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Updated: Jun 21, 2026

A Protocol for Functional Assessment of Whole-Protein Saturation Mutagenesis Libraries Utilizing High-Throughput Sequencing
Published on: July 3, 2016
Methods for incorporating the hypermutability of CpG dinucleotides in detecting natural selection operating at the
Yoshiyuki Suzuki1, Takashi Gojobori, Sudhir Kumar
1Center for Information Biology and DNA Data Bank of Japan, National Institute of Genetics, Mishima, Shizuoka, Japan. yossuzuk@lab.nig.ac.jp
Abstract:
In detecting natural selection operating at the amino acid sequence level by comparing the rates of synonymous (r(S)) and nonsynonymous (r(N)) substitutions, the rates of synonymous and nonsynonymous mutations are assumed to be approximately the same. In reality, however, these rates may not be the same if different proportions of synonymous and nonsynonymous sites overlap with CpG dinucleotides, which are known to be hypermutable in some organisms. Here, we develop the evolutionary pathway methods for comparing r(S) and r(N) at multiple codon sites (all-sites analysis) and at single codon sites (single-site analysis) that take into account the hypermutability at CpG dinucleotides in estimating the number of synonymous substitutions per synonymous site (d(S)) and nonsynonymous substitutions per nonsynonymous site (d(N)). Computer simulations show that the direction and magnitude of the bias in the estimation of d(N)/d(S) caused by the hypermutability of CpGs are determined by both the number of CpGs and the relative proportions of synonymous and nonsynonymous sites overlapping with CpGs. This bias is greatly reduced when using the methods we propose to account for the hypermutability of CpG dinucleotides. In an all-sites analysis of protamine 1 genes from primates, d(N)/d(S) > 1 was observed for many pairs if the hypermutability was ignored. However, d(N)/d(S) becomes
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