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203 changes: 81 additions & 122 deletions CITATION.cff
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@@ -1,76 +1,47 @@
cff-version: 1.2.0
message: If you use this software, please cite it as below.
title: 'Microbial abundance, activity and population genomic profiling with mOTUs2'
doi: 10.1038/s41467-019-08844-4
title: 'Cultivation-independent genomes greatly expand taxonomic-profiling capabilities of mOTUs across various environments'
doi: 10.1186/s40168-022-01410-z
authors:
- given-names: Hans-Joachim
family-names: Ruscheweyh
affiliation: Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Zürich, Switzerland
orcid: https://orcid.org/0000-0001-7473-6086
- given-names: Alessio
family-names: Milanese
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0002-7050-2239
- given-names: Daniel R.
family-names: Mende
affiliation: Daniel K. Inouye Center for Microbial Oceanography Research and Education, University of Hawaii at Mānoa, Honolulu, United States
orcid: https://orcid.org/0000-0001-6831-4557
- given-names: Lucas
family-names: Paoli
affiliation: Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich
& Department of Biology, École normale supérieure, Paris, France
orcid: https://orcid.org/0000-0003-0771-8309
- given-names: Guillem
family-names: Salazar
affiliation: Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich
orcid: https://orcid.org/0000-0002-9786-1493
- given-names: Miguelangel
family-names: Cuenca
- given-names: Nicolai
family-names: Karcher
affiliation: Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0001-7894-8182
- given-names: Quentin
family-names: Clayssen
affiliation: Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich
orcid: https://orcid.org/0000-0003-3435-9102
- given-names: Pascal
family-names: Hingamp
affiliation: Aix Marseille Univ, Université de Toulon, Marseille, France
- given-names: Renato
family-names: Alves
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0002-7212-0234
- given-names: Paul I.
family-names: Costea
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0003-1645-3947
- given-names: Luis Pedro
family-names: Coelho
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0002-9280-7885
- given-names: Thomas S. B.
family-names: Schmidt
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0001-8587-4177
- given-names: Alexandre
family-names: Almeida
affiliation: European Molecular Biology Laboratory,
European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, UK
& Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, UK
orcid: https://orcid.org/0000-0001-8803-0893
- given-names: Alex L
family-names: Mitchell
affiliation: European Molecular Biology Laboratory,
European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, UK
- given-names: Robert D.
family-names: Finn
affiliation: European Molecular Biology Laboratory,
European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, UK
orcid: https://orcid.org/0000-0001-8626-2148
- given-names: Jaime
family-names: Huerta-Cepas
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
& Centro de Biotecnología y Genómica de Plantas,
Universidad Politécnica de Madrid (UPM) - Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Madrid, Spain
orcid: https://orcid.org/0000-0003-4195-5025
orcid: https://orcid.org/0000-0002-2574-073X
- given-names: Marisa Isabell
family-names: Keller
affiliation: Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0001-6831-4557
- given-names: Jakob
family-names: Wirbel
affiliation: Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0002-4073-3562
- given-names: Peer
family-names: Bork
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
& Max Delbrück Centre for Molecular Medicine, Berlin, Germany
& Molecular Medicine Partnership Unit, Heidelberg, Germany
& Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany
orcid: https://orcid.org/0000-0002-2627-833X
- given-names: Daniel R.
family-names: Mende
affiliation: Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
orcid: https://orcid.org/0000-0001-6831-4557
- given-names: Georg
family-names: Zeller
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
Expand All @@ -91,74 +62,45 @@ keywords:
preferred-citation:
type: article
authors:
- given-names: Hans-Joachim
family-names: Ruscheweyh
affiliation: Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich, Zürich, Switzerland
orcid: https://orcid.org/0000-0001-7473-6086
- given-names: Alessio
family-names: Milanese
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0002-7050-2239
- given-names: Daniel R.
family-names: Mende
affiliation: Daniel K. Inouye Center for Microbial Oceanography Research and Education, University of Hawaii at Mānoa, Honolulu, United States
orcid: https://orcid.org/0000-0001-6831-4557
- given-names: Lucas
family-names: Paoli
affiliation: Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich
& Department of Biology, École normale supérieure, Paris, France
orcid: https://orcid.org/0000-0003-0771-8309
- given-names: Guillem
family-names: Salazar
- given-names: Nicolai
family-names: Karcher
affiliation: Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0001-7894-8182
- given-names: Quentin
family-names: Clayssen
affiliation: Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich
orcid: https://orcid.org/0000-0002-9786-1493
- given-names: Miguelangel
family-names: Cuenca
affiliation: Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich
orcid: https://orcid.org/0000-0003-3435-9102
- given-names: Pascal
family-names: Hingamp
affiliation: Aix Marseille Univ, Université de Toulon, Marseille, France
- given-names: Renato
family-names: Alves
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0002-7212-0234
- given-names: Paul I.
family-names: Costea
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0003-1645-3947
- given-names: Luis Pedro
family-names: Coelho
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0002-9280-7885
- given-names: Thomas S. B.
family-names: Schmidt
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0001-8587-4177
- given-names: Alexandre
family-names: Almeida
affiliation: European Molecular Biology Laboratory,
European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, UK
& Wellcome Trust Sanger Institute, Wellcome Genome Campus, Hinxton, UK
orcid: https://orcid.org/0000-0001-8803-0893
- given-names: Alex L
family-names: Mitchell
affiliation: European Molecular Biology Laboratory,
European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, UK
- given-names: Robert D.
family-names: Finn
affiliation: European Molecular Biology Laboratory,
European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, UK
orcid: https://orcid.org/0000-0001-8626-2148
- given-names: Jaime
family-names: Huerta-Cepas
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
& Centro de Biotecnología y Genómica de Plantas,
Universidad Politécnica de Madrid (UPM) - Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Madrid, Spain
orcid: https://orcid.org/0000-0003-4195-5025
orcid: https://orcid.org/0000-0002-2574-073X
- given-names: Marisa Isabell
family-names: Keller
affiliation: Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0001-6831-4557
- given-names: Jakob
family-names: Wirbel
affiliation: Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany
orcid: https://orcid.org/0000-0002-4073-3562
- given-names: Peer
family-names: Bork
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
& Max Delbrück Centre for Molecular Medicine, Berlin, Germany
& Molecular Medicine Partnership Unit, Heidelberg, Germany
& Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany
orcid: https://orcid.org/0000-0002-2627-833X
- given-names: Daniel R.
family-names: Mende
affiliation: Department of Medical Microbiology, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
orcid: https://orcid.org/0000-0001-6831-4557
- given-names: Georg
family-names: Zeller
affiliation: European Molecular Biology Laboratory, Heidelberg, Germany
Expand All @@ -167,20 +109,37 @@ preferred-citation:
family-names: Shinichi
affiliation: Department of Biology, Institute of Microbiology and Swiss Institute of Bioinformatics, ETH Zürich
orcid: https://orcid.org/0000-0003-3065-0314
doi: "10.1038/s41467-019-08844-4"
journal: "Nature Communications"
month: 3
year: 2019
doi: "10.1186/s40168-022-01410-z"
journal: "Microbiome"
month: 12
year: 2022
title: "Microbial abundance, activity and population genomic profiling with mOTUs2"
abstract: 'Metagenomic sequencing has greatly improved our ability to profile the composition
of environmental and host-associated microbial communities. However, the dependency of most methods
on reference genomes, which are currently unavailable for a substantial fraction of microbial species,
introduces estimation biases. We present an updated and functionally extended tool
based on universal (i.e., reference-independent), phylogenetic marker gene (MG)-based
operational taxonomic units (mOTUs) enabling the profiling of >7700 microbial species.
As more than 30% of them could not previously be quantified at this taxonomic resolution,
relative abundance estimates based on mOTUs are more accurate compared to other methods.
As a new feature, we show that mOTUs, which are based on essential housekeeping genes,
are demonstrably well-suited for quantification of basal transcriptional activity of community members.
Furthermore, single nucleotide variation profiles estimated using mOTUs reflect those from whole genomes,
which allows for comparing microbial strain populations (e.g., across different human body sites).'
abstract: 'Taxonomic profiling is a fundamental task in microbiome research that aims to detect and quantify
the relative abundance of microorganisms in biological samples. Available methods using shotgun metagenomic data
generally depend on the deposition of sequenced and taxonomically annotated genomes, usually from cultures of
isolated strains, in reference databases (reference genomes). However, the majority of microorganisms have not
been cultured yet. Thus, a substantial fraction of microbial community members remains unaccounted for during
taxonomic profiling, particularly in samples from underexplored environments. To address this issue,
we developed the mOTU profiler, a tool that enables reference genome-independent species-level profiling
of metagenomes. As such, it supports the identification and quantification of both “known” and “unknown”
species based on a set of select marker genes.
We present mOTUs3, a command line tool that enables the profiling of metagenomes for >33,000 species-level
operational taxonomic units. To achieve this, we leveraged the reconstruction of >600,000 draft genomes,
most of which are metagenome-assembled genomes (MAGs), from diverse microbiomes, including soil,
freshwater systems, and the gastrointestinal tract of ruminants and other animals,
which we found to be underrepresented by reference genomes. Overall, two thirds of all species-level taxa
\lacked a reference genome. The cumulative relative abundance of these newly included taxa was low in
well-studied microbiomes, such as the human body sites (6–11%). By contrast, they accounted for
substantial proportions (ocean, freshwater, soil: 43–63%) or even the majority (pig, fish, cattle: 60–80%)
of the relative abundance across diverse non-human-associated microbiomes.
Using community-developed benchmarks and datasets, we found mOTUs3 to be more accurate than other
methods and to be more congruent with 16S rRNA gene-based methods for taxonomic profiling.
Furthermore, we demonstrate that mOTUs3 increases the resolution of well-known microbial groups
into species-level taxa and helps identify new differentially abundant taxa in comparative metagenomic studies.
We developed mOTUs3 to enable accurate species-level profiling of metagenomes. Compared to other methods,
it provides a more comprehensive view of prokaryotic community diversity, in particular for currently
underexplored microbiomes. To facilitate comparative analyses by the research community, it is released
with >11,000 precomputed profiles for publicly available metagenomes and is
freely available at: https://github.com/motu-tool/mOTUs.'
33 changes: 16 additions & 17 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -83,21 +83,20 @@ Or analyze the samples using `Metadata` you have on hand!
# Citation
If you use this tool, please cite the following paper:
```
@article{Milanese2019-gw,
title = {Microbial abundance, activity and population genomic profiling
with mOTUs2},
author = {Milanese, Alessio and Mende, Daniel R and Paoli, Lucas and
Salazar, Guillem and Ruscheweyh, Hans-Joachim and Cuenca,
Miguelangel and Hingamp, Pascal and Alves, Renato and Costea,
Paul I and Coelho, Luis Pedro and Schmidt, Thomas S B and
Almeida, Alexandre and Mitchell, Alex L and Finn, Robert D and
Huerta-Cepas, Jaime and Bork, Peer and Zeller, Georg and
Sunagawa, Shinichi},
journal = {Nat. Commun.},
publisher = {Springer Science and Business Media LLC},
volume = {10},
number = {1},
pages = {1014},
month = {mar},
year = {2019},
@article{Ruscheweyh2022,
doi = {10.1186/s40168-022-01410-z},
url = {https://doi.org/10.1186/s40168-022-01410-z},
year = {2022},
month = dec,
publisher = {Springer Science and Business Media {LLC}},
volume = {10},
number = {1},
author = {Hans-Joachim Ruscheweyh and Alessio Milanese and Lucas Paoli and
Nicolai Karcher and Quentin Clayssen and Marisa Isabell Keller and
Jakob Wirbel and Peer Bork and Daniel R. Mende and Georg Zeller and
Shinichi Sunagawa},
title = {Cultivation-independent genomes greatly expand taxonomic-profiling
capabilities of {mOTUs} across various environments},
journal = {Microbiome}
}
```
50 changes: 12 additions & 38 deletions q2_motus/citations.bib
Original file line number Diff line number Diff line change
@@ -1,38 +1,12 @@
@ARTICLE{Milanese2019-gw,
title = {Microbial abundance, activity and population genomic profiling
with mOTUs2},
author = {Milanese, Alessio and Mende, Daniel R and Paoli, Lucas and
Salazar, Guillem and Ruscheweyh, Hans-Joachim and Cuenca,
Miguelangel and Hingamp, Pascal and Alves, Renato and Costea,
Paul I and Coelho, Luis Pedro and Schmidt, Thomas S B and
Almeida, Alexandre and Mitchell, Alex L and Finn, Robert D and
Huerta-Cepas, Jaime and Bork, Peer and Zeller, Georg and
Sunagawa, Shinichi},
abstract = {Metagenomic sequencing has greatly improved our ability to
profile the composition of environmental and host-associated
microbial communities. However, the dependency of most methods
on reference genomes, which are currently unavailable for a
substantial fraction of microbial species, introduces estimation
biases. We present an updated and functionally extended tool
based on universal (i.e., reference-independent), phylogenetic
marker gene (MG)-based operational taxonomic units (mOTUs)
enabling the profiling of >7700 microbial species. As more than
30\% of them could not previously be quantified at this
taxonomic resolution, relative abundance estimates based on
mOTUs are more accurate compared to other methods. As a new
feature, we show that mOTUs, which are based on essential
housekeeping genes, are demonstrably well-suited for
quantification of basal transcriptional activity of community
members. Furthermore, single nucleotide variation profiles
estimated using mOTUs reflect those from whole genomes, which
allows for comparing microbial strain populations (e.g., across
different human body sites).},
journal = {Nat. Commun.},
publisher = {Springer Science and Business Media LLC},
volume = {10},
number = {1},
pages = {1014},
month = {mar},
year = {2019},
language = {en}
}
@article{Ruscheweyh2022,
doi = {10.1186/s40168-022-01410-z},
url = {https://doi.org/10.1186/s40168-022-01410-z},
year = {2022},
month = dec,
publisher = {Springer Science and Business Media {LLC}},
volume = {10},
number = {1},
author = {Hans-Joachim Ruscheweyh and Alessio Milanese and Lucas Paoli and Nicolai Karcher and Quentin Clayssen and Marisa Isabell Keller and Jakob Wirbel and Peer Bork and Daniel R. Mende and Georg Zeller and Shinichi Sunagawa},
title = {Cultivation-independent genomes greatly expand taxonomic-profiling capabilities of {mOTUs} across various environments},
journal = {Microbiome}
}

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