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iCNV

Integrated copy number variation detection toolset

Author

Zilu Zhou, Nancy R. Zhang

Maintainer

Zilu Zhou zhouzilu@pennmedicine.upenn.edu Please comment on the Issues section for additional questions.

Description

iCNV is a normalization and germline copy number variation detection procedure for mutiple study designs: WES only, WGS only, SNP array only, or any combination of SNP and sequencing data. iCNV applies platform specific normalization, utilizes allele specific reads from sequencing and integrates matched NGS and SNP-array data by a Hidden Markov Model (HMM).

Installation

  • Install from GitHub (Recommended)
# try http:// if https:// URLs are not supported
source("https://bioconductor.org/biocLite.R")
biocLite("CODEX")

# Install iCNV
install.packages("devtools")
library(devtools)
install_github("zhouzilu/iCNV")

Update

iCNV has made a lot of changes on 1/29/2019 for stability, bug fixing, computation power and functionality. We strongly recommend you update iCNV to the newest version using the following command.

  • Update instruction
# Remove iCNV
remove.packages('iCNV')

# reinstall iCNV
install.packages("devtools")
library(devtools)
install_github("zhouzilu/iCNV")

Workflow overview

Number in the parentheses referring to different section in Vignettes and function details can be found here

        NGS                                             |           Array
BAM    BED(UCSC for WES or bed_generator.R for WGS 2.2) |    SNP Intensity(in standard format)
 |                |                                     |             |
 |----------------|                                     |             |
 |                |                                     |             |icnv_array_input (2.4)
 |SAMTools(2.3)   |CODEX(2.2)                           |             |
 |                |                                     |             |-----------|
Variants BAF(vcf) PLR                                   |        Array LRR   Array BAF
 |                |                                     |             |           |
 |                |                                     |             |SVD(2.4)   |
 |                |                                     |             |           |
 |                |                                     |     Normalized LRR      |
 |                |                                     |             |           |
 -----------------------------------------------------------------------------------
                                          |
                                          |iCNV_detection(2.5-2.6)
                                          |
                                     CNV calling
                                          |
                                          |icnv_output_to_gb()
                                          |
                              Genome Browser input

Demo code & Vignettes with rich displays

Citation

Zilu Zhou, Weixin Wang, Li-San Wang, Nancy Ruonan Zhang; Integrative DNA copy number detection and genotyping from sequencing and array-based platforms, Bioinformatics, Volume 34, Issue 14, 15 July 2018, Pages 2349–2355, https://doi.org/10.1093/bioinformatics/bty104

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