mainly due to our community submitting some of its best work to this conference as well as the hard work of our program committee, who carefully conducts a rigorous peer-review process to ensure that only the top papers are selected for presentation at the meeting. The fourth Digital Pathology conference took place on March 2-3, 2016 at the Town & Country Resort and Convention Center in San Diego, California. The meeting formally began on March 2 with a plenary talk given by Dr. Kenneth J. Bloom entitled Current challenges in digital pathology. Dr. Bloom is a pathologist and an early adopter of information technology in pathology. Dr. Bloom discussed the current challenges in digital pathology from technical, regulatory and clinical acceptance terms. The keynote talk drew in over 200 attendees from all the various conferences as part of the SPIE Medical Imaging symposium. The attendance to the conference was relatively high. A total of 49 presentations were made during the course of the meeting in both oral and poster form. The sessions included Trends; Precision Medicine and Grading; Detection and Segmentation; Machine Learning; and Emerging Technologies. At the end of the conference, there was also a special session on Emerging Global Opportunities where Dr. John Tomaszewski talked about Cancer diagnostics in Africa: leapfrog technology and volunteers transform care, which was well attended and followed by several questions. We would like to acknowledge the excellent work in the following papers: Conference finalists of the Robert F. Wagner Best Student Paper Award for Digital Pathology (9791) Cell nuclei attributed relational graphs for efficient representation and classification of gastric cancer in digital histopathology Paper: 9791-31 Lead Author: Harshita Sharma, Technische Univ. Berlin (Germany) Evaluating stability of histomorphometric features across scanner and staining variations: predicting biochemical recurrence from prostate cancer whole slide images Paper: 9791-25 Lead Author: Patrick Leo, Case Western Reserve Univ. (USA) Cum Laude Poster Award Cell nuclei attributed relational graphs for efficient representation and classification of gastric cancer in digital histopathology Paper: 9791-31 Lead Author: Harshita Sharma, Technische Univ. Berlin (Germany) Honorable Mention Poster Award Deep learning-based gland quantification in digitized tissue samples from patients with colorectal cancer: associations with clinical data and outcome Paper: 9791-39 Lead Author: Dmitrii Bychkov, Univ. of Helsinki (Finland) The continued success of the new Digital Pathology conference was in no small part to the outstanding efforts of the program committee, who carefully constructed the program, SPIE Conference Chairs Drs. Steven Horii and Berkman Sahiner, and SPIE staff, who kindly guided us through all the steps of the program organization. Next year, the Digital Pathology conference at SPIE Medical Imaging will take place in Orlando, Florida. We look forward to seeing you there for another successful conference. Metin Gurcan Anant Madabhushi 2016 Medical Imaging Award RecipientsRobert F. Wagner Best Student Paper AwardRobert F. Wagner was an active scientist in the SPIE Medical Imaging meeting, starting with the first meeting in 1972 and continuing throughout his career. He ensured that the BRH, and subsequently the CDRH, was a sponsor for the early and subsequent Medical Imaging meetings, helping to launch and ensure the historical success of the meeting. The Robert F. Wagner All-Conference Best Student Paper Award (established 2014) is acknowledgment of his many important contributions to the Medical Imaging meeting and his many important advances to the field of medical imaging. This award is cosponsored by: 2016 Recipients: First Place: MIND Demons for MR-to-CT deformable image registration in image-guided spine surgery (9786-16) S. Reaungamornrat, T. De Silva, A. Uneri, Johns Hopkins Univ. (United States), J.-P. Wolinsky, Johns Hopkins Hospital (United States), A. J. Khanna, Johns Hopkins Health Care & Surgery Ctr. (United States), G. Kleinszig, S. Vogt, Siemens Healthcare (Germany), J. L. Prince, J. H. Siewerdsen, Johns Hopkins Univ. (United States) Second Place: Design, fabrication, and implementation of voxel-based 3D printed textured phantoms for task-based image quality assessment in CT (9783-76) Justin Solomon, Duke Univ. School of Medicine (United States), Alexandre Ba, Institut Univ. de Radiophysique Appliquée (Switzerland), Andrew Diao, Duke Univ. (United States), Joseph Lo, Elianna Bier, Duke Univ. School of Medicine (United States), François Bochud, Institut Univ. de Radiophysique Appliquée (Switzerland), Michael Gehm, Duke Univ. (United States), Ehsan Samei, Duke Univ. School of Medicine (United States) Conference 9791 AwardsCum Laude Poster Award First Place: Cell nuclei attributed relational graphs for efficient representation and classification of gastric cancer in digital histopathology (9791-31) Harshita Sharma, Olaf Hellwich Technische Univ. Berlin (Germany); Norman Zerbe, Daniel Heim, Stephan Wienert, Sebastian Lohmann, Peter Hufnagl Charité Univ. 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