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. Author manuscript; available in PMC: 2018 Mar 20.
Published in final edited form as: IEEE Trans Biomed Eng. 2016 Oct 10;64(2):263–273. doi: 10.1109/TBME.2016.2573285

TABLE IV.

Selected Tools for -Omic Data Pre-processing

Tool Assay -Omic Data Key Functionality
GMAP* [63] Next-
generatio
n
sequenci
ng
Genomic,
transcriptomic
, and
epigenomic
Sequence mapping
BWA* [64]
STAR* [65]
GATK* [30] Genomic Genomic variant
discovery
SAMtools* [66]
HTSeq* [67] Transcriptomi
c
Gene and transcript
expression quantification
BEDTools*
[68]
RSEM* [69] Gene and transcript
expression quantification
Cufflinks* [70]
defuse [25] Gene fusion detection
TopHat-Fusion
[24]
Trans-ABySS*
[71]
Alternative splicing
detection and
quantification
Trinity* [72]
Cufflinks* [70]
Scripture* [73]
MACS* [74] Epigenomic ChIP-seq peak calling
SISSRs* [75]
OpenMS [76] Mass
spectrom
etry
Proteomic and
metabolomic
Peak detection and
quantification
MZmine 2*
[77]

GMAP stands for genomic mapping and alignment program; BWA, Burrows-Wheeler aligner; STAR, spliced transcripts alignment to a reference; GATK, genome analysis toolkit; RSEM, RNA-seq by expectation-maximization; Trans-ABySS, transcriptome assembly and analysis pipeline; MACS, model-based analysis of ChIP-seq; and SISSRs, site identification from short sequence reads.

*

Highly impactful tool with more than 50 citations per year.