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Page 1
Opportunities and challenges for transcriptome-wide association studies.
Wainberg M, Sinnott-Armstrong N, Mancuso N, Barbeira AN, Knowles DA, Golan D, Ermel R, Ruusalepp A, Quertermous T, Hao K, Björkegren JLM, Im HK, Pasaniuc B, Rivas MA, Kundaje A. Wainberg M, et al. Nat Genet. 2019 Apr;51(4):592-599. doi: 10.1038/s41588-019-0385-z. Epub 2019 Mar 29. Nat Genet. 2019. PMID: 30926968 Free PMC article. Review.
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. 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.
Integrative single-cell analysis of cardiogenesis identifies developmental trajectories and non-coding mutations in congenital heart disease.
Ameen M, Sundaram L, Shen M, Banerjee A, Kundu S, Nair S, Shcherbina A, Gu M, Wilson KD, Varadarajan A, Vadgama N, Balsubramani A, Wu JC, Engreitz JM, Farh K, Karakikes I, Wang KC, Quertermous T, Greenleaf WJ, Kundaje A. Ameen M, et al. Cell. 2022 Dec 22;185(26):4937-4953.e23. doi: 10.1016/j.cell.2022.11.028. Cell. 2022. PMID: 36563664 Free PMC article.
Transparency and reproducibility in artificial intelligence.
Haibe-Kains B, Adam GA, Hosny A, Khodakarami F; Massive Analysis Quality Control (MAQC) Society Board of Directors; Waldron L, Wang B, McIntosh C, Goldenberg A, Kundaje A, Greene CS, Broderick T, Hoffman MM, Leek JT, Korthauer K, Huber W, Brazma A, Pineau J, Tibshirani R, Hastie T, Ioannidis JPA, Quackenbush J, Aerts HJWL. Haibe-Kains B, et al. Nature. 2020 Oct;586(7829):E14-E16. doi: 10.1038/s41586-020-2766-y. Epub 2020 Oct 14. Nature. 2020. PMID: 33057217 Free PMC article.
The dynamic, combinatorial cis-regulatory lexicon of epidermal differentiation.
Kim DS, Risca VI, Reynolds DL, Chappell J, Rubin AJ, Jung N, Donohue LKH, Lopez-Pajares V, Kathiria A, Shi M, Zhao Z, Deep H, Sharmin M, Rao D, Lin S, Chang HY, Snyder MP, Greenleaf WJ, Kundaje A, Khavari PA. Kim DS, et al. Nat Genet. 2021 Nov;53(11):1564-1576. doi: 10.1038/s41588-021-00947-3. Epub 2021 Oct 14. Nat Genet. 2021. PMID: 34650237 Free PMC article.
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