Nature Reviews Genetics, Journal Year: 2020, Volume and Issue: 22(3), P. 154 - 168
Published: Nov. 24, 2020
Language: Английский
Nature Reviews Genetics, Journal Year: 2020, Volume and Issue: 22(3), P. 154 - 168
Published: Nov. 24, 2020
Language: Английский
Cell, Journal Year: 2017, Volume and Issue: 168(4), P. 629 - 643
Published: Feb. 1, 2017
Language: Английский
Citations
1028Nature Reviews Genetics, Journal Year: 2019, Volume and Issue: 20(8), P. 437 - 455
Published: May 13, 2019
Language: Английский
Citations
944Cell, Journal Year: 2018, Volume and Issue: 173(6), P. 1535 - 1548.e16
Published: April 26, 2018
Language: Английский
Citations
637Nature Reviews Genetics, Journal Year: 2018, Volume and Issue: 19(7), P. 453 - 467
Published: April 24, 2018
Language: Английский
Citations
633Nature, Journal Year: 2018, Volume and Issue: 554(7691), P. 239 - 243
Published: Jan. 31, 2018
Language: Английский
Citations
630Neuron, Journal Year: 2018, Volume and Issue: 100(2), P. 330 - 348
Published: Oct. 1, 2018
Language: Английский
Citations
556Genome Research, Journal Year: 2018, Volume and Issue: 28(5), P. 739 - 750
Published: March 27, 2018
Models for predicting phenotypic outcomes from genotypes have important applications to understanding genomic function and improving human health. Here, we develop a machine-learning system predict cell-type–specific epigenetic transcriptional profiles in large mammalian genomes DNA sequence alone. By use of convolutional neural networks, this identifies promoters distal regulatory elements synthesizes their content make effective gene expression predictions. We show that model predictions the influence variants on align well causal underlying eQTLs populations can be useful generating mechanistic hypotheses enable fine mapping disease loci.
Language: Английский
Citations
444Nature Genetics, Journal Year: 2018, Volume and Issue: 50(9), P. 1296 - 1303
Published: July 23, 2018
Language: Английский
Citations
429Cell, Journal Year: 2017, Volume and Issue: 170(5), P. 875 - 888.e20
Published: July 27, 2017
Language: Английский
Citations
417Nature, Journal Year: 2019, Volume and Issue: 568(7750), P. 49 - 54
Published: March 18, 2019
Language: Английский
Citations
396