Abstract:
:Natural products (NPs) are an indispensable source of drugs and they have a better coverage of the pharmacological space than synthetic compounds, owing to their high structural diversity. The prediction of their interaction profiles with druggable protein targets remains a major challenge in modern drug discovery. Experimental (off-)target predictions of NPs are cost- and time-consuming, whereas computational methods, on the other hand, are much faster and cheaper. As a result, computational predictions are preferentially used in the first instance for NP profiling, prior to experimental validations. This review covers recent advances in computational approaches which have been developed to aid the annotation of unknown drug-target interactions (DTIs), by focusing on three broad classes, namely: ligand-based, target-based, and target-ligand-based (hybrid) approaches. Computational DTI prediction methods have the potential to significantly advance the discovery and development of novel selective drugs exhibiting minimal side effects. We highlight some inherent caveats of these methods which must be overcome to enable them to realize their full potential, and a future outlook is given.
journal_name
Comput Struct Biotechnol Jjournal_title
Computational and structural biotechnology journalauthors
Moumbock AFA,Li J,Mishra P,Gao M,Günther Sdoi
10.1016/j.csbj.2019.08.008subject
Has Abstractpub_date
2019-10-28 00:00:00pages
1367-1376issn
2001-0370pii
S2001-0370(19)30105-9journal_volume
17pub_type
杂志文章,评审abstract::Motility studies of cells often rely on computer software that analyzes time-lapse recorded movies and establishes cell trajectories fully automatically. This raises the question of reproducibility of results, since different programs could yield significantly different results of such automated analysis. The fact tha...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.5936/csbj.201207004
更新日期:2012-11-21 00:00:00
abstract::The human nasal microbiome is characterized by biodiversity and undergoes changes during the span of life. In granulomatosis with polyangiitis (GPA), the persistent nasal colonization by Staphylococcus aureus (S. aureus) assessed by culture-based detection methods has been associated with increased relapse frequency. ...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2020.12.031
更新日期:2020-12-27 00:00:00
abstract::Aspergillus, Penicillium and Talaromyces are diverse, phenotypically polythetic genera encompassing species important to the environment, economy, biotechnology and medicine, causing significant social impacts. Taxonomic studies on these fungi are essential since they could provide invaluable information on their evol...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2018.05.003
更新日期:2018-05-31 00:00:00
abstract::DNA methyltransferase 1 (DNMT1), a large multidomain enzyme, is believed to be involved in the passive transmission of genomic methylation patterns via methylation maintenance. Yet, the molecular mechanism of interaction networks underlying DNMT1 structures, dynamics, and its biological significance has yet to be full...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2020.03.016
更新日期:2020-03-23 00:00:00
abstract::Neglected infectious diseases (NIDs) are a persistent cause of death and disability in low-income countries. Currently available drugs and vaccines are often ineffective, costly or associated with severe side-effects. Although the scale of research on NIDs does not reflect their disease burden, there are encouraging s...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2017.01.007
更新日期:2017-01-19 00:00:00
abstract::New variants of β-1,4-galactanase from the mesophilic organism Aspergillus aculeatus were designed using the structure of β-1,4-galactanase from the thermophile organism Myceliophthora thermophila as a template. Some of the variants were generated using PROPKA 3.0, a validated pKa prediction tool, to test its usefulne...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2015.03.010
更新日期:2015-04-09 00:00:00
abstract::Infectious diseases, including vector-borne diseases transmitted by arthropods, are a leading cause of morbidity and mortality worldwide. In the era of big data, addressing broad-scale, fundamental questions regarding the complex dynamics of these diseases will increasingly require the integration of diverse datasets ...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2020.06.031
更新日期:2020-06-25 00:00:00
abstract::As knowledge of the genetics behind inflammatory bowel disease (IBD) has continually improved, there has been a demand for methods that can use this data in a clinically significant way. Genome-wide association analyses for IBD have identified 232 risk genetic loci for the disorder. While identification of these risk ...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2019.01.001
更新日期:2019-01-07 00:00:00
abstract::Knowledge graphs can support many biomedical applications. These graphs represent biomedical concepts and relationships in the form of nodes and edges. In this review, we discuss how these graphs are constructed and applied with a particular focus on how machine learning approaches are changing these processes. Biomed...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2020.05.017
更新日期:2020-06-02 00:00:00
abstract::RNA splicing may generate different kinds of splice junctions, such as linear, back-splice and fusion junctions. Only a limited number of programs are available for detection and quantification of splice junctions. Here, we present Assembling Splice Junctions Analysis (ASJA), a software package that identifies and cha...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2019.08.001
更新日期:2019-08-07 00:00:00
abstract::Computationally driven engineering of proteins aims to allow them to withstand an extended range of conditions and to mediate modified or novel functions. Therefore, it is crucial to the biotechnological industry, to biomedicine and to afford new challenges in environmental sciences, such as biocatalysis for green che...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2020.06.029
更新日期:2020-06-30 00:00:00
abstract::SARS-CoV-2 is a novel highly virulent pathogen which gains entry to human cells by binding with the cell surface receptor - angiotensin converting enzyme (ACE2). We computationally contrasted the binding interactions between human ACE2 and coronavirus spike protein receptor binding domain (RBD) of the 2002 epidemic-ca...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2020.09.019
更新日期:2020-01-01 00:00:00
abstract::This mini review addresses recent developments in computational enzyme design. Successful protocols as well as known issues and limitations are discussed from an energetic perspective. It will be argued that improved results can be obtained by including a dynamic treatment in the design protocol. Finally, a molecular ...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.5936/csbj.201209009
更新日期:2012-10-23 00:00:00
abstract::The viromes of the mammalian lower gut were shown to be heavily dominated by bacteriophages; however, only for humans were the composition and intervariability of the bacteriophage communities studied in depth. Here we present an ecogenomics survey of dsDNA bacteriophage diversity in the feces of horses (Equus caballu...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2020.10.036
更新日期:2020-11-10 00:00:00
abstract::In this review we aim to summarize studies investigating the impact of a molecular profiling (MP)-guided treatment approach in heavily pretreated cancer patients. In summary, many independent single- and multicenter studies showed a significant benefit of MP-guided treatment regarding response rates and survival. Howe...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2019.03.012
更新日期:2019-03-26 00:00:00
abstract::Technical progress in the field of next-generation sequencing, mass spectrometry and bioinformatics facilitates the study of highly complex biological samples such as taxonomic and functional characterization of microbial communities that virtually colonize all present ecological niches. Compared to the structural inf...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2014.12.005
更新日期:2014-12-24 00:00:00
abstract::Alternative splicing contributes to the majority of protein diversity in higher eukaryotes by allowing one gene to generate multiple distinct protein isoforms. It adds another regulation layer of gene expression. Up to 95% of human multi-exon genes undergo alternative splicing to encode proteins with different functio...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2020.12.009
更新日期:2020-12-24 00:00:00
abstract::The wide application of new DNA sequencing technologies is generating vast quantities of genetic variation data at unprecedented speed. Developing methodologies to decode the pathogenicity of the variants is imperatively demanding. We hypothesized that as deleterious variants may function through disturbing structural...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2020.11.041
更新日期:2020-12-02 00:00:00
abstract::BOG (Bacterium and virus analysis of Orthologous Groups) is a package for identifying groups of differentially regulated genes in the light of gene functions for various virus and bacteria genomes. It is designed to identify Clusters of Orthologous Groups (COGs) that are enriched among genes that have gone through sig...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2015.05.002
更新日期:2015-05-21 00:00:00
abstract::Rab5 is a small GTPase that plays a crucial role in oncogenic signal transduction, which was considered as an attractive target for cancer therapy. Rapid GDP/GTP exchange in the packet of Rab5 sustains its high activity for promoting cancer progression. However, Rab5 currently remains undruggable due to the lack of sp...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2020.11.033
更新日期:2020-11-30 00:00:00
abstract::Huntington's disease is a progressive neurodegenerative disorder characterized by motor disturbances, cognitive decline, and neuropsychiatric symptoms. In this study, we utilized network-based analysis in an attempt to explore and understand the underlying molecular mechanism and to identify critical molecular players...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2016.02.001
更新日期:2016-02-10 00:00:00
abstract::The human ATP-binding cassette B5 (ABCB5) transporter, a member of the ABC transporter superfamily, is linked to chemoresistance in tumour cells by drug effluxion. However, little is known about its structure and drug-binding sites. In this study, we generated an atomistic model of the full-length human ABCB5 transpor...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2020.12.042
更新日期:2020-12-30 00:00:00
abstract::Deep learning of artificial neural networks has become the de facto standard approach to solving data analysis problems in virtually all fields of science and engineering. Also in biology and medicine, deep learning technologies are fundamentally transforming how we acquire, process, analyze, and interpret data, with ...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2020.08.003
更新日期:2020-08-07 00:00:00
abstract::Basic chemometric methods for making empirical regression models for QSPR/QSAR are briefly described from a user's point of view. Emphasis is given to PLS regression, simple variable selection and a careful and cautious evaluation of the performance of PLS models by repeated double cross validation (rdCV). A demonstra...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.5936/csbj.201302007
更新日期:2013-03-02 00:00:00
abstract::Metabolomics is a relatively new high-throughput technology that aims at measuring all endogenous metabolites within a biological sample in an unbiased fashion. The resulting metabolic profiles may be regarded as functional signatures of the physiological state, and have been shown to comprise effects of genetic regul...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.5936/csbj.201301009
更新日期:2013-03-22 00:00:00
abstract::Microbial communities organize into spatial patterns that are largely governed by interspecies interactions. This phenomenon is an important metric for understanding community functional dynamics, yet the use of spatial patterns for predicting microbial interactions is currently lacking. Here we propose supervised dee...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2020.05.023
更新日期:2020-05-29 00:00:00
abstract::Understanding the pathogenesis of disease is instrumental in delineating its progression mechanisms and for envisioning ways to counteract it. In the process, animal models represent invaluable tools for identifying disease-related loci and their genetic components. Amongst them, the laboratory rat is used extensively...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2015.11.006
更新日期:2015-11-26 00:00:00
abstract::Tolypocladium guangdongense has a similar metabolite profile to Ophiocordyceps sinensis, a highly regarded fungus used for traditional Chinese medicine with high nutritional and medicinal value. Although the genome sequence of T. guangdongense has been reported, relatively little is known about the regulatory networks...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2020.07.014
更新日期:2020-07-25 00:00:00
abstract:Purpose:The goal of this study is to set an empirical baseline to map the structure-function relation of the antigens from the commercialized vaccine products. Methods:To study the structural changes of protein antigens after adsorption several analytical tools including DLS, FTIR, Fluorescence, LD, and SEM have been ...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章
doi:10.1016/j.csbj.2018.11.006
更新日期:2018-11-29 00:00:00
abstract::Recent years have witnessed the tendency of measuring a biological sample on multiple omics scales for a comprehensive understanding of how biological activities on varying levels are perturbed by genetic variants, environments, and their interactions. This new trend raises substantial challenges to data integration a...
journal_title:Computational and structural biotechnology journal
pub_type: 杂志文章,评审
doi:10.1016/j.csbj.2020.02.011
更新日期:2020-03-05 00:00:00