You may try optimization algorithms such as particle swarm optimization (PSO) and genetic algorithm (GA). You may use them for enhanced filter, select features or improved parameter setting on learning algorithms.
Parallel and distributed computing is being used by the researchers in DNA sequence alignment which is core to computational biology [or bioinformatics].