Transcriptomic approaches & working with proteins Flashcards
What is bioinformatics?
field of study that combines biology and computer science to analyse and interpret large sets of biological data such as DNA and protein sequences, gene expression data, and protein structures.
What can we use bioinformatics for?
Big data analysis:
-protein structure prediction
-sequence alignment
-phylogenetics
-homology modelling
How is a DNA library prepared?
- extraction of RNA from a sample e.g blood, saliva, tissue
- RNA convert to DNA
- Shear dsDNA fragments
- attach adapters to fragments
- library formation
How is the DNA library sequenced?
- deposited into flowcell
- bridge amplification to form clusters
- Flowcell loaded on machine
- sequencing by synthesis
- Annealing of sequencing primer
- Sequence each nucleotide 1 cycle at a time in a controlled manner
- Modified 4 bases (ATCG) with reversible terminators AND a different fluorescent dye tag
- Single nucleotide incorporation (DNA polymerase)
9.Flowcell wash - Image the 4 bases (digital photograph)
- Cleave chain terminator chemical group and dye with enzyme (repeat steps 8-11 for full length sequence)
- Camera sequentially images all 4 bases on the surface of the flowcell each cycle. Each cycle image is converted to a nucleotide base call (A or C or G or T). Cycle number anywhere between 50 – 250 nucleotide base pairs, depending on desired sequence length
What are the main steps of DNA library sequencing?
1.DNA library preparation
2.Library amplification via PCR
3.Library sequencing: The DNA library is sequenced using one of several sequencing methods, such as Sanger sequencing, Illumina sequencing, or nanopore sequencing.
4.Data analysis
What is the transcriptome?
The transcriptome refers to the complete set of all RNA molecules produced by a cell, tissue, or organism. An important tool for understanding gene expression and regulation. RNA seq a common technique used to study it
What is gene expression?
Gene expression refers to the process by which the information encoded in a gene is used to synthesize a functional gene product, such as a protein or a non-coding RNA molecule.
What do RNA seq experiments use?
use the total RNA (or mRNA) from a
collection of cells or tissue
What is RNA seq?
the study of gene expression at a molecular level. It involves the sequencing and analysis of the RNA molecules present in a biological sample, such as a tissue or cell.
How does RNA seq work?
- converted to cDNA prior to library construction
- NGS to determine which genes are actively expressed
- a single experiment can capture expression levels of thousands of genes
- number of sequencing reads produced from each gene can be used as a measure of gene abundance
- Quantification of the expression levels
- With appropriate analysis, RNA-seq can be used to discover distinct isoforms of genes are differentially regulated and
expressed
What is a standard fastq file?
1) Sequence ID
2) Nucleotide Sequence
3) Strand
4) Per base quality score
What is alignment in RNAseq data analysis?
- Align short sequence reads (the
fastq files) to the reference
genome - Specialist bioinformatic
alignment programs - Alignment file
How is RNAseq data typically presented?
A volcano plot is a typical way to present
RNAseq results. Plot of log2 fold changes versus P-value for significance (-log10). Shows the genes that are up (green) and down regulated.
What is Gene Set Enrichment Analysis (GSEA)?
is a computational method that determines whether a priori defined set of genes shows statistically significant, concordant differences between two biological states. uses a priori
gene sets that have been grouped together by their involvement in the same
biological pathway. the fc
focus is put on a gene set.
What is differential gene expression?
Differential gene expression refers to the differences in the expression levels of genes between different samples or conditions. It occurs when the amount or activity of a particular gene is different between two or more groups being compared, such as between a healthy and diseased tissue, or between a treatment group and a control group.