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Opportunities and obstacles for deep learning in biology and medicine.
Ching T, Himmelstein DS, Beaulieu-Jones BK, Kalinin AA, Do BT, Way GP, Ferrero E, Agapow PM, Zietz M, Hoffman MM, Xie W, Rosen GL, Lengerich BJ, Israeli J, Lanchantin J, Woloszynek S, Carpenter AE, Shrikumar A, Xu J, Cofer EM, Lavender CA, Turaga SC, Alexandari AM, Lu Z, Harris DJ, DeCaprio D, Qi Y, Kundaje A, Peng Y, Wiley LK, Segler MHS, Boca SM, Swamidass SJ, Huang A, Gitter A, Greene CS. Ching T, et al. Among authors: shrikumar a. J R Soc Interface. 2018 Apr;15(141):20170387. doi: 10.1098/rsif.2017.0387. J R Soc Interface. 2018. PMID: 29618526 Free PMC article. Review.
Base-resolution models of transcription-factor binding reveal soft motif syntax.
Avsec Ž, Weilert M, Shrikumar A, Krueger S, Alexandari A, Dalal K, Fropf R, McAnany C, Gagneur J, Kundaje A, Zeitlinger J. Avsec Ž, et al. Among authors: shrikumar a. Nat Genet. 2021 Mar;53(3):354-366. doi: 10.1038/s41588-021-00782-6. Epub 2021 Feb 18. Nat Genet. 2021. PMID: 33603233 Free PMC article.
Dynamic and coordinated epigenetic regulation of developmental transitions in the cardiac lineage.
Wamstad JA, Alexander JM, Truty RM, Shrikumar A, Li F, Eilertson KE, Ding H, Wylie JN, Pico AR, Capra JA, Erwin G, Kattman SJ, Keller GM, Srivastava D, Levine SS, Pollard KS, Holloway AK, Boyer LA, Bruneau BG. Wamstad JA, et al. Among authors: shrikumar a. Cell. 2012 Sep 28;151(1):206-20. doi: 10.1016/j.cell.2012.07.035. Epub 2012 Sep 12. Cell. 2012. PMID: 22981692 Free PMC article.
Short tandem repeats bind transcription factors to tune eukaryotic gene expression.
Horton CA, Alexandari AM, Hayes MGB, Marklund E, Schaepe JM, Aditham AK, Shah N, Suzuki PH, Shrikumar A, Afek A, Greenleaf WJ, Gordân R, Zeitlinger J, Kundaje A, Fordyce PM. Horton CA, et al. Among authors: shrikumar a. Science. 2023 Sep 22;381(6664):eadd1250. doi: 10.1126/science.add1250. Epub 2023 Sep 22. Science. 2023. PMID: 37733848
11 results