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Adding tutorial on trajectory analysis
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topics/single-cell/tutorials/scrna-case_trajectories/data-library.yaml
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--- | ||
destination: | ||
type: library | ||
name: GTN - Material | ||
description: Galaxy Training Network Material | ||
synopsis: Galaxy Training Network Material. See https://training.galaxyproject.org | ||
items: | ||
- name: Single Cell | ||
description: Training material and practicals for all kinds of single cell analysis | ||
(particularly scRNA-seq!). When you generate your lovely gene lists for your cells, | ||
consider checking out our Transcriptomics tutorials for further network analysis! | ||
items: | ||
- name: Inferring Trajectories using Scanpy | ||
items: | ||
- name: 'DOI: 10.5281/zenodo.7075718' | ||
description: latest | ||
items: | ||
- url: https://zenodo.org/api/files/4d8b712c-a2d3-4d91-9235-83a913f87936/Final_cell_annotated_object.h5ad | ||
src: url | ||
ext: h5ad |
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topics/single-cell/tutorials/scrna-case_trajectories/tutorial.bib
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@article {Moreno2020.04.08.032698, | ||
author = {Moreno, P. and Huang, N. and Manning, J.R. and Mohammed, S. and Solovyev, A. and Polanski, K. and Chazarra, R. and Talavera-Lopez, C. and Doyle, M. and Marnier, G. and Gr{\"u}ning, B. and Rasche, H. and Bacon, W. and Perez-Riverol, Y. and Haeussler, M. and Meyer, K.B. and Teichmann, S. and Papatheodorou, I.}, | ||
title = {User-friendly, scalable tools and workflows for single-cell analysis}, | ||
elocation-id = {2020.04.08.032698}, | ||
year = {2020}, | ||
doi = {10.1101/2020.04.08.032698}, | ||
publisher = {Cold Spring Harbor Laboratory}, | ||
abstract = {Single-cell RNA-Seq (scRNA-Seq) data analysis requires expertise in command-line tools, programming languages and scaling on compute infrastructure. As scRNA-Seq becomes widespread, computational pipelines need to be more accessible, simpler and scalable. We introduce an interactive analysis environment for scRNA-Seq, based on Galaxy, with ~70 functions from major single-cell analysis tools, which can be run on compute clusters, cloud providers or single machines, to bring compute to the data in scRNA-Seq.Competing Interest StatementThe authors have declared no competing interest.}, | ||
URL = {https://www.biorxiv.org/content/early/2020/04/09/2020.04.08.032698}, | ||
eprint = {https://www.biorxiv.org/content/early/2020/04/09/2020.04.08.032698.full.pdf}, | ||
journal = {bioRxiv} | ||
} | ||
|
||
@article{Bacon2018, | ||
doi = {10.3389/fimmu.2018.02523}, | ||
url = {https://doi.org/10.3389/fimmu.2018.02523}, | ||
year = {2018}, | ||
month = nov, | ||
publisher = {Frontiers Media {SA}}, | ||
volume = {9}, | ||
author = {Wendi A. Bacon and Russell S. Hamilton and Ziyi Yu and Jens Kieckbusch and Delia Hawkes and Ada M. Krzak and Chris Abell and Francesco Colucci and D. Stephen Charnock-Jones}, | ||
title = {Single-Cell Analysis Identifies Thymic Maturation Delay in Growth-Restricted Neonatal Mice}, | ||
journal = {Frontiers in Immunology} | ||
} | ||
|
||
@article{Satija2015, | ||
doi = {10.1038/nbt.3192}, | ||
url = {https://doi.org/10.1038/nbt.3192}, | ||
year = {2015}, | ||
month = apr, | ||
publisher = {Springer Science and Business Media {LLC}}, | ||
volume = {33}, | ||
number = {5}, | ||
pages = {495--502}, | ||
author = {Rahul Satija and Jeffrey A Farrell and David Gennert and Alexander F Schier and Aviv Regev}, | ||
title = {Spatial reconstruction of single-cell gene expression data}, | ||
journal = {Nature Biotechnology} | ||
} | ||
|
||
@article{Wolf2018, | ||
doi = {10.1186/s13059-017-1382-0}, | ||
url = {https://doi.org/10.1186/s13059-017-1382-0}, | ||
year = {2018}, | ||
month = feb, | ||
publisher = {Springer Science and Business Media {LLC}}, | ||
volume = {19}, | ||
number = {1}, | ||
author = {F. Alexander Wolf and Philipp Angerer and Fabian J. Theis}, | ||
title = {{SCANPY}: large-scale single-cell gene expression data analysis}, | ||
journal = {Genome Biology} | ||
} | ||
|
||
@article{Trapnell2014, | ||
doi = {10.1038/nbt.2859}, | ||
url = {https://doi.org/10.1038/nbt.2859}, | ||
year = {2014}, | ||
month = mar, | ||
publisher = {Springer Science and Business Media {LLC}}, | ||
volume = {32}, | ||
number = {4}, | ||
pages = {381--386}, | ||
author = {Cole Trapnell and Davide Cacchiarelli and Jonna Grimsby and Prapti Pokharel and Shuqiang Li and Michael Morse and Niall J Lennon and Kenneth J Livak and Tarjei S Mikkelsen and John L Rinn}, | ||
title = {The dynamics and regulators of cell fate decisions are revealed by pseudotemporal ordering of single cells}, | ||
journal = {Nature Biotechnology} | ||
} | ||
|
||
@article{McCarthy2017, | ||
doi = {10.1093/bioinformatics/btw777}, | ||
url = {https://doi.org/10.1093/bioinformatics/btw777}, | ||
year = {2017}, | ||
month = jan, | ||
publisher = {Oxford University Press ({OUP})}, | ||
pages = {btw777}, | ||
author = {Davis J. McCarthy and Kieran R. Campbell and Aaron T. L. Lun and Quin F. Wills}, | ||
title = {Scater: pre-processing, quality control, normalization and visualization of single-cell {RNA}-seq data in R}, | ||
journal = {Bioinformatics} | ||
} | ||
|
||
@article{Cakir2020, | ||
doi = {10.1093/nargab/lqaa052}, | ||
url = {https://doi.org/10.1093/nargab/lqaa052}, | ||
year = {2020}, | ||
month = jul, | ||
publisher = {Oxford University Press ({OUP})}, | ||
volume = {2}, | ||
number = {3}, | ||
author = {Batuhan Cakir and Martin Prete and Ni Huang and Stijn van~Dongen and Pinar Pir and Vladimir~Yu Kiselev}, | ||
title = {Comparison of visualization tools for single-cell {RNAseq} data}, | ||
journal = {{NAR} Genomics and Bioinformatics} | ||
} |
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