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ZENODO
Dataset . 2019
License: CC BY
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Dataset . 2019
License: CC BY
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Dataset . 2019
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MOLI: multi-omics late integration with deep neural networks for drug response prediction

Authors: Hossein Sharifi-Noghabi; Olga Zolotareva; Colin C Collins; Martin Ester;

MOLI: multi-omics late integration with deep neural networks for drug response prediction

Abstract

Harmonized data used in "MOLI: multi-omics late integration with deep neural networks for drug response prediction", 2019, Bioinformatics https://academic.oup.com/bioinformatics/article/35/14/i501/5529255. CNA.tar.gz contains CNA profiles with non-integer estimates of copy number, e.g. log-ratios. Please use binarized CNA profiles (CNA_binary.tar.gz) to replicate the results described in the paper. All raw data were obtained from open sources: - https://www.cancerrxgene.org/ - ArrayExpress https://www.ebi.ac.uk/arrayexpress/ - Firehose Broad GDAC http://gdac.broadinstitute.org/runs/stddata__2016_01_28/data/ - Supplementary of Gao et al., 2015 https://www.nature.com/articles/nm.3954 Gene symbols were mapped to Entrez Gene IDs. Data preprocessing is described in detail in supplementary materials. The code is available at https://github.com/hosseinshn/MOLI/tree/master/preprocessing_scr.

{"references": ["https://academic.oup.com/bioinformatics/article/35/14/i501/5529255"]}

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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