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Today’s goal:

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Copy the “salmon.merged.gene_counts.tsv” to your laptop and we will use it for statistical analysis using BioJupies (see below)

Differential gene expression analysis

Differential expression analysis using https://maayanlab.cloud/biojupies/analyze

From session 2, we will use the feature counts generated using the ‘star_salmon’ parameter setting. Either copy the relevant files (see below) to your laptop from the HPC or download the files below.

File

File name

File

Gene feature counts

salmon_merged.gene_counts.tsv

View file
namesalmon.merged.gene_counts.tsv

 

View file
namesalmon.merged.gene_counts.txt

Transcript feature counts

salmon_merged.transcript_counts.tsv

View file
namesalmon.merged.transcript_counts.tsv

 

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https://www.nature.com/articles/srep25533

Airway smooth muscle cells

Himes BE, Jiang X, Wagner P, Hu R, Wang Q, Klanderman B, Whitaker RM, Duan Q, Lasky-Su J, Nikolos C, Jester W, Johnson M, Panettieri R Jr, Tantisira KG, Weiss ST, Lu Q. “RNA-Seq Transcriptome Profiling Identifies CRISPLD2 as a Glucocorticoid Responsive Gene that Modulates Cytokine Function in Airway Smooth Muscle Cells.” PLoS One. 2014 Jun 13;9(6):e99625. PMID: 24926665. GEO: GSE52778.

From the abstract, a brief description of the RNA-Seq experiment on airway smooth muscle (ASM) cell lines: “Using RNA-Seq, a high-throughput sequencing method, we characterized transcriptomic changes in four primary human ASM cell lines that were treated with dexamethasone - a potent synthetic glucocorticoid (1 micromolar for 18 hours).”