FASTA and BLAST in Bioinformatics
FASTA and BLAST are two fundamental tools used for DNA and protein sequence comparison in bioinformatics.
1. FASTA Format and FASTA Algorithm
A. What is FASTA?
FASTA is both:
- A file format for storing nucleotide or protein sequences.
- An alignment algorithm for sequence similarity searching.
B. FASTA File Format
A FASTA file consists of:
- A header line (starts with > followed by sequence name/description).
- The sequence itself (DNA or protein).
Example of a FASTA File:
>sequence1 Human beta-globin gene
ATGGTGCACCTGACTCCTGAGGAGAAGTCTGCCGTTACTGCCCTGTGGGGCAAGGTGAAC
- >sequence1 → Header line
- DNA sequence below it
Variants of FASTA Format
- .fasta or .fa → Standard FASTA format
- .ffn → FASTA file with gene sequences
- .faa → FASTA file with protein sequences
C. FASTA Algorithm
- Purpose: Finds sequence similarity using a heuristic approach.
- Process:
- Identifies short exact matches between sequences.
- Extends those matches using a scoring system (matches, mismatches, and gaps).
- Computes an optimal local alignment using dynamic programming.
- Use Case: Works well for both nucleotide and protein sequences but is slower than BLAST.
2. BLAST (Basic Local Alignment Search Tool)
A. What is BLAST?
BLAST is a rapid sequence comparison tool that finds regions of local similarity between sequences. It is faster than FASTA and widely used for database searches.
B. Types of BLAST
|
BLAST Type |
Query Sequence |
Database Type |
Use Case |
|
BLASTn |
DNA |
DNA |
Finding similar nucleotide sequences |
|
BLASTp |
Protein |
Protein |
Identifying similar protein sequences |
|
BLASTx |
DNA |
Protein |
Translates DNA into protein and searches against proteins |
|
tBLASTn |
Protein |
DNA |
Searches a protein against a translated DNA database |
|
tBLASTx |
DNA |
DNA |
Translates both query and database into proteins |
C. How BLAST Works
- Word Matching → Identifies short k-mers (words) in query and database.
- Word Extension → Expands matching words without introducing gaps initially.
- Gapped Alignment → If a significant match is found, BLAST adds gaps to improve the alignment.
- Scoring and Filtering → Calculates similarity score and removes low-scoring results.
3. Differences Between FASTA and BLAST
|
Feature |
FASTA |
BLAST |
|
Speed |
Slower |
Faster (optimized for large databases) |
|
Sensitivity |
More sensitive |
Less sensitive but faster |
|
Alignment Type |
Local and Global |
Local |
|
Algorithm |
Identifies regions first, then aligns |
Uses word matching and extension |
|
Best Use Case |
Small-scale sequence comparison |
Large-scale database searches |
4. Practical Applications
- FASTA → Best for detailed sequence alignment, especially for small datasets.
- BLAST → Best for rapid database searches, finding homologous genes or proteins.