Closed dhimmel closed 9 months ago
Here are several works I'm aware of on the topic of network permutation. Created the markdown using the following manubot cite
command:
manubot cite --render --format=markdown\
doi:10.1137/1.9781611972795.67 doi:10.15363/thinklab.d178 doi:10.1093/bioinformatics/btu474 doi:10.1186/s12859-016-1402-1 arxiv:cond-mat/0312028
Randomization Techniques for Graphs
Sami Hanhijärvi, Gemma C. Garriga, Kai Puolamäki
Proceedings of the 2009 SIAM International Conference on Data Mining (2009-04-30) https://doi.org/f3mn58
DOI: 10.1137/1.9781611972795.67
Assessing the effectiveness of our hetnet permutations
Daniel Himmelstein
ThinkLab (2016-02-25) https://doi.org/f3mqt5
DOI: 10.15363/thinklab.d178
Fast randomization of large genomic datasets while preserving alteration counts
Andrea Gobbi, Francesco Iorio, Kevin J. Dawson, David C. Wedge, David Tamborero, Ludmil B. Alexandrov, Nuria Lopez-Bigas, Mathew J. Garnett, Giuseppe Jurman, Julio Saez-Rodriguez
Bioinformatics (2014-08-22) https://doi.org/f6j9vb
DOI: 10.1093/bioinformatics/btu474 · PMID: 25161255 · PMCID: PMC4147926
Efficient randomization of biological networks while preserving functional characterization of individual nodes
Francesco Iorio, Marti Bernardo-Faura, Andrea Gobbi, Thomas Cokelaer, Giuseppe Jurman, Julio Saez-Rodriguez
BMC Bioinformatics (2016-12) https://doi.org/gfkw2z
DOI: 10.1186/s12859-016-1402-1 · PMID: 27998275 · PMCID: PMC5168876
On the uniform generation of random graphs with prescribed degree sequences
R. Milo, N. Kashtan, S. Itzkovitz, M. E. J. Newman, U. Alon
arXiv (2003-12-01) https://arxiv.org/abs/cond-mat/0312028v2
One of our Pfizer collaborators mentioned this study on our call. Specifically, the "Causal Graph Randomization" section until the Discussion is relevant.
I met @dkoslicki at a Data-Driven Drug Repurposing Workshop. We discussed methods for network permutation that preserve node degree. @dkoslicki mentioned a paper that compared methods. The only method name I remember was WaRSwap (Weighted-and-Reverse-Swap) from:
Sustained-input switches for transcription factors and microRNAs are central building blocks of eukaryotic gene circuits Molly Megraw, Sayan Mukherjee, Uwe Ohler Genome Biology (2013) https://doi.org/ghm7hk DOI: 10.1186/gb-2013-14-8-r85 · PMID: 23972209 · PMCID: PMC4054853
@dkoslicki do you remember the comparison paper you showed me?
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