Protein functional annotation of simultaneously improved stability, accuracy and false discovery rate achieved by a sequence-based deep learning.

abstract：MOTIVATION:Over the past decade, the field of next-generation sequencing (NGS) has seen dramatic advances in methods and a decrease in costs. Consequently, a large expansion of data has been generated by NGS, most of which have originated from RNA-sequencing (RNA-seq) experiments. Because mitochondrial genes are expres...

journal_title：Briefings in bioinformatics

authors： Nachtigall PG,Grazziotin FG,Junqueira-de-Azevedo ILM

更新日期：2021-01-30 00:00:00

abstract：:Access to gene expression data has become increasingly common in recent years; however, analysis has become more difficult as it is often desirable to integrate data from different platforms. Probe mapping across microarray platforms is the first and most crucial step for data integration. In this article, we systemat...

journal_title：Briefings in bioinformatics

authors： Allen JD,Wang S,Chen M,Girard L,Minna JD,Xie Y,Xiao G

更新日期：2012-09-01 00:00:00

abstract：:Accurately identifying the interactions between genomic factors and the response of cancer drugs plays important roles in drug discovery, drug repositioning and cancer treatment. A number of studies revealed that interactions between genes and drugs were 'many-genes-to-many drugs' interactions, i.e. common modules, op...

journal_title：Briefings in bioinformatics

authors： Huang J,Chen J,Zhang B,Zhu L,Cai H

更新日期：2020-06-26 00:00:00

abstract：:For many complex diseases, an earlier and more reliable diagnosis is considered a key prerequisite for developing more effective therapies to prevent or delay disease progression. Classical statistical learning approaches for specimen classification using omics data, however, often cannot provide diagnostic models wit...

journal_title：Briefings in bioinformatics

authors： Glaab E

更新日期：2016-05-01 00:00:00

abstract：:In clinical cancer treatment, genomic alterations would often affect the response of patients to anticancer drugs. Studies have shown that molecular features of tumors could be biomarkers predictive of sensitivity or resistance to anticancer agents, but the identification of actionable mutations are often constrained ...

journal_title：Briefings in bioinformatics

authors： Yao H,Liang Q,Qian X,Wang J,Sham PC,Li MJ

更新日期：2020-12-01 00:00:00

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

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

abstract：:Since the completion of the Human Genome Project, it has been widely established that most DNA is not transcribed into proteins. These non-protein-coding regions are believed to be moderators within transcriptional and post-transcriptional processes, which play key roles in the onset of diseases. Long non-coding RNAs ...

journal_title：Briefings in bioinformatics

authors： Yotsukura S,duVerle D,Hancock T,Natsume-Kitatani Y,Mamitsuka H

更新日期：2017-01-01 00:00:00

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

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

abstract：:Heterophylly, i.e. morphological changes in leaves along the axis of an individual plant, is regarded as a strategy used by plants to cope with environmental change. However, little is known of the extent to which heterophylly is controlled by genes and how each underlying gene exerts its effect on heterophyllous vari...

journal_title：Briefings in bioinformatics

authors： Sun L,Wang J,Zhu X,Jiang L,Gosik K,Sang M,Sun F,Cheng T,Zhang Q,Wu R

更新日期：2018-07-20 00:00:00

abstract：:Mass spectrometry (MS)-based proteomics has undergone rapid advancements in recent years, creating challenging problems for bioinformatics. We focus on four aspects where bioinformatics plays a crucial role (and proteomics is needed for clinical application): peptide-spectra matching (PSM) based on the new data-indepe...

journal_title：Briefings in bioinformatics

authors： Goh WWB,Wong L

更新日期：2019-01-18 00:00:00

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

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

abstract：:Understanding biological complexity demands a combination of high-throughput data and interdisciplinary skills. One way to bring to bear the necessary combination of data types and expertise is by encapsulating domain knowledge in software and composing that software to create a customized data analysis environment. T...

journal_title：Briefings in bioinformatics

authors： Bare JC,Baliga NS

更新日期：2014-07-01 00:00:00

abstract：:Relative changes in mRNA as well as protein levels induced by sublethal doses of antibiotics on bacteria are measured and results visualised in the context of metabolic pathway diagrams. The mRNA levels present at a given time point after the addition of the antibiotic are measured using microarrays from Affymetrix. A...

journal_title：Briefings in bioinformatics

authors： Wolf D,Gray CP,de Saizieu A

更新日期：2000-09-01 00:00:00

abstract：:The bipartite network representation of the drug-target interactions (DTIs) in a biosystem enhances understanding of the drugs' multifaceted action modes, suggests therapeutic switching for approved drugs and unveils possible side effects. As experimental testing of DTIs is costly and time-consuming, computational pre...

journal_title：Briefings in bioinformatics

authors： Durán C,Daminelli S,Thomas JM,Haupt VJ,Schroeder M,Cannistraci CV

更新日期：2018-11-27 00:00:00

abstract：:In recent years, high-throughput genomic technologies like chromatin immunoprecipitation sequencing (ChIp-seq) and transcriptome sequencing (RNA-seq) have been becoming both more refined and less expensive, making them more accessible. Many circular RNAs (circRNAs) that originate from back-spliced exons have been iden...

journal_title：Briefings in bioinformatics

authors： Tang Z,Li X,Zhao J,Qian F,Feng C,Li Y,Zhang J,Jiang Y,Yang Y,Wang Q,Li C

更新日期：2019-11-27 00:00:00

abstract：:Precision medicine has changed thinking in cancer therapy, highlighting a better understanding of the individual clinical interventions. But what role do the drivers and pathways identified from pan-cancer genome analysis play in the tumor? In this letter, we will highlight the importance of in silico modeling in prec...

journal_title：Briefings in bioinformatics

authors： Kunz M,Jeromin J,Fuchs M,Christoph J,Veronesi G,Flentje M,Nietzer S,Dandekar G,Dandekar T

更新日期：2020-05-21 00:00:00

abstract：:We discuss and review different ways to map cellular components and their temporal interaction with other such components to different non-spatially explicit mathematical models. The essential choices made in the literature are between discrete and continuous state spaces, between rule and event-based state updates an...

journal_title：Briefings in bioinformatics

authors： Kirkilionis M

更新日期：2010-01-01 00:00:00

abstract：:The presence of different transcripts of a gene across samples can be analysed by whole-transcriptome microarrays. Reproducing results from published microarray data represents a challenge owing to the vast amounts of data and the large variety of preprocessing and filtering steps used before the actual analysis is ca...

journal_title：Briefings in bioinformatics

authors： Rodrigo-Domingo M,Waagepetersen R,Bødker JS,Falgreen S,Kjeldsen MK,Johnsen HE,Dybkær K,Bøgsted M

更新日期：2014-07-01 00:00:00

abstract：:The formation of phenotypic traits, such as biomass production, tumor volume and viral abundance, undergoes a complex process in which interactions between genes and developmental stimuli take place at each level of biological organization from cells to organisms. Traditional studies emphasize the impact of genes by d...

journal_title：Briefings in bioinformatics

authors： Wang Z,Wang Y,Wang N,Wang J,Wang Z,Vallejos CE,Wu R

更新日期：2014-01-01 00:00:00

abstract：:Correlated reaction sets (Co-Sets) are mathematically defined modules in biochemical reaction networks which facilitate the study of biological processes by decomposing complex reaction networks into conceptually simple units. According to the degree of association, Co-Sets can be classified into three types: perfect,...

journal_title：Briefings in bioinformatics

authors： Xi Y,Chen YP,Qian C,Wang F

更新日期：2011-03-01 00:00:00

abstract：:Rapidly evolving sequencing technologies produce data on an unparalleled scale. A central challenge to the analysis of this data is sequence alignment, whereby sequence reads must be compared to a reference. A wide variety of alignment algorithms and software have been subsequently developed over the past two years. I...

journal_title：Briefings in bioinformatics

authors： Li H,Homer N

更新日期：2010-09-01 00:00:00

abstract：:Phenotypes have gained increased notoriety in the clinical and biological domain owing to their application in numerous areas such as the discovery of disease genes and drug targets, phylogenetics and pharmacogenomics. Phenotypes, defined as observable characteristics of organisms, can be seen as one of the bridges th...

journal_title：Briefings in bioinformatics

authors： Oellrich A,Collier N,Groza T,Rebholz-Schuhmann D,Shah N,Bodenreider O,Boland MR,Georgiev I,Liu H,Livingston K,Luna A,Mallon AM,Manda P,Robinson PN,Rustici G,Simon M,Wang L,Winnenburg R,Dumontier M

更新日期：2016-09-01 00:00:00

abstract：:Cell lines are widely used as in vitro models of tumorigenesis. However, an increasing number of researchers have found that cell lines differ from their sourced tumour samples after long-term cell culture. The application of unsuitable cell lines in experiments will affect the experimental accuracy and the treatment ...

journal_title：Briefings in bioinformatics

authors： Zhao N,Liu Y,Wei Y,Yan Z,Zhang Q,Wu C,Chang Z,Xu Y

更新日期：2017-05-01 00:00:00

abstract：:Understanding the genetic basis of human traits/diseases and the underlying mechanisms of how these traits/diseases are affected by genetic variations is critical for public health. Current genome-wide functional genomics data uncovered a large number of functional elements in the noncoding regions of human genome, pr...

journal_title：Briefings in bioinformatics

authors： Li MJ,Yan B,Sham PC,Wang J

更新日期：2015-05-01 00:00:00

abstract：:In drug development, preclinical safety and pharmacokinetics assessments of candidate drugs to ensure the safety profile are a must. While in vivo and in vitro tests are traditionally used, experimental determinations have disadvantages, as they are usually time-consuming and costly. In silico predictions of these pre...

journal_title：Briefings in bioinformatics

authors： Hsiao Y,Su BH,Tseng YJ

更新日期：2020-08-07 00:00:00

abstract：:Posttranscriptional crosstalk and communication between RNAs yield large regulatory competing endogenous RNA (ceRNA) networks via shared microRNAs (miRNAs), as well as miRNA synergistic networks. The ceRNA crosstalk represents a novel layer of gene regulation that controls both physiological and pathological processes...

journal_title：Briefings in bioinformatics

authors： Li Y,Jin X,Wang Z,Li L,Chen H,Lin X,Yi S,Zhang Y,Xu J

更新日期：2019-07-19 00:00:00

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

authors： De S,Pedersen BS,Kechris K

更新日期：2014-11-01 00:00:00

abstract：:The modelling of biological systems is accompanied with epistemic uncertainties that range from structural uncertainty to parametric uncertainty due to such limitations as insufficient understanding of the underlying mechanism and incomplete measurement data of a system. Fuzzy logic approaches such as fuzzy Petri nets...

journal_title：Briefings in bioinformatics

authors： Liu F,Heiner M,Gilbert D

更新日期：2018-12-27 00:00:00

abstract：:The residence of spliceosomal introns within protein-coding genes can fluctuate over time, with genes gaining, losing or conserving introns in a complex process that is not entirely understood. One approach for studying intron evolution is to compare introns with respect to position and type within closely related gen...

journal_title：Briefings in bioinformatics

authors： Wilkerson MD,Ru Y,Brendel VP

更新日期：2009-11-01 00:00:00

abstract：:Cell-penetrating peptides (CPPs) facilitate the delivery of therapeutically relevant molecules, including DNA, proteins and oligonucleotides, into cells both in vitro and in vivo. This unique ability explores the possibility of CPPs as therapeutic delivery and its potential applications in clinical therapy. Over the l...

journal_title：Briefings in bioinformatics

authors： Su R,Hu J,Zou Q,Manavalan B,Wei L

更新日期：2020-03-23 00:00:00