Proteome-Scale Investigation of Protein Allosteric Regulation Perturbed by Somatic Mutations in 7,000 Cancer Genomes

被引:67
作者
Shen, Qiancheng [1 ]
Cheng, Feixiong [2 ,3 ,7 ,8 ]
Song, Huili [1 ]
Lu, Weiqiang [4 ,5 ]
Zhao, Junfei [3 ]
An, Xiaoli [1 ]
Liu, Mingyao [4 ,5 ]
Chen, Guoqiang [1 ]
Zhao, Zhongming [6 ]
Zhang, Jian [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Med, Shanghai Key Lab Tumor Microenvironm & Inflammat, Minist Educ,Dept Pathophysiol,Key Lab Cell Differ, Shanghai 200025, Peoples R China
[2] Sichuan Univ, West China Med Sch, West China Hosp, State Key Lab Biotherapy,Collaborat Innovat Ctr B, Chengdu 610041, Peoples R China
[3] Vanderbilt Univ, Sch Med, Dept Biomed Informat, Nashville, TN 37203 USA
[4] East China Normal Univ, Inst Biomed Sci, Shanghai Key Lab Regulatory Biol, Shanghai 200241, Peoples R China
[5] East China Normal Univ, Sch Life Sci, Shanghai 200241, Peoples R China
[6] Univ Texas Hlth Sci Ctr Houston, Sch Biomed Informat, Ctr Precis Hlth, Houston, TX 77030 USA
[7] Dana Farber Canc Inst, Ctr Canc Syst Biol, Boston, MA 02215 USA
[8] Northeastern Univ, Ctr Complex Networks Res, Boston, MA 02115 USA
基金
中国国家自然科学基金;
关键词
SIGNIFICANTLY MUTATED GENES; HUMAN PHOSPHODIESTERASE; MISSENSE MUTATION; DRIVER MUTATIONS; NETWORK; DATABASE; REVEALS; KINASE; MODELS; PRIORITIZATION;
D O I
10.1016/j.ajhg.2016.09.020
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The allosteric regulation triggering the protein's functional activity via conformational changes is an intrinsic function of protein under many physiological and pathological conditions, including cancer. Identification of the biological effects of specific somatic variants on allosteric proteins and the phenotypes that they alter during tumor initiation and progression is a central challenge for cancer genomes in the post-genomic era. Here, we mapped more than 47,000 somatic missense mutations observed in approximately 7,000 tumor-normal matched samples across 33 cancer types into protein allosteric sites to prioritize the mutated allosteric proteins and we tested our prediction in cancer cell lines. We found that the deleterious mutations identified in cancer genomes were more significantly enriched at protein allosteric sites than tolerated mutations, suggesting a critical role for protein allosteric variants in cancer. Next, we developed a statistical approach, namely AlloDriver, and further identified 15 potential mutated allosteric proteins during pan-cancer and individual cancer-type analyses. More importantly, we experimentally confirmed that p.Pro360Ala on PDE10A played a potential oncogenic role in mediating tumorigenesis in non-small cell lung cancer (NSCLC). In summary, these findings shed light on the role of allosteric regulation during tumorigenesis and provide a useful tool for the timely development of targeted cancer therapies.
引用
收藏
页码:5 / 20
页数:16
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