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Page 1
Predicting lymph node metastasis from primary tumor histology and clinicopathologic factors in colorectal cancer using deep learning.
Krogue JD, Azizi S, Tan F, Flament-Auvigne I, Brown T, Plass M, Reihs R, Müller H, Zatloukal K, Richeson P, Corrado GS, Peng LH, Mermel CH, Liu Y, Chen PC, Gombar S, Montine T, Shen J, Steiner DF, Wulczyn E. Krogue JD, et al. Among authors: wulczyn e. Commun Med (Lond). 2023 Apr 24;3(1):59. doi: 10.1038/s43856-023-00282-0. Commun Med (Lond). 2023. PMID: 37095223 Free PMC article.
Development and validation of a deep learning algorithm for improving Gleason scoring of prostate cancer.
Nagpal K, Foote D, Liu Y, Chen PC, Wulczyn E, Tan F, Olson N, Smith JL, Mohtashamian A, Wren JH, Corrado GS, MacDonald R, Peng LH, Amin MB, Evans AJ, Sangoi AR, Mermel CH, Hipp JD, Stumpe MC. Nagpal K, et al. Among authors: wulczyn e. NPJ Digit Med. 2019 Jun 7;2:48. doi: 10.1038/s41746-019-0112-2. eCollection 2019. NPJ Digit Med. 2019. PMID: 31304394 Free PMC article.
Erratum: Publisher Correction: Development and validation of a deep learning algorithm for improving Gleason scoring of prostate cancer.
Nagpal K, Foote D, Liu Y, Chen PC, Wulczyn E, Tan F, Olson N, Smith JL, Mohtashamian A, Wren JH, Corrado GS, MacDonald R, Peng LH, Amin MB, Evans AJ, Sangoi AR, Mermel CH, Hipp JD, Stumpe MC. Nagpal K, et al. Among authors: wulczyn e. NPJ Digit Med. 2019 Nov 19;2:113. doi: 10.1038/s41746-019-0196-8. eCollection 2019. NPJ Digit Med. 2019. PMID: 31754638 Free PMC article.
Interpretable survival prediction for colorectal cancer using deep learning.
Wulczyn E, Steiner DF, Moran M, Plass M, Reihs R, Tan F, Flament-Auvigne I, Brown T, Regitnig P, Chen PC, Hegde N, Sadhwani A, MacDonald R, Ayalew B, Corrado GS, Peng LH, Tse D, Müller H, Xu Z, Liu Y, Stumpe MC, Zatloukal K, Mermel CH. Wulczyn E, et al. NPJ Digit Med. 2021 Apr 19;4(1):71. doi: 10.1038/s41746-021-00427-2. NPJ Digit Med. 2021. PMID: 33875798 Free PMC article.
Comparative analysis of machine learning approaches to classify tumor mutation burden in lung adenocarcinoma using histopathology images.
Sadhwani A, Chang HW, Behrooz A, Brown T, Auvigne-Flament I, Patel H, Findlater R, Velez V, Tan F, Tekiela K, Wulczyn E, Yi ES, Mermel CH, Hanks D, Chen PC, Kulig K, Batenchuk C, Steiner DF, Cimermancic P. Sadhwani A, et al. Among authors: wulczyn e. Sci Rep. 2021 Aug 16;11(1):16605. doi: 10.1038/s41598-021-95747-4. Sci Rep. 2021. PMID: 34400666 Free PMC article.
Predicting prostate cancer specific-mortality with artificial intelligence-based Gleason grading.
Wulczyn E, Nagpal K, Symonds M, Moran M, Plass M, Reihs R, Nader F, Tan F, Cai Y, Brown T, Flament-Auvigne I, Amin MB, Stumpe MC, Müller H, Regitnig P, Holzinger A, Corrado GS, Peng LH, Chen PC, Steiner DF, Zatloukal K, Liu Y, Mermel CH. Wulczyn E, et al. Commun Med (Lond). 2021 Jun 30;1:10. doi: 10.1038/s43856-021-00005-3. eCollection 2021. Commun Med (Lond). 2021. PMID: 35602201 Free PMC article.
Deep learning models for histologic grading of breast cancer and association with disease prognosis.
Jaroensri R, Wulczyn E, Hegde N, Brown T, Flament-Auvigne I, Tan F, Cai Y, Nagpal K, Rakha EA, Dabbs DJ, Olson N, Wren JH, Thompson EE, Seetao E, Robinson C, Miao M, Beckers F, Corrado GS, Peng LH, Mermel CH, Liu Y, Steiner DF, Chen PC. Jaroensri R, et al. Among authors: wulczyn e. NPJ Breast Cancer. 2022 Oct 4;8(1):113. doi: 10.1038/s41523-022-00478-y. NPJ Breast Cancer. 2022. PMID: 36192400 Free PMC article.
Pathologist Validation of a Machine Learning-Derived Feature for Colon Cancer Risk Stratification.
L'Imperio V, Wulczyn E, Plass M, Müller H, Tamini N, Gianotti L, Zucchini N, Reihs R, Corrado GS, Webster DR, Peng LH, Chen PC, Lavitrano M, Liu Y, Steiner DF, Zatloukal K, Pagni F. L'Imperio V, et al. Among authors: wulczyn e. JAMA Netw Open. 2023 Mar 1;6(3):e2254891. doi: 10.1001/jamanetworkopen.2022.54891. JAMA Netw Open. 2023. PMID: 36917112 Free PMC article.
Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging.
Azizi S, Culp L, Freyberg J, Mustafa B, Baur S, Kornblith S, Chen T, Tomasev N, Mitrović J, Strachan P, Mahdavi SS, Wulczyn E, Babenko B, Walker M, Loh A, Chen PC, Liu Y, Bavishi P, McKinney SM, Winkens J, Roy AG, Beaver Z, Ryan F, Krogue J, Etemadi M, Telang U, Liu Y, Peng L, Corrado GS, Webster DR, Fleet D, Hinton G, Houlsby N, Karthikesalingam A, Norouzi M, Natarajan V. Azizi S, et al. Among authors: wulczyn e. Nat Biomed Eng. 2023 Jun;7(6):756-779. doi: 10.1038/s41551-023-01049-7. Epub 2023 Jun 8. Nat Biomed Eng. 2023. PMID: 37291435
14 results