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To draw general conclusions about the effects of different amino acid substitutions, we analyzed 34,373 mutations in fourteen proteins whose effects were measured using large-scale mutagenesis approaches. Methionine was the most tolerated substitution while proline was the least tolerated. Histidine and asparagine best recapitulated the effects of