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anoexpress's Introduction

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Execute notebook GitHub release

Anopheles gene expression in resistance studies

Authors: Sanjay Curtis Nagi and Victoria A Ingham

A python package, colab notebooks and results from a meta-analysis of RNA-Sequencing studies investigating insecticide resistance in Anopheles gambiae s.l and Anopheles funestus. Analyses can be launched in Google Colab using the badges below, allowing users to explore gene expression in their own genes of interest.

Documentation: https://sanjaynagi.github.io/AnoExpress/

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Contributing datasets

If you would like to contribute a dataset from a major malaria vector, please raise an issue or email me!

anoexpress's People

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anoexpress's Issues

add sample_query

potentially allowing 'gamb', colu, arab as analysis options.

otherwise add optional taxon command

update sample map

  • Fix spelling of Gaura
  • change boauke to half coluzzii/gambiae colours

Plots to make for ms

  • Figure 1 - Update / correct sample map

  • Figure 2 - GWES (matplotlib/seaborn)

  • Figure 3 - Heatmap of highest median log2 FC (up)

  • Figure 4 - Heatmap of most consistent genes (up)

  • Figure 5 - Heatmaps for detox genes A) P450s, B) other detox C) other

  • Figure 6 - Dot plot venn of genes

  • Suppl Figure 1 - PCA

Move differential expression analysis into Colab

I didnt know that Colab supports R.

This means if we move the differential expression analysis into a Colab-able version, the ENTIRE AnoExpress analysis can be done from Colab, linked to from the README, which is very cool and extreme levels of reproducibility.

find outlier genes

  • Find genes with high median FCs etc across experiments
  • Find genes consistently up/down regulated

test lfcshrinkage in AnoExpress v2

May change the overall results a lot, but could be worth it. Shrinks FCs for very lowly expressed genes, which is kind of an ideal behaviour.

Will not implement until Version 2.

avoid using ag3 where possible - load gff from vectorbase instead

now we need to have authorisation to use malariagen_data, it makes things complicated for users of anoexpress.

We currently use ag3 for two things, to load the gff file, and to plot the genes track for the GWES analysis.

For now, lets load the gff from vectorbase and use that.

select genes by genome position

Users could provide a region string - '2R:28500000-28600000' to the geneID parameter to plot expression for all genes within that region.

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