Human Mutation · 2011 · 110 citations · 37 references
Life SciencesBiochemistryBioinformaticsComputational BiologyStructural BioinformaticsStructural BiologyProtein Sequence AnalysisProtein StructureProtein Structure ModelingData VariabilityMutation Effect PredictionProtein Mutation Effect PredictionProtein StabilityProtein Stability AnalysisProtein Stability PredictionThermodynamic ConstraintsThermodynamic Factors
Single residue mutations in proteins are known to affect protein stability and function. As a consequence, they can be disease associated. Available computational methods starting from protein sequence/structure can predict whether a mutated residue is or not disease associated and whether it is promoting instability of the protein-folded structure. However, the relationship among stability changes in proteins and their involvement in human diseases still needs to be fully exploited. Here, we try to rationalize in a nutshell the complexity of the question by generalizing over information already stored in public databases. For each single aminoacid polymorphysm (SAP) type, we derive the probability of being disease-related (Pd) and compute from thermodynamic data three indexes indicating the probability of decreasing (P-), increasing (P+), and perturbing the protein structure stability (Pp). Statistically validated analysis of the different P/Pd correlations indicate that Pd best correlates with Pp. Pp/Pd correlation values are as high as 0.49, and increase up to 0.67 when data variability is taken into consideration. This is indicative of a medium/good correlation among Pd and Pp and corroborates the assumption that protein stability changes can also be disease associated at the proteome level.
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Information Theory and Statistical Mechanics
E. T. Jaynes · Physical Review · 1957 · 12.9K citations
K.-I. Goh, Michael E. Cusick, David Valle et al. · Proceedings of the National Academy of Sciences · 2007 · 3.2K citations · Full text
Amino Acid Difference Formula to Help Explain Protein Evolution
Richard Grantham · Science · 1974 · 2.4K citations