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An open-source drug discovery platform enables ultra-large virtual screens 期刊论文
NATURE, 2020, 580 (7805) : 663-+
作者:  Peron, Simon;  Pancholi, Ravi;  Voelcker, Bettina;  Wittenbach, Jason D.;  olafsdottir, H. Freyja;  Freeman, Jeremy;  Svoboda, Karel
收藏  |  浏览/下载:33/0  |  提交时间:2020/07/03

VirtualFlow, an open-source drug discovery platform, enables the efficient preparation and virtual screening of ultra-large ligand libraries to identify molecules that bind with high affinity to target proteins.


On average, an approved drug currently costs US$2-3 billion and takes more than 10 years to develop(1). In part, this is due to expensive and time-consuming wet-laboratory experiments, poor initial hit compounds and the high attrition rates in the (pre-)clinical phases. Structure-based virtual screening has the potential to mitigate these problems. With structure-based virtual screening, the quality of the hits improves with the number of compounds screened(2). However, despite the fact that large databases of compounds exist, the ability to carry out large-scale structure-based virtual screening on computer clusters in an accessible, efficient and flexible manner has remained difficult. Here we describe VirtualFlow, a highly automated and versatile open-source platform with perfect scaling behaviour that is able to prepare and efficiently screen ultra-large libraries of compounds. VirtualFlow is able to use a variety of the most powerful docking programs. Using VirtualFlow, we prepared one of the largest and freely available ready-to-dock ligand libraries, with more than 1.4 billion commercially available molecules. To demonstrate the power of VirtualFlow, we screened more than 1 billion compounds and identified a set of structurally diverse molecules that bind to KEAP1 with submicromolar affinity. One of the lead inhibitors (iKeap1) engages KEAP1 with nanomolar affinity (dissociation constant (K-d) = 114 nM) and disrupts the interaction between KEAP1 and the transcription factor NRF2. This illustrates the potential of VirtualFlow to access vast regions of the chemical space and identify molecules that bind with high affinity to target proteins.


  
Laboratory Flume Experiments on the Formation of Spanwise Large Wood Accumulations: Part II-Effect on local scour 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (6) : 4871-4885
作者:  Schalko, I.;  Lageder, C.;  Schmocker, L.;  Weitbrecht, V.;  Boes, R. M.
收藏  |  浏览/下载:2/0  |  提交时间:2019/11/26
Quantification of Vegetation Arrangement and Its Effects on Longitudinal Dispersion in a Channel 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (5) : 4488-4498
作者:  Park, Hyoungchul;  Hwang, Jin Hwan
收藏  |  浏览/下载:5/0  |  提交时间:2019/11/26
vegetation arrangement  longitudinal dispersion  isometric scaling  allometric scaling  standardized Morisita index  
Revisiting the Analytical Solutions of Heat Transport in Fractured Reservoirs Using a Generalized Multirate Memory Function 期刊论文
WATER RESOURCES RESEARCH, 2019, 55 (2) : 1405-1428
作者:  Zhou, Quanlin;  Oldenburg, Curtis M.;  Rutqvist, Jonny
收藏  |  浏览/下载:4/0  |  提交时间:2019/11/26
analytical solution  fracture  rock matrix  heat transport  memory function  multirate diffusion  
Integrated Bayesian Estimation of Intensity-Duration-Frequency Curves: Consolidation and Extensive Testing of a Method 期刊论文
WATER RESOURCES RESEARCH, 2018, 54 (10) : 7459-7477
作者:  Boukhelifa, M.;  Meddi, M.;  Gaume, E.
收藏  |  浏览/下载:2/0  |  提交时间:2019/04/09
Spring photosynthetic onset and net CO2 uptake in Alaska triggered by landscape thawing 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (8) : 3416-3435
作者:  Parazoo, Nicholas C.;  Arneth, Almut;  Pugh, Thomas A. M.;  Smith, Ben;  Steiner, Nicholas;  Luus, Kristina;  Commane, Roisin;  Benmergui, Josh;  Stofferahn, Eric;  Liu, Junjie;  Roedenbeck, Christian;  Kawa, Randy;  Euskirchen, Eugenie;  Zona, Donatella;  Arndt, Kyle;  Oechel, Walt;  Miller, Charles
收藏  |  浏览/下载:8/0  |  提交时间:2019/04/09
boreal  carbon cycle  eddy covariance  freeze-thaw  inversion  remote sensing  tundra  vegetation fluorescence  
Species-area relationships and biodiversity loss in fragmented landscapes 期刊论文
ECOLOGY LETTERS, 2018, 21 (6) : 804-813
作者:  Chisholm, Ryan A.;  Lim, Felix;  Yeoh, Yi Shuen;  Seah, Wei Wei;  Condit, Richard;  Rosindell, James
收藏  |  浏览/下载:9/0  |  提交时间:2019/04/09
Deforestation  fragmentation  habitat loss  rescaling  scaling  species-area curve  
Improving models of photosynthetic thermal acclimation: Which parameters are most important and how many should be modified? 期刊论文
GLOBAL CHANGE BIOLOGY, 2018, 24 (4) : 1580-1598
作者:  Stinziano, Joseph R.;  Way, Danielle A.;  Bauerle, William L.
收藏  |  浏览/下载:7/0  |  提交时间:2019/04/09
climate change  Eddy covariance  J(max)  modified Arrhenius equation  scaling  seasonality  temperature  V-cmax  
Theoretical Insight Into the Empirical Tortuosity-Connectivity Factor in the Burdine-Brooks-Corey Water Relative Permeability Model 期刊论文
WATER RESOURCES RESEARCH, 2017, 53 (12)
作者:  Ghanbarian, Behzad;  Ioannidis, Marios A.;  Hunt, Allen G.
收藏  |  浏览/下载:4/0  |  提交时间:2019/04/09
Theoretical analysis of non-Gaussian heterogeneity effects on subsurface flow and transport 期刊论文
WATER RESOURCES RESEARCH, 2017, 53 (4)
作者:  Riva, Monica;  Guadagnini, Alberto;  Neuman, Shlomo P.
收藏  |  浏览/下载:4/0  |  提交时间:2019/04/09