Structure-based predictions broadly link transcription factor mutations to gene expression changes in cancers.
Thousands of unique mutations in transcription factors (TFs) arise in cancers, and the functional and biological roles of relatively few of these have been characterized. Here, we used structure-based methods developed specifically for DNA-binding proteins to systematically predict the consequences of mutations in several TFs that are frequently mutated in cancers. The explicit consideration of protein-DNA interactions was crucial to explain the roles and prevalence of mutations in TP53 and RUNX1 in cancers, and resulted in a higher specificity of detection for known p53-regulated genes among genetic associations between TP53 genotypes and genome-wide expression in The Cancer Genome Atlas, compared to existing methods of mutation assessment. Biophysical predictions also indicated that the relative prevalence of TP53 missense mutations in cancer is proportional to their thermodynamic impacts on protein stability and DNA binding, which is consistent with the selection for the loss of p53 transcriptional function in cancers. Structure and thermodynamics-based predictions of the impacts of missense mutations that focus on specific molecular functions may be increasingly useful for the precise and large-scale inference of aberrant molecular phenotypes in cancer and other complex diseases.
Institute for Systems Biology, Seattle, WA 98109, USA justin.ashworth@systemsbiology.org.
Justin
http://orcid.org/0000-0003-4835-6551
J
Ashworth
Institute for Systems Biology, Seattle, WA 98109, USA brady.bernard@systemsbiology.org.
Brady
B
Bernard
Institute for Systems Biology, Seattle, WA 98109, USA.
Sheila
S
Reynolds
Institute for Systems Biology, Seattle, WA 98109, USA.
Christopher L
CL
Plaisier
Institute for Systems Biology, Seattle, WA 98109, USA.
Ilya
I
Shmulevich
Institute for Systems Biology, Seattle, WA 98109, USA.
Nitin S
NS
Baliga
D050676:Core Binding Factor Alpha 2 Subunit / Q000235:genetics; D004247:DNA / Q000737:chemistry / Q000378:metabolism; D015972:Gene Expression Regulation, Neoplastic; D016158:Genes, p53; D006801:Humans; D008958:Models, Molecular; D009154:Mutation; D020125:Mutation, Missense; D009369:Neoplasms / Q000235:genetics*; D017434:Protein Structure, Tertiary; D014157:Transcription Factors / Q000737:chemistry / Q000235:genetics*; D016159:Tumor Suppressor Protein p53 / Q000737:chemistry / Q000378:metabolism
D050676:Core Binding Factor Alpha 2 Subunit; D014157:Transcription Factors; D016159:Tumor Suppressor Protein p53; D004247:DNA