Efficient prediction of human protein-protein interactions at a global scale.

Abstract:

BACKGROUND:Our knowledge of global protein-protein interaction (PPI) networks in complex organisms such as humans is hindered by technical limitations of current methods. RESULTS:On the basis of short co-occurring polypeptide regions, we developed a tool called MP-PIPE capable of predicting a global human PPI network within 3 months. With a recall of 23% at a precision of 82.1%, we predicted 172,132 putative PPIs. We demonstrate the usefulness of these predictions through a range of experiments. CONCLUSIONS:The speed and accuracy associated with MP-PIPE can make this a potential tool to study individual human PPI networks (from genomic sequences alone) for personalized medicine.

journal_name

BMC Bioinformatics

journal_title

BMC bioinformatics

authors

Schoenrock A,Samanfar B,Pitre S,Hooshyar M,Jin K,Phillips CA,Wang H,Phanse S,Omidi K,Gui Y,Alamgir M,Wong A,Barrenäs F,Babu M,Benson M,Langston MA,Green JR,Dehne F,Golshani A

doi

10.1186/s12859-014-0383-1

subject

Has Abstract

pub_date

2014-12-10 00:00:00

pages

383

issn

1471-2105

pii

s12859-014-0383-1

journal_volume

15

pub_type

杂志文章
  • TableButler - a Windows based tool for processing large data tables generated with high-throughput methods.

    abstract:BACKGROUND:High-throughput "omics" based data analysis play emerging roles in life sciences and molecular diagnostics. This emphasizes the urgent need for user-friendly windows-based software interfaces that could process the diversity of large tab-delimited raw data files generated by these methods. Depending on the s...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-10-235

    authors: Schwager C,Wirkner U,Abdollahi A,Huber PE

    更新日期:2009-07-29 00:00:00

  • Identification of common coexpression modules based on quantitative network comparison.

    abstract:BACKGROUND:Finding common molecular interactions from different samples is essential work to understanding diseases and other biological processes. Coexpression networks and their modules directly reflect sample-specific interactions among genes. Therefore, identification of common coexpression network or modules may r...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/s12859-018-2193-3

    authors: Jo Y,Kim S,Lee D

    更新日期:2018-06-13 00:00:00

  • Improving interoperability between microbial information and sequence databases.

    abstract:BACKGROUND:Biological resources are essential tools for biomedical research. Their availability is promoted through on-line catalogues. Common Access to Biological Resources and Information (CABRI) is a service for distribution of biological resources and related data collected by 28 European culture collections. Linki...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-6-S4-S23

    authors: Romano P,Dawyndt P,Piersigilli F,Swings J

    更新日期:2005-12-01 00:00:00

  • Snpdat: easy and rapid annotation of results from de novo snp discovery projects for model and non-model organisms.

    abstract:BACKGROUND:Single nucleotide polymorphisms (SNPs) are the most abundant genetic variant found in vertebrates and invertebrates. SNP discovery has become a highly automated, robust and relatively inexpensive process allowing the identification of many thousands of mutations for model and non-model organisms. Annotating ...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-14-45

    authors: Doran AG,Creevey CJ

    更新日期:2013-02-08 00:00:00

  • Characterization and sequence prediction of structural variations in α-helix.

    abstract:BACKGROUND:The structure conservation in various α-helix subclasses reveals the sequence and context dependent factors causing distortions in the α-helix. The sequence-structure relationship in these subclasses can be used to predict structural variations in α-helix purely based on its sequence. We train support vector...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-12-S1-S20

    authors: Tendulkar AV,Wangikar PP

    更新日期:2011-02-15 00:00:00

  • Vertical decomposition with Genetic Algorithm for Multiple Sequence Alignment.

    abstract:BACKGROUND:Many Bioinformatics studies begin with a multiple sequence alignment as the foundation for their research. This is because multiple sequence alignment can be a useful technique for studying molecular evolution and analyzing sequence structure relationships. RESULTS:In this paper, we have proposed a Vertical...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-12-353

    authors: Naznin F,Sarker R,Essam D

    更新日期:2011-08-25 00:00:00

  • PIGS: improved estimates of identity-by-descent probabilities by probabilistic IBD graph sampling.

    abstract::Identifying segments in the genome of different individuals that are identical-by-descent (IBD) is a fundamental element of genetics. IBD data is used for numerous applications including demographic inference, heritability estimation, and mapping disease loci. Simultaneous detection of IBD over multiple haplotypes has...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-16-S5-S9

    authors: Park DS,Baran Y,Hormozdiari F,Eng C,Torgerson DG,Burchard EG,Zaitlen N

    更新日期:2015-01-01 00:00:00

  • Progressive multiple sequence alignment with indel evolution.

    abstract:BACKGROUND:Sequence alignment is crucial in genomics studies. However, optimal multiple sequence alignment (MSA) is NP-hard. Thus, modern MSA methods employ progressive heuristics, breaking the problem into a series of pairwise alignments guided by a phylogeny. Changes between homologous characters are typically modell...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/s12859-018-2357-1

    authors: Maiolo M,Zhang X,Gil M,Anisimova M

    更新日期:2018-09-21 00:00:00

  • Sequencing error correction without a reference genome.

    abstract:BACKGROUND:Next (second) generation sequencing is an increasingly important tool for many areas of molecular biology, however, care must be taken when interpreting its output. Even a low error rate can cause a large number of errors due to the high number of nucleotides being sequenced. Identifying sequencing errors fr...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-14-367

    authors: Sleep JA,Schreiber AW,Baumann U

    更新日期:2013-12-18 00:00:00

  • Googling DNA sequences on the World Wide Web.

    abstract:BACKGROUND:New web-based technologies provide an excellent opportunity for sharing and accessing information and using web as a platform for interaction and collaboration. Although several specialized tools are available for analyzing DNA sequence information, conventional web-based tools have not been utilized for bio...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-10-S14-S4

    authors: Hajibabaei M,Singer GA

    更新日期:2009-11-10 00:00:00

  • A multiobjective approach to the genetic code adaptability problem.

    abstract:BACKGROUND:The organization of the canonical code has intrigued researches since it was first described. If we consider all codes mapping the 64 codes into 20 amino acids and one stop codon, there are more than 1.51×10(84) possible genetic codes. The main question related to the organization of the genetic code is why ...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/s12859-015-0480-9

    authors: de Oliveira LL,de Oliveira PS,Tinós R

    更新日期:2015-02-19 00:00:00

  • Clinical phenotype-based gene prioritization: an initial study using semantic similarity and the human phenotype ontology.

    abstract:BACKGROUND:Exome sequencing is a promising method for diagnosing patients with a complex phenotype. However, variant interpretation relative to patient phenotype can be challenging in some scenarios, particularly clinical assessment of rare complex phenotypes. Each patient's sequence reveals many possibly damaging vari...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-15-248

    authors: Masino AJ,Dechene ET,Dulik MC,Wilkens A,Spinner NB,Krantz ID,Pennington JW,Robinson PN,White PS

    更新日期:2014-07-21 00:00:00

  • On the detection of functionally coherent groups of protein domains with an extension to protein annotation.

    abstract:BACKGROUND:Protein domains coordinate to perform multifaceted cellular functions, and domain combinations serve as the functional building blocks of the cell. The available methods to identify functional domain combinations are limited in their scope, e.g. to the identification of combinations falling within individual...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-8-390

    authors: McLaughlin WA,Chen K,Hou T,Wang W

    更新日期:2007-10-16 00:00:00

  • SLDR: a computational technique to identify novel genetic regulatory relationships.

    abstract::We developed a new computational technique called Step-Level Differential Response (SLDR) to identify genetic regulatory relationships. Our technique takes advantages of functional genomics data for the same species under different perturbation conditions, therefore complementary to current popular computational techn...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-15-S11-S1

    authors: Yue Z,Wan P,Huang H,Xie Z,Chen JY

    更新日期:2014-01-01 00:00:00

  • Ortholog-based protein-protein interaction prediction and its application to inter-species interactions.

    abstract:BACKGROUND:The rapid growth of protein-protein interaction (PPI) data has led to the emergence of PPI network analysis. Despite advances in high-throughput techniques, the interactomes of several model organisms are still far from complete. Therefore, it is desirable to expand these interactomes with ortholog-based and...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-9-S12-S11

    authors: Lee SA,Chan CH,Tsai CH,Lai JM,Wang FS,Kao CY,Huang CY

    更新日期:2008-12-12 00:00:00

  • GO2MSIG, an automated GO based multi-species gene set generator for gene set enrichment analysis.

    abstract:BACKGROUND:Despite the widespread use of high throughput expression platforms and the availability of a desktop implementation of Gene Set Enrichment Analysis (GSEA) that enables non-experts to perform gene set based analyses, the availability of the necessary precompiled gene sets is rare for species other than human....

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-15-146

    authors: Powell JA

    更新日期:2014-05-17 00:00:00

  • Systematic integration of experimental data and models in systems biology.

    abstract:BACKGROUND:The behaviour of biological systems can be deduced from their mathematical models. However, multiple sources of data in diverse forms are required in the construction of a model in order to define its components and their biochemical reactions, and corresponding parameters. Automating the assembly and use of...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-11-582

    authors: Li P,Dada JO,Jameson D,Spasic I,Swainston N,Carroll K,Dunn W,Khan F,Malys N,Messiha HL,Simeonidis E,Weichart D,Winder C,Wishart J,Broomhead DS,Goble CA,Gaskell SJ,Kell DB,Westerhoff HV,Mendes P,Paton NW

    更新日期:2010-11-29 00:00:00

  • CellProfiler Tracer: exploring and validating high-throughput, time-lapse microscopy image data.

    abstract:BACKGROUND:Time-lapse analysis of cellular images is an important and growing need in biology. Algorithms for cell tracking are widely available; what researchers have been missing is a single open-source software package to visualize standard tracking output (from software like CellProfiler) in a way that allows conve...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/s12859-015-0759-x

    authors: Bray MA,Carpenter AE

    更新日期:2015-11-04 00:00:00

  • Machine learning for discovering missing or wrong protein function annotations : A comparison using updated benchmark datasets.

    abstract:BACKGROUND:A massive amount of proteomic data is generated on a daily basis, nonetheless annotating all sequences is costly and often unfeasible. As a countermeasure, machine learning methods have been used to automatically annotate new protein functions. More specifically, many studies have investigated hierarchical m...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章,评审

    doi:10.1186/s12859-019-3060-6

    authors: Nakano FK,Lietaert M,Vens C

    更新日期:2019-09-23 00:00:00

  • Connectivity independent protein-structure alignment: a hierarchical approach.

    abstract:BACKGROUND:Protein-structure alignment is a fundamental tool to study protein function, evolution and model building. In the last decade several methods for structure alignment were introduced, but most of them ignore that structurally similar proteins can share the same spatial arrangement of secondary structure eleme...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-7-510

    authors: Kolbeck B,May P,Schmidt-Goenner T,Steinke T,Knapp EW

    更新日期:2006-11-21 00:00:00

  • Efficient error correction for next-generation sequencing of viral amplicons.

    abstract:BACKGROUND:Next-generation sequencing allows the analysis of an unprecedented number of viral sequence variants from infected patients, presenting a novel opportunity for understanding virus evolution, drug resistance and immune escape. However, sequencing in bulk is error prone. Thus, the generated data require error ...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-13-S10-S6

    authors: Skums P,Dimitrova Z,Campo DS,Vaughan G,Rossi L,Forbi JC,Yokosawa J,Zelikovsky A,Khudyakov Y

    更新日期:2012-06-25 00:00:00

  • Development and tuning of an original search engine for patent libraries in medicinal chemistry.

    abstract:BACKGROUND:The large increase in the size of patent collections has led to the need of efficient search strategies. But the development of advanced text-mining applications dedicated to patents of the biomedical field remains rare, in particular to address the needs of the pharmaceutical & biotech industry, which inten...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-15-S1-S15

    authors: Pasche E,Gobeill J,Kreim O,Oezdemir-Zaech F,Vachon T,Lovis C,Ruch P

    更新日期:2014-01-01 00:00:00

  • Evaluating metagenomics tools for genome binning with real metagenomic datasets and CAMI datasets.

    abstract:BACKGROUND:Shotgun metagenomics based on untargeted sequencing can explore the taxonomic profile and the function of unknown microorganisms in samples, and complement the shortage of amplicon sequencing. Binning assembled sequences into individual groups, which represent microbial genomes, is the key step and a major c...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/s12859-020-03667-3

    authors: Yue Y,Huang H,Qi Z,Dou HM,Liu XY,Han TF,Chen Y,Song XJ,Zhang YH,Tu J

    更新日期:2020-07-28 00:00:00

  • Nonparametric relevance-shifted multiple testing procedures for the analysis of high-dimensional multivariate data with small sample sizes.

    abstract:BACKGROUND:In many research areas it is necessary to find differences between treatment groups with several variables. For example, studies of microarray data seek to find a significant difference in location parameters from zero or one for ratios thereof for each variable. However, in some studies a significant deviat...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-9-54

    authors: Frömke C,Hothorn LA,Kropf S

    更新日期:2008-01-27 00:00:00

  • Efficient inference of homologs in large eukaryotic pan-proteomes.

    abstract:BACKGROUND:Identification of homologous genes is fundamental to comparative genomics, functional genomics and phylogenomics. Extensive public homology databases are of great value for investigating homology but need to be continually updated to incorporate new sequences. As new sequences are rapidly being generated, th...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/s12859-018-2362-4

    authors: Sheikhizadeh Anari S,de Ridder D,Schranz ME,Smit S

    更新日期:2018-09-26 00:00:00

  • Algal Functional Annotation Tool: a web-based analysis suite to functionally interpret large gene lists using integrated annotation and expression data.

    abstract:BACKGROUND:Progress in genome sequencing is proceeding at an exponential pace, and several new algal genomes are becoming available every year. One of the challenges facing the community is the association of protein sequences encoded in the genomes with biological function. While most genome assembly projects generate...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-12-282

    authors: Lopez D,Casero D,Cokus SJ,Merchant SS,Pellegrini M

    更新日期:2011-07-12 00:00:00

  • A molecular model of the full-length human NOD-like receptor family CARD domain containing 5 (NLRC5) protein.

    abstract:BACKGROUND:Pattern recognition receptors of the immune system have key roles in the regulation of pathways after the recognition of microbial- and danger-associated molecular patterns in vertebrates. Members of NOD-like receptor (NLR) family typically function intracellularly. The NOD-like receptor family CARD domain c...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-14-275

    authors: Mótyán JA,Bagossi P,Benkő S,Tőzsér J

    更新日期:2013-09-17 00:00:00

  • COPASAAR--a database for proteomic analysis of single amino acid repeats.

    abstract:BACKGROUND:Single amino acid repeats make up a significant proportion in all of the proteomes that have currently been determined. They have been shown to be functionally and medically significant, and are associated with cancers and neuro-degenerative diseases such as Huntington's Chorea, where a poly-glutamine repeat...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-6-196

    authors: Depledge DP,Dalby AR

    更新日期:2005-08-03 00:00:00

  • Bounded search for de novo identification of degenerate cis-regulatory elements.

    abstract:BACKGROUND:The identification of statistically overrepresented sequences in the upstream regions of coregulated genes should theoretically permit the identification of potential cis-regulatory elements. However, in practice many cis-regulatory elements are highly degenerate, precluding the use of an exhaustive word-cou...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/1471-2105-7-254

    authors: Carlson JM,Chakravarty A,Khetani RS,Gross RH

    更新日期:2006-05-15 00:00:00

  • Impact of polymorphic transposable elements on transcription in lymphoblastoid cell lines from public data.

    abstract:BACKGROUND:Transposable elements (TEs) are DNA sequences able to mobilize themselves and to increase their copy-number in the host genome. In the past, they have been considered mainly selfish DNA without evident functions. Nevertheless, currently they are believed to have been extensively involved in the evolution of ...

    journal_title:BMC bioinformatics

    pub_type: 杂志文章

    doi:10.1186/s12859-019-3113-x

    authors: Spirito G,Mangoni D,Sanges R,Gustincich S

    更新日期:2019-11-22 00:00:00