|
10 | 10 |
|
11 | 11 | ## Pipeline tools |
12 | 12 |
|
13 | | -* [BBMap](https://sourceforge.net/projects/bbmap/) |
| 13 | +- [BBMap](https://sourceforge.net/projects/bbmap/) |
14 | 14 |
|
15 | | -* [BEDTools](https://pubmed.ncbi.nlm.nih.gov/20110278/) |
16 | | - > Quinlan AR, Hall IM. BEDTools: a flexible suite of utilities for comparing genomic features. Bioinformatics. 2010 Mar 15;26(6):841-2. doi: 10.1093/bioinformatics/btq033. Epub 2010 Jan 28. PubMed PMID: 20110278; PubMed Central PMCID: PMC2832824. |
| 15 | +- [BEDTools](https://pubmed.ncbi.nlm.nih.gov/20110278/) |
17 | 16 |
|
18 | | -* [FastQC](https://www.bioinformatics.babraham.ac.uk/projects/fastqc/) |
| 17 | + > Quinlan AR, Hall IM. BEDTools: a flexible suite of utilities for comparing genomic features. Bioinformatics. 2010 Mar 15;26(6):841-2. doi: 10.1093/bioinformatics/btq033. Epub 2010 Jan 28. PubMed PMID: 20110278; PubMed Central PMCID: PMC2832824. |
19 | 18 |
|
20 | | -* [featureCounts](https://pubmed.ncbi.nlm.nih.gov/24227677/) |
21 | | - > Liao Y, Smyth GK, Shi W. featureCounts: an efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics. 2014 Apr 1;30(7):923-30. doi: 10.1093/bioinformatics/btt656. Epub 2013 Nov 13. PubMed PMID: 24227677. |
| 19 | +- [FastQC](https://www.bioinformatics.babraham.ac.uk/projects/fastqc/) |
22 | 20 |
|
23 | | -* [GffRead](https://pubmed.ncbi.nlm.nih.gov/32489650/) |
24 | | - > Pertea G, Pertea M. GFF Utilities: GffRead and GffCompare. F1000Res. 2020 Apr 28;9:ISCB Comm J-304. doi: 10.12688/f1000research.23297.2. eCollection 2020. PubMed PMID: 32489650; PubMed Central PMCID: PMC7222033. |
| 21 | +- [featureCounts](https://pubmed.ncbi.nlm.nih.gov/24227677/) |
25 | 22 |
|
26 | | -* [HISAT2](https://pubmed.ncbi.nlm.nih.gov/31375807/) |
27 | | - > Kim D, Paggi JM, Park C, Bennett C, Salzberg SL. Graph-based genome alignment and genotyping with HISAT2 and HISAT-genotype Graph-based genome alignment and genotyping with HISAT2 and HISAT-genotype. Nat Biotechnol. 2019 Aug;37(8):907-915. doi: 10.1038/s41587-019-0201-4. Epub 2019 Aug 2. PubMed PMID: 31375807. |
| 23 | + > Liao Y, Smyth GK, Shi W. featureCounts: an efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics. 2014 Apr 1;30(7):923-30. doi: 10.1093/bioinformatics/btt656. Epub 2013 Nov 13. PubMed PMID: 24227677. |
28 | 24 |
|
29 | | -* [MultiQC](https://pubmed.ncbi.nlm.nih.gov/27312411/) |
30 | | - > Ewels P, Magnusson M, Lundin S, Käller M. MultiQC: summarize analysis results for multiple tools and samples in a single report. Bioinformatics. 2016 Oct 1;32(19):3047-8. doi: 10.1093/bioinformatics/btw354. Epub 2016 Jun 16. PubMed PMID: 27312411; PubMed Central PMCID: PMC5039924. |
| 25 | +- [GffRead](https://pubmed.ncbi.nlm.nih.gov/32489650/) |
31 | 26 |
|
32 | | -* [picard-tools](http://broadinstitute.github.io/picard) |
| 27 | + > Pertea G, Pertea M. GFF Utilities: GffRead and GffCompare. F1000Res. 2020 Apr 28;9:ISCB Comm J-304. doi: 10.12688/f1000research.23297.2. eCollection 2020. PubMed PMID: 32489650; PubMed Central PMCID: PMC7222033. |
33 | 28 |
|
34 | | -* [preseq](https://pubmed.ncbi.nlm.nih.gov/23435259/) |
35 | | - > Daley T, Smith AD. Predicting the molecular complexity of sequencing libraries. Nat Methods. 2013 Apr;10(4):325-7. doi: 10.1038/nmeth.2375. Epub 2013 Feb 24. PubMed PMID: 23435259; PubMed Central PMCID: PMC3612374. |
| 29 | +- [HISAT2](https://pubmed.ncbi.nlm.nih.gov/31375807/) |
36 | 30 |
|
37 | | -* [Qualimap 2](https://pubmed.ncbi.nlm.nih.gov/26428292/) |
38 | | - > Okonechnikov K, Conesa A, García-Alcalde F. Qualimap 2: advanced multi-sample quality control for high-throughput sequencing data Bioinformatics. 2016 Jan 15;32(2):292-4. doi: 10.1093/bioinformatics/btv566. Epub 2015 Oct 1. PubMed PMID: 26428292; PubMed Central PMCID: PMC4708105. |
| 31 | + > Kim D, Paggi JM, Park C, Bennett C, Salzberg SL. Graph-based genome alignment and genotyping with HISAT2 and HISAT-genotype Graph-based genome alignment and genotyping with HISAT2 and HISAT-genotype. Nat Biotechnol. 2019 Aug;37(8):907-915. doi: 10.1038/s41587-019-0201-4. Epub 2019 Aug 2. PubMed PMID: 31375807. |
39 | 32 |
|
40 | | -* [RSEM](https://pubmed.ncbi.nlm.nih.gov/21816040/) |
41 | | - > Li B, Dewey CN. RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome BMC Bioinformatics. 2011 Aug 4;12:323. doi: 10.1186/1471-2105-12-323. PubMed PMID: 21816040; PubMed Central PMCID: PMC3163565. |
| 33 | +- [MultiQC](https://pubmed.ncbi.nlm.nih.gov/27312411/) |
42 | 34 |
|
43 | | -* [RSeQC](https://pubmed.ncbi.nlm.nih.gov/22743226/) |
44 | | - > Wang L, Wang S, Li W. RSeQC: quality control of RNA-seq experiments Bioinformatics. 2012 Aug 15;28(16):2184-5. doi: 10.1093/bioinformatics/bts356. Epub 2012 Jun 27. PubMed PMID: 22743226. |
| 35 | + > Ewels P, Magnusson M, Lundin S, Käller M. MultiQC: summarize analysis results for multiple tools and samples in a single report. Bioinformatics. 2016 Oct 1;32(19):3047-8. doi: 10.1093/bioinformatics/btw354. Epub 2016 Jun 16. PubMed PMID: 27312411; PubMed Central PMCID: PMC5039924. |
45 | 36 |
|
46 | | -* [Salmon](https://pubmed.ncbi.nlm.nih.gov/28263959/) |
47 | | - > Patro R, Duggal G, Love MI, Irizarry RA, Kingsford C. Salmon provides fast and bias-aware quantification of transcript expression Nat Methods. 2017 Apr;14(4):417-419. doi: 10.1038/nmeth.4197. Epub 2017 Mar 6. PubMed PMID: 28263959; PubMed Central PMCID: PMC5600148. |
| 37 | +- [picard-tools](http://broadinstitute.github.io/picard) |
48 | 38 |
|
49 | | -* [SAMtools](https://pubmed.ncbi.nlm.nih.gov/19505943/) |
50 | | - > Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N, Marth G, Abecasis G, Durbin R; 1000 Genome Project Data Processing Subgroup. The Sequence Alignment/Map format and SAMtools. Bioinformatics. 2009 Aug 15;25(16):2078-9. doi: 10.1093/bioinformatics/btp352. Epub 2009 Jun 8. PubMed PMID: 19505943; PubMed Central PMCID: PMC2723002. |
| 39 | +- [preseq](https://pubmed.ncbi.nlm.nih.gov/23435259/) |
51 | 40 |
|
52 | | -* [SortMeRNA](https://pubmed.ncbi.nlm.nih.gov/23071270/) |
53 | | - > Kopylova E, Noé L, Touzet H. SortMeRNA: fast and accurate filtering of ribosomal RNAs in metatranscriptomic data Bioinformatics. 2012 Dec 15;28(24):3211-7. doi: 10.1093/bioinformatics/bts611. Epub 2012 Oct 15. PubMed PMID: 23071270. |
| 41 | + > Daley T, Smith AD. Predicting the molecular complexity of sequencing libraries. Nat Methods. 2013 Apr;10(4):325-7. doi: 10.1038/nmeth.2375. Epub 2013 Feb 24. PubMed PMID: 23435259; PubMed Central PMCID: PMC3612374. |
54 | 42 |
|
55 | | -* [STAR](https://pubmed.ncbi.nlm.nih.gov/23104886/) |
56 | | - > Dobin A, Davis CA, Schlesinger F, Drenkow J, Zaleski C, Jha S, Batut P, Chaisson M, Gingeras TR. STAR: ultrafast universal RNA-seq aligner Bioinformatics. 2013 Jan 1;29(1):15-21. doi: 10.1093/bioinformatics/bts635. Epub 2012 Oct 25. PubMed PMID: 23104886; PubMed Central PMCID: PMC3530905. |
| 43 | +- [Qualimap 2](https://pubmed.ncbi.nlm.nih.gov/26428292/) |
57 | 44 |
|
58 | | -* [StringTie2](https://pubmed.ncbi.nlm.nih.gov/31842956/) |
59 | | - > Kovaka S, Zimin AV, Pertea GM, Razaghi R, Salzberg SL, Pertea M. Transcriptome assembly from long-read RNA-seq alignments with StringTie2 Genome Biol. 2019 Dec 16;20(1):278. doi: 10.1186/s13059-019-1910-1. PubMed PMID: 31842956; PubMed Central PMCID: PMC6912988. |
| 45 | + > Okonechnikov K, Conesa A, García-Alcalde F. Qualimap 2: advanced multi-sample quality control for high-throughput sequencing data Bioinformatics. 2016 Jan 15;32(2):292-4. doi: 10.1093/bioinformatics/btv566. Epub 2015 Oct 1. PubMed PMID: 26428292; PubMed Central PMCID: PMC4708105. |
60 | 46 |
|
61 | | -* [Trim Galore!](https://www.bioinformatics.babraham.ac.uk/projects/trim_galore/) |
| 47 | +- [RSEM](https://pubmed.ncbi.nlm.nih.gov/21816040/) |
62 | 48 |
|
63 | | -* [UMI-tools](https://pubmed.ncbi.nlm.nih.gov/28100584/) |
64 | | - > Smith T, Heger A, Sudbery I. UMI-tools: modeling sequencing errors in Unique Molecular Identifiers to improve quantification accuracy Genome Res. 2017 Mar;27(3):491-499. doi: 10.1101/gr.209601.116. Epub 2017 Jan 18. PubMed PMID: 28100584; PubMed Central PMCID: PMC5340976. |
| 49 | + > Li B, Dewey CN. RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome BMC Bioinformatics. 2011 Aug 4;12:323. doi: 10.1186/1471-2105-12-323. PubMed PMID: 21816040; PubMed Central PMCID: PMC3163565. |
65 | 50 |
|
66 | | -* [UCSC tools](https://pubmed.ncbi.nlm.nih.gov/20639541/) |
67 | | - > Kent WJ, Zweig AS, Barber G, Hinrichs AS, Karolchik D. BigWig and BigBed: enabling browsing of large distributed datasets. Bioinformatics. 2010 Sep 1;26(17):2204-7. doi: 10.1093/bioinformatics/btq351. Epub 2010 Jul 17. PubMed PMID: 20639541; PubMed Central PMCID: PMC2922891. |
| 51 | +- [RSeQC](https://pubmed.ncbi.nlm.nih.gov/22743226/) |
| 52 | + |
| 53 | + > Wang L, Wang S, Li W. RSeQC: quality control of RNA-seq experiments Bioinformatics. 2012 Aug 15;28(16):2184-5. doi: 10.1093/bioinformatics/bts356. Epub 2012 Jun 27. PubMed PMID: 22743226. |
| 54 | +
|
| 55 | +- [Salmon](https://pubmed.ncbi.nlm.nih.gov/28263959/) |
| 56 | + |
| 57 | + > Patro R, Duggal G, Love MI, Irizarry RA, Kingsford C. Salmon provides fast and bias-aware quantification of transcript expression Nat Methods. 2017 Apr;14(4):417-419. doi: 10.1038/nmeth.4197. Epub 2017 Mar 6. PubMed PMID: 28263959; PubMed Central PMCID: PMC5600148. |
| 58 | +
|
| 59 | +- [SAMtools](https://pubmed.ncbi.nlm.nih.gov/19505943/) |
| 60 | + |
| 61 | + > Li H, Handsaker B, Wysoker A, Fennell T, Ruan J, Homer N, Marth G, Abecasis G, Durbin R; 1000 Genome Project Data Processing Subgroup. The Sequence Alignment/Map format and SAMtools. Bioinformatics. 2009 Aug 15;25(16):2078-9. doi: 10.1093/bioinformatics/btp352. Epub 2009 Jun 8. PubMed PMID: 19505943; PubMed Central PMCID: PMC2723002. |
| 62 | +
|
| 63 | +- [SortMeRNA](https://pubmed.ncbi.nlm.nih.gov/23071270/) |
| 64 | + |
| 65 | + > Kopylova E, Noé L, Touzet H. SortMeRNA: fast and accurate filtering of ribosomal RNAs in metatranscriptomic data Bioinformatics. 2012 Dec 15;28(24):3211-7. doi: 10.1093/bioinformatics/bts611. Epub 2012 Oct 15. PubMed PMID: 23071270. |
| 66 | +
|
| 67 | +- [STAR](https://pubmed.ncbi.nlm.nih.gov/23104886/) |
| 68 | + |
| 69 | + > Dobin A, Davis CA, Schlesinger F, Drenkow J, Zaleski C, Jha S, Batut P, Chaisson M, Gingeras TR. STAR: ultrafast universal RNA-seq aligner Bioinformatics. 2013 Jan 1;29(1):15-21. doi: 10.1093/bioinformatics/bts635. Epub 2012 Oct 25. PubMed PMID: 23104886; PubMed Central PMCID: PMC3530905. |
| 70 | +
|
| 71 | +- [StringTie2](https://pubmed.ncbi.nlm.nih.gov/31842956/) |
| 72 | + |
| 73 | + > Kovaka S, Zimin AV, Pertea GM, Razaghi R, Salzberg SL, Pertea M. Transcriptome assembly from long-read RNA-seq alignments with StringTie2 Genome Biol. 2019 Dec 16;20(1):278. doi: 10.1186/s13059-019-1910-1. PubMed PMID: 31842956; PubMed Central PMCID: PMC6912988. |
| 74 | +
|
| 75 | +- [Trim Galore!](https://www.bioinformatics.babraham.ac.uk/projects/trim_galore/) |
| 76 | + |
| 77 | +- [UMI-tools](https://pubmed.ncbi.nlm.nih.gov/28100584/) |
| 78 | + |
| 79 | + > Smith T, Heger A, Sudbery I. UMI-tools: modeling sequencing errors in Unique Molecular Identifiers to improve quantification accuracy Genome Res. 2017 Mar;27(3):491-499. doi: 10.1101/gr.209601.116. Epub 2017 Jan 18. PubMed PMID: 28100584; PubMed Central PMCID: PMC5340976. |
| 80 | +
|
| 81 | +- [UCSC tools](https://pubmed.ncbi.nlm.nih.gov/20639541/) |
| 82 | + > Kent WJ, Zweig AS, Barber G, Hinrichs AS, Karolchik D. BigWig and BigBed: enabling browsing of large distributed datasets. Bioinformatics. 2010 Sep 1;26(17):2204-7. doi: 10.1093/bioinformatics/btq351. Epub 2010 Jul 17. PubMed PMID: 20639541; PubMed Central PMCID: PMC2922891. |
68 | 83 |
|
69 | 84 | ## R packages |
70 | 85 |
|
71 | | -* [R](https://www.R-project.org/) |
72 | | - > R Core Team (2017). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. |
| 86 | +- [R](https://www.R-project.org/) |
| 87 | + |
| 88 | + > R Core Team (2017). R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. |
| 89 | +
|
| 90 | +- [DESeq2](https://pubmed.ncbi.nlm.nih.gov/25516281/) |
| 91 | + |
| 92 | + > Love MI, Huber W, Anders S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014;15(12):550. PubMed PMID: 25516281; PubMed Central PMCID: PMC4302049. |
| 93 | +
|
| 94 | +- [dupRadar](https://pubmed.ncbi.nlm.nih.gov/27769170/) |
| 95 | + |
| 96 | + > Sayols S, Scherzinger D, Klein H. dupRadar: a Bioconductor package for the assessment of PCR artifacts in RNA-Seq data BMC Bioinformatics. 2016 Oct 21;17(1):428. doi: 10.1186/s12859-016-1276-2. PubMed PMID: 27769170; PubMed Central PMCID: PMC5073875. |
| 97 | +
|
| 98 | +- [ggplot2](https://cran.r-project.org/web/packages/ggplot2/index.html) |
| 99 | + |
| 100 | + > H. Wickham. ggplot2: Elegant Graphics for Data Analysis. Springer-Verlag New York, 2016. |
| 101 | +
|
| 102 | +- [optparse](https://CRAN.R-project.org/package=optparse) |
73 | 103 |
|
74 | | -* [DESeq2](https://pubmed.ncbi.nlm.nih.gov/25516281/) |
75 | | - > Love MI, Huber W, Anders S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014;15(12):550. PubMed PMID: 25516281; PubMed Central PMCID: PMC4302049. |
| 104 | + > Trevor L Davis (2018). optparse: Command Line Option Parser. |
76 | 105 |
|
77 | | -* [dupRadar](https://pubmed.ncbi.nlm.nih.gov/27769170/) |
78 | | - > Sayols S, Scherzinger D, Klein H. dupRadar: a Bioconductor package for the assessment of PCR artifacts in RNA-Seq data BMC Bioinformatics. 2016 Oct 21;17(1):428. doi: 10.1186/s12859-016-1276-2. PubMed PMID: 27769170; PubMed Central PMCID: PMC5073875. |
| 106 | +- [pheatmap](https://CRAN.R-project.org/package=pheatmap) |
79 | 107 |
|
80 | | -* [ggplot2](https://cran.r-project.org/web/packages/ggplot2/index.html) |
81 | | - > H. Wickham. ggplot2: Elegant Graphics for Data Analysis. Springer-Verlag New York, 2016. |
| 108 | + > Raivo Kolde (2018). pheatmap: Pretty Heatmaps. |
82 | 109 |
|
83 | | -* [optparse](https://CRAN.R-project.org/package=optparse) |
84 | | - > Trevor L Davis (2018). optparse: Command Line Option Parser. |
| 110 | +- [RColorBrewer](https://CRAN.R-project.org/package=RColorBrewer) |
85 | 111 |
|
86 | | -* [pheatmap](https://CRAN.R-project.org/package=pheatmap) |
87 | | - > Raivo Kolde (2018). pheatmap: Pretty Heatmaps. |
| 112 | + > Erich Neuwirth (2014). RColorBrewer: ColorBrewer Palettes. |
88 | 113 |
|
89 | | -* [RColorBrewer](https://CRAN.R-project.org/package=RColorBrewer) |
90 | | - > Erich Neuwirth (2014). RColorBrewer: ColorBrewer Palettes. |
| 114 | +- [SummarizedExperiment](https://bioconductor.org/packages/release/bioc/html/SummarizedExperiment.html) |
91 | 115 |
|
92 | | -* [SummarizedExperiment](https://bioconductor.org/packages/release/bioc/html/SummarizedExperiment.html) |
93 | | - > Morgan M, Obenchain V, Hester J and Pagès H (2020). SummarizedExperiment: SummarizedExperiment container. |
| 116 | + > Morgan M, Obenchain V, Hester J and Pagès H (2020). SummarizedExperiment: SummarizedExperiment container. |
94 | 117 |
|
95 | | -* [Tximeta](https://pubmed.ncbi.nlm.nih.gov/32097405/) |
96 | | - > Love MI, Soneson C, Hickey PF, Johnson LK, Pierce NT, Shepherd L, Morgan M, Patro R. Tximeta: Reference sequence checksums for provenance identification in RNA-seq PLoS Comput Biol. 2020 Feb 25;16(2):e1007664. doi: 10.1371/journal.pcbi.1007664. eCollection 2020 Feb. PubMed PMID: 32097405; PubMed Central PMCID: PMC7059966. |
| 118 | +- [Tximeta](https://pubmed.ncbi.nlm.nih.gov/32097405/) |
| 119 | + > Love MI, Soneson C, Hickey PF, Johnson LK, Pierce NT, Shepherd L, Morgan M, Patro R. Tximeta: Reference sequence checksums for provenance identification in RNA-seq PLoS Comput Biol. 2020 Feb 25;16(2):e1007664. doi: 10.1371/journal.pcbi.1007664. eCollection 2020 Feb. PubMed PMID: 32097405; PubMed Central PMCID: PMC7059966. |
97 | 120 |
|
98 | 121 | ## Software packaging/containerisation tools |
99 | 122 |
|
|
0 commit comments