Search Results for "correlation"
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Showing 31 open source projects for "correlation"
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XLibraryDisplay
A sequence analysis tool for protein engineering
XLibraryDisplay is an intuitive sequence analysis program optimized for protein engineering. It is ideal for all directed evolution platforms including phage, ribosome, and yeast display. Analysis can be quickly done on hundreds to thousands of sequences. Best suited for Sanger sequencing. Requirements: Microsoft Windows XP, 7, 8, or 10 and Excel 2007, 2010, 2013, or 2016 Described in Stafford et al JCIM 2014: http://pubs.acs.org/doi/abs/10.1021/ci500362s -
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BioXTAS RAW
Processing and analysis of Small Angle X-ray Scattering (SAXS) data.
BioXTAS RAW is a program for analysis of Small-Angle X-ray Scattering (SAXS) data. The software enables: creation of 1D scattering profiles from 2D detector images, standard data operations such as averaging and subtraction, analysis of radius of gyration (Rg) and molecular weight, and advanced analysis using GNOM and DAMMIF as well as electron density reconstructions using DENSS. It also allows easy processing of inline SEC-SAXS data and data deconvolution using the evolving factor analysis... -
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MPIGeneNet
Parallel tool to construct gene co-expression networks
MPIGeneNet is a parallel tool to construct gene co-expression networks using Pearson’s correlation and Random Matrix Theory (RMT). This tool takes as input a matrix with the expression values (a float value) for different genes observed from several samples. It is a parallelization of RMTGenNet tool (https://github.com/spficklin/RMTGeneNet). MPIGeneNet integrates the whole procedure of creating the in one program, which makes the tool easier to work with (the users only have to launch the application once) and avoids writing/reading from intermediate files among the modules. -
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DataPrep
Python-based data preprocessing tool
DataPrep v0.2 is a Tkinter-based GUI application/tool designed to assist users in data preprocessing, multicollinearity removal, and feature selection for a wide range of applications in Cheminformatics, Bioinformatics, Data Analysis, Feature Selection, Molecular Modeling, Machine Learning, and Quantitative-structure-property relationship (QSPR) studies. It includes functionality to load, process, and save datasets with support for different preprocessing & multicollinearity removal... -
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YeastpRofileSpearman
Software to calculate profiles around TSS and TTS of yeast mRNAs
YeastpRofileSpearman is a portable Windows form application, written in C#, to compute the profile of a genomic variable around transcription start (TSS) and termination (TTS) sites of yeast mRNAs. It is variation of the software application YeastpRofile (https://sourceforge.net/projects/yeastprofile/) in which Spearman’s rank correlation coefficient (Rs) is computed in place of Pearson correlation coefficient. The profile is obtained by calculating the genome-wide Rs between the genomic variable values and the TSS (or TTS) counts at incremental shifting of transcribed strand. The data of TSS and TTS counts used to compute the cross-correlation profiles were taken from the work of Pelechano et al. (1). ... -
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gsasnp2
PubMed ID: 29562348 / DOI: 10.1093/nar/gky175
* GSA-SNP2 is a successor of GSA-SNP (Nam et al. 2010, NAR web server issue). GSA-SNP2 accepts human GWAS summary data (rs numbers, p-values) or gene-wise p-values and outputs pathway genesets ‘enriched’ with genes associated with the given phenotype. It also provides both local and global protein interaction networks in the associated pathways. * Article: SYoon, HCTNguyen, YJYoo, JKim, BBaik, SKim, JKim, SKim, DNam, "Efficient pathway enrichment and network analysis of GWAS summary data... -
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TI2BioP allows mainly the calculation of topological indices (spectral moments) derived from inferred and artificial 2D structures of DNA, RNA and proteins being possible to carry out a structure-function correlation irrespective of sequence alignments. TI2BioP version 3.0 is a python platform with a graphical interface designed for Windows, Linux and Mac OS.
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The ChIP-Seq software provides methods for the analysis of ChIP-seq data and other types of mass genome annotation data. The most common analysis tasks include positional correlation analysis, peak detection, and genome partitioning into signal-rich and signal-depleted regions.
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YeastpRofile
Software to calculate profiles around TSS and TTS of yeast mRNAs
YeastpRofile is a portable Windows form application, written in C#, to compute the profile of a genomic variable around transcription start (TSS) and termination (TTS) sites of yeast mRNAs. The profile is obtained by calculating the genome-wide Pearson correlation coefficient (R) between the genomic variable values and the TSS (or TTS) counts at incremental shifting of transcribed strand. The data of TSS and TTS counts used to compute the profiles were taken from the work of Pelechano et al. (1). The input file must be a BedGraph formatted file based on yeast genome sequence release R64. ... -
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MPICorMat
Parallel tool to construct correlation similarity matrices
MPICorMat is a parallel tool to construct correlation similarity matrices as part of the procedure to generate gene co-expression networks. This tool takes as input a matrix with the expression values (a float value) for different genes observed from several samples. It is a parallelization of the first module of the RMTGenNet tool (https://github.com/spficklin/RMTGeneNet). RMTGeneNet users can exchange this CCM module by MPICorMat, benefit from its fast computation to generate the similarity matrix, and then use the similarity matrix as input for the second module (RMM) to construct the final gene co-expression network. -
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MethyMer
Design of specific primer combinations for bisulfite sequencing
...SpG islands) and includes specificity test (based on bowtie alignment against bisulfite-treated genome). It also incorporates TCGA CpG methylation (microarrays) and gene expression (RNA-Seq) data, as well as methylation-expression correlation analysis results for 20 human cancer types. ENCODE genome regions annotation data are also integrated in MethyMer -
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datasw
datasw, a tool for rapid processing of HPLC-SAXS data.
Small-angle X-ray scattering (SAXS) in solution is a common low-resolution method which can efficiently complement high-resolution information obtained by crystallography or NMR. Sample monodispersity is key to reliable SAXS data interpretation and model building. Beamline setups with inline high-performance liquid chromatography (HPLC) are particularly useful for accurate profiling of heterogeneous samples. The program DATASW performs averaging of individual data frames from HPLC-SAXS... -
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QSdpR
Viral Quasispecies Reconstruction software based on QSdpR algorithm
This is a viral quasispecies reconstruction software for quasispecies assembly problem on mRNA viruses, which is based on a correlation clustering approach and uses semidefinite optimization framework. The software accepts a reference genome, a NGS read set aligned to this reference and set of SNP locations in the form of a vcf file and outputs an optimal set of reconstructed species genomes which describes the underlying viral population. -
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Crosshub
Multi-way analysis of The Cancer Genome Atlas (TCGA) project datasets
Crosshub enables multi-way analysis of RNA-Seq, miRNA-Seq and methylome data of The Cancer Genome Atlas (TCGA) project: 1. differential expression analysis (genes, alternative transcripts and miRNA) 2. regulatory miRNA prediction (TargetScan, DIANA microT, mirSVR, PicTar, miRTarBase + co-expression) 3. regulatory TF prediction (ENCODE ChIP-Seq + co-expression) 4. methylation profiling analysis 5. RNA-Seq vs. clinical (TNM, stage, follow-up) correlation analysis Generates Excel summaries. For details, see the manual or article G.S. Krasnov et al. NAR 2016, Pubmed ID: 26773058 -
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LightPCC
Parallel pairwise correlation computation on Intel Xeon Phi clusters
The first parallel and distributed library for pairwise correlation/dependence computation on Intel Xeon Phi clusters. This library is written in C++ template classes and achieves high speed by exploring the SIMD-instruction-level and thread-level parallelism within Xeon Phis as well as accelerator-level parallelism among multiple Xeon Phis. To facilitate balanced workload distribution, we have proposed a general framework for symmetric all-pairs computation by building provable bijective functions between job identifier and coordinate space for the first time. -
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CorNetMap
A tool for Gene Expression Correlation Network
...Can be used for analysis of any data set beyond gene expression. 2. Capable of both two-dimensional and multidimensional data analysis. 3. Calculate Pearson correlation and cross-correlation for analysis data with phase difference. 4. Generate correlation Heat-map and draws network map. 5. Save correlation data as text file. How to use and doccumentation: https://sourceforge.net/projects/cornetmap/files/Documentation_corNetMap.pdf Sample data for testing: https://sourceforge.net/projects/cornetmap/files/Test%20Data/ Citation: Cite CornetMap as " Khaund, A. ... -
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AKtoolbox
Matlab Toolbox for coevolution analysis of multiple sequence alignment
...At present, co-evolution methods available in this package are Statistical Coupling Analysis (SCA), Explicit Likelihood of Subset Covariance (ELSC), Mutual Information (MI), Observed Minus Expected Square method (OMES), McLanhlan Based Substitution Correlation (MCBASC), Direct-coupling analysis (DCA) and logR. Enclosed in this package is also an archive of different Bioinformatics matrices. -
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...The following features were implemented in OpenFLUX2, which were not present in original software: integrated support for calculation and analysis of parallel labeling experiments (PLE), extended statistical analysis of parameter estimation results, calculation of fluxes and measurements correlation, structural identifiability analysis and elements of experimental design.
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xPyder PyMOL Plugin
Analyze and visualize coupled residues and their networks in proteins
xPyder is a PyMOL plugin to analyze and visualize on the 3D structure dynamical cross-correlation matrices (DCCM), linear mutual information (LMI), communication propensities (CP), intra- and inter-molecular interactions (e.g. PSN), and more, to produce highly customizable publication-quality images. xPyder identifies networks (using concepts from graph theory, such as hubs and shortest path searching), compares matrices and focuses the analysis on relevant information by filtering the data using a modular, user-expandable plugin system that takes advantage of structural and dynamical information, contributing to bridge the gap between dynamical and mechanical properties at the molecular level. -
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leave-kojack
Leave-k-out-Jackknife Pearson correlation
In general, Pearson correlation coefficients can be quite error-prone to outliers, thus Jackknifing may be helpful. I could not find any useful implementation for calculating more than leave-1-out Jackknife Pearson correlation coefficients. 'leave-kojack' offers an implementation for Jackknife Pearson correlation with dynamic values of k, i.e. leave-k-out Pearson correlation. -
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CAPE RNA
Classification based Analysis of Paired Expression data of RNA
...Using these interaction classifications Jaccard-indexes are calculated to evaluate the quality of a predicted interaction based on the distribution of assigned interaction states compared to experimental groups. In addition, negative correlation between miRNA and mRNA expression can be analyzed. -
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Genometric Correlations
Coorelations of interval sets on genome
Genometric Correlation project (R) evaluating correlations between two genometric annotations. Also provides some service IRanges-related procedures. See http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal.pcbi.1002529 -
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MCPerm: Monte Carlo SNP permutation
Monte Carlo permutation method for SNP multiple test correlation
MCPerm: A Monte Carlo permutation method for multiple test correlation in case-control association study Traditional permutation (TradPerm) test is an important non-parametric analysis method which can be treated as the gold standard for multiple testing corrections in case-control association study. However, it relies on the original single nucleotide polymorphism (SNP) genotypes and phenotypes data to perform a large number of random shuffles, and thus it is computationally intensive, especially for genome-wide association study (GWAS). ... -
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imDEV
Tools for multivariate data visualization, exploration and analysis.
You may also like some newer work: http://createdatasol.com/ Project imDEV is an application of RExcel, which seamlessly integrates Excel and R for tasks focused on multivariate data visualization, exploration, and analysis. Interactive modules for dimensional reduction (imPCA), prediction (imPLS), feature selection, analysis of correlation (imCorrelations) and generation of networked structures (imGraph) provide an integrated environment for systems level analysis of multivariate data. -
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Tangerine is a protein sequence alignment tool based on cross-correlation. Its aim is to provide maximum sensitivity while being computationally efficient.
