Tinkering Evolution of Post-Transcriptional RNA Regulons: Puf3p in Fungi as an Example
Genome-wide studies of post-transcriptional mRNA regulation in model organisms indicate a “post-transcriptional RNA regulon” model, in which a set of functionally related genes is regulated by mRNA–binding RNAs or proteins. One well-studied post-transcriptional regulon by Puf3p functions in mitochondrial biogenesis in budding yeast. The evolution of the Puf3p regulon remains unclear because previous studies have shown functional divergence of Puf3p regulon targets among yeast, fruit fly, and humans. By analyzing evolutionary patterns of Puf3p and its targeted genes in forty-two sequenced fungi, we demonstrated that, although the Puf3p regulon is conserved among all of the studied fungi, the dedicated regulation of mitochondrial biogenesis by Puf3p emerged only in the Saccharomycotina clade. Moreover, the evolution of the Puf3p regulon was coupled with evolution of codon usage bias in down-regulating expression of genes that function in mitochondria in yeast species after genome duplication. Our results provide a scenario for how evolution like a tinker exploits pre-existing materials of a conserved post-transcriptional regulon to regulate gene expression for novel functional roles.
Published in the journal:
. PLoS Genet 6(7): e32767. doi:10.1371/journal.pgen.1001030
Category:
Research Article
doi:
https://doi.org/10.1371/journal.pgen.1001030
Summary
Genome-wide studies of post-transcriptional mRNA regulation in model organisms indicate a “post-transcriptional RNA regulon” model, in which a set of functionally related genes is regulated by mRNA–binding RNAs or proteins. One well-studied post-transcriptional regulon by Puf3p functions in mitochondrial biogenesis in budding yeast. The evolution of the Puf3p regulon remains unclear because previous studies have shown functional divergence of Puf3p regulon targets among yeast, fruit fly, and humans. By analyzing evolutionary patterns of Puf3p and its targeted genes in forty-two sequenced fungi, we demonstrated that, although the Puf3p regulon is conserved among all of the studied fungi, the dedicated regulation of mitochondrial biogenesis by Puf3p emerged only in the Saccharomycotina clade. Moreover, the evolution of the Puf3p regulon was coupled with evolution of codon usage bias in down-regulating expression of genes that function in mitochondria in yeast species after genome duplication. Our results provide a scenario for how evolution like a tinker exploits pre-existing materials of a conserved post-transcriptional regulon to regulate gene expression for novel functional roles.
Introduction
Evolution of gene expression may account for significant phenotypic diversity among species [1]–[6]. Gene expression is regulated at various levels. Many studies have demonstrated gene expression changes caused by mutations in transcription [7], [8]. Post-transcriptional regulation is also crucial for splicing, translation, localization and degeneration of mRNAs in eukaryotes, and thus is important in determining the abundance of gene expression [9], [10]. It is likely that changes in post-transcriptional regulons are also important in the evolution of gene expression [11].
The control of post-transcriptional regulation is mediated by regulons such as mRNA-binding proteins (RBP) or RNAs (e.g., microRNAs) which usually bind to elements in the 3′ untranslated regions (UTR) and determine the fate of their targeted mRNAs. Evolution of microRNA post-transcriptional regulons has been well studied due to recent improvement in understanding their functions. It was shown that novel microRNAs can turn over rapidly during evolution [12], and for those that are highly conserved over long evolutionary distances, their targets can change dramatically even within populations [13]. Studies on microRNAs have revealed interesting information on evolution of this particular type of post-transcriptional regulon, whereas evolution of RBP regulons remains poorly understood. Furthermore, RBP regulons play major post-transcriptional roles in budding yeast because the species lost the microRNA regulatory machine [14].
One of the best-characterized RBP families is PUF (Pumilio and FBF, FBF represents for fem-3 binding factor), which is conserved in a wide variety of eukaryotes from yeast to humans [15]–[19]. The PUF post-transcriptional regulon regulates diverse gene sets in various model organisms. For example, in the budding yeast, Saccharomyces cerevisiae, genes most commonly targeted by Puf3p are in the mitochondria and play essential roles in mitochondrial biogenesis [17], [20]. In the fruit fly, Drosophila melanogaster, Pumilio (a PUF protein), which binds with the same element as Puf3p in the budding yeast, is necessary for early embryogenesis and development of primordial germ cells [21], . Genome-wide identification of the Pumilio targets in fruit flies uncovered genes involved particularly in nucleotide metabolism, transcriptional regulation and synthesis of membrane proteins [18]. In humans, two paralogous PUF proteins (Pum1p and Pum2p), which interact with the microRNA system in post-transcriptional regulation, share the same binding-element with yeast Puf3p and bind to mRNAs from genes that function in transcriptional regulation and cell proliferation [19], [23].
Previous studies have reported that the binding site of Puf3p is highly conserved in sensu stricto yeasts [24]–[26]. Taking advantage of a large number of genomic sequences, in this study we investigated the evolution of the Puf3p post-transcriptional regulon in fungi. Our results show continuous steps of functional innovation in the Puf3p regulon despite its ultra conservation in these fungal species. First, the regulation of mitochondrial biogenesis by the Puf3p regulon originated in the Saccharomycotina subdivision; second, the Puf3p regulon was coupled with codon usage bias to modulate expression of genes that function in mitochondria in yeasts after whole genome duplication (WGD). Our work and reports from other labs show that mitochondria underwent significant functional changes during the origin of an efficient aerobic fermentation system in the yeast species that went through WGD [27]–[30]. This current report provides evidence suggesting that the Puf3p post-transcriptional regulon was involved in the evolution of this novel life history in yeasts.
Results
The binding element of the Puf3p regulon is conserved in fungi
The RNA-binding domain of Puf3p, called the PUF homology domain (PUF-HD), consists of eight repeated peptide motifs [31]–[33]. In order to study the evolution of the RNA-binding domain, orthologous genes of PUF3 were identified from the forty-two sequenced fungal species (Table S1). Domain alignments in SMART [34], [35] indicate that almost all Puf3p orthologs contain the eight repeated motifs even though some repeats are not highly conserved (Figure 1A). Puf3p in Lodderomyces elongisporus and Rhizopus oryzae lost one repeat which may have resulted from insufficient genome sequencing or assembly because both orthologs are located at the end of the assembled contigs. This result demonstrates that the binding domain of Puf3p is conserved among all studied fungi.
The evolutionary trajectory of the Puf3p-binding element in its target genes was further investigated. Because the 8nt-core motif of P3E is conserved from yeast to human, we used the 8nt-core P3E profiling in the budding yeast as a reference to identify all possible puf3p targeted genes that contain at least one P3E at their 3′ downstream sequences (Figure 1B) [19]. Because GC content is very low in the P3E, the genomic GC content would inevitably affect the frequency of P3E in each species. Indeed, as shown in Figure 1C, at the genome level, the number of genes with P3E is negatively correlated with the genomic GC content among the studied species.
In order to exclude the impact of genomic GC content on our results, we generated 10,000 random sequences for each species based on the average GC content of 1,000 bp downstream sequences of all the annotated genes in this species. Using the occurrence of P3E in these random sequences as background in each species, we estimated the probability of having the observed P3E frequency in the 3′ downstream sequences of all the annotated genes in the same species. The probability was calculated in each sliding window of 50 bp in the 3′ downstream sequences of each species. As shown in Figure 1D, all studied species exhibited significant enrichment of P3E in the first several sliding windows in the 3′ downstream regions. As the 3′ UTR in yeast is usually shorter than 250 bp [36], our results indicate that the enrichment of P3E in the studied fungi results from P3E conservation in the 3′ UTR sequences. When we used the GC contents in the 250 bp regions after the stop codon or in each 50 bp sliding window to calculate the background P3E motif distribution, similar enrichment of P3E motif in the 3′UTR regions are still observed in most fungi species (Figure S1).
The Puf3p target genes are significantly enriched for mitochondrial functions only in the Saccharomycotina subdivision
Previous reports showed that Puf3p plays an essential role in mitochondrial biogenesis in S. cerevisiae [17], [37], [38]. This observation prompted us to investigate whether the functional profile of the Puf3p regulon is also conserved among fungi species. Accordingly, we identified all of orthologous genes between each studied fungal species and budding yeast. Genes in each species are classified into categories based on the sub-cellular localization of their orthologs in the budding yeast [39]. We then estimated the enrichment of genes with P3E in each localization category. As shown in Figure 2A, we discovered that all of the studied species in the Saccharomycotina subdivision show significant enrichment of P3E in genes that function in mitochondria. Other clades of the studied fungi did not have this pattern. Indeed, close to 50% of genes that function in mitochondria have P3E in the Saccharomycotina subdivision, which is significantly higher than that of species in other clades (Figure 2B, P-value = 6×10−22). A similar pattern was observed when a slightly different P3E motif profile [17] was used to calculate the motif frequency (Figure S2).
Because regulation of the mitochondrial translational machine is essential for mitochondrial biogenesis [40], we further investigated conservation of P3E among the orthologous genes with this particular function in the Saccharomycotina subdivision. Our results showed that ∼80% of genes with highly conserved P3E were involved in mitochondrial translation, whereas this number is only ∼4% for genes with little P3E conservation, indicating that the Puf3p regulation of genes that are involved in the mitochondrial translational machine is highly conserved in these Saccharomycotina species (Figure 2C).
Relaxation of codon usages in Puf3p-regulated mitochondrial genes
Gene expression is regulated at multiple levels. Biased usage of preferred codons can result in enhanced accuracy and speed of protein synthesis in highly expressed genes [41], [42]. Previous studies reported that codon usage bias in mitochondrial genes is relaxed, possibly due to a relaxed function of the organelle with the origin of an efficient aerobic fermentation system in the fungal lineage with WGD [27], [28]. We predicted that Puf3p-regulated mitochondrial genes, due to their importance in mitochondrial biogenesis and functions, would experience more relaxation of codon usage bias than other mitochondrial genes in the post-WGD yeast species. In order to test this, we calculated the average codon bias adaptation index (CAI) for the mitochondrial genes, with and without P3E, for each species. As shown in Figure 3A, the mitochondrial genes with P3E in the post-WGD species show significantly smaller CAI than those genes in the fungal species that diverged from the common ancestor before the WGD event (student t-test, P = 3×10−8), whereas mitochondrial genes without P3E did not show such a pattern (Figure 3B, student t-test, P = 0.1).
Puf3p regulon in mitochondrial gene regulation
Due to the importance of Puf3p regulation in mitochondrial gene degradation, we further investigated expression of its target mitochondrial genes under the fermentative condition. Using gene-expression profiling measured by microarray data [43], we discovered that significantly more mitochondrial genes with P3E were down-regulated in the fermentative medium (YPD) than those without P3E (Figure 4A, Fisher's exact test, P = 1.2×10−4). Furthermore, we found that mitochondrial genes with P3E tend to be co-regulated because the average correlation coefficients of gene expression among mitochondrial genes with P3E in different conditions is significantly higher than that of genes without P3E (Figure 4B, student t test, P = 0). Therefore Puf3p regulon plays an important role in regulating mitochondrial genes in different conditions.
Discussion
Function of the Puf3p regulon under various environmental conditions
PUF protein was first characterized in Drosophila as an mRNA-binding factor that recruits other proteins to inhibit the translation of the bound mRNA [21]. Subsequently, many studies in yeast revealed that the PUF family regulates specific mRNA degeneration by their RNA-binding domains [17], [31], [44], [45]. It was shown that the function of targeting mRNA for degeneration by Puf3p is much more efficient in 2% glucose (YPD, fermentative) than in 3% ethanol (YPE, non-fermentative) [17], [46]. Furthermore, it was shown that Puf3p is crucial for mitochondrial biogenesis and motility under non-fermentative conditions in budding yeast [43]. Saint-Georges and his colleagues reported that Puf3p can transfer its target mRNAs to the peripheral mitochondria in the non-fermentative growth medium [37]. The expression of PUF3 gene is significantly higher in yeast growing in YPE than in YPD (Figure 5A, P-value<0.05). We speculate that this is true because the positive regulation of mitochondrial biogenesis might not be as important for Puf3p in fermentative conditions as that in respiratory conditions: First, based on gene deletion data, the mitochondrial genes with P3E are significantly more important (having more severe growth defects after gene deletion) than those genes without P3E (P = 4×10−6) under non-fermentative conditions, but these two gene groups do not show obvious difference in deletion phenotype under fermentative conditions (Figure 5B). Second, severe growth defect after PUF3 gene deletion was observed in YPE, but not in YPD (Figure 5C). Therefore in non-fermentative condition Puf3p regulates both mitochondrial biogenesis and mRNA degradation, but in fermentative condition, it might only regulate mRNA degradation, albeit more efficiently in this condition. The expression difference of PUF3 in two growth conditions can also be explained by the fact that mitochondrial biogenesis in non-fermentative conditions is extremely important for yeast because the organism relies on respiration, and therefore mitochondria, to generate cellular energy in these conditions. In contrast, the function of mRNA degradation might not be as essential to the organism under fermentative conditions.
Although loss of a functional PUF3 gene shows a negligible effect on organism growth in YPD (Figure 5C), our results in this study indicate that Puf3p regulation of mitochondrial gene degradation might be important for yeast fermentative growth during evolution. After whole genome duplication, the post-WGD species (including budding yeast) evolved efficient fermentative ability [47]. Mitochondrial function became relaxed in these species [27], [28]. Most post-WGD yeast species can live even without a functional mitochondrial genome [47]. A large number of mitochondrial genes are down-regulated in yeast fermentative growth [48]. Degradation of mRNA by Puf3p may accelerate this gene-expression regulation process during environmental switches. Interestingly, our results showed that mitochondrial genes having P3E had significantly relaxed codon usage bias in the post-WGD species, which is not true for other mitochondrial genes.
Evolution of the Puf3p post-transcriptional regulon and reuse of extant modules for novel functional roles
Understanding the origin of genetic novelties is a challenging issue in evolutionary biology. One of the prominent models proposed by Francois Jacob for evolution of genetic novelties in gene regulatory network is tinkering evolution, in which evolution reorganizes pre-existing networks to produce novelties [6], [49]–[52]. Our results provide an interesting paradigm for the evolution of post-transcriptional regulons that is consistent with this model. The Puf3p post-transcriptional regulon might have changed significantly at least twice in fungal evolution. First, although it is conserved in all the studied fungal species, the dedicated function of the Puf3p post-transcriptional regulon in mitochondrial biogenesis independently evolved in the Saccharomycotina subdivision. Second, although the regulation of mitochondrial mRNAs by Puf3p is conserved across the Saccharomycotina subdivision, the Puf3p target genes evolved a reduced codon usage bias in the post-WGD species, which might be consistent with the functional relaxation of mitochondrial genes in the post-WGD species due to the emergence of their fermentative life-style during evolution.
It was shown that although some microRNAs are highly conserved, their target networks can change dramatically during evolution [13]. Our results, together with those from previous studies, indicate that post-transcriptional regulons by RBP and microRNAs might share similar evolutionary patterns: i.e., the interaction mechanisms between the regulators and their target genes are conserved, whereas the target network is plastic during evolution. As post-transcriptional regulation plays an important role in regulating gene expression, this evolutionary scenario involving post-transcriptional regulons could lead to significant gene-expression divergence among species.
Materials and Methods
Sequence data
Sequences for the forty-two sequenced fungal species were downloaded from the Fungal Comparative Genomics database [53] and the National Center for Biotechnology Information (http://www.ncbi.nlm.nih.gov/).
Orthologous gene definition and motif detection
Using the InParanoid software package [54], orthologs between budding yeast and other fungal species were identified. The PUF3 orthologs in other species of fungi were identified manually based on the best alignment. Eight repeated motifs of PUF protein were detected by the SMART sequence analysis (http://smart.embl-heidelberg.de/).
Because the Puf3p binding motif in its target genes (P3E) is conserved between yeast and humans, based on the profile of P3E in budding yeast, we used a Perl script to detect the target locus of Puf3p by fixing all seven invariable sites and allowing flexibility in the fifth site (Figure 1B). For each species, we scanned 1,000 bp of DNA sequence downstream of all annotated genes to discern the occurrence of the P3E motif. The percentage of motif occurrences in each 50-bp window among all genes in each species was calculated. Multiple occurrences of the motif in the same sliding window were regarded as independent events. To see whether the motif occurrences in a species are different from random expectation, we calculated GC content of the 1,000bp downstream sequences for all genes in each species. Based on the observed GC content, 10,000 random sequences of 1,000bp were generated by a perl script and the occurrences of PUF3 motif were calculated. The significance of PUF3 motif occurrences in each sliding window was calculated by comparing its motif frequency against the frequencies of P3E in these random sequences by Fisher's exact test (more focused tests were also conducted in Figure S1). The Bonferroni correction was used to correct for multiple comparisons. Genes with P3E in their 250bp 3′ downstream regions were defined as the target of Puf3p.
Functional enrichment analysis
The sub-localization information for genes in budding yeast was downloaded from the Saccharomyces Genome Database (http://www.yeastgenome.org/) [39]. Based on the identified orthologous genes between each studied fungal species and budding yeast, genes in each species are classified into different localization categories based on the sub-cellular localization of their orthologs in the budding yeast. The hypergeometric test was used to test the enrichment of genes with P3E in each localization category. The Bonferroni correction was used to correct for multiple comparisons.
Codon usage bias calculation
According to the InParanoid results, we identified all the orthologous clusters that contained the known cytoplasmic ribosomal protein genes in S. cerevisiae, regardless of gene copy number in each species. The ribosomal protein genes in each species were used as references to calculate the codon adaptation index (CAI) value for each individual gene in the same species by CodonW (http://codonw.sourceforge.net/) [55]. In order to compare codon usage bias between different species, CAI values in each species were standardized so that the mean and standard deviation were 0 and 1, respectively.
Microarray data analysis
Gene expression in fermentative conditions
Microarray data were downloaded from (http://www-genome.stanford.edu/yeast_stress). The expression profiles of mitochondrial genes during cell growth in fermentative (YPD) media were used to do the analysis. We counted the number of the up-regulated and down-regulated genes (defined as their expression level was higher or lower by 1.5 folds than the reference pool, respectively). Fisher's exact test was used to assess whether the number of up or down-regulated genes were significantly different between mitochondrial genes with P3E and without P3E.
Gene co-regulation analysis
The collected microarray data under different experimental conditions were downloaded from (http://www.weizmann.ac.il/home/barkai/Rewiring/) [29]. The dataset compiles microarray gene expression under multiple conditions and contains 1,011 data points for each gene. Correlation coefficients of gene expression among the studied mitochondrial genes were calculated in R.
Quantitative real-time PCR
Cells were grown in the YPD and YPE media until optical densities at 600 nm reaches 1. Total RNA was extracted using the Trizol protocol [56] and cDNA was synthesized using an Invitrogen kit (Cat. No.18080-051). Using the ACT1 gene as reference, the expressional levels of PUF3 in fermentative and non-fermentative conditions were measured by quantitative real-time PCR.
Gene deletion analysis and growth measurement
The rate of growth for deletion mutants were downloaded from [57]. Two-tails student t test was used to compare the average fitness contribution of mitochondrial genes with and without P3E in fermentative and non-fermentative growth conditions.
The deletion of the PUF3 gene was conducted in the BY4741 strain (Mata his3Δ1 leu2Δ0 met15Δ0 ura3Δ0) by homologous recombination and ura- was used as the selection marker (the primer sequences for gene deletion are available upon request). The mutant and the wild type strains were grown overnight in YPD (2% glucose) and YPE (3% ethanol) media. Cells were then transferred into fresh media and grown until the optical density (600 nm) reached 0.2. Then 4ul of growth media were dotted onto the YPD and YPE plates with ten-fold dilutions. YPD and YPE plates were incubated at 30°C for 48 and 72h, respectively.
Supporting Information
Zdroje
1. LynchVJ
WagnerGP
2008 Resurrecting the role of transcription factor change in developmental evolution. Evolution 62 2131 2154
2. KhaitovichP
EnardW
LachmannM
PaaboS
2006 Evolution of primate gene expression. Nat Rev Genet 7 693 702
3. SungHM
WangTY
WangD
HuangYS
WuJP
2009 Roles of Trans and Cis Variation in Yeast Intra-species Evolution of Gene Expression. Mol Biol Evol
4. TuchBB
LiH
JohnsonAD
2008 Evolution of eukaryotic transcription circuits. Science 319 1797 1799
5. KingMC
WilsonAC
1975 Evolution at two levels in humans and chimpanzees. Science 188 107 116
6. WrayGA
HahnMW
AbouheifE
BalhoffJP
PizerM
2003 The evolution of transcriptional regulation in eukaryotes. Mol Biol Evol 20 1377 1419
7. WagnerGP
LynchVJ
2008 The gene regulatory logic of transcription factor evolution. Trends Ecol Evol 23 377 385
8. WrayGA
2007 The evolutionary significance of cis-regulatory mutations. Nat Rev Genet 8 206 216
9. MataJ
MargueratS
BahlerJ
2005 Post-transcriptional control of gene expression: a genome-wide perspective. Trends Biochem Sci 30 506 514
10. MooreMJ
2005 From birth to death: the complex lives of eukaryotic mRNAs. Science 309 1514 1518
11. KeeneJD
2007 RNA regulons: coordination of post-transcriptional events. Nat Rev Genet 8 533 543
12. LuJ
ShenY
WuQ
KumarS
HeB
2008 The birth and death of microRNA genes in Drosophila. Nat Genet 40 351 355
13. ChenK
RajewskyN
2006 Natural selection on human microRNA binding sites inferred from SNP data. Nat Genet 38 1452 1456
14. DrinnenbergIA
WeinbergDE
XieKT
MowerJP
WolfeKH
2009 RNAi in budding yeast. Science 326 544 550
15. WickensM
BernsteinDS
KimbleJ
ParkerR
2002 A PUF family portrait: 3′UTR regulation as a way of life. Trends Genet 18 150 157
16. SpassovDS
JurecicR
2003 The PUF family of RNA-binding proteins: does evolutionarily conserved structure equal conserved function? IUBMB Life 55 359 366
17. GerberAP
HerschlagD
BrownPO
2004 Extensive association of functionally and cytotopically related mRNAs with Puf family RNA-binding proteins in yeast. PLoS Biol 2 e79 doi:10.1371/journal.pbio.0020079
18. GerberAP
LuschnigS
KrasnowMA
BrownPO
HerschlagD
2006 Genome-wide identification of mRNAs associated with the translational regulator PUMILIO in Drosophila melanogaster. Proc Natl Acad Sci U S A 103 4487 4492
19. GalganoA
ForrerM
JaskiewiczL
KanitzA
ZavolanM
2008 Comparative analysis of mRNA targets for human PUF-family proteins suggests extensive interaction with the miRNA regulatory system. PLoS One 3 e3164 doi:10.1371/journal.pone.0003164
20. TuBP
KudlickiA
RowickaM
McKnightSL
2005 Logic of the yeast metabolic cycle: temporal compartmentalization of cellular processes. Science 310 1152 1158
21. MurataY
WhartonRP
1995 Binding of pumilio to maternal hunchback mRNA is required for posterior patterning in Drosophila embryos. Cell 80 747 756
22. LinH
SpradlingAC
1997 A novel group of pumilio mutations affects the asymmetric division of germline stem cells in the Drosophila ovary. Development 124 2463 2476
23. MorrisAR
MukherjeeN
KeeneJD
2008 Ribonomic analysis of human Pum1 reveals cis-trans conservation across species despite evolution of diverse mRNA target sets. Mol Cell Biol 28 4093 4103
24. Jacobs AndersonJS
ParkerR
2000 Computational identification of cis-acting elements affecting post-transcriptional control of gene expression in Saccharomyces cerevisiae. Nucleic Acids Res 28 1604 1617
25. ShalgiR
LapidotM
ShamirR
PilpelY
2005 A catalog of stability-associated sequence elements in 3′ UTRs of yeast mRNAs. Genome Biol 6 R86
26. KellisM
BirrenBW
LanderES
2004 Proof and evolutionary analysis of ancient genome duplication in the yeast Saccharomyces cerevisiae. Nature 428 617 624
27. JiangH
GuanW
PinneyD
WangW
GuZ
2008 Relaxation of yeast mitochondrial functions after whole-genome duplication. Genome Res 18 1466 1471
28. ManO
PilpelY
2007 Differential translation efficiency of orthologous genes is involved in phenotypic divergence of yeast species. Nat Genet 39 415 421
29. IhmelsJ
BergmannS
Gerami-NejadM
YanaiI
McClellanM
2005 Rewiring of the yeast transcriptional network through the evolution of motif usage. Science 309 938 940
30. FieldY
Fondufe-MittendorfY
MooreIK
MieczkowskiP
KaplanN
2009 Gene expression divergence in yeast is coupled to evolution of DNA-encoded nucleosome organization. Nat Genet 41 438 445
31. OlivasW
ParkerR
2000 The Puf3 protein is a transcript-specific regulator of mRNA degradation in yeast. Embo J 19 6602 6611
32. WangX
McLachlanJ
ZamorePD
HallTM
2002 Modular recognition of RNA by a human pumilio-homology domain. Cell 110 501 512
33. MillerMT
HigginJJ
HallTM
2008 Basis of altered RNA-binding specificity by PUF proteins revealed by crystal structures of yeast Puf4p. Nat Struct Mol Biol 15 397 402
34. SchultzJ
MilpetzF
BorkP
PontingCP
1998 SMART, a simple modular architecture research tool: identification of signaling domains. Proc Natl Acad Sci U S A 95 5857 5864
35. LetunicI
DoerksT
BorkP
2009 SMART 6: recent updates and new developments. Nucleic Acids Res 37 D229 232
36. MignoneF
GissiC
LiuniS
PesoleG
2002 Untranslated regions of mRNAs. Genome Biol 3 REVIEWS0004
37. Saint-GeorgesY
GarciaM
DelaveauT
JourdrenL
Le CromS
2008 Yeast mitochondrial biogenesis: a role for the PUF RNA-binding protein Puf3p in mRNA localization. PLoS One 3 e2293 doi:10.1371/journal.pone.0002293
38. Garcia-RodriguezLJ
GayAC
PonLA
2007 Puf3p, a Pumilio family RNA binding protein, localizes to mitochondria and regulates mitochondrial biogenesis and motility in budding yeast. J Cell Biol 176 197 207
39. HuhWK
FalvoJV
GerkeLC
CarrollAS
HowsonRW
2003 Global analysis of protein localization in budding yeast. Nature 425 686 691
40. JacobsHT
TurnbullDM
2005 Nuclear genes and mitochondrial translation: a new class of genetic disease. Trends Genet 21 312 314
41. SharpPM
LiWH
1987 The codon Adaptation Index–a measure of directional synonymous codon usage bias, and its potential applications. Nucleic Acids Res 15 1281 1295
42. AkashiH
2003 Translational selection and yeast proteome evolution. Genetics 164 1291 1303
43. GaschAP
SpellmanPT
KaoCM
Carmel-HarelO
EisenMB
2000 Genomic expression programs in the response of yeast cells to environmental changes. Mol Biol Cell 11 4241 4257
44. TadauchiT
MatsumotoK
HerskowitzI
IrieK
2001 Post-transcriptional regulation through the HO 3′-UTR by Mpt5, a yeast homolog of Pumilio and FBF. Embo J 20 552 561
45. JacksonJSJr
HoushmandiSS
Lopez LebanF
OlivasWM
2004 Recruitment of the Puf3 protein to its mRNA target for regulation of mRNA decay in yeast. Rna 10 1625 1636
46. FoatBC
HoushmandiSS
OlivasWM
BussemakerHJ
2005 Profiling condition-specific, genome-wide regulation of mRNA stability in yeast. Proc Natl Acad Sci U S A 102 17675 17680
47. MericoA
SuloP
PiskurJ
CompagnoC
2007 Fermentative lifestyle in yeasts belonging to the Saccharomyces complex. Febs J 274 976 989
48. SantangeloGM
2006 Glucose signaling in Saccharomyces cerevisiae. Microbiol Mol Biol Rev 70 253 282
49. JacobF
1977 Evolution and tinkering. Science 196 1161 1166
50. CarrollSB
2005 Evolution at two levels: on genes and form. PLoS Biol 3 e245 doi:10.1371/journal.pbio.0030245
51. JacobF
2001 Complexity and tinkering. Ann N Y Acad Sci 929 71 73
52. LongM
2001 Evolution of novel genes. Curr Opin Genet Dev 11 673 680
53. FitzpatrickDA
LogueME
StajichJE
ButlerG
2006 A fungal phylogeny based on 42 complete genomes derived from supertree and combined gene analysis. BMC Evol Biol 6 99
54. RemmM
StormCE
SonnhammerEL
2001 Automatic clustering of orthologs and in-paralogs from pairwise species comparisons. J Mol Biol 314 1041 1052
55. SharpPM
MatassiG
1994 Codon usage and genome evolution. Curr Opin Genet Dev 4 851 860
56. ChomczynskiP
MackeyK
1995 Short technical reports. Modification of the TRI reagent procedure for isolation of RNA from polysaccharide- and proteoglycan-rich sources. Biotechniques 19 942 945
57. SteinmetzLM
ScharfeC
DeutschbauerAM
MokranjacD
HermanZS
2002 Systematic screen for human disease genes in yeast. Nat Genet 31 400 404
58. BaileyTL
ElkanC
1994 Fitting a mixture model by expectation maximization to discover motifs in biopolymers. Proc Int Conf Intell Syst Mol Biol 2 28 36
59. WorkmanCT
YinY
CorcoranDL
IdekerT
StormoGD
2005 enoLOGOS: a versatile web tool for energy normalized sequence logos. Nucleic Acids Res 33 W389 392
Štítky
Genetika Reprodukční medicínaČlánek vyšel v časopise
PLOS Genetics
2010 Číslo 7
Nejčtenější v tomto čísle
- Extensive DNA End Processing by Exo1 and Sgs1 Inhibits Break-Induced Replication
- Question and Answer: An Anniversary Interview with Jane Gitschier
- Multi-Variant Pathway Association Analysis Reveals the Importance of Genetic Determinants of Estrogen Metabolism in Breast and Endometrial Cancer Susceptibility
- Lysosomal Dysfunction Promotes Cleavage and Neurotoxicity of Tau