RNA Seq Data Analysis
Comprehensive RNA-Seq Analysis Services
At Life Seq Data, we offer complete RNA-Seq analysis services, from data collection and preprocessing to advanced differential expression analysis and functional enrichment. Our team of experts ensures high-quality and reliable results, supporting researchers worldwide in uncovering the complexities of gene regulation and expression.
Our Services:
- Trimming and Mapping of Reads: Align reads to the reference genome or transcriptome.
- Aligned Data Provision: Provide BAM/SAM files for read quantification.
- De-Multiplexed Aggregated Data: Supply Picard BAM files with summary metrics.
- De Novo Transcriptome Assembly: Construct transcriptomes from RNA-Seq data without a reference genome.
- Transcript and Isoform Detection: Identify various transcripts and their isoforms.
- RNA SNP/INDEL Detection: Discover single nucleotide polymorphisms (SNPs) and insertions/deletions (INDELs) in RNA sequences.
- Differential Expression Analysis: Conduct analysis of genes, isoforms, and exons to find differentially expressed elements.
- DGE Results Provision: Supply CSV files with differential gene expression results.
- Differential Splicing Analysis: Perform DEXSeq report for alternative splicing events.
- Gene Fusion Discovery: Identify novel gene fusions.
- Novel Transcript Discovery: Discover previously unannotated transcripts.
- Fusion Genes, Circular RNAs, and Trans-Splicing Events Analysis: Analyze complex RNA structures and events.
- Differentially Expressed Non-Coding RNAs Identification: Identify non-coding RNAs with differential expression.
- Differentially Expressed miRNAs Identification: Detect miRNAs with differential expression.
- Functional Enrichment Analysis: Analyze gene sets for enrichment in biological pathways and functions.
- Quality Control Using Fastp: Ensure high-quality RNA-Seq data.
- Protein-Protein Interaction (PPI) Using STRING: Explore interactions between proteins.
- PCA Plot Normalization: Visualize differential gene expression.
RNA-Sequencing
RNA-Seq is a powerful next-generation sequencing (NGS) method for identifying genes and pathways underlying diseases or conditions. Over the past decade, RNA-Seq has become indispensable for transcriptome-wide analysis of differential gene expression and splicing. It offers numerous advantages over traditional microarray technology.
RNA-Sequencing Data Analysis
RNA sequencing data analysis emphasizes the intricate mechanisms of gene regulation. By examining the transcriptome, RNA-Seq data reveals which genes are active or inactive and to what extent. This comprehensive analysis addresses countless research questions across biology and biomedicine.
RNA-Sequencing Analysis Pipeline
Data Retrieval
- Start with finding the required dataset in BAM or FASTQ format from sources like Array Express, GEO-NCBI, or EMBL-ENA.
- Perform analysis on in-house sequenced data as well.
Quality Control
- Use tools like FASTQC and Trim Galore to preprocess data, ensuring removal of low-quality reads and contaminants.
Read Mapping/Alignment
- Align sequence reads to a reference genome or assemble de novo using tools like HISAT2, STAR, and BowTie2.
Assembly and Read Quantification
- Assemble reads into a transcriptome and quantify gene expression using StringTie and HT-Seq.
Differential Gene Expression Analysis
- Perform statistical analysis on normalized read count data to discover changes in gene expression between experimental groups using DESeq2, edgeR, and Ballgown.
Functional Enrichment Analysis
- Determine classes of genes or proteins that are over-represented in gene sets and related to disease phenotypes using topGo, enrichR, and ClusterProfiler.
Protein-Protein Interaction
- Use STRING database to analyze interactions between differentially expressed genes.
Network Analysis
- Generate and analyze networks of differentially expressed genes to identify regulatory relationships and functional pathways using Cytoscape.
Linux and R Integration
- Perform the entire analysis using Linux and R with custom scripts for efficient RNA-Seq pipeline automation.
At Life Seq Data, our RNA-Seq analysis services offer comprehensive support for your research, from initial data collection to advanced bioinformatics analysis. With our expertise and state-of-the-art tools, we help you uncover the complexities of gene regulation and expression, driving forward your scientific discoveries.