CNT-MD – Coordinate-descent algorithm for the Copy-Number Tree Mixture Deconvolution

CNT-MD

:: DESCRIPTION

CNT-MD is a software for inferring the copy-number profiles of tumor clones and their evolution from fractional copy numbers obtained from multi-sample bulk sequencing data.

::DEVELOPER

Raphael Lab

:: SCREENSHOTS

N/A

:: REQUIREMENTS

  • Linux

:: DOWNLOAD

CNT-MD

:: MORE INFORMATION

Citation:

Simone Zaccaria, Mohammed El-Kebir, Gunnar W. Klau, Benjamin J. Raphael:
The Copy-Number Tree Mixture Deconvolution Problem and Applications to Multi-sample Bulk Sequencing Tumor Data.
RECOMB 2017: 318-335

PCAdmix 1.0 – Local Ancestry Deconvolution

PCAdmix 1.0

:: DESCRIPTION

PCAdmix is a method that estimates local ancestry via principal components analysis (PCA) using phased haplotypes.  The method considers data chromosome by chromosome.

:: DEVELOPER

the Bustamante Lab

:: SCREENSHOTS

N/A

:: REQUIREMENTS

  • Linux / Windows

:: DOWNLOAD

  PCAdmix

:: MORE INFORMATION

Citation

Hum Biol. 2012 Aug;84(4):343-64. doi: 10.3378/027.084.0401.
PCAdmix: principal components-based assignment of ancestry along each chromosome in individuals with admixed ancestry from two or more populations.
Brisbin A1, Bryc K, Byrnes J, Zakharia F, Omberg L, Degenhardt J, Reynolds A, Ostrer H, Mezey JG, Bustamante CD.

DeMixT 1.6.0 – Deconvolution on Transcriptome data from a mixture of two or three components

DeMixT 1.6.0

:: DESCRIPTION

DeMixT is a deconvolution framework for mixed transcriptomes from heterogeneous tumor samples with two or three components using expression data from RNAseq or microarray platforms.

::DEVELOPER

Statistical Bioinformatics Lab, The University of Texas M. D. Anderson Cancer Center

:: SCREENSHOTS

N/A

:: REQUIREMENTS

  • Linux /MacOsX
  • R package
  • BioCOnductor

:: DOWNLOAD

 DeMixT

:: MORE INFORMATION

Citation

Wang Z, Cao S, Morris JS, Ahn J, Liu R, Tyekucheva S, Gao F, Li B, Lu W, Tang X, Wistuba II, Bowden M, Mucci L, Loda M, Parmigiani G, Holmes CC, Wang W.
Transcriptome Deconvolution of Heterogeneous Tumor Samples with Immune Infiltration.
iScience. 2018 Nov 30;9:451-460. doi: 10.1016/j.isci.2018.10.028. Epub 2018 Nov 2. PMID: 30469014; PMCID: PMC6249353.

Bioinformatics. 2013 Aug 1;29(15):1865-71. doi: 10.1093/bioinformatics/btt301.
DeMix: deconvolution for mixed cancer transcriptomes using raw measured data.
Ahn J, Yuan Y, Parmigiani G, Suraokar MB, Diao L, Wistuba II, Wang W.

CellR 0.1.0 – Single-cell RNA-Seq guided Deconvolution of Cellular Composition from Bulk-tissue RNA-Seq

CellR 0.1.0

:: DESCRIPTION

CellR is a single cell-based data-driven method to recover and quantify the cellular composition of bulk transcriptional data. It is a fully unsupervised approach based on clustering the reference single-cell RNA-Seq (scRNA-seq) followed by extracting the unique marker genes defining each cell cluster.

::DEVELOPER

Wang Genomics Lab

:: SCREENSHOTS

N/A

:: REQUIREMENTS

  • Linux
  • R

:: DOWNLOAD

CellR

:: MORE INFORMATION

Citation

Doostparast Torshizi A, Duan J, Wang K.
A computational tool for direct inference of cell-specific expression profiles and cellular composition from bulk-tissue RNA-seq in brain disorders.
bioRxiv, 2020.

MS-Deconv 0.8.0.7370 – Deconvolution of Top-down Spectra

MS-Deconv 0.8.0.7370

:: DESCRIPTION

MS-Deconv is a combinatorial algorithm for spectral deconvolution. The algorithm first generates a large set of candidate isotopomer envelopes for a spectrum, then represents the spectrum as a graph, and finally selects its highest scoring subset of envelopes as a heaviest path in the graph.

::DEVELOPER

CCMS The Center for Computational Mass Spectrometry

:: SCREENSHOTS

N/A

:: REQUIREMENTS

  • Linux/ Windows/ MacOsX
  • Java

:: DOWNLOAD

 MS-Deconv 

:: MORE INFORMATION

Citation

Mol Cell Proteomics. 2010 Dec;9(12):2772-82. doi: 10.1074/mcp.M110.002766. Epub 2010 Sep 20.
Deconvolution and database search of complex tandem mass spectra of intact proteins: a combinatorial approach.
Liu X1, Inbar Y, Dorrestein PC, Wynne C, Edwards N, Souda P, Whitelegge JP, Bafna V, Pevzner PA.

DWLS – Cell-type Deconvolution using Single-cell RNA-sequencing data

DWLS

:: DESCRIPTION

DWLS (Dampened weighted least squares) is an estimation method for gene expression deconvolution, in which the cell-type composition of a bulk RNA-seq data set is computationally inferred.

::DEVELOPER

Guo-CHeng Yuan Lab

:: SCREENSHOTS

N/A

:: REQUIREMENTS

  • Linux/Windows/MacOsX
  • R

:: DOWNLOAD

DWLS

:: MORE INFORMATION

Citation

Tsoucas D, Dong R, Chen H, Zhu Q, Guo G, Yuan GC.
Accurate estimation of cell-type composition from gene expression data.
Nature Communications. 10 (1), 2975 2019 Jul 5

Huygens 4.4 – 3D Huygens Deconvolution & Analysis Software

Huygens 4.4

:: DESCRIPTION

Huygens is high quality restoration (deconvolution) and visualization software for microscopists.

::DEVELOPER

Scientific Volume Imaging B.V.

:: SCREENSHOTS

:: REQUIREMENTS

  • Linux / Windows / MacOsX
  • Java

:: DOWNLOAD

  Huygens

:: MORE INFORMATION

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