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. 2024 Apr 27;5(2):103041. doi: 10.1016/j.xpro.2024.103041
REAGENT or RESOURCE SOURCE IDENTIFIER
Deposited data

Raw proteomics dataset PeptideAtlas: PASS03810 https://peptideatlas.org/
Raw metabolomics dataset MetaboLights: MTBLS7337 https://www.ebi.ac.uk/metabolights/
Supplemental files Khoramjoo et al.2 https://data.mendeley.com/datasets/zyzt62gbrw/1
GitHub repository Khoramjoo et al.3 https://github.com/MobinKhoramjoo/Biomarker-identification-by-multi-omics-analysis

Software and algorithms

R (v4.2.3) The R Project for Statistical Computing4 https://www.r-project.org/
Python (v3.8.16) Jupyter Notebook https://www.python.org/doc/versions/
dplyr (v1.1.4) Wickham et al.5 https://dplyr.tidyverse.org
ggplot2 (v3.4.4) Wickham et al.6 https://ggplot2.tidyverse.org
MetaboAnalystR (v4.0) Pang et al.7 https://github.com/xia-lab/MetaboAnalystR
ComplexHeatmap (v2.18.0) Gu et al.8 https://doi.org/10.18129/B9.bioc.ComplexHeatmap
Circlize (v 4.1.2) Gu et al.9 https://doi.org/10.1093/bioinformatics/btu393
Numpy Harris et al.10 https://doi.org/10.1038/s41586-020-2649-2.
Pandas The pandas development team11 https://doi.org/10.5281/zenodo.3509134
Matplotlib Hunter et al.12 https://doi.org/10.1109/MCSE.2007.55
Scikit learn Buitinck et al.13 https://doi.org/10.48550/arXiv.1309.0238
TensorFlow TensorFlow Developers14 https://doi.org/10.5281/zenodo.10126399

Others

Computer with an operating system that can run software as listed above https://code.visualstudio.com, https://posit.co/downloads https://code.visualstudio.com, https://posit.co/downloads