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Editorial
. 2019 Oct;30(10):1780-1781.
doi: 10.1681/ASN.2019070664. Epub 2019 Sep 5.

Machine Learning Comes to Nephrology

Affiliations
Editorial

Machine Learning Comes to Nephrology

Kevin V Lemley. J Am Soc Nephrol. 2019 Oct.
No abstract available

Keywords: convolutional neural network; machine learning; supervised learning; whole slide imaging.

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Comment on

  • Computational Segmentation and Classification of Diabetic Glomerulosclerosis.
    Ginley B, Lutnick B, Jen KY, Fogo AB, Jain S, Rosenberg A, Walavalkar V, Wilding G, Tomaszewski JE, Yacoub R, Rossi GM, Sarder P. Ginley B, et al. J Am Soc Nephrol. 2019 Oct;30(10):1953-1967. doi: 10.1681/ASN.2018121259. Epub 2019 Sep 5. J Am Soc Nephrol. 2019. PMID: 31488606 Free PMC article.
  • Deep Learning-Based Histopathologic Assessment of Kidney Tissue.
    Hermsen M, de Bel T, den Boer M, Steenbergen EJ, Kers J, Florquin S, Roelofs JJTH, Stegall MD, Alexander MP, Smith BH, Smeets B, Hilbrands LB, van der Laak JAWM. Hermsen M, et al. J Am Soc Nephrol. 2019 Oct;30(10):1968-1979. doi: 10.1681/ASN.2019020144. Epub 2019 Sep 5. J Am Soc Nephrol. 2019. PMID: 31488607 Free PMC article.

References

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    1. Ginley B, Lutnick B, Jen K-Y, Fogo A, Jain S, Rosenberg A, et al. : Computational segmentation and classification of diabetic glomerulosclerosis. J Am Soc Nephrol 30: 1953–1967, 2019 - PMC - PubMed
    1. Hermsen M, de Bel T, den Boer M, Steenbergen EJ, Kers J, Florquin S, et al. : Deep learning-based histopathological assessment of renal tissue. J Am Soc Nephrol 30: 1968–1979, 2019 - PMC - PubMed
    1. Bukowy JD, Dayton A, Cloutier D, Manis AD, Staruschenko A, Lombard JH, et al. .: Region-based convolutional neural nets for localization of glomeruli in trichrome-stained whole kidney sections. J Am Soc Nephrol 29: 2081–2088, 2018 - PMC - PubMed
    1. Kolachalama VB, Singh P, Lin CQ, Mun D, Belghasem ME, Henderson JM, et al. .: Association of pathological fibrosis with renal survival using deep neural networks. Kidney Int Rep 3: 464–475, 2018 - PMC - PubMed