We study fitness landscape in the space of protein sequences by relating sets of human pathogenic missense mutations in 32 proteins to amino acid substitutions that occurred in the course of evolution of these proteins. On average, Ϸ10% of deviations of a nonhuman protein from its human ortholog are compensated pathogenic deviations (CPDs), i.e., are caused by an amino acid substitution that, at this site, would be pathogenic to humans. Normal functioning of a CPD-containing protein must be caused by other, compensatory deviations of the nonhuman species from humans. Together, a CPD and the corresponding compensatory deviation form a Dobzhansky-Muller incompatibility that can be visualized as the corner on a fitness ridge. Thus, proteins evolve along fitness ridges which contain only Ϸ10 steps between successive corners. The fraction of CPDs among all deviations of a protein from its human ortholog does not increase with the evolutionary distance between the proteins, indicating that substitutions that carry evolving proteins around these corners occur in rapid succession, driven by positive selection. Data on fitness of interspecies hybrids suggest that the compensatory change that makes a CPD fit usually occurs within the same protein. Data on protein structures and on cooccurrence of amino acids at different sites of multiple orthologous proteins often make it possible to provisionally identify the substitution that compensates a particular CPD.E volution unfolds on a fitness landscape, a map that relates fitness to the genotype (1). Obviously, most of possible genotypes are always unfit, and some of rare fit genotypes must be arranged in continuous ridges (networks). This general paradigm can be applied, inter alia, to the evolution of proteins. ''If evolution . . . is to occur, functional proteins must form a continuous network which can be traversed by unit mutational steps without passing through non-functional intermediates'' (2). However, data on fitness landscapes are limited, because only a tiny fraction of all possible genotypes is actually available, and inferring fitness of currently nonexisting genotypes is difficult (3-6). Relating data on human pathogenic missense mutations, which represent unfit genotypes, to interspecies differences between homologous proteins, all of which must be fit, offers a novel opportunity to probe the fitness landscape in the space of proteins.Human pathogenic amino acid substitutions tend to occur at less variable sites of proteins (7). Thus, an amino acid that in a nonhuman protein is different from the amino acid at the homologous site of the human ortholog would probably be benign for humans if placed into this site. Still, exceptions to this rule have been described (8, 9).For example, the 53rd site of human ␣-synuclein is normally occupied by Ala, and Ala 3 Thr substitution at this site predisposes to Parkinson's disease. Nevertheless, healthy mice (and rats) carry Thr at the homologous site of their ␣-synucleins (8). We call such a situation a compensated pathog...