Cited by 660Cancer Genomics and DiagnosticsGenomics and Phylogenetic StudiesDNA Repair Mechanisms

MutationalPatterns: comprehensive genome-wide analysis of mutational processes

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Blokzijl, Francis, Janssen, Roel, van Boxtel, Ruben, Cuppen, Edwin·2018·Genome Medicine

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Abstract

BACKGROUND: Base substitution catalogues represent historical records of mutational processes that have been active in a cell. Such processes can be distinguished by various characteristics, like mutation type, sequence context, transcriptional and replicative strand bias, genomic distribution and association with (epi)-genomic features. RESULTS: We have created MutationalPatterns, an R/Bioconductor package that allows researchers to characterize a broad range of patterns in base substitution catalogues to dissect the underlying molecular mechanisms. Furthermore, it offers an efficient method to quantify the contribution of known mutational signatures within single samples. This analysis can be used to determine whether certain DNA repair mechanisms are perturbed and to further characterize the processes underlying known mutational signatures. CONCLUSIONS: MutationalPatterns allows for easy characterization and visualization of mutational patterns. These analyses willsupport fundamental research into mutational mechanisms and may ultimately improve cancer diagnosis and treatment strategies. MutationalPatterns is freely available at http://bioconductor.org/packages/MutationalPatterns .

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  • To assess the genome-wide off-target effects of base editor activity in intestinal organoids, we compared culture-related (SBS1, SBS5, SBS18), as well as APOBEC-related (SBS2, SBS13) mutational signatures to the overall mutational profile using the Bioconductor R package MutationalPatterns v.3.2.0.

    “To assess the genome-wide off-target effects of base editor activity in intestinal organoids, we compared culture-related (SBS1, SBS5, SBS18), as well as APOBEC-related (SBS2, SBS13) mutational signatures to the overall mutational profile using the Bioconductor R package MutationalPatterns v.3.2.056,58,59.”

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Research works printed but not linked: 31

  1. [3]Hoeijmakers JHJ DNA damage, aging, and cancer N Engl J Med 2009 361 1475 1485 10.1056/NEJMra0804615 19812404 · DOI · Paper page
  2. [4]Spira A Yurgelun MB Alexandrov L Rao A Bejar R Polyak K Precancer Atlas to drive precision prevention trials Cancer Res 2017 77 1510 1541 10.1158/0008-5472.CAN-16-2346 28373404 PMC6681830 · DOI
  3. [5]Alexandrov LB Nik-Zainal S Wedge DC Aparicio SAJR Behjati S Biankin AV Signatures of mutational processes in human cancer Nature 2013 500 415 421 10.1038/nature12477 23945592 PMC3776390 · DOI · Paper page
  4. [6]Davies H Glodzik D Morganella S Yates LR Staaf J Zou X HRDetect is a predictor of BRCA1 and BRCA2 deficiency based on mutational signatures Nat Med 2017 23 517 525 10.1038/nm.4292 28288110 PMC5833945 · DOI · Paper page
  5. [8]Kim J Mouw KW Polak P Braunstein LZ Kamburov A Kwiatkowski DJ Somatic ERCC2 mutations are associated with a distinct genomic signature in urothelial tumors Nat Genet 2016 48 600 606 10.1038/ng.3557 27111033 PMC4936490 · DOI
  6. [9]Meier B Cooke SL Weiss J Bailly AP Alexandrov LB Marshall J C. elegans whole-genome sequencing reveals mutational signatures related to carcinogens and DNA repair deficiency Genome Res 2014 24 1624 1636 10.1101/gr.175547.114 25030888 PMC4199376 · DOI
  7. [10]Drost J van Boxtel R Blokzijl F Mizutani T Sasaki N Sasselli V Use of CRISPR-modified human stem cell organoids to study the origin of mutational signatures in cancer Science 2017 358 234 238 10.1126/science.aao3130 28912133 PMC6038908 · DOI · Paper page
  8. [11]Haradhvala NJ Polak P Stojanov P Covington KR Shinbrot E Hess JM Mutational strand asymmetries in cancer genomes reveal mechanisms of DNA damage and repair Cell 2016 164 538 549 10.1016/j.cell.2015.12.050 26806129 PMC4753048 · DOI
  9. [12]Shinbrot E Henninger EE Weinhold N Covington KR Göksenin AY Schultz N Exonuclease mutations in DNA polymerase epsilon reveal replication strand specific mutation patterns and human origins of replication Genome Res 2014 24 1740 1750 10.1101/gr.174789.114 25228659 PMC4216916 · DOI
  10. [13]Supek F Lehner B Clustered mutation signatures reveal that error-prone DNA repair targets mutations to active genes Cell 2017 170 534 47.e23 10.1016/j.cell.2017.07.003 28753428 · DOI · Paper page
  11. [14]Nik-Zainal S Alexandrov LB Wedge DC Van Loo P Greenman CD Raine K Mutational processes molding the genomes of 21 breast cancers Cell 2012 149 979 993 10.1016/j.cell.2012.04.024 22608084 PMC3414841 · DOI · Paper page
  12. [15]Sieuwerts AM Willis S Burns MB Look MP Meijer-Van Gelder ME Schlicker A Elevated APOBEC3B correlates with poor outcomes for estrogen-receptor-positive breast cancers Horm Cancer 2014 5 405 413 10.1007/s12672-014-0196-8 25123150 PMC4228172 · DOI
  13. [16]Law EK Sieuwerts AM LaPara K Leonard B Starrett GJ Molan AM The DNA cytosine deaminase APOBEC3B promotes tamoxifen resistance in ER-positive breast cancer Sci Adv 2016 2 e1601737 10.1126/sciadv.1601737 27730215 PMC5055383 · DOI
  14. [17]Gentleman RC Carey VJ Bates DM Bolstad B Dettling M Dudoit S Bioconductor: open software development for computational biology and bioinformatics Genome Biol BioMed Central 2004 5 R80 10.1186/gb-2004-5-10-r80 PMC545600 15461798 · DOI
  15. [19]Durinck S Moreau Y Kasprzyk A Davis S De Moor B Brazma A BioMart and Bioconductor: a powerful link between biological databases and microarray data analysis Bioinformatics 2005 21 3439 3440 10.1093/bioinformatics/bti525 16082012 · DOI
  16. [20]Lawrence M Huber W Pagès H Aboyoun P Carlson M Gentleman R Software for computing and annotating genomic ranges PLoS Comput Biol 2013 9 e1003118 10.1371/journal.pcbi.1003118 23950696 PMC3738458 · DOI
  17. [21]Gaujoux R Seoighe C A flexible R package for nonnegative matrix factorization BMC Bioinformatics 2010 11 367 10.1186/1471-2105-11-367 20598126 PMC2912887 · DOI
  18. [22]Rosales RA Drummond RD Valieris R Dias-Neto E da Silva IT signeR: an empirical Bayesian approach to mutational signature discovery Bioinformatics 2017 33 8 16 10.1093/bioinformatics/btw572 27591080 · DOI
  19. [23]Shiraishi Y Tremmel G Miyano S Stephens M A simple model-based approach to inferring and visualizing cancer mutation signatures PLoS Genet 2015 11 e1005657 10.1371/journal.pgen.1005657 26630308 PMC4667891 · DOI
  20. [25]Speir ML Zweig AS Rosenbloom KR Raney BJ Paten B Nejad P The UCSC Genome Browser database: 2016 update Nucleic Acids Res 2016 44 D717 D725 10.1093/nar/gkv1275 26590259 PMC4702902 · DOI
  21. [26]Hansen RS Thomas S Sandstrom R Canfield TK Thurman RE Weaver M Sequencing newly replicated DNA reveals widespread plasticity in human replication timing Proc Natl Acad Sci U S A 2010 107 139 144 10.1073/pnas.0912402107 19966280 PMC2806781 · DOI
  22. [27]ENCODE Project Consortium An integrated encyclopedia of DNA elements in the human genome Nature 2012 489 57 74 10.1038/nature11247 22955616 PMC3439153 · DOI · Paper page
  23. [30]Sabarinathan R Mularoni L Deu-Pons J Gonzalez-Perez A López-Bigas N Nucleotide excision repair is impaired by binding of transcription factors to DNA Nature 2016 532 264 267 10.1038/nature17661 27075101 · DOI
  24. [31]Perera D Poulos RC Shah A Beck D Pimanda JE Wong JWH Differential DNA repair underlies mutation hotspots at active promoters in cancer genomes Nature 2016 532 259 263 10.1038/nature17437 27075100 · DOI
  25. [32]Supek F Lehner B Differential DNA mismatch repair underlies mutation rate variation across the human genome Nature 2015 521 81 84 10.1038/nature14173 25707793 PMC4425546 · DOI
  26. [33]Nouspikel TP Hyka-Nouspikel N Hanawalt PC Transcription domain-associated repair in human cells Mol Cell Biol 2006 26 8722 8730 10.1128/MCB.01263-06 17015469 PMC1636821 · DOI
  27. [34]Zheng CL Wang NJ Chung J Moslehi H Sanborn JZ Hur JS Transcription restores DNA repair to heterochromatin, determining regional mutation rates in cancer genomes Cell Rep 2014 9 1228 1234 10.1016/j.celrep.2014.10.031 25456125 PMC4254608 · DOI
  28. [35]Rosenthal R McGranahan N Herrero J Taylor BS Swanton C DeconstructSigs: delineating mutational processes in single tumors distinguishes DNA repair deficiencies and patterns of carcinoma evolution Genome Biol 2016 17 31 10.1186/s13059-016-0893-4 26899170 PMC4762164 · DOI
  29. [36]Ardin M Cahais V Castells X Bouaoun L Byrnes G Herceg Z MutSpec: a Galaxy toolbox for streamlined analyses of somatic mutation spectra in human and mouse cancer genomes BMC Bioinformatics. 2016 17 170 10.1186/s12859-016-1011-z 27091472 PMC4835840 · DOI
  30. [37]Gehring JS Fischer B Lawrence M Huber W SomaticSignatures: inferring mutational signatures from single-nucleotide variants Bioinformatics 2015 31 3673 3675 26163694 PMC4817139
  31. [38]Fischer A Illingworth CJR Campbell PJ Mustonen V EMu: probabilistic inference of mutational processes and their localization in the cancer genome Genome Biol 2013 14 R39 10.1186/gb-2013-14-4-r39 23628380 PMC3663107 · DOI

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Sorted by citations

Authors
Blokzijl, F., Janssen, R., van Boxtel, R., & Cuppen, E.
Affiliations
Utrecht University (NL)
Corresponding author
  • Blokzijl, Francis
  • Janssen, Roel
  • Cuppen, Edwin
Venue
Genome Medicine
Published
2018-04-25
Volume
10
Issue
1
Pages
33-33
ISSN
1756-994X (ISSN-L)
OpenAlex
W2800002600
Cited by
660
References
8
Citations by year
2026: 29 · 2025: 62 · 2024: 66 · 2023: 109 · 2022: 104 · 2021: 128 · 2020: 96 · 2019: 51 · 2018: 11 · 2017: 4
FWCI
23.05
Type
journal article
Language
en
Open access
Locations
  • Genome Medicine (publishedVersion, cc-by)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Utrecht University Repository (Utrecht University) (submittedVersion, other-oa)
Funders
  • ZonMw (Zenith 93512003)
  • Nederlandse Organisatie voor Wetenschappelijk Onderzoek (Zwaartekracht Cancer Genomics)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Cancer Research › Cancer Genomics and Diagnostics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › DNA Repair Mechanisms
Keywords
mutational signatures, mutational processes, R/Bioconductor package, sequence context, strand bias, DNA repair, mutational mechanisms, cancer genomics
MeSH terms
Adult, Humans, Mutation, Software, Transcription, Genetic, Genome, Human, Adult Stem Cells

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