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1.
Chem Res Toxicol ; 34(2): 385-395, 2021 02 15.
Article in English | MEDLINE | ID: mdl-33507738

ABSTRACT

The safety of marketed drugs is an ongoing concern, with some of the more frequently prescribed medicines resulting in serious or life-threatening adverse effects in some patients. Safety-related information for approved drugs has been curated to include the assignment of toxicity class(es) based on their withdrawn status and/or black box warning information described on medicinal product labels. The ChEMBL resource contains a wide range of bioactivity data types, from early "Discovery" stage preclinical data for individual compounds through to postclinical data on marketed drugs; the inclusion of the curated drug safety data set within this framework can support a wide range of safety-related drug discovery questions. The curated drug safety data set will be made freely available through ChEMBL and updated in future database releases.


Subject(s)
Pharmaceutical Preparations/chemistry , Data Curation , Drug Approval , Drug-Related Side Effects and Adverse Reactions , Humans , Models, Molecular
2.
Commun Biol ; 3(1): 573, 2020 10 15.
Article in English | MEDLINE | ID: mdl-33060801

ABSTRACT

Uncovering cellular responses from heterogeneous genomic data is crucial for molecular medicine in particular for drug safety. This can be realized by integrating the molecular activities in networks of interacting proteins. As proof-of-concept we challenge network modeling with time-resolved proteome, transcriptome and methylome measurements in iPSC-derived human 3D cardiac microtissues to elucidate adverse mechanisms of anthracycline cardiotoxicity measured with four different drugs (doxorubicin, epirubicin, idarubicin and daunorubicin). Dynamic molecular analysis at in vivo drug exposure levels reveal a network of 175 disease-associated proteins and identify common modules of anthracycline cardiotoxicity in vitro, related to mitochondrial and sarcomere function as well as remodeling of extracellular matrix. These in vitro-identified modules are transferable and are evaluated with biopsies of cardiomyopathy patients. This to our knowledge most comprehensive study on anthracycline cardiotoxicity demonstrates a reproducible workflow for molecular medicine and serves as a template for detecting adverse drug responses from complex omics data.


Subject(s)
Metabolome , Models, Biological , Proteome , Transcriptome , Epigenesis, Genetic , Gene Expression Profiling/methods , Gene Expression Regulation , Gene Regulatory Networks , Humans , Metabolomics/methods , Mitochondria/genetics , Mitochondria/metabolism , Proteomics/methods , Sarcomeres/genetics , Sarcomeres/metabolism , Signal Transduction
3.
Sci Data ; 5: 180230, 2018 10 23.
Article in English | MEDLINE | ID: mdl-30351302

ABSTRACT

ChEMBL is a large-scale, open-access drug discovery resource containing bioactivity information primarily extracted from scientific literature. A substantial dataset of more than 135,000 in vivo assays has been collated as a key resource of animal models for translational medicine within drug discovery. To improve the utility of the in vivo data, an extensive data curation task has been undertaken that allows the assays to be grouped by animal disease model or phenotypic endpoint. The dataset contains previously unavailable information about compounds or drugs tested in animal models and, in conjunction with assay data on protein targets or cell- or tissue- based systems, allows the investigation of the effects of compounds at differing levels of biological complexity. Equally, it enables researchers to identify compounds that have been investigated for a group of disease-, pharmacology- or toxicity-relevant assays.


Subject(s)
Biological Assay , Databases, Chemical , Drug Discovery/methods , Animals , Drug Evaluation, Preclinical , Models, Animal
4.
Nucleic Acids Res ; 46(D1): D726-D735, 2018 01 04.
Article in English | MEDLINE | ID: mdl-29069476

ABSTRACT

EBI metagenomics (http://www.ebi.ac.uk/metagenomics) provides a free to use platform for the analysis and archiving of sequence data derived from the microbial populations found in a particular environment. Over the past two years, EBI metagenomics has increased the number of datasets analysed 10-fold. In addition to increased throughput, the underlying analysis pipeline has been overhauled to include both new or updated tools and reference databases. Of particular note is a new workflow for taxonomic assignments that has been extended to include assignments based on both the large and small subunit RNA marker genes and to encompass all cellular micro-organisms. We also describe the addition of metagenomic assembly as a new analysis service. Our pilot studies have produced over 2400 assemblies from datasets in the public domain. From these assemblies, we have produced a searchable, non-redundant protein database of over 50 million sequences. To provide improved access to the data stored within the resource, we have developed a programmatic interface that provides access to the analysis results and associated sample metadata. Finally, we have integrated the results of a series of statistical analyses that provide estimations of diversity and sample comparisons.


Subject(s)
Databases, Genetic , Metagenomics , Microbiota , Algorithms , Base Sequence , Classification/methods , Datasets as Topic , Metagenomics/methods , RNA, Archaeal/genetics , RNA, Bacterial/genetics , RNA, Viral/genetics , Ribotyping , Software , Transcriptome , User-Computer Interface , Web Browser , Workflow
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