“…Analyzing these genes, we found that 9 genes have been previously demonstrated to be essential ( YHR165C , YHR089C , YHR052W , YCR042C , YDR320C-A , YHR169W , YKL138C-A , YGL106W and YHR099W ) and other 14 genes ( YGR252W , YHR027C , YOL012C , YNL147W , YGL100W , YNL096C , YOL148C , YFL007W , YOL145C , YBR111W-A , YNL055C , YHR216W , YBL071W-A and YHR039C-A ) have been previously demonstrated to be non-essential by other investigators through small-scale gene deletion experiments in functional characterization studies [25-36] (Table 1). Among non-essential genes, 10 genes ( YGR252W , YHR027C , YOL012C , YNL147W , YNL096C , YOL148C , YOL145C , YBR111W-A , YNL055C and YHR039C-A ) have been shown to impair substantially the growth of S. cerevisiae when they are completely deleted [33,36-40], whereas the 4 remaining non-essential genes ( YGL100W , YFL007W , YHR216W and YBL071W-A ) have been shown not to affect the growth phenotype of yeast when they are deleted [34,35,41,42]. Although roughly 1/3 of the these genes predicted to be essential have been previously classified as non-essential, the complete deletions of most of them have been shown to severely reduce the fitness of organisms [33,36-40], suggesting that our predictor, even when directly contradicted by these experimental findings, can nonetheless identify genes important to cellular function.…”