2002
DOI: 10.1038/ng906
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Large-scale prediction of Saccharomyces cerevisiae gene function using overlapping transcriptional clusters

Abstract: Genome sequencing has led to the discovery of tens of thousands of potential new genes. Six years after the sequencing of the well-studied yeast Saccharomyces cerevisiae and the discovery that its genome encodes approximately 6,000 predicted proteins, more than 2,000 have not yet been characterized experimentally, and determining their functions seems far from a trivial task. One crucial constraint is the generation of useful hypotheses about protein function. Using a new approach to interpret microarray data,… Show more

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Cited by 314 publications
(233 citation statements)
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“…Clearly SHM2 is also a member of the regulon and does not cluster with the others only because of the lack of SHM2 transcript in the shm2⌬ strain. SHM2 showed very similar expression to the GCV genes over the compendium of publicly available genome-wide expression studies clustered by Hughes and co-workers (36). ADE4 demonstrated behavior clearly consistent with membership of the one-carbon regulon, whereas ADE6, ADE12, and ADE3 are also possible candidates.…”
Section: Co-regulation Of One-carbon Metabolism and Purine Biosynthesmentioning
confidence: 71%
“…Clearly SHM2 is also a member of the regulon and does not cluster with the others only because of the lack of SHM2 transcript in the shm2⌬ strain. SHM2 showed very similar expression to the GCV genes over the compendium of publicly available genome-wide expression studies clustered by Hughes and co-workers (36). ADE4 demonstrated behavior clearly consistent with membership of the one-carbon regulon, whereas ADE6, ADE12, and ADE3 are also possible candidates.…”
Section: Co-regulation Of One-carbon Metabolism and Purine Biosynthesmentioning
confidence: 71%
“…To test whether the severe growth phenotype of Utp24 depletion is due to impaired ribosome biogenesis and to characterize the previously described 18S maturation defect for Utp23 in greater detail, we analyzed steady-state levels of pre-rRNAs and mature rRNAs in cells depleted of Utp23 or Utp24 (11). Depletion of either protein resulted in accumulation of the 35S pre-rRNA, which was accompanied by a decrease in the levels of the 27SA 2 and 20S pre-rRNAs and the mature 18S rRNA (Fig.…”
Section: Utp23 and Utp24 Are Essential For Ssu Biogenesismentioning
confidence: 99%
“…Hypothesis testing was used to determine whether biologically related genes were statistically overrepresented in the expression clusters. Although Cho et al did not explore the possible use of their clusters for classification of genes, this has recently been reported by Wu et al (2002) using a similar semisupervised methodology. Statistically significant overlapping clusters were annotated with biological process and subsequently used for prediction of the involvement of 1644 of 3020 uncharacterized yeast genes.…”
Section: Discussionmentioning
confidence: 99%