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@Manual{miacourse,
title = {Multi-omic data science with R/Bioconductor},
author = {{Tuomas Borman} and {Leo Lahti}},
year = 2023,
url = {microbiome.github.io}
}
@Manual{radboud2021course,
title = {Introduction to microbiome data science with
miaverse. Radboud Summer School.},
author = {Tuomas Borman and Henrik Eckermann and Chouaib
Benchraka and Leo Lahti},
year = 2021,
url = {microbiome.github.io/course_2021_radboud/}
}
@Manual{oulu2023course,
title = {Multi-omic data science with R/Bioconductor. Oulu
Summer School.},
author = {Tuomas Borman and Anna Kaisanlahti and Justus Reunanen
and Leo Lahti},
year = 2023,
url = {microbiome.github.io/course_2023_oulu}
}
@Manual{R-ANCOMBC,
title = {ANCOMBC: Analysis of compositions of microbiomes
with bias correction},
author = {Huang Lin and Shyamal Das Peddada},
year = 2021,
note = {R package version 1.2.0},
url = {https://github.com/FrederickHuangLin/ANCOMBC},
}
@Manual{R-ape,
title = {ape: Analyses of Phylogenetics and Evolution},
author = {Emmanuel Paradis and Simon Blomberg and Ben Bolker
and Joseph Brown and Santiago Claramunt and Julien
Claude and Hoa Sien Cuong and Richard Desper and
Gilles Didier and Benoit Durand and Julien Dutheil
and RJ Ewing and Olivier Gascuel and Thomas
Guillerme and Christoph Heibl and Anthony Ives and
Bradley Jones and Franz Krah and Daniel Lawson and
Vincent Lefort and Pierre Legendre and Jim Lemon and
Guillaume Louvel and Eric Marcon and Rosemary
McCloskey and Johan Nylander and Rainer Opgen-Rhein
and Andrei-Alin Popescu and Manuela Royer-Carenzi
and Klaus Schliep and Korbinian Strimmer and Damien
{de Vienne}},
year = 2021,
note = {R package version 5.5},
url = {http://ape-package.ird.fr/},
}
@Manual{R-base,
title = {R: A Language and Environment for Statistical
Computing},
author = {{R Core Team}},
organization = {R Foundation for Statistical Computing},
address = {Vienna, Austria},
year = 2021,
url = {https://www.R-project.org/},
}
@Manual{R-Biobase,
title = {Biobase: Base functions for Bioconductor},
author = {R. Gentleman and V. Carey and M. Morgan and
S. Falcon},
year = 2021,
note = {R package version 2.52.0},
url = {https://bioconductor.org/packages/Biobase},
}
@Manual{R-BiocGenerics,
title = {BiocGenerics: S4 generic functions used in
Bioconductor},
author = {The Bioconductor Dev Team},
year = 2021,
note = {R package version 0.38.0},
url = {https://bioconductor.org/packages/BiocGenerics},
}
@Manual{R-BiocManager,
title = {BiocManager: Access the Bioconductor Project Package
Repository},
author = {Martin Morgan},
year = 2021,
note = {R package version 1.30.16},
url = {https://CRAN.R-project.org/package=BiocManager},
}
@Manual{R-Biostrings,
title = {Biostrings: Efficient manipulation of biological
strings},
author = {H. Pagès and P. Aboyoun and R. Gentleman and
S. DebRoy},
year = 2021,
note = {R package version 2.60.1},
url = {https://bioconductor.org/packages/Biostrings},
}
@Manual{R-bookdown,
title = {bookdown: Authoring Books and Technical Documents
with R Markdown},
author = {Yihui Xie},
year = 2021,
note = {R package version 0.22},
url = {https://CRAN.R-project.org/package=bookdown},
}
@Manual{R-DESeq2,
title = {DESeq2: Differential gene expression analysis based
on the negative binomial distribution},
author = {Michael Love and Simon Anders and Wolfgang Huber},
year = 2021,
note = {R package version 1.32.0},
url = {https://github.com/mikelove/DESeq2},
}
@Manual{R-DirichletMultinomial,
title = {DirichletMultinomial: Dirichlet-Multinomial Mixture
Model Machine Learning for Microbiome Data},
author = {Martin Morgan},
year = 2021,
note = {R package version 1.34.0},
}
@Manual{R-dplyr,
title = {dplyr: A Grammar of Data Manipulation},
author = {Hadley Wickham and Romain François and Lionel Henry
and Kirill Müller},
year = 2021,
note = {R package version 1.0.7},
url = {https://CRAN.R-project.org/package=dplyr},
}
@Manual{R-ecodist,
title = {ecodist: Dissimilarity-Based Functions for
Ecological Analysis},
author = {Sarah Goslee and Dean Urban},
year = 2020,
note = {R package version 2.0.7},
url = {https://CRAN.R-project.org/package=ecodist},
}
@Manual{R-GenomeInfoDb,
title = {GenomeInfoDb: Utilities for manipulating chromosome
names, including modifying them to follow a
particular naming style},
author = {Sonali Arora and Martin Morgan and Marc Carlson and
H. Pagès},
year = 2021,
note = {R package version 1.28.0},
url = {https://bioconductor.org/packages/GenomeInfoDb},
}
@Manual{R-GenomicRanges,
title = {GenomicRanges: Representation and manipulation of
genomic intervals},
author = {P. Aboyoun and H. Pagès and M. Lawrence},
year = 2021,
note = {R package version 1.44.0},
url = {https://bioconductor.org/packages/GenomicRanges},
}
@Manual{R-ggplot2,
title = {ggplot2: Create Elegant Data Visualisations Using
the Grammar of Graphics},
author = {Hadley Wickham and Winston Chang and Lionel Henry
and Thomas Lin Pedersen and Kohske Takahashi and
Claus Wilke and Kara Woo and Hiroaki Yutani and
Dewey Dunnington},
year = 2021,
note = {R package version 3.3.5},
url = {https://CRAN.R-project.org/package=ggplot2},
}
@Manual{R-ggraph,
title = {ggraph: An Implementation of Grammar of Graphics for
Graphs and Networks},
author = {Thomas Lin Pedersen},
year = 2021,
note = {R package version 2.0.5},
url = {https://CRAN.R-project.org/package=ggraph},
}
@Manual{R-gridExtra,
title = {gridExtra: Miscellaneous Functions for "Grid"
Graphics},
author = {Baptiste Auguie},
year = 2017,
note = {R package version 2.3},
url = {https://CRAN.R-project.org/package=gridExtra},
}
@Manual{R-IRanges,
title = {IRanges: Foundation of integer range manipulation in
Bioconductor},
author = {H. Pagès and P. Aboyoun and M. Lawrence},
year = 2021,
note = {R package version 2.26.0},
url = {https://bioconductor.org/packages/IRanges},
}
@Manual{R-knitr,
title = {knitr: A General-Purpose Package for Dynamic Report
Generation in R},
author = {Yihui Xie},
year = 2021,
note = {R package version 1.33},
url = {https://yihui.org/knitr/},
}
@Manual{R-lattice,
title = {lattice: Trellis Graphics for R},
author = {Deepayan Sarkar},
year = 2021,
note = {R package version 0.20-44},
url = {http://lattice.r-forge.r-project.org/},
}
@Manual{R-MatrixGenerics,
title = {MatrixGenerics: S4 Generic Summary Statistic
Functions that Operate on Matrix-Like Objects},
author = {Constantin Ahlmann-Eltze and Peter Hickey and Hervé
Pagès},
year = 2021,
note = {R package version 1.4.0},
url = {https://bioconductor.org/packages/MatrixGenerics},
}
@Manual{R-matrixStats,
title = {matrixStats: Functions that Apply to Rows and
Columns of Matrices (and to Vectors)},
author = {Henrik Bengtsson},
year = 2021,
note = {R package version 0.59.0},
url = {https://github.com/HenrikBengtsson/matrixStats},
}
@Manual{R-mia,
title = {mia: Microbiome analysis},
author = {Felix G.M. Ernst and Sudarshan A. Shetty and Tuomas
Borman and Leo Lahti},
year = 2021,
note = {R package version 1.0.5},
url = {https://github.com/microbiome/mia},
}
@Manual{R-miaViz,
title = {miaViz: Microbiome Analysis Plotting and
Visualization},
author = {Felix G.M. Ernst and Tuomas Borman},
year = 2021,
note = {R package version 1.0.1},
}
@Manual{R-permute,
title = {permute: Functions for Generating Restricted
Permutations of Data},
author = {Gavin L. Simpson},
year = 2019,
note = {R package version 0.9-5},
url = {https://github.com/gavinsimpson/permute},
}
@Manual{R-S4Vectors,
title = {S4Vectors: Foundation of vector-like and list-like
containers in Bioconductor},
author = {H. Pagès and M. Lawrence and P. Aboyoun},
year = 2021,
note = {R package version 0.30.0},
url = {https://bioconductor.org/packages/S4Vectors},
}
@Manual{R-SingleCellExperiment,
title = {SingleCellExperiment: S4 Classes for Single Cell
Data},
author = {Aaron Lun and Davide Risso},
year = 2021,
note = {R package version 1.14.1},
}
@Manual{R-SummarizedExperiment,
title = {SummarizedExperiment: SummarizedExperiment
container},
author = {Martin Morgan and Valerie Obenchain and Jim Hester
and Hervé Pagès},
year = 2021,
note = {R package version 1.22.0},
url =
{https://bioconductor.org/packages/SummarizedExperiment},
}
@Manual{R-TreeSummarizedExperiment,
title = {TreeSummarizedExperiment: a S4 Class for Data with
Tree Structures},
author = {Ruizhu Huang},
year = 2021,
note = {R package version 2.0.2},
}
@Manual{R-vegan,
title = {vegan: Community Ecology Package},
author = {Jari Oksanen and F. Guillaume Blanchet and Michael
Friendly and Roeland Kindt and Pierre Legendre and
Dan McGlinn and Peter R. Minchin and R. B. O'Hara
and Gavin L. Simpson and Peter Solymos and M. Henry
H. Stevens and Eduard Szoecs and Helene Wagner},
year = 2020,
note = {R package version 2.5-7},
url = {https://CRAN.R-project.org/package=vegan},
}
@Manual{R-XVector,
title = {XVector: Foundation of external vector
representation and manipulation in Bioconductor},
author = {Hervé Pagès and Patrick Aboyoun},
year = 2021,
note = {R package version 0.32.0},
url = {https://bioconductor.org/packages/XVector},
}
@Article{ANCOMBC2020,
title = {Analysis of compositions of microbiomes with bias
correction},
author = {Huang Lin and Shyamal Das Peddada},
year = 2020,
journal = {Nature communications},
volume = 11,
number = 1,
pages = {1--11},
doi = {https://doi.org/10.1038/s41467-020-17041-7},
url = {https://www.nature.com/articles/s41467-020-17041-7},
}
@Article{ape2019,
title = {ape 5.0: an environment for modern phylogenetics and
evolutionary analyses in {R}},
author = {E. Paradis and K. Schliep},
journal = {Bioinformatics},
year = 2019,
volume = 35,
pages = {526-528},
}
@Article{Biobase2015,
author = {W. Huber and V. J. Carey and R. Gentleman and
S. Anders and M. Carlson and B. S. Carvalho and
H. C. Bravo and S. Davis and L. Gatto and T. Girke
and R. Gottardo and F. Hahne and K. D. Hansen and
R. A. Irizarry and M. Lawrence and M. I. Love and
J. MacDonald and V. Obenchain and A. K. {Ole's} and
H. {Pag`es} and A. Reyes and P. Shannon and
G. K. Smyth and D. Tenenbaum and L. Waldron and
M. Morgan},
title = {{O}rchestrating high-throughput genomic analysis
with {B}ioconductor},
journal = {Nature Methods},
year = 2015,
volume = 12,
number = 2,
pages = {115--121},
url =
{http://www.nature.com/nmeth/journal/v12/n2/full/nmeth.3252.html},
}
@Article{BiocGenerics2015,
author = {{Huber} and {W.} and {Carey} and V. J. and
{Gentleman} and {R.} and {Anders} and {S.} and
{Carlson} and {M.} and {Carvalho} and B. S. and
{Bravo} and H. C. and {Davis} and {S.} and {Gatto}
and {L.} and {Girke} and {T.} and {Gottardo} and
{R.} and {Hahne} and {F.} and {Hansen} and K. D. and
{Irizarry} and R. A. and {Lawrence} and {M.} and
{Love} and M. I. and {MacDonald} and {J.} and
{Obenchain} and {V.} and {{Ole's}} and A. K. and
{{Pag`es}} and {H.} and {Reyes} and {A.} and
{Shannon} and {P.} and {Smyth} and G. K. and
{Tenenbaum} and {D.} and {Waldron} and {L.} and
{Morgan} and {M.}},
title = {{O}rchestrating high-throughput genomic analysis
with {B}ioconductor},
journal = {Nature Methods},
year = 2015,
volume = 12,
number = 2,
pages = {115--121},
url =
{http://www.nature.com/nmeth/journal/v12/n2/full/nmeth.3252.html},
}
@Book{bookdown2016,
title = {bookdown: Authoring Books and Technical Documents
with {R} Markdown},
author = {Yihui Xie},
publisher = {Chapman and Hall/CRC},
address = {Boca Raton, Florida},
year = 2016,
note = {ISBN 978-1138700109},
url = {https://bookdown.org/yihui/bookdown},
}
@Article{DESeq22014,
title = {Moderated estimation of fold change and dispersion
for RNA-seq data with DESeq2},
author = {Michael I. Love and Wolfgang Huber and Simon Anders},
year = 2014,
journal = {Genome Biology},
doi = {10.1186/s13059-014-0550-8},
volume = 15,
issue = 12,
pages = 550,
}
@Article{ecodist2007,
title = {The ecodist package for dissimilarity-based analysis
of ecological data},
author = {Sarah C. Goslee and Dean L. Urban},
journal = {Journal of Statistical Software},
year = 2007,
volume = 22,
issue = 7,
pages = {1-19},
}
@Article{GenomicRanges2013,
title = {Software for Computing and Annotating Genomic
Ranges},
author = {Michael Lawrence and Wolfgang Huber and Herv\'e
Pag\`es and Patrick Aboyoun and Marc Carlson and
Robert Gentleman and Martin Morgan and Vincent
Carey},
year = 2013,
journal = {{PLoS} Computational Biology},
volume = 9,
issue = 8,
doi = {10.1371/journal.pcbi.1003118},
url =
{http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal.pcbi.1003118},
}
@Book{ggplot22016,
author = {Hadley Wickham},
title = {ggplot2: Elegant Graphics for Data Analysis},
publisher = {Springer-Verlag New York},
year = 2016,
isbn = {978-3-319-24277-4},
url = {https://ggplot2.tidyverse.org},
}
@Article{IRanges2013,
title = {Software for Computing and Annotating Genomic
Ranges},
author = {Michael Lawrence and Wolfgang Huber and Herv\'e
Pag\`es and Patrick Aboyoun and Marc Carlson and
Robert Gentleman and Martin Morgan and Vincent
Carey},
year = 2013,
journal = {{PLoS} Computational Biology},
volume = 9,
issue = 8,
doi = {10.1371/journal.pcbi.1003118},
url =
{http://www.ploscompbiol.org/article/info%3Adoi%2F10.1371%2Fjournal.pcbi.1003118},
}
@Book{knitr2015,
title = {Dynamic Documents with {R} and knitr},
author = {Yihui Xie},
publisher = {Chapman and Hall/CRC},
address = {Boca Raton, Florida},
year = 2015,
edition = {2nd},
note = {ISBN 978-1498716963},
url = {https://yihui.org/knitr/},
}
@InCollection{knitr2014,
booktitle = {Implementing Reproducible Computational Research},
editor = {Victoria Stodden and Friedrich Leisch and Roger
D. Peng},
title = {knitr: A Comprehensive Tool for Reproducible
Research in {R}},
author = {Yihui Xie},
publisher = {Chapman and Hall/CRC},
year = 2014,
note = {ISBN 978-1466561595},
url = {http://www.crcpress.com/product/isbn/9781466561595},
}
@Book{lattice2008,
title = {Lattice: Multivariate Data Visualization with R},
author = {Deepayan Sarkar},
publisher = {Springer},
address = {New York},
year = 2008,
note = {ISBN 978-0-387-75968-5},
url = {http://lmdvr.r-forge.r-project.org},
}
@Article{SingleCellExperiment2020,
title = {Orchestrating single-cell analysis with
Bioconductor},
author = {Robert Amezquita and Aaron Lun and Etienne Becht and
Vince Carey and Lindsay Carpp and Ludwig Geistlinger
and Federico Marini and Kevin Rue-Albrecht and
Davide Risso and Charlotte Soneson and Levi Waldron
and Herve Pages and Mike Smith and Wolfgang Huber
and Martin Morgan and Raphael Gottardo and Stephanie
Hicks},
year = 2020,
volume = 17,
pages = {137--145},
journal = {Nature Methods},
url = {https://www.nature.com/articles/s41592-019-0654-x},
}
@Article{TreeSummarizedExperiment2021,
title = {TreeSummarizedExperiment: a S4 class for data with
hierarchical structure},
author = {Ruizhu Huang and Charlotte Soneson and Felix
G.M. Ernst and Kevin C. Rue-Albrecht and Guangchuang
Yu and Stephanie C. Hicks and Mark D. Robinson},
journal = {F1000Research},
year = 2021,
volume = 9,
pages = 1246,
url = {https://f1000research.com/articles/9-1246},
}
@Article{ijerph18084049,
AUTHOR = {Hintikka, Jukka and Lensu, Sanna and Mäkinen, Elina and Karvinen, Sira and Honkanen, Marjaana and Lindén, Jere and Garrels, Tim and Pekkala, Satu and Lahti, Leo},
TITLE = {Xylo-Oligosaccharides in Prevention of Hepatic Steatosis and Adipose Tissue Inflammation: Associating Taxonomic and Metabolomic Patterns in Fecal Microbiomes with Biclustering},
JOURNAL = {International Journal of Environmental Research and Public Health},
VOLUME = {18},
YEAR = {2021},
NUMBER = {8},
ARTICLE-NUMBER = {4049},
URL = {https://www.mdpi.com/1660-4601/18/8/4049},
PubMedID = {33921370},
ISSN = {1660-4601},
DOI = {10.3390/ijerph18084049}
}