Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2016 Jan 15;32(2):292-4.
doi: 10.1093/bioinformatics/btv566. Epub 2015 Oct 1.

Qualimap 2: advanced multi-sample quality control for high-throughput sequencing data

Affiliations

Qualimap 2: advanced multi-sample quality control for high-throughput sequencing data

Konstantin Okonechnikov et al. Bioinformatics. .

Abstract

Motivation: Detection of random errors and systematic biases is a crucial step of a robust pipeline for processing high-throughput sequencing (HTS) data. Bioinformatics software tools capable of performing this task are available, either for general analysis of HTS data or targeted to a specific sequencing technology. However, most of the existing QC instruments only allow processing of one sample at a time.

Results: Qualimap 2 represents a next step in the QC analysis of HTS data. Along with comprehensive single-sample analysis of alignment data, it includes new modes that allow simultaneous processing and comparison of multiple samples. As with the first version, the new features are available via both graphical and command line interface. Additionally, it includes a large number of improvements proposed by the user community.

Availability and implementation: The implementation of the software along with documentation is freely available at http://www.qualimap.org.

Contact: meyer@mpiib-berlin.mpg.de

Supplementary information: Supplementary data are available at Bioinformatics online.

PubMed Disclaimer

Figures

Fig. 1.
Fig. 1.
Multi-sample BAM QC analysis of a γH2AX ChiP-seq experiment in human cells comparing four different conditions (Koeppel et al., 2015). The sequencing was performed in three batches. A single batch included samples in all conditions. (A) The GC-content distribution indicates a problem with the samples from the second batch. (B) The PCA biplot also demonstrates the second batch grouped together, despite different biological treatments

References

    1. Adams D., et al. (2012) BLUEPRINT to decode the epigenetic signature written in blood. Nat. Biotechnol. 30, 224–226. - PubMed
    1. Anders S., et al. (2013) Count-based differential expression analysis of RNA sequencing data using R and Bioconductor. Nat. Protoc. 8, 1765–1786. - PubMed
    1. DeLuca D.S., et al. (2012) RNA-SeQC: RNA-seq metrics for quality control and process optimization. Bioinformatics, 28, 1530–1532. - PMC - PubMed
    1. García-Alcalde F., et al. (2012) Qualimap: evaluating next-generation sequencing alignment data. Bioinformatics, 28, 2678–2679. - PubMed
    1. Koeppel M., et al. (2015) Helicobacter pylori infection causes characteristic DNA damage patterns in human cells. Cell Rep., 11, 1703–1713. - PubMed

Publication types