Evolution by gene duplication is generally accepted as one of the crucial driving forces for the gain of new complexity and functions, but the formation of pseudogenes remains a problem for this mechanism. Here we expand on earlier ideas that epigenetic modifications can drive neo-and subfunctionalization in evolution by gene duplication. We explore the effects of stochastic epigenetic modifications on the evolution (and thus development) of complex organisms in a constant environment. Modeling is done both using a modified genetic drift analytical treatment and computer simulations, which were found to agree. A transposon silencing model is also explored. Some key assumptions made include (i) stochastic, incomplete removal (or addition) of repressive epigenetic marks takes place during a window(s) of opportunity in the zygote and early embryo; (ii) there is no statistical variation of the marks after the window closes; and (iii) the genes affected are sensitive to dosage. Our genetic drift treatment takes into account that after gene duplication the prevailing case upon which selection operates is a duplicate/singlet heterozygote; to the best of our knowledge, this has not been considered in previous treatments. We conclude from our modeling that stochastic epigenetic modifications, with rates consistent with experimental observation, can both increase the rate of gene fixation and decrease pseudogenization, thus dramatically improving the efficacy of evolution by gene duplication. We also find that a transposon silencing model is advantageous for fixation of recessive genes in diploid organisms, especially with large effective population sizes.DNA methylation | mathematical modeling | computational biology | molecular evolution | developmental biology O ne of the crucial driving forces behind gaining new complexity and functions in the evolutionary process is evolution by gene duplication, an idea that was first proposed and substantiated in the seminal work of Susumu Ohno (1). Due to technological progress in whole genome sequencing and omics in general, we recently have gained a much better qualitative and quantitative understanding of the extent and patterns of gene duplication in extant genomes. However, the actual evolutionary dynamics of gene duplication events are still a matter of considerable debate. Though the molecular underpinnings of generating duplicate gene copies are well understood, it is during the subsequent fixation of gene duplicates that a serious difficulty arises-namely, how to avoid pseudogenization, which is statistically much more likely than new or diversified functions.Substantial biological evidence, as well as theoretical considerations, suggests that epigenetic events influence not only development of individual organisms but also evolutionary processes (2-7). For example, epigenetic silencing by DNA methylation, which is generally a repressive mark, has the potential for tissue-specific gene silencing and thus, as we and others have reported (8-10), may greatly accelerate the r...