Genome Sequencing and Assembly
The advent of next-generation sequencing (NGS) technologies, such as Illumina, PacBio, and Oxford Nanopore, has revolutionized microbial genomics. These platforms enable the rapid and cost-effective sequencing of entire microbial genomes. De novo assembly algorithms, such as SPAdes and Canu, are used to reconstruct genomes from short or long reads, while reference-based assembly aligns reads to a known genome.
Annotation and Functional Prediction
Automated annotation pipelines, such as RAST and Prokka, predict coding sequences (CDSs), non-coding RNAs, and regulatory elements. Functional annotation tools, including InterProScan and KEGG, assign putative functions to genes based on homology to known proteins and metabolic pathways.
Comparative Analysis
omparative genomics employs multiple sequence alignment (MSA) tools, such as MAFFT and MUSCLE, to identify conserved and divergent regions across genomes. Phylogenomic analyses, using methods like maximum likelihood (ML) and Bayesian inference, reconstruct evolutionary relationships. Synteny analysis examines the conservation of gene order, providing insights into genome rearrangements.
Pan-Genome Analysis
The pan-genome concept encompasses the entire gene repertoire of a species, including the core genome (shared by all strains) and the dispensable genome (present in only some strains). Tools like Roary and PanX facilitate pan-genome analysis, revealing the genetic diversity and adaptive potential of microbial populations.
Horizontal Gene Transfer (HGT) Detection
HGT is a major driver of microbial evolution, enabling the acquisition of novel traits such as antibiotic resistance and virulence. Computational tools, such as AlienHunter and HGTector, identify horizontally acquired genes by detecting atypical nucleotide composition or phylogenetic incongruence.