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ZENODO
Dataset . 2019
License: CC BY
Data sources: Datacite
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ZENODO
Dataset . 2019
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2019
License: CC BY
Data sources: Datacite
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2019
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2019
License: CC BY
Data sources: Datacite
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BPNet manuscript data 1

Authors: Avsec, Ziga;

BPNet manuscript data 1

Abstract

This repository holds the trained BPNet models and all the output files produced using the models including TF-MoDISco files and motif instances. Files: output.tar.gz Full output directory containing trained BPNet models, contribution scores, TF-MoDISco results, motif instances, etc. See https://github.com/kundajelab/bpnet-manuscript for more information (archived at https://zenodo.org/record/4294814 with DOI: https://doi.org/10.5281/zenodo.4294813). bpnet.model.h5 BPNet Keras model. This model can be directly used via the model repository Kipoi: http://kipoi.org/models/BPNet-OSKN . regions.bed ChIP-nexus peak regions (resized to 1 kb width) where BPNet was trained and interpreted on. Third column denotes the TF for which the peak was called. motif-instances.bed BPNet motif instances for 11 representative motifs Stored as BED file with the following columns Chromosome Start End Motif name 'match' score - similarity to the CWM computed using the continuous Jaccard distance metric between the CWM and L1 normalized contribution scores Strand 'contrib' score - computed as the L1 norm of the contribution scores at the motif instance position The log odds score with respect to the PWM derived from the PFM (i.e. classical PWM score) <TF>.preds.<strand>.bw Model predictions in `regions.bed` for a particular TF in {Oct4, Sox2, Nanog, Klf4} and strand in {pos, neg}. <TF>.importance.counts.bw Total count contribution scores for a particular TF <TF>.importance.profile.bw Profile contribution scores. These were used to run TF-MoDISco and downstream analysis. PWM,CWM,ChIP-nexus-profiles.tar.gz Directory containing PFM, CWM and aggregated ChIP-nexus footprint for 11 representative motifs. Figure-5d-periodicity.csv Raw data corresponding to Figure 5d where the 10bp periodicity of contribution scores was computed for each motif. dfabf.Oct4-Sox2-subset.parq Parquet file (read with `pd.read_parquet`) of genomics motif instance pairs and along with the BPNet-predicted interaction score. See 08-motif-interactions.genomic.ipynb for more information on how to generate plots for Figure 5 from this data.

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selected citations
These citations are derived from selected sources.
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).
BIP!Citations provided by BIP!
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.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
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