Predicting cancer outcomes from histology and genomics using convolutional networks
Mobadersany, Pooya, Yousefi, Safoora, Amgad, Mohamed, Gutman, David A., Barnholtz-Sloan, Jill S., Vega, José E. Velázquez, Brat, Daniel J., Cooper, Lee A. D.
Published in Proceedings of the National Academy of Sciences - PNAS (27.03.2018)
Published in Proceedings of the National Academy of Sciences - PNAS (27.03.2018)
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Journal Article
Results of the 2016 International Skin Imaging Collaboration International Symposium on Biomedical Imaging challenge: Comparison of the accuracy of computer algorithms to dermatologists for the diagnosis of melanoma from dermoscopic images
Marchetti, Michael A., Codella, Noel C.F., Dusza, Stephen W., Gutman, David A., Helba, Brian, Kalloo, Aadi, Mishra, Nabin, Carrera, Cristina, Celebi, M. Emre, DeFazio, Jennifer L., Jaimes, Natalia, Marghoob, Ashfaq A., Quigley, Elizabeth, Scope, Alon, Yélamos, Oriol, Halpern, Allan C.
Published in Journal of the American Academy of Dermatology (01.02.2018)
Published in Journal of the American Academy of Dermatology (01.02.2018)
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Journal Article
Skin lesion analysis toward melanoma detection: A challenge at the 2017 International symposium on biomedical imaging (ISBI), hosted by the international skin imaging collaboration (ISIC)
Codella, Noel C. F., Gutman, David, Celebi, M. Emre, Helba, Brian, Marchetti, Michael A., Dusza, Stephen W., Kalloo, Aadi, Liopyris, Konstantinos, Mishra, Nabin, Kittler, Harald, Halpern, Allan
Published in 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018) (01.04.2018)
Published in 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018) (01.04.2018)
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Conference Proceeding
Predicting clinical outcomes from large scale cancer genomic profiles with deep survival models
Yousefi, Safoora, Amrollahi, Fatemeh, Amgad, Mohamed, Dong, Chengliang, Lewis, Joshua E, Song, Congzheng, Gutman, David A, Halani, Sameer H, Velazquez Vega, Jose Enrique, Brat, Daniel J, Cooper, Lee A D
Published in Scientific reports (15.09.2017)
Published in Scientific reports (15.09.2017)
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Journal Article
Significant Neuroanatomical Variation Among Domestic Dog Breeds
Hecht, Erin E, Smaers, Jeroen B, Dunn, William D, Kent, Marc, Preuss, Todd M, Gutman, David A
Published in The Journal of neuroscience (25.09.2019)
Published in The Journal of neuroscience (25.09.2019)
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Journal Article
Comparison of the accuracy of human readers versus machine-learning algorithms for pigmented skin lesion classification: an open, web-based, international, diagnostic study
Tschandl, Philipp, Codella, Noel, Akay, Bengü Nisa, Argenziano, Giuseppe, Braun, Ralph P, Cabo, Horacio, Gutman, David, Halpern, Allan, Helba, Brian, Hofmann-Wellenhof, Rainer, Lallas, Aimilios, Lapins, Jan, Longo, Caterina, Malvehy, Josep, Marchetti, Michael A, Marghoob, Ashfaq, Menzies, Scott, Oakley, Amanda, Paoli, John, Puig, Susana, Rinner, Christoph, Rosendahl, Cliff, Scope, Alon, Sinz, Christoph, Soyer, H Peter, Thomas, Luc, Zalaudek, Iris, Kittler, Harald
Published in The lancet oncology (01.07.2019)
Published in The lancet oncology (01.07.2019)
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Journal Article
The Digital Slide Archive: A Software Platform for Management, Integration, and Analysis of Histology for Cancer Research
Gutman, David A, Khalilia, Mohammed, Lee, Sanghoon, Nalisnik, Michael, Mullen, Zach, Beezley, Jonathan, Chittajallu, Deepak R, Manthey, David, Cooper, Lee A D
Published in Cancer research (Chicago, Ill.) (01.11.2017)
Published in Cancer research (Chicago, Ill.) (01.11.2017)
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Journal Article
Machine-based detection and classification for bone marrow aspirate differential counts: initial development focusing on nonneoplastic cells
Chandradevan, Ramraj, Aljudi, Ahmed A., Drumheller, Bradley R., Kunananthaseelan, Nilakshan, Amgad, Mohamed, Gutman, David A., Cooper, Lee A.D., Jaye, David L.
Published in Laboratory investigation (01.01.2020)
Published in Laboratory investigation (01.01.2020)
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Journal Article
Cancer Digital Slide Archive: an informatics resource to support integrated in silico analysis of TCGA pathology data
Gutman, David A, Cobb, Jake, Somanna, Dhananjaya, Park, Yuna, Wang, Fusheng, Kurc, Tahsin, Saltz, Joel H, Brat, Daniel J, Cooper, Lee A D
Published in Journal of the American Medical Informatics Association : JAMIA (01.11.2013)
Published in Journal of the American Medical Informatics Association : JAMIA (01.11.2013)
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Journal Article
MR imaging predictors of molecular profile and survival: multi-institutional study of the TCGA glioblastoma data set
Gutman, David A, Cooper, Lee A D, Hwang, Scott N, Holder, Chad A, Gao, Jingjing, Aurora, Tarun D, Dunn, Jr, William D, Scarpace, Lisa, Mikkelsen, Tom, Jain, Rajan, Wintermark, Max, Jilwan, Manal, Raghavan, Prashant, Huang, Erich, Clifford, Robert J, Mongkolwat, Pattanasak, Kleper, Vladimir, Freymann, John, Kirby, Justin, Zinn, Pascal O, Moreno, Carlos S, Jaffe, Carl, Colen, Rivka, Rubin, Daniel L, Saltz, Joel, Flanders, Adam, Brat, Daniel J
Published in Radiology (01.05.2013)
Published in Radiology (01.05.2013)
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Journal Article
Computer algorithms show potential for improving dermatologists' accuracy to diagnose cutaneous melanoma: Results of the International Skin Imaging Collaboration 2017
Marchetti, Michael A., Liopyris, Konstantinos, Dusza, Stephen W., Codella, Noel C.F., Gutman, David A., Helba, Brian, Kalloo, Aadi, Halpern, Allan C., Soyer, H. Peter, Curiel-Lewandrowski, Clara, Caffery, Liam, Malvehy, Josep
Published in Journal of the American Academy of Dermatology (01.03.2020)
Published in Journal of the American Academy of Dermatology (01.03.2020)
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Journal Article
A patient-centric dataset of images and metadata for identifying melanomas using clinical context
Rotemberg, Veronica, Kurtansky, Nicholas, Betz-Stablein, Brigid, Caffery, Liam, Chousakos, Emmanouil, Codella, Noel, Combalia, Marc, Dusza, Stephen, Guitera, Pascale, Gutman, David, Halpern, Allan, Helba, Brian, Kittler, Harald, Kose, Kivanc, Langer, Steve, Lioprys, Konstantinos, Malvehy, Josep, Musthaq, Shenara, Nanda, Jabpani, Reiter, Ofer, Shih, George, Stratigos, Alexander, Tschandl, Philipp, Weber, Jochen, Soyer, H Peter
Published in Scientific data (28.01.2021)
Published in Scientific data (28.01.2021)
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Journal Article
The proneural molecular signature is enriched in oligodendrogliomas and predicts improved survival among diffuse gliomas
Cooper, Lee A D, Gutman, David A, Long, Qi, Johnson, Brent A, Cholleti, Sharath R, Kurc, Tahsin, Saltz, Joel H, Brat, Daniel J, Moreno, Carlos S
Published in PloS one (03.09.2010)
Published in PloS one (03.09.2010)
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Journal Article
PACAP receptor gene polymorphism impacts fear responses in the amygdala and hippocampus
Stevens, Jennifer Strafford, Almli, Lynn M., Fani, Negar, Gutman, David A., Bradley, Bekh, Norrholm, Seth D., Reiser, Emily, Ely, Timothy D., Dhanani, Rahim, Glover, Ebony M., Jovanovic, Tanja, Ressler, Kerry J.
Published in Proceedings of the National Academy of Sciences - PNAS (25.02.2014)
Published in Proceedings of the National Academy of Sciences - PNAS (25.02.2014)
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Journal Article