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Cattle-GeneAtlas

Gene expression (FPKM) across 91 tissues and cell types from 723 RNA-seq datasets in cattle. We computed the t-statistic to measure the tissue-specific expression pattern for each gene in each tissue and cell type. Our cattle-GeneAtlas V1 provides a primary source for GWAS interpretation, functional validation, studies of adaptive evolution, domestication and genomic improvement in livestock. For intance, you could conducted a tissue-enrichment analysis (like GO or KEGG enrichment analysis) using Cattle-GeneAtlas to detect the potential tissues or cell types on which genes of your interest (e.g., from a certain GWAS or evolution study) would act. You also could differentially weight SNPs in genes that are highly specificially expressed in the trait-relevant tissues in the prediction models (like SSGP, multi-BLUP or BayesRC) to improve genomic prediction for that particular trait, especially in the multi-breeds or over-generation situations.

Cattle_GeneAtlas_Expression_Summary_Clustering.R

This R code can be used to explore and plot the number of expressed genes and samples clustering patterns from both PCA and t-SNE approaches

Cattle_GeneAtlas_Tissue_Specific_Genes_Defination.R

This R code were used to detect the tissue-specific genes by computing the t-statistics for each gene in a tissue compared to other tissues that not belonging to the same cetagory

Smaples_Summary.Rdata

This R object contains the metadata for all 723 samples, more details can also be found in our manuscript.

Gene_Expression_Altlas_723_part1-4.Rdata

These R onjects contain gene expression (FPKM) for all 24616 Ensembl genes across 723 samples, based on UMD3.1

outrigger_psi.csv

This file contains the PSI (percent spliced-in) output from outrigger sotfware (https://yeolab.github.io/outrigger/). PSI is for measuring the alternative splcing events.

cattle-geneatlas's People

Contributors

lingzhaofang1 avatar

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cattle-geneatlas's Issues

The information on the season or sampling date in the cattle

Dear authors,
Thank you so much for the very nice and interesting dataset. Is it possible for you to provide the information on the season or the sampling date in the cattle? We noticed that season could be an important role in the variation. We will appreciate you if you can help us with that so that we can confirm our result using your dataset.
Thanks in advance.
Best,
Lee

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