High-throughput screening platform for quantitative phenotype analysis of Xenopus laevis with deep learning

2022 ◽  
Author(s):  
Hyunmo Yang ◽  
Sanzhar Askaruly ◽  
Seongmin Yun ◽  
Geoseong Na ◽  
Taejoon Kwon ◽  
...  
2019 ◽  
Author(s):  
Seoin Back ◽  
Junwoong Yoon ◽  
Nianhan Tian ◽  
Wen Zhong ◽  
Kevin Tran ◽  
...  

We present an application of deep-learning convolutional neural network of atomic surface structures using atomic and Voronoi polyhedra-based neighbor information to predict adsorbate binding energies for the application in catalysis.


ACS Nano ◽  
2021 ◽  
Author(s):  
Sneh M. Toprani ◽  
Dimitrios Bitounis ◽  
Qiansheng Huang ◽  
Nathalia Oliveira ◽  
Kee Woei Ng ◽  
...  

ACS Sensors ◽  
2020 ◽  
Author(s):  
Ke-Jia Wu ◽  
Chun Wu ◽  
Feng Chen ◽  
Sha-Sha Cheng ◽  
Dik-Lung Ma ◽  
...  

2016 ◽  
Vol 60 (10) ◽  
pp. 5995-6002 ◽  
Author(s):  
Kristin R. Baker ◽  
Bimal Jana ◽  
Henrik Franzyk ◽  
Luca Guardabassi

ABSTRACTThe envelope of Gram-negative bacteria constitutes an impenetrable barrier to numerous classes of antimicrobials. This intrinsic resistance, coupled with acquired multidrug resistance, has drastically limited the treatment options against Gram-negative pathogens. The aim of the present study was to develop and validate an assay for identifying compounds that increase envelope permeability, thereby conferring antimicrobial susceptibility by weakening of the cell envelope barrier in Gram-negative bacteria. A high-throughput whole-cell screening platform was developed to measureEscherichia colienvelope permeability to a β-galactosidase chromogenic substrate. The signal produced by cytoplasmic β-galactosidase-dependent cleavage of the chromogenic substrate was used to determine the degree of envelope permeabilization. The assay was optimized by using known envelope-permeabilizing compounds andE. coligene deletion mutants with impaired envelope integrity. As a proof of concept, a compound library comprising 36 peptides and 45 peptidomimetics was screened, leading to identification of two peptides that substantially increased envelope permeability. Compound 79 reduced significantly (from 8- to 125-fold) the MICs of erythromycin, fusidic acid, novobiocin and rifampin and displayed synergy (fractional inhibitory concentration index, <0.2) with these antibiotics by checkerboard assays in two genetically distinctE. colistrains, including the high-risk multidrug-resistant, CTX-M-15-producing sequence type 131 clone. Notably, in the presence of 0.25 μM of this peptide, both strains were susceptible to rifampin according to the resistance breakpoints (R> 0.5 μg/ml) for Gram-positive bacterial pathogens. The high-throughput screening platform developed in this study can be applied to accelerate the discovery of antimicrobial helper drug candidates and targets that enhance the delivery of existing antibiotics by impairing envelope integrity in Gram-negative bacteria.


Marine Drugs ◽  
2020 ◽  
Vol 18 (4) ◽  
pp. 192
Author(s):  
Pietro Marchese ◽  
Nipun Mahajan ◽  
Enda O’Connell ◽  
Howard Fearnhead ◽  
Maria Tuohy ◽  
...  

Worldwide diffused diseases such as osteoarthritis, atherosclerosis or chronic kidney disease are associated with a tissue calcification process which may involve unexpected local stem cell differentiation. Current pharmacological treatments for such musculoskeletal conditions are weakly effective, sometimes extremely expensive and often absent. The potential to develop new therapies is represented by the discovery of small molecules modulating resident progenitor cell differentiation to prevent aberrant tissue calcification. The marine environment is a rich reserve of compounds with pharmaceutical potential and many novel molecules are isolated from macro and microorganisms annually. The potential of small molecules synthetized by marine filamentous fungi to influence the osteogenic and chondrogenic differentiation of human mesenchymal stem/stromal cells (hMSCs) was investigated using a novel, high-throughput automated screening platform. Metabolites synthetized by the marine-derived fungus Penicillium antarcticum were evaluated on the platform. Itaconic acid derivatives were identified as inhibitors of calcium elaboration into the matrix of osteogenically differentiated hMSCs and also inhibited hMSC chondrogenic differentiation, highlighting their capacity to impair ectopic calcification. Bioactive small molecule discovery is critical to address ectopic tissue calcification and the use of biologically relevant assays to identify naturally occurring metabolites from marine sources represents a strategy that can contribute to this effort.


2015 ◽  
Vol 104 (2) ◽  
pp. 557-565 ◽  
Author(s):  
Vanessa Jully ◽  
Nicolas Moniotte ◽  
Frédéric Mathot ◽  
Dominique Lemoine ◽  
Véronique Préat

2014 ◽  
Author(s):  
Sankar Narayan Krishna ◽  
Chi-Hao Luan ◽  
Matthew R. Clutter ◽  
Rama K. Mishra ◽  
Karl A. Scheidt ◽  
...  

Sign in / Sign up

Export Citation Format

Share Document