Association Study between Gene Expression and Multiple Relevant Phenotypes with Cluster Analysis -- Gaussian Graphical Models to Infer Putative Genes Involved in Nitrogen Catabolite Repression in S. cerevisiae -- Chronic Rat Toxicity Prediction of Chemical Compounds Using Kernel Machines -- Simulating Evolution of Drosophila Melanogaster Ebony Mutants Using a Genetic Algorithm -- Microarray Biclustering: A Novel Memetic Approach Based on the PISA Platform -- F-score with Pareto Front Analysis for Multiclass Gene Selection -- A Hierarchical Classification Ant Colony Algorithm for Predicting Gene Ontology Terms -- Conquering the Needle-in-a-Haystack: How Correlated Input Variables Beneficially Alter the Fitness Landscape for Neural Networks -- Optimal Use of Expert Knowledge in Ant Colony Optimization for the Analysis of Epistasis in Human Disease -- On the Efficiency of Local Search Methods for the Molecular Docking Problem -- A Comparison of Genetic Algorithms and Particle Swarm Optimization for Parameter Estimation in Stochastic Biochemical Systems -- Guidelines to Select Machine Learning Scheme for Classification of Biomedical Datasets -- Evolutionary Approaches for Strain Optimization Using Dynamic Models under a Metabolic Engineering Perspective -- Clustering Metagenome Short Reads Using Weighted Proteins -- A Memetic Algorithm for Phylogenetic Reconstruction with Maximum Parsimony -- Validation of a Morphogenesis Model of Drosophila Early Development by a Multi-objective Evolutionary Optimization Algorithm -- Refining Genetic Algorithm Based Fuzzy Clustering through Supervised Learning for Unsupervised Cancer Classification.