New machine-learning technologies for computer-aided diagnosis

被引:83
作者
Lynch, Charles J. [1 ]
Liston, Conor [1 ,2 ,3 ]
机构
[1] Weill Cornell Med Coll, Feil Family Brain & Mind Res Inst, New York, NY 10065 USA
[2] Weill Cornell Med Coll, Dept Psychiat, New York, NY 10065 USA
[3] Weill Cornell Med Coll, Sackler Inst Dev Psychobiol, New York, NY 10065 USA
关键词
PREDICTION;
D O I
10.1038/s41591-018-0178-4
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
[No abstract available]
引用
收藏
页码:1304 / 1305
页数:2
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共 10 条
[1]   Clinically applicable deep learning for diagnosis and referral in retinal disease [J].
De Fauw, Jeffrey ;
Ledsam, Joseph R. ;
Romera-Paredes, Bernardino ;
Nikolov, Stanislav ;
Tomasev, Nenad ;
Blackwell, Sam ;
Askham, Harry ;
Glorot, Xavier ;
O'Donoghue, Brendan ;
Visentin, Daniel ;
van den Driessche, George ;
Lakshminarayanan, Balaji ;
Meyer, Clemens ;
Mackinder, Faith ;
Bouton, Simon ;
Ayoub, Kareem ;
Chopra, Reena ;
King, Dominic ;
Karthikesalingam, Alan ;
Hughes, Cian O. ;
Raine, Rosalind ;
Hughes, Julian ;
Sim, Dawn A. ;
Egan, Catherine ;
Tufail, Adnan ;
Montgomery, Hugh ;
Hassabis, Demis ;
Rees, Geraint ;
Back, Trevor ;
Khaw, Peng T. ;
Suleyman, Mustafa ;
Cornebise, Julien ;
Keane, Pearse A. ;
Ronneberger, Olaf .
NATURE MEDICINE, 2018, 24 (09) :1342-+
[2]   Resting-state connectivity biomarkers define neurophysiological subtypes of depression [J].
Drysdale, Andrew T. ;
Grosenick, Logan ;
Downar, Jonathan ;
Dunlop, Katharine ;
Mansouri, Farrokh ;
Meng, Yue ;
Fetcho, Robert N. ;
Zebley, Benjamin ;
Oathes, Desmond J. ;
Etkin, Amit ;
Schatzberg, Alan F. ;
Sudheimer, Keith ;
Keller, Jennifer ;
Mayberg, Helen S. ;
Gunning, Faith M. ;
Alexopoulos, George S. ;
Fox, Michael D. ;
Pascual-Leone, Alvaro ;
Voss, Henning U. ;
Casey, B. J. ;
Dubin, Marc J. ;
Liston, Conor .
NATURE MEDICINE, 2017, 23 (01) :28-38
[3]   Dermatologist-level classification of skin cancer with deep neural networks [J].
Esteva, Andre ;
Kuprel, Brett ;
Novoa, Roberto A. ;
Ko, Justin ;
Swetter, Susan M. ;
Blau, Helen M. ;
Thrun, Sebastian .
NATURE, 2017, 542 (7639) :115-+
[4]   Development and Validation of a Deep Learning Algorithm for Detection of Diabetic Retinopathy in Retinal Fundus Photographs [J].
Gulshan, Varun ;
Peng, Lily ;
Coram, Marc ;
Stumpe, Martin C. ;
Wu, Derek ;
Narayanaswamy, Arunachalam ;
Venugopalan, Subhashini ;
Widner, Kasumi ;
Madams, Tom ;
Cuadros, Jorge ;
Kim, Ramasamy ;
Raman, Rajiv ;
Nelson, Philip C. ;
Mega, Jessica L. ;
Webster, R. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2016, 316 (22) :2402-2410
[5]   Predicting Suicides After Psychiatric Hospitalization in US Army Soldiers The Army Study to Assess Risk and Resilience in Servicemembers (Army STARRS) [J].
Kessler, Ronald C. ;
Warner, Christopher H. ;
Ivany, Christopher ;
Petukhova, Maria V. ;
Rose, Sherri ;
Bromet, Evelyn J. ;
Brown, Millard, III ;
Cai, Tianxi ;
Colpe, Lisa J. ;
Cox, Kenneth L. ;
Fullerton, Carol S. ;
Gilman, Stephen E. ;
Gruber, Michael J. ;
Heeringa, Steven G. ;
Lewandowski-Romps, Lisa ;
Li, Junlong ;
Millikan-Bell, Amym. ;
Naifeh, James A. ;
Nock, Matthew K. ;
Rosellini, Anthony J. ;
Sampson, Nancy A. ;
Schoenbaum, Michael ;
Stein, Murray B. ;
Wessely, Simon ;
Zaslavsky, Alan M. ;
Ursano, Robert J. .
JAMA PSYCHIATRY, 2015, 72 (01) :49-57
[6]   Diagnostic Accuracy of Digital Screening Mammography With and Without Computer-Aided Detection [J].
Lehman, Constance D. ;
Wellman, Robert D. ;
Buist, Diana S. M. ;
Kerlikowske, Karla ;
Tosteson, Anna N. A. ;
Miglioretti, Diana L. .
JAMA INTERNAL MEDICINE, 2015, 175 (11) :1828-1837
[7]   Diffuse large B-cell lymphoma outcome prediction by gene-expression profiling and supervised machine learning [J].
Shipp, MA ;
Ross, KN ;
Tamayo, P ;
Weng, AP ;
Kutok, JL ;
Aguiar, RCT ;
Gaasenbeek, M ;
Angelo, M ;
Reich, M ;
Pinkus, GS ;
Ray, TS ;
Koval, MA ;
Last, KW ;
Norton, A ;
Lister, TA ;
Mesirov, J ;
Neuberg, DS ;
Lander, ES ;
Aster, JC ;
Golub, TR .
NATURE MEDICINE, 2002, 8 (01) :68-74
[8]   Automated deep-neural-network surveillance of cranial images for acute neurologic events [J].
Titano, Joseph J. ;
Badgeley, Marcus ;
Schefflein, Javin ;
Pain, Margaret ;
Su, Andres ;
Cai, Michael ;
Swinburne, Nathaniel ;
Zech, John ;
Kim, Jun ;
Bederson, Joshua ;
Mocco, J. ;
Drayer, Burton ;
Lehar, Joseph ;
Cho, Samuel ;
Costa, Anthony ;
Oermann, Eric K. .
NATURE MEDICINE, 2018, 24 (09) :1337-+
[9]   An fMRI-Based Neurologic Signature of Physical Pain [J].
Wager, Tor D. ;
Atlas, Lauren Y. ;
Lindquist, Martin A. ;
Roy, Mathieu ;
Woo, Choong-Wan ;
Kross, Ethan .
NEW ENGLAND JOURNAL OF MEDICINE, 2013, 368 (15) :1388-1397
[10]   Personalized Nutrition by Prediction of Glycemic Responses [J].
Zeevi, David ;
Korem, Tal ;
Zmora, Niv ;
Israeli, David ;
Rothschild, Daphna ;
Weinberger, Adina ;
Ben-Yacov, Orly ;
Lador, Dar ;
Avnit-Sagi, Tali ;
Lotan-Pompan, Maya ;
Suez, Jotham ;
Mahdi, Jemal Ali ;
Matot, Elad ;
Malka, Gal ;
Kosower, Noa ;
Rein, Michal ;
Zilberman-Schapira, Gili ;
Dohnalova, Lenka ;
Pevsner-Fischer, Meirav ;
Bikovsky, Rony ;
Halpern, Zamir ;
Elinav, Eran ;
Segal, Eran .
CELL, 2015, 163 (05) :1079-1094