Dataset Information

Improved methods for RNAseq-based alternative splicing analysis.

ABSTRACT: The robust detection of disease-associated splice events from RNAseq data is challenging due to the potential confounding effect of gene expression levels and the often limited number of patients with relevant RNAseq data. Here we present a novel statistical approach to splicing outlier detection and differential splicing analysis. Our approach tests for differences in the percentages of sequence reads representing local splice events. We describe a software package called Bisbee which can predict the protein-level effect of splice alterations, a key feature lacking in many other splicing analysis resources. We leverage Bisbee's prediction of protein level effects as a benchmark of its capabilities using matched sets of RNAseq and mass spectrometry data from normal tissues. Bisbee exhibits improved sensitivity and specificity over existing approaches and can be used to identify tissue-specific splice variants whose protein-level expression can be confirmed by mass spectrometry. We also applied Bisbee to assess evidence for a pathogenic splicing variant contributing to a rare disease and to identify tumor-specific splice isoforms associated with an oncogenic mutation. Bisbee was able to rediscover previously validated results in both of these cases and also identify common tumor-associated splice isoforms replicated in two independent melanoma datasets.

SUBMITTER: Halperin RF

PROVIDER: S-EPMC8144374 | biostudies-literature | 2021 May

REPOSITORIES: biostudies-literature

ACCESS DATA

Publications

Improved methods for RNAseq-based alternative splicing analysis.

Halperin Rebecca F RF Hegde Apurva A Lang Jessica D JD Raupach Elizabeth A EA Legendre Christophe C Liang Winnie S WS LoRusso Patricia M PM Sekulic Aleksandar A Sosman Jeffrey A JA Trent Jeffrey M JM Rangasamy Sampathkumar S Pirrotte Patrick P Schork Nicholas J NJ

Scientific reports 20210524 1

The robust detection of disease-associated splice events from RNAseq data is challenging due to the potential confounding effect of gene expression levels and the often limited number of patients with relevant RNAseq data. Here we present a novel statistical approach to splicing outlier detection and differential splicing analysis. Our approach tests for differences in the percentages of sequence reads representing local splice events. We describe a software package called Bisbee which can predi ...[more]

PMID: 34031440

Similar Datasets

Project description:The splicing regulator PTBP2 controls a program of embryonic splicing required for neuronal maturation. The splicing regulatory proteins PTBP1 and PTBP2 show distinct temporal expression profiles in the developing brain. Neuronal progenitor cells predominantly express PTBP1, whereas developing neurons express high levels of PTBP2, which are subsequently reduced late in neuronal maturation. We show here that PTBP2 and the program of splicing it controls are essential to proper neuronal maturation and survival. To investigate its in vivo function, we generated conditional PTBP2 null alleles in mice. Loss of PTBP2 in neuronal progenitor cells leads to neonatal death without gross defects in brain architecture. Mice with specific depletion of PTBP2 in the cortex and forebrain are viable. However over the first three postnatal weeks, when the normal cortex expands and develops mature circuits, the PTBP2 null cortices degenerate. We find that PTBP2-/- neurons cultured from embryonic brain show the same initial viability as wild type cells with proper early marker expression and neurite outgrowth. Strikingly, between 10 and 20 days in culture PTBP2 null neurons undergo a catastrophic failure to mature and die. To assess the target transcripts leading to these phenotypes, we examined the genomewide splicing changes in the PTBP2 null brains. This identified a large number of mis-regulated exons that share a temporal pattern of regulation; in the absence of PTBP2 many isoforms normally found in adults are precociously expressed in the developing brain. Transcripts following this pattern encode essential neuronal proteins affecting neurite growth, pre- and post-synaptic assembly, and synaptic transmission. Our results define a new genetic regulatory program essential for neuronal survival and maturation, where PTBP2 acts to temporarily repress expression of protein isoforms until the final maturation of the neuron. Mice carrying a conditional "floxed" PTBP2 allele of PTBP2 were crossed to mice carrying Cre recombinase driven by either the nestin or Emx1 promoters. The resulting knockout mutant mouse brains were analyzed for changes in gene expression and alternative splicing. Knockout mice were compared to wildtype littermates. Whole mouse brain polyA plus RNA was isolated from two Nestin-cre knockout embryos at embryonic day 18 and compared to two wildtype littermates. Total polyA plus RNA was isolated from the cortices of an Emx-cre knockout and its wildtype littermate at postnatal day 1. This RNA was converted to standard Illumina paired end libraries using the Truseq kit. The Emx sample and control libraries were strand specific through elimination of the second strand of cDNA using the USER enzyme. Libaries were sequenced on an Illumina HiSeq using the standard paired end protocol. Data was analyzed using the Cufflinks pipeline. Splicing analysis was carried out using the SpliceTrap program.

Dataset Information

Improved methods for RNAseq-based alternative splicing analysis.

Publications

Improved methods for RNAseq-based alternative splicing analysis.

Similar Datasets

OmicsDI is part of the ELIXIR infrastructure

Tweets