bQuasispecies theory is a case of mutation-selection balance for evolution at high mutation rates, such as those observed in RNA viruses. One of the main predictions of this model is the selection for robustness, defined as the ability of an organism to remain phenotypically unchanged in the face of mutation. We have used a collection of vesicular stomatitis virus strains that had been evolving either under positive selection or under random drift. We had previously shown that the former increase in fitness while the latter have overall fitness decreases (I. S. Novella, J. B. Presloid, T. Zhou, S. D. Smith-Tsurkan, B. E. Ebendick-Corpus, R. N. Dutta, K. L. Lust, and C. O. Wilke, J. Virol. 84:4960 -4968, 2010). Here, we determined the robustness of these strains and demonstrated that strains under positive selection not only increase in fitness but also increase in robustness. In contrast, strains under drift not only decreased in fitness but also decreased in robustness. There was a good overall correlation between fitness and robustness. We also tested whether there was a correlation between fitness and thermostability, and we observed that the correlation was imperfect, indicating that the fitness effects of mutations are exerted in part at a level other than changing the resistance of the protein to temperature. E rror-prone replication in RNA viruses results in the development of quasispecies populations (1-4), clouds of closely related mutants in mutation-selection balance (5-7). In quasispecies populations, increased genetic robustness can provide a selective advantage (8-11), because a smaller number of offspring are lost to deleterious or lethal mutations. Genetic robustness here is defined as phenotypic invariance despite mutational pressure (12). In terms of fitness landscapes, selection for robustness favors those populations that sit on broad fitness peaks instead of narrow fitness peaks. Studies on digital organisms showed the preference for this type of broad peaks and led to the expression "survival of the flattest" (13). Many of the studies addressing the relevance of genetic robustness on the evolution of RNA molecules are computer analyses and simulated evolution (11,(14)(15)(16)(17). This approach has led to the identification of selection for robustness in hepatitis C virus genomes (18) and microRNA (19).Vesicular stomatitis virus (VSV) provided the first evidence that a low-fitness strain could outcompete a high-fitness strain (20), and these results were confirmed with phage phi-6 (21). One can predict that, all else being equal, the evolution of robustness is a function of the strength of selection, and that environmental factors that diminish selection also result in less robustness. Complementation is one such factor (22-25), because the phenotype of one strain is not always determined by its genetic makeup and, instead, is the result of a gene product from another strain. High levels of complementation, which occur at a high multiplicity of infection (MOI), would result in lower overall...