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Analysis of Expressed Sequence Tags From Two Starvation, Time-of-Day-Specific Libraries of Neurospora crassa Reveals Novel Clock-Controlled Genes
Hua Zhu1,a, Minou Nowrousian1,b, Doris Kupfera, Hildur V. Colotb, Gloria Berrocal-Titob, Hongshing Laia, Deborah Bell-Pedersenc, Bruce A. Roea, Jennifer J. Lorosb, and Jay C. Dunlapba Department of Chemistry and Biochemistry, Advanced Center for Genome Technology, University of Oklahoma, Norman, Oklahoma 73019,
b Departments of Genetics and Biochemistry, Dartmouth Medical School, Hanover, New Hampshire 03755
c Department of Biology, Biological Sciences, Texas A&M University, College Station, Texas 77843
Corresponding author: Jay C. Dunlap, Department of Genetics, Dartmouth Medical School, Hanover, NH 03755., jay.c.dunlap{at}dartmouth.edu (E-mail)
Communicating editor: J. ARNOLD
| ABSTRACT |
|---|
In an effort to determine genes that are expressed in mycelial cultures of Neurospora crassa over the course of the circadian day, we have sequenced 13,000 cDNA clones from two time-of-day-specific libraries (morning and evening library) generating
20,000 sequences. Contig analysis allowed the identification of 445 unique expressed sequence tags (ESTs) and 986 ESTs present in multiple cDNA clones. For
50% of the sequences (710 of 1431), significant matches to sequences in the National Center for Biotechnology Information database (of known or unknown function) were detected. About 50% of the ESTs (721 of 1431) showed no similarity to previously identified genes. We hybridized Northern blots with probes derived from 26 clones chosen from contigs identified by multiple cDNA clones and EST sequences. Using these sequences, the representation of genes among the morning and evening sequences, respectively, in most cases does not reflect their expression patterns over the course of the day. Nevertheless, we were able to identify four new clock-controlled genes. On the basis of these data we predict that a significant proportion of the expressed Neurospora genes may be regulated by the circadian clock. The mRNA levels of all four genes peak in the subjective morning as is the case with previously identified ccgs.
THE ascomycete Neurospora crassa has a long history as a model organism for both classical and molecular genetics in general (![]()
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One of the most notable aspects of N. crassa is the fact that a great part of its life is tightly controlled by the circadian clock. Not only the formation of macroconidia but also the expression of genes important for general metabolism occur in a circadian fashion (![]()
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EST sequences are highly valuable in genomic approaches. EST data can be used to identify novel genes, search for homologous genes in different organisms, analyze alternative splicing, and identify chromosomal locations of genes and other applications (![]()
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In the project described here, cDNA clones from two mycelial libraries of N. crassa were partially sequenced. The libraries were made from time-of-day-specific tissues and had been used to characterize clock-controlled genes (ccgs) earlier (![]()
| MATERIALS AND METHODS |
|---|
Strains and growth conditions:
The following N. crassa strains were used: frq+ strain 87-3 (bd; a) and long period mutant 585-7 (bd; a; frq7). Neurospora media (Vogel's) were as described (![]()
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Preparation and analysis of RNA:
RNA was prepared as described previously (![]()
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Template preparation for DNA sequencing:
The libraries from which the sequenced clones are derived have been described previously (![]()
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DNA sequencing:
Partial nucleotide sequences of the cDNA inserts were determined by single-pass sequencing using the Big Dye sequencing system (Perkin Elmer, Norwalk, CT; ![]()
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Informatics:
DNA sequences were automatically surveyed for quality using the phred software (![]()
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| RESULTS |
|---|
Sequence analyses:
Plasmid DNA from >13,000 clones derived from two N. crassa cDNA libraries was sequenced using the universal reverse or universal forward primer (Fig 1). The libraries have been used previously to identify clock-controlled genes (ccgs) and correspond to "morning" (circadian time CT1) and "evening" (CT13; ![]()
|
Contig analysis and cDNA identities:
We obtained 9148 sequences from the evening and 10,871 sequences from the morning library, representing a total of 1431 different genes. Of these genes, 445 are represented only once within the libraries, whereas 986 are represented by more than one EST. The EST sequences were organized into contigs using the phrap software (P. Green, copyright 19941996, http://bozeman.mbt.washington.edu/phrap.docs/phrap.html). To identify potential homologs to the Neurospora genes, the BLASTX algorithm (![]()
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10-20), moderately significant (10-510-19), and weakly significant (10-210-4). Here, we present only those matches that are at least moderately significant. The data upon which this analysis is based can be viewed at the Genetics website at http://www.genetics.org/supplemental/, http://www.genome.ou.edu.fungal.html, and http://www.dartmouth.edu/~jdunlap/. The clones are shown according to the classification scheme utilized by the Expressed Gene Anatomy Database (EGAD, available at http://www.tigr.org/docs/tigr-scripts/egad_scripts/role_report.spl; ![]()
35% were represented in the New Mexico Neurospora EST database (![]()
Transcript abundance in the morning and evening libraries:
With a large number of ESTs available, so-called "digital Northerns" or "electronic transcriptional profiling" can be performed by counting the number of ESTs for a given gene within an EST population. Formulas have been developed to estimate the statistical significance of this electronic transcript profiling (![]()
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Identification of clock-controlled genes:
Of the 26 cDNA clones used to probe Northern or slot blots, 4 displayed rhythmic expression patterns (Table 3, Fig 2). These were named ccg-13, ccg-14, ccg-15, and lyz and corresponded to contigs 1432, 1421, 1411, and 1442 (Table 3). Probes derived from representative cDNA clones were hybridized to RNA from both frq+ and frq7 cultures to verify that the period length of the rhythm is dependent on the frq allele (21.5 hr for frq+ and 29 hr for frq7) and, therefore, that the expression is clearly under clock control. As shown in Fig 2, expression of ccg-13 and ccg-14 was cyclic, displaying high amplitudes, and the troughs of their rhythms were very consistent (Fig 2B). The other two genes, ccg-15 and lyz, displayed much lower amplitudes, and the variation between different assays appears to be much greater (Fig 2B). Nevertheless, a consistent pattern of peaks and troughs could be observed in both frq+ and frq7 strains for ccg-15 as well as lyz, and although clock control is not as strong as with other ccgs, the expression of these genes appears to be clock regulated. Expression of the new ccgs peaked between CT0 and CT6; therefore, they were morning specific as are previously identified ccgs (![]()
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Sequence similarities and chromosomal locations of the new clock-controlled genes:
Comparison of the newly identified ccgs to the databases revealed the following (Table 3): ccg-13 shows strong sequence similarity to a phase-specific protein from the ascomycete Ajellomyces dermatitidis (GenBank accession no.
AF277086, P/E value 3e-10). The putative 5' nontranslated region of contig 1432 (representing ccg-13) shows identity to the end of cosmid H37F12, which was sequenced by the University of Georgia mapping project (available at http://gene.genetics.uga.edu/). This cosmid was mapped to linkage group I by the same group (linkage data at http://www.fgsc.net/mappingdata/mapping1.htm); therefore, ccg-13 should be located on linkage group I. ccg-14 is very similar to snodprot1 from the ascomycete Phaeosphaeria nodorum (GenBank accession no.
AF074941, P/E value 7e-39), a protein that displays strong similarity to cerato-platanin, a phytotoxin from the ascomycete Ceratocystis fimbriata with N-terminal homology to the hydrophobin family (![]()
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| DISCUSSION |
|---|
Many aspects of the developmental cycle of N. crassa are under the control of the circadian clock (![]()
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A large number of previously unknown genes were identified by sequencing cDNAs from two mycelial libraries of N. crassa:
The RNAs used as templates for the construction of the cDNA libraries sequenced in these studies were derived from cultures held under starvation conditions in the dark for 43 hr (![]()
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The relative abundance of cDNAs in the two libraries does not necessarily reflect gene expression patterns in vivo:
To our knowledge, there have been few reports of "digital Northerns" that were confirmed by conventional methods at a larger scale (see, however, ![]()
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In this investigation, hybridization of RNA time courses with 26 probes derived from cDNA clones representing different contigs did not reveal a strong correlation between the relative abundance of a cDNA among the EST sequences and the expression pattern of the gene in vivo. Of the 19 genes with a high probability for differential expression (![]()
82%, which does not indicate a strong correlation between EST abundance and in vivo expression.
There are several possible explanations for this finding. One might be that the number of sequences obtained is still too low to result in a representative picture of gene expression. The number of genes encoded by the Neurospora genome has been estimated between 10,000 and 14,000 (![]()
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Another issue to be considered is the evaluation of the statistical significance of the data available. Most of the genes used as probes displayed differences of counts in the morning vs. the evening libraries that indicate differential expression with probability levels of >0.999 according to formulas developed to evaluate the outcome of electronic transcriptional profiling (![]()
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If the number of mRNAs is greatly different in the morning vs. the evening, then sequencing about the same number of cDNA clones for both libraries will not give an accurate picture. Also, the presence of multiple cDNAs for highly expressed genes (such as ccg-1, ccg-2, and ccg-7; see Table 2) may lead to an underrepresentation of genes with lower expression, especially at the time when the highly expressed genes reach their peaks; the 20 genes with the highest count numbers constitute 32% of all ESTs in the morning library and only 11% of all ESTs in the evening library (data not shown). Another caveat might be that some of the clones in the libraries were sequenced from both ends and others only from one end, meaning that some clones would be counted twice. But as this occurs randomly within the whole data set, it may be assumed that this would not influence the overall outcome of the analysis. Still another reason might be that the two libraries were made from different strains (the morning library from a frq7 strain and the evening library from a frq+ strain; ![]()
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Four new clock-controlled genes were identified:
Hybridization of rhythmic RNA time courses with probes representing different contigs resulted in the identification of four new clock-controlled genes, ccg-13, ccg-14, ccg-15, and lyz. The new ccgs vary greatly in their amplitudes and robustness of rhythm (Fig 2). Since the signals and the robustness of the rhythm seen with ccg-15 and lyz were significantly reduced, there might be some doubts about the extent of rhythmicity. Nevertheless, these data are reported as they may indicate different levels of clock control. The Neurospora clock is thought to exert its function over a variety of different pathways and is also interconnected with other levels of regulation such as nutrition and development (![]()
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| FOOTNOTES |
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1 These authors contributed equally to this work. ![]()
| ACKNOWLEDGMENTS |
|---|
The authors thank Dr. Christian Heintzen for sharing materials and stimulating discussions. This research was supported by grants from the National Institute of Health (R37-GM 34985 to J.C.D. and MH44651 to J.C.D. and J.J.L.), the National Science Foundation (MCB-0084509 to J.J.L.), the Norris Cotton Cancer Center core grant at Dartmouth Medical School, and by a grant from the National Science Foundation EPSCoR program to B.A.R. M.N. received an Emmy-Noether-Fellowship from the German Science Foundation (Deutsche Forschungsgemeinschaft, Bonn-Bad Godesberg, Germany).
Manuscript received October 11, 2000; Accepted for publication December 19, 2000.
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