1.Chen K, Wong A, Troyanskaya O, Zhou J. A sequence-based global map of regulatory activity for deciphering human genetics. Nat Genet. 2022;54(7):940–949. PMCID: PMC9279145 Reference Link
1.Zhou J, Troyanskaya O. Author Correction: An analytical framework for interpretable and generalizable single-cell data analysis. Nat Methods. 2022;19(3):370. PMID: 35165450 Reference Link
1.Zhou J, Troyanskaya O. An analytical framework for interpretable and generalizable single-cell data analysis. Nat Methods. 2021;18(11):1317–1321. PMCID: PMC8959118 Reference Link
1.Lindström N, Sealfon R, Chen X, Parvez R, Ransick A, Brandine G, Guo J, Hill B, Tran T, Kim A, Zhou J, Tadych A, Watters A, Wong A, Lovero E, Grubbs B, Thornton M, McMahon J, Smith A, Ruffins S, Armit C, Troyanskaya O, McMahon A. Spatial transcriptional mapping of the human nephrogenic program. Dev Cell. 2021;56(16):2381–2398.e6. PMCID: PMC8396064 Reference Link
1.Chen X, Zhou J, Zhang R, Wong A, Park C, Theesfeld C, Troyanskaya O. Tissue-specific enhancer functional networks for associating distal regulatory regions to disease. Cell Syst. 2021;12(4):353–362.e6. PMID: 33689683 Reference Link
1.Park C, Zhou J, Wong A, Chen K, Theesfeld C, Darnell R, Troyanskaya O. Genome-wide landscape of RNA-binding protein target site dysregulation reveals a major impact on psychiatric disorder risk. Nat Genet. 2021;53(2):166–173. PMCID: PMC7886016 Reference Link
1.El-Achkar T, Eadon M, Menon R, Lake B, Sigdel T, Alexandrov T, Parikh S, Zhang G, Dobi D, Dunn K, Otto E, Anderton C, Carson J, Luo J, Park C, Hamidi H, Zhou J, Hoover P, Schroeder A, Joanes M, Azeloglu E, Sealfon R, Winfree S, Steck B, He Y, D’Agati V, Iyengar R, Troyanskaya O, Barisoni L, Gaut J, Zhang K, Laszik Z, Rovin B, Dagher P, Sharma K, Sarwal M, Hodgin J, Alpers C, Kretzler M, Jain S. A multimodal and integrated approach to interrogate human kidney biopsies with rigor and reproducibility: guidelines from the Kidney Precision Medicine Project. Physiol Genomics. 2021;53(1):1–11. PMCID: PMC7847045 Reference Link
1.Richter F, Morton S, Kim S, Kitaygorodsky A, Wasson L, Chen K, Zhou J, Qi H, Patel N, DePalma S, Parfenov M, Homsy J, Gorham J, Manheimer K, Velinder M, Farrell A, Marth G, Schadt E, Kaltman J, Newburger J, Giardini A, Goldmuntz E, Brueckner M, Kim R, Porter G, Bernstein D, Chung W, Srivastava D, Tristani-Firouzi M, Troyanskaya O, Dickel D, Shen Y, Seidman J, Seidman C, Gelb B. Genomic analyses implicate noncoding de novo variants in congenital heart disease. Nat Genet. 2020;52(8):769–777. PMCID: PMC7415662 Reference Link
1.Zhou J, Schor I, Yao V, Theesfeld C, Marco-Ferreres R, Tadych A, Furlong E, Troyanskaya O. Accurate genome-wide predictions of spatio-temporal gene expression during embryonic development. PLoS Genet. 2019;15(9):e1008382. PMCID: PMC6779412 Reference Link
1.Shrine N, Guyatt A, Erzurumluoglu M, Jackson V, Hobbs B, Melbourne C, Batini C, Fawcett K, Song K, Sakornsakolpat P, Li X, Boxall R, Reeve N, Obeidat M, Zhao J, Wielscher M, Understanding Society Scientific Group, Weiss S, Kentistou K, Cook J, Sun B, Zhou J, Hui J, Karrasch S, Imboden M, Harris S, Marten J, Enroth S, Kerr S, Surakka I, Vitart V, Lehtimäki T, Allen R, Bakke P, Beaty T, Bleecker E, Bossé Y, Brandsma C-A, Chen Z, Crapo J, Danesh J, DeMeo D, Dudbridge F, Ewert R, Gieger C, Gulsvik A, Hansell A, Hao K, Hoffman J, Hokanson J, Homuth G, Joshi P, Joubert P, Langenberg C, Li X, Li L, Lin K, Lind L, Locantore N, Luan J, Mahajan A, Maranville J, Murray A, Nickle D, Packer R, Parker M, Paynton M, Porteous D, Prokopenko D, Qiao D, Rawal R, Runz H, Sayers I, Sin D, Smith B, Artigas M, Sparrow D, Tal-Singer R, Timmers P, Van den Berge M, Whittaker J, Woodruff P, Yerges-Armstrong L, Troyanskaya O, Raitakari O, Kähönen M, Polašek O, Gyllensten U, Rudan I, Deary I, Probst-Hensch N, Schulz H, James A, Wilson J, Stubbe B, Zeggini E, Jarvelin M-R, Wareham N, Silverman E, Hayward C, Morris A, Butterworth A, Scott R, Walters R, Meyers D, Cho M, Strachan D, Hall I, Tobin M, Wain L. Author Correction: New genetic signals for lung function highlight pathways and chronic obstructive pulmonary disease associations across multiple ancestries. Nat Genet. 2019;51(6):1067. PMID: 31110354 Reference Link
1.Zhou J, Park C, Theesfeld C, Wong A, Yuan Y, Scheckel C, Fak J, Funk J, Yao K, Tajima Y, Packer A, Darnell R, Troyanskaya O. Whole-genome deep-learning analysis identifies contribution of noncoding mutations to autism risk. Nat Genet. 2019;51(6):973–980. PMCID: PMC6758908 Reference Link
1.Harder J, Menon R, Otto E, Zhou J, Eddy S, Wys N, O’Connor C, Luo J, Nair V, Cebrian C, Spence J, Bitzer M, Troyanskaya O, Hodgin J, Wiggins R, Freedman B, Kretzler M, European Renal cDNA Bank (ERCB), Nephrotic Syndrome Study Network (NEPTUNE). Organoid single cell profiling identifies a transcriptional signature of glomerular disease. JCI Insight. 2019;4(1). PMCID: PMC6485369 Reference Link
1.Shrine N, Guyatt A, Erzurumluoglu M, Jackson V, Hobbs B, Melbourne C, Batini C, Fawcett K, Song K, Sakornsakolpat P, Li X, Boxall R, Reeve N, Obeidat M, Zhao J, Wielscher M, Weiss S, Kentistou K, Cook J, Sun B, Zhou J, Hui J, Karrasch S, Imboden M, Harris S, Marten J, Enroth S, Kerr S, Surakka I, Vitart V, Lehtimäki T, Allen R, Bakke P, Beaty T, Bleecker E, Bossé Y, Brandsma C-A, Chen Z, Crapo J, Danesh J, DeMeo D, Dudbridge F, Ewert R, Gieger C, Gulsvik A, Hansell A, Hao K, Hoffman J, Hokanson J, Homuth G, Joshi P, Joubert P, Langenberg C, Li X, Li L, Lin K, Lind L, Locantore N, Luan J, Mahajan A, Maranville J, Murray A, Nickle D, Packer R, Parker M, Paynton M, Porteous D, Prokopenko D, Qiao D, Rawal R, Runz H, Sayers I, Sin D, Smith B, Artigas M, Sparrow D, Tal-Singer R, Timmers P, Van den Berge M, Whittaker J, Woodruff P, Yerges-Armstrong L, Troyanskaya O, Raitakari O, Kähönen M, Polašek O, Gyllensten U, Rudan I, Deary I, Probst-Hensch N, Schulz H, James A, Wilson J, Stubbe B, Zeggini E, Jarvelin M-R, Wareham N, Silverman E, Hayward C, Morris A, Butterworth A, Scott R, Walters R, Meyers D, Cho M, Strachan D, Hall I, Tobin M, Wain L, Understanding Society Scientific Group. New genetic signals for lung function highlight pathways and chronic obstructive pulmonary disease associations across multiple ancestries. Nat Genet. 2019;51(3):481–493. PMCID: PMC6397078 Reference Link
1.Chen K, Cofer E, Zhou J, Troyanskaya O. Selene: a PyTorch-based deep learning library for sequence data. Nat Methods. 2019;16(4):315–318. PMCID: PMC7148117 Reference Link
1.Zhou J, Theesfeld C, Yao K, Chen K, Wong A, Troyanskaya O. Deep learning sequence-based ab initio prediction of variant effects on expression and disease risk. Nat Genet. 2018;50(8):1171–1179. PMCID: PMC6094955 Reference Link
1.Zhou J, Troyanskaya O. Predicting effects of noncoding variants with deep learning-based sequence model. Nat Methods. 2015;12(10):931–4. PMCID: PMC4768299 Reference Link
1.Zhou J, Troyanskaya O. Probabilistic modelling of chromatin code landscape reveals functional diversity of enhancer-like chromatin states. Nat Commun. 2016;7:10528. PMCID: PMC4742914 Reference Link