Library preparation and RNA-sequencing

AT Annalisa Tameni
ES Elisabetta Sauta
VM Valentina Mularoni
FT Federica Torricelli
GM Gloria Manzotti
GI Giorgio Inghirami
RB Riccardo Bellazzi
VF Valentina Fragliasso
AC Alessia Ciarrocchi
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RNA seq libraries were obtained starting from 500 ng of total RNA following Illumina TruSeq Stranded TotalRNA preparation protocol. Sequencing was performed using Illumina NEXSeq high-output cartridge (double-stranded, reads length 75bp-2 ×75).

A sequencing depth of at least 60 million reads for each sample was guaranteed.

Sequencing quality was assessed using the FastQC v0.11.8 software (www.bioinformatics.babraham.ac.uk/projects/fastqc/), showing on average a Phred score per base >34 in each sample. Raw sequences were then aligned to the human reference transcriptome (GRCh38, Gencode release 30) using STAR version 2.723 and gene abundances were estimated with RSEM algorithm (v1.3.1)24. Differential expression analysis was performed using DESeq2 R package25, considering a False Discovery Rate (FDR) of 10% and excluding genes with low read counts. Heatmap representation and unsupervised hierarchical clustering with a complete linkage method were exploited to graphically depict differentially expressed genes (FRD < 0.1).

Significant genes underwent enrichment analysis, performed on Gene Ontology biological processes, KEGG and Reactome pathways databases via enrichR package26, using a significance threshold of 0.05 on p-value adjusted by Benjamini–Hochberg correction for multiple testing.

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