Network properties of genes harboring inherited disease mutations

被引:211
作者
Feldman, Igor [3 ]
Rzhetsky, Andrey [1 ,2 ,3 ]
Vitkup, Dennis [3 ]
机构
[1] Univ Chicago, Computat Inst, Chicago, IL 60637 USA
[2] Univ Chicago, Inst Genom & Syst Biol, Chicago, IL 60637 USA
[3] Columbia Univ, Dept Biomed Informat, New York, NY 10032 USA
关键词
computational biology; disease genes; systems biology;
D O I
10.1073/pnas.0701722105
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
By analyzing, in parallel, large literature-derived and high-throughput experimental datasets we investigate genes harboring human inherited disease mutations in the context of molecular interaction networks. Our results demonstrate that network properties influence the likelihood and phenotypic consequences of disease mutations. Genes with intermediate connectivities have the highest probability of harboring germ-line disease mutations, suggesting that disease genes tend to occupy an intermediate niche in terms of their physiological and cellular importance. Our analysis of tissue expression profiles supports this view. We show that disease mutations are less likely to occur in essential genes compared with all human genes. Disease genes display significant functional clustering in the analyzed molecular network. For about one-third of known disorders with two or more associated genes we find physical clusters of genes with the same phenotype. These clusters are likely to represent disorder-specific functional modules and suggest a framework for identifying yet-undiscovered disease genes.
引用
收藏
页码:4323 / 4328
页数:6
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