Detection of drug-drug interactions through data mining studies using clinical sources, scientific literature and social media.

Abstract:

:Drug-drug interactions (DDIs) constitute an important concern in drug development and postmarketing pharmacovigilance. They are considered the cause of many adverse drug effects exposing patients to higher risks and increasing public health system costs. Methods to follow-up and discover possible DDIs causing harm to the population are a primary aim of drug safety researchers. Here, we review different methodologies and recent advances using data mining to detect DDIs with impact on patients. We focus on data mining of different pharmacovigilance sources, such as the US Food and Drug Administration Adverse Event Reporting System and electronic health records from medical institutions, as well as on the diverse data mining studies that use narrative text available in the scientific biomedical literature and social media. We pay attention to the strengths but also further explain challenges related to these methods. Data mining has important applications in the analysis of DDIs showing the impact of the interactions as a cause of adverse effects, extracting interactions to create knowledge data sets and gold standards and in the discovery of novel and dangerous DDIs.

journal_name

Brief Bioinform

authors

Vilar S,Friedman C,Hripcsak G

doi

10.1093/bib/bbx010

subject

Has Abstract

pub_date

2018-09-28 00:00:00

pages

863-877

issue

5

eissn

1467-5463

issn

1477-4054

pii

3002852

journal_volume

19

pub_type

杂志文章,评审
  • Comparison and integration of computational methods for deleterious synonymous mutation prediction.

    abstract::Synonymous mutations do not change the encoded amino acids but may alter the structure or function of an mRNA in ways that impact gene function. Advances in next generation sequencing technologies have detected numerous synonymous mutations in the human genome. Several computational models have been proposed to predic...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbz047

    authors: Cheng N,Li M,Zhao L,Zhang B,Yang Y,Zheng CH,Xia J

    更新日期:2020-05-21 00:00:00

  • A network-based algorithm for the identification of moonlighting noncoding RNAs and its application in sepsis.

    abstract::Moonlighting proteins provide more options for cells to execute multiple functions without increasing the genome and transcriptome complexity. Although there have long been calls for computational methods for the prediction of moonlighting proteins, no method has been designed for determining moonlighting long noncodi...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbz154

    authors: Liu X,Xu Y,Wang R,Liu S,Wang J,Luo Y,Leung KS,Cheng L

    更新日期:2021-01-18 00:00:00

  • Capacity building for whole genome sequencing of Mycobacterium tuberculosis and bioinformatics in high TB burden countries.

    abstract:BACKGROUND:Whole genome sequencing (WGS) is increasingly used for Mycobacterium tuberculosis (Mtb) research. Countries with the highest tuberculosis (TB) burden face important challenges to integrate WGS into surveillance and research. METHODS:We assessed the global status of Mtb WGS and developed a 3-week training co...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa246

    authors: Rivière E,Heupink TH,Ismail N,Dippenaar A,Clarke C,Abebe G,Heusden P,Warren R,Meehan CJ,Van Rie A

    更新日期:2020-10-03 00:00:00

  • Sequencing technologies and tools for short tandem repeat variation detection.

    abstract::Short tandem repeats are highly polymorphic and associated with a wide range of phenotypic variation, some of which cause neurodegenerative disease in humans. With advances in high-throughput sequencing technologies, there are novel opportunities to study genetic variation. While available sequencing technologies and ...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章,评审

    doi:10.1093/bib/bbu001

    authors: Cao MD,Balasubramanian S,Bodén M

    更新日期:2015-03-01 00:00:00

  • Critical limitations of prognostic signatures based on risk scores summarized from gene expression levels: a case study for resected stage I non-small-cell lung cancer.

    abstract::Most of current gene expression signatures for cancer prognosis are based on risk scores, usually calculated as some summaries of expression levels of the signature genes, whose applications require presetting risk score thresholds and data normalization. In this study, we demonstrate the critical limitations of such ...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbv064

    authors: Qi L,Chen L,Li Y,Qin Y,Pan R,Zhao W,Gu Y,Wang H,Wang R,Chen X,Guo Z

    更新日期:2016-03-01 00:00:00

  • The computational challenges of applying comparative-based computational methods to whole genomes.

    abstract::The explosion in genomic sequence available in public databases has resulted in an unprecedented opportunity for computational whole genome analyses. A number of promising comparative-based approaches have been developed for gene finding, regulatory element discovery and other purposes, and it is clear that these tool...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/3.1.18

    authors: Dubchak I,Pachter L

    更新日期:2002-03-01 00:00:00

  • MloDisDB: a manually curated database of the relations between membraneless organelles and diseases.

    abstract::Cells are compartmentalized by numerous membrane-bounded organelles and membraneless organelles (MLOs) to ensure temporal and spatial regulation of various biological processes. A number of MLOs, such as nucleoli, nuclear speckles and stress granules, exist as liquid droplets within the cells and arise from the conden...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa271

    authors: Hou C,Xie H,Fu Y,Ma Y,Li T

    更新日期:2020-10-30 00:00:00

  • Pathway enrichment analysis approach based on topological structure and updated annotation of pathway.

    abstract::Pathway enrichment analysis has been widely used to identify cancer risk pathways, and contributes to elucidating the mechanism of tumorigenesis. However, most of the existing approaches use the outdated pathway information and neglect the complex gene interactions in pathway. Here, we first reviewed the existing wide...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbx091

    authors: Yang Q,Wang S,Dai E,Zhou S,Liu D,Liu H,Meng Q,Jiang B,Jiang W

    更新日期:2019-01-18 00:00:00

  • A comprehensive review and comparison of different computational methods for protein remote homology detection.

    abstract::Protein remote homology detection is one of the most fundamental and central problems for the studies of protein structures and functions, aiming to detect the distantly evolutionary relationships among proteins via computational methods. During the past decades, many computational approaches have been proposed to sol...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章,评审

    doi:10.1093/bib/bbw108

    authors: Chen J,Guo M,Wang X,Liu B

    更新日期:2018-03-01 00:00:00

  • DeepAtomicCharge: a new graph convolutional network-based architecture for accurate prediction of atomic charges.

    abstract::Atomic charges play a very important role in drug-target recognition. However, computation of atomic charges with high-level quantum mechanics (QM) calculations is very time-consuming. A number of machine learning (ML)-based atomic charge prediction methods have been proposed to speed up the calculation of high-accura...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa183

    authors: Wang J,Cao D,Tang C,Xu L,He Q,Yang B,Chen X,Sun H,Hou T

    更新日期:2020-08-25 00:00:00

  • TrimNet: learning molecular representation from triplet messages for biomedicine.

    abstract:MOTIVATION:Computational methods accelerate drug discovery and play an important role in biomedicine, such as molecular property prediction and compound-protein interaction (CPI) identification. A key challenge is to learn useful molecular representation. In the early years, molecular properties are mainly calculated b...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa266

    authors: Li P,Li Y,Hsieh CY,Zhang S,Liu X,Liu H,Song S,Yao X

    更新日期:2020-11-04 00:00:00

  • Comparing enrichment analysis and machine learning for identifying gene properties that discriminate between gene classes.

    abstract::Biologists very often use enrichment methods based on statistical hypothesis tests to identify gene properties that are significantly over-represented in a given set of genes of interest, by comparison with a 'background' set of genes. These enrichment methods, although based on rigorous statistical foundations, are n...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbz028

    authors: Fabris F,Palmer D,de Magalhães JP,Freitas AA

    更新日期:2020-05-21 00:00:00

  • A bi-Poisson model for clustering gene expression profiles by RNA-seq.

    abstract::With the availability of gene expression data by RNA-seq, powerful statistical approaches for grouping similar gene expression profiles across different environments have become increasingly important. We describe and assess a computational model for clustering genes into distinct groups based on the pattern of gene e...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbt029

    authors: Wang N,Wang Y,Hao H,Wang L,Wang Z,Wang J,Wu R

    更新日期:2014-07-01 00:00:00

  • Mutational analysis in RNAs: comparing programs for RNA deleterious mutation prediction.

    abstract::Programs for RNA mutational analysis that are structure-based and rely on secondary structure prediction have been developed and expanded in the past several years. They can be used for a variety of purposes, such as in suggesting point mutations that will alter RNA virus replication or translation initiation, investi...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章,评审

    doi:10.1093/bib/bbq059

    authors: Barash D,Churkin A

    更新日期:2011-03-01 00:00:00

  • Extended application of genomic selection to screen multiomics data for prognostic signatures of prostate cancer.

    abstract::Prognostic tests using expression profiles of several dozen genes help provide treatment choices for prostate cancer (PCa). However, these tests require improvement to meet the clinical need for resolving overtreatment, which continues to be a pervasive problem in PCa management. Genomic selection (GS) methodology, wh...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa197

    authors: Li R,Wang S,Cui Y,Qu H,Chater JM,Zhang L,Wei J,Wang M,Xu Y,Yu L,Lu J,Feng Y,Zhou R,Huang Y,Ma R,Zhu J,Zhong W,Jia Z

    更新日期:2020-09-08 00:00:00

  • Systems pharmacology in drug discovery and therapeutic insight for herbal medicines.

    abstract::Systems pharmacology is an emerging field that integrates systems biology and pharmacology to advance the process of drug discovery, development and the understanding of therapeutic mechanisms. The aim of the present work is to highlight the role that the systems pharmacology plays across the traditional herbal medici...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbt035

    authors: Huang C,Zheng C,Li Y,Wang Y,Lu A,Yang L

    更新日期:2014-09-01 00:00:00

  • Dynamics of transcriptional and post-transcriptional regulation.

    abstract::Despite gene expression programs being notoriously complex, RNA abundance is usually assumed as a proxy for transcriptional activity. Recently developed approaches, able to disentangle transcriptional and post-transcriptional regulatory processes, have revealed a more complex scenario. It is now possible to work out h...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa389

    authors: Furlan M,de Pretis S,Pelizzola M

    更新日期:2020-12-22 00:00:00

  • Bioinformatics tools and challenges in structural analysis of lipidomics MS/MS data.

    abstract::Lipidomics, the systematic study of the lipid composition of a cell or tissue, is an invaluable complement to knowledge gained by genomics and proteomics research. Mass spectrometry provides a means to detect hundreds of lipids in parallel, and this includes low abundance species of lipids. Nevertheless, frequently oc...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbs030

    authors: Hartler J,Tharakan R,Köfeler HC,Graham DR,Thallinger GG

    更新日期:2013-05-01 00:00:00

  • Comparative analysis of methods for genome-wide nucleosome cartography.

    abstract::Nucleosomes contribute to compacting the genome into the nucleus and regulate the physical access of regulatory proteins to DNA either directly or through the epigenetic modifications of the histone tails. Precise mapping of nucleosome positioning across the genome is, therefore, essential to understanding the genome ...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbu037

    authors: Quintales L,Vázquez E,Antequera F

    更新日期:2015-07-01 00:00:00

  • The dilemma of choosing the ideal permutation strategy while estimating statistical significance of genome-wide enrichment.

    abstract::Integrative analyses of genomic, epigenomic and transcriptomic features for human and various model organisms have revealed that many such features are nonrandomly distributed in the genome. Significant enrichment (or depletion) of genomic features is anticipated to be biologically important. Detection of genomic regi...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbt053

    authors: De S,Pedersen BS,Kechris K

    更新日期:2014-11-01 00:00:00

  • Elucidating the editome: bioinformatics approaches for RNA editing detection.

    abstract::RNA editing is a widespread co/posttranscriptional mechanism affecting primary RNAs by specific nucleotide modifications, which plays relevant roles in molecular processes including regulation of gene expression and/or the processing of noncoding RNAs. In recent years, the detection of editing sites has been improved ...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章,评审

    doi:10.1093/bib/bbx129

    authors: Diroma MA,Ciaccia L,Pesole G,Picardi E

    更新日期:2019-03-22 00:00:00

  • CyanoPATH: a knowledgebase of genome-scale functional repertoire for toxic cyanobacterial blooms.

    abstract::CyanoPATH is a database that curates and analyzes the common genomic functional repertoire for cyanobacteria harmful algal blooms (CyanoHABs) in eutrophic waters. Based on the literature of empirical studies and genome/protein databases, it summarizes four types of information: common biological functions (pathways) d...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa375

    authors: Du W,Li G,Ho N,Jenkins L,Hockaday D,Tan J,Cao H

    更新日期:2020-12-16 00:00:00

  • Precision medicine needs pioneering clinical bioinformaticians.

    abstract::Success in precision medicine depends on accessing high-quality genetic and molecular data from large, well-annotated patient cohorts that couple biological samples to comprehensive clinical data, which in conjunction can lead to effective therapies. From such a scenario emerges the need for a new professional profile...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章,评审

    doi:10.1093/bib/bbx144

    authors: Gómez-López G,Dopazo J,Cigudosa JC,Valencia A,Al-Shahrour F

    更新日期:2019-05-21 00:00:00

  • The GTPB training programme in Portugal.

    abstract::The Gulbenkian Training Programme in Bioinformatics has been offering hands-on training courses in Oeiras, PT for more than a decade. This article is a review of its functional organization and evolution. We aim to share our experience with people considering setting-up similar training facilities elsewhere. More than...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbq063

    authors: Fernandes PL

    更新日期:2010-11-01 00:00:00

  • Molecular dynamics simulations for genetic interpretation in protein coding regions: where we are, where to go and when.

    abstract::The increasing ease with which massive genetic information can be obtained from patients or healthy individuals has stimulated the development of interpretive bioinformatics tools as aids in clinical practice. Most such tools analyze evolutionary information and simple physical-chemical properties to predict whether r...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbz146

    authors: Galano-Frutos JJ,García-Cebollada H,Sancho J

    更新日期:2021-01-18 00:00:00

  • Proteome-scale analysis of phase-separated proteins in immunofluorescence images.

    abstract::Phase separation is an important mechanism that mediates the spatial distribution of proteins in different cellular compartments. While phase-separated proteins share certain sequence characteristics, including intrinsically disordered regions (IDRs) and prion-like domains, such characteristics are insufficient for ma...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa187

    authors: Yu C,Shen B,You K,Huang Q,Shi M,Wu C,Chen Y,Zhang C,Li T

    更新日期:2020-09-02 00:00:00

  • Docking of peptides to GPCRs using a combination of CABS-dock with FlexPepDock refinement.

    abstract::The structural description of peptide ligands bound to G protein-coupled receptors (GPCRs) is important for the discovery of new drugs and deeper understanding of the molecular mechanisms of life. Here we describe a three-stage protocol for the molecular docking of peptides to GPCRs using a set of different programs: ...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa109

    authors: Badaczewska-Dawid AE,Kmiecik S,Koliński M

    更新日期:2020-06-10 00:00:00

  • SurvivalMeth: a web server to investigate the effect of DNA methylation-related functional elements on prognosis.

    abstract::Aberrant DNA methylation is a fundamental characterization of epigenetics for carcinogenesis. Abnormality of DNA methylation-related functional elements (DMFEs) may lead to dysfunction of regulatory genes in the progression of cancers, contributing to prognosis of many cancers. There is an urgent need to construct a t...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbaa162

    authors: Zhang C,Zhao N,Zhang X,Xiao J,Li J,Lv D,Zhou W,Li Y,Xu J,Li X

    更新日期:2020-08-11 00:00:00

  • Genome assembly reborn: recent computational challenges.

    abstract::Research into genome assembly algorithms has experienced a resurgence due to new challenges created by the development of next generation sequencing technologies. Several genome assemblers have been published in recent years specifically targeted at the new sequence data; however, the ever-changing technological lands...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章

    doi:10.1093/bib/bbp026

    authors: Pop M

    更新日期:2009-07-01 00:00:00

  • Biodiversity informatics: organizing and linking information across the spectrum of life.

    abstract::Biological knowledge can be inferred from three major levels of information: molecules, organisms and ecologies. Bioinformatics is an established field that has made significant advances in the development of systems and techniques to organize contemporary molecular data; biodiversity informatics is an emerging discip...

    journal_title:Briefings in bioinformatics

    pub_type: 杂志文章,评审

    doi:10.1093/bib/bbm037

    authors: Sarkar IN

    更新日期:2007-09-01 00:00:00