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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: way gp. 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.
Predicting cell health phenotypes using image-based morphology profiling.
Way GP, Kost-Alimova M, Shibue T, Harrington WF, Gill S, Piccioni F, Becker T, Shafqat-Abbasi H, Hahn WC, Carpenter AE, Vazquez F, Singh S. Way GP, et al. Mol Biol Cell. 2021 Apr 19;32(9):995-1005. doi: 10.1091/mbc.E20-12-0784. Epub 2021 Feb 3. Mol Biol Cell. 2021. PMID: 33534641 Free PMC article.
A field guide to cultivating computational biology.
Way GP, Greene CS, Carninci P, Carvalho BS, de Hoon M, Finley SD, Gosline SJC, Lȇ Cao KA, Lee JSH, Marchionni L, Robine N, Sindi SS, Theis FJ, Yang JYH, Carpenter AE, Fertig EJ. Way GP, et al. PLoS Biol. 2021 Oct 7;19(10):e3001419. doi: 10.1371/journal.pbio.3001419. eCollection 2021 Oct. PLoS Biol. 2021. PMID: 34618807 Free PMC article.
Morphology and gene expression profiling provide complementary information for mapping cell state.
Way GP, Natoli T, Adeboye A, Litichevskiy L, Yang A, Lu X, Caicedo JC, Cimini BA, Karhohs K, Logan DJ, Rohban MH, Kost-Alimova M, Hartland K, Bornholdt M, Chandrasekaran SN, Haghighi M, Weisbart E, Singh S, Subramanian A, Carpenter AE. Way GP, et al. Cell Syst. 2022 Nov 16;13(11):911-923.e9. doi: 10.1016/j.cels.2022.10.001. Epub 2022 Oct 28. Cell Syst. 2022. PMID: 36395727 Free PMC article.
High-dimensional phenotyping to define the genetic basis of cellular morphology.
Tegtmeyer M, Arora J, Asgari S, Cimini BA, Nadig A, Peirent E, Liyanage D, Way GP, Weisbart E, Nathan A, Amariuta T, Eggan K, Haghighi M, McCarroll SA, O'Connor L, Carpenter AE, Singh S, Nehme R, Raychaudhuri S. Tegtmeyer M, et al. Among authors: way gp. Nat Commun. 2024 Jan 6;15(1):347. doi: 10.1038/s41467-023-44045-w. Nat Commun. 2024. PMID: 38184653 Free PMC article.
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