Deep learning: new computational modelling techniques for genomics G Eraslan, Ž Avsec, J Gagneur, FJ Theis Nature Reviews Genetics 20 (7), 389-403, 2019 | 975 | 2019 |
Effective gene expression prediction from sequence by integrating long-range interactions Ž Avsec, V Agarwal, D Visentin, JR Ledsam, A Grabska-Barwinska, ... Nature methods 18 (10), 1196-1203, 2021 | 574 | 2021 |
Base-resolution models of transcription-factor binding reveal soft motif syntax Ž Avsec, M Weilert, A Shrikumar, S Krueger, A Alexandari, K Dalal, ... Nature genetics 53 (3), 354-366, 2021 | 378 | 2021 |
Accurate proteome-wide missense variant effect prediction with AlphaMissense J Cheng, G Novati, J Pan, C Bycroft, A Žemgulytė, T Applebaum, A Pritzel, ... Science 381 (6664), eadg7492, 2023 | 310 | 2023 |
Mapping single-cell data to reference atlases by transfer learning M Lotfollahi, M Naghipourfar, MD Luecken, M Khajavi, M Büttner, ... Nature biotechnology 40 (1), 121-130, 2022 | 298 | 2022 |
MMSplice: modular modeling improves the predictions of genetic variant effects on splicing J Cheng, TYD Nguyen, KJ Cygan, MH Çelik, WG Fairbrother, Ž Avsec, ... Genome biology 20, 1-15, 2019 | 163 | 2019 |
The Kipoi repository accelerates community exchange and reuse of predictive models for genomics Ž Avsec, R Kreuzhuber, J Israeli, N Xu, J Cheng, A Shrikumar, A Banerjee, ... Nature biotechnology 37 (6), 592-600, 2019 | 153 | 2019 |
The Kipoi repository accelerates community exchange and reuse of predictive models for genomics Ž Avsec, R Kreuzhuber, J Israeli, N Xu, J Cheng, A Shrikumar, A Banerjee, ... Nature biotechnology 37 (6), 592-600, 2019 | 153 | 2019 |
OUTRIDER: a statistical method for detecting aberrantly expressed genes in RNA sequencing data F Brechtmann, C Mertes, A Matusevičiūtė, VA Yépez, Ž Avsec, M Herzog, ... The American Journal of Human Genetics 103 (6), 907-917, 2018 | 138 | 2018 |
Technical note on transcription factor motif discovery from importance scores (TF-MoDISco) version 0.5. 6.5 A Shrikumar, K Tian, Ž Avsec, A Shcherbina, A Banerjee, M Sharmin, ... arXiv preprint arXiv:1811.00416, 2018 | 98 | 2018 |
Cis-regulatory elements explain most of the mRNA stability variation across genes in yeast J Cheng, KC Maier, Ž Avsec, P Rus, J Gagneur Rna 23 (11), 1648-1659, 2017 | 86 | 2017 |
Mutations in MDH2, encoding a Krebs cycle enzyme, cause early-onset severe encephalopathy S Ait-El-Mkadem, M Dayem-Quere, M Gusic, A Chaussenot, S Bannwarth, ... The American Journal of Human Genetics 100 (1), 151-159, 2017 | 84 | 2017 |
Query to reference single-cell integration with transfer learning M Lotfollahi, M Naghipourfar, MD Luecken, M Khajavi, M Büttner, Z Avsec, ... bioRxiv, 2020.07. 16.205997, 2020 | 41 | 2020 |
Modeling positional effects of regulatory sequences with spline transformations increases prediction accuracy of deep neural networks Ž Avsec, M Barekatain, J Cheng, J Gagneur Bioinformatics 34 (8), 1261-1269, 2018 | 36 | 2018 |
Technical Note on Transcription Factor Motif Discovery from Importance Scores (TF-MoDISco) version 0.5. 6.5. ArXiv181100416 Cs Q-Bio Stat [Internet]. 2020 [cited 2020 Oct 26] A Shrikumar, K Tian, Ž Avsec, A Shcherbina, A Banerjee, M Sharmin | 33 | 1811 |
Deep learning at base-resolution reveals motif syntax of the cis-regulatory code Z Avsec, M Weilert, A Shrikumar, A Alexandari, S Krueger, K Dalal, ... BioRxiv 737981, 2019 | 31 | 2019 |
Tf-Modisco v0. 4.4. 2-Alpha A Shrikumar, K Tian, A Shcherbina, Ž Avsec, A Banerjee, M Sharmin, ... arXiv preprint arXiv:1811.00416, 2018 | 25 | 2018 |
Predicting mean ribosome load for 5’UTR of any length using deep learning A Karollus, Ž Avsec, J Gagneur PLoS computational biology 17 (5), e1008982, 2021 | 22 | 2021 |
Assessing predictions of the impact of variants on splicing in CAGI5 SM Mount, Ž Avsec, L Carmel, R Casadio, MH Çelik, K Chen, J Cheng, ... Human mutation 40 (9), 1215-1224, 2019 | 18 | 2019 |
CAGI 5 splicing challenge: improved exon skipping and intron retention predictions with MMSplice J Cheng, MH Çelik, TYD Nguyen, Ž Avsec, J Gagneur Human mutation 40 (9), 1243-1251, 2019 | 13 | 2019 |