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Prediction of trans-antisense transcripts in Arabidopsis thaliana
Genome Biology volume 7, Article number: R92 (2006)
Natural antisense transcripts (NATs) are coding or non-coding RNAs with sequence complementarity to other transcripts (sense transcripts). These RNAs could potentially regulate the expression of their sense partner(s) at either the transcriptional or post-transcriptional level. Experimental and computational methods have demonstrated the widespread occurrence of NATs in eukaryotes. However, most previous studies only focused on cis-NATs with little attention being paid to NATs that originate in trans.
We have performed a genome-wide screen of trans-NATs in Arabidopsis thaliana and identified 1,320 putative trans-NAT pairs. An RNA annealing program predicted that most trans-NATs could form extended double-stranded RNA duplexes with their sense partners. Among trans-NATs with available expression data, more than 85% were found in the same tissue as their sense partners; of these, 67% were found in the same cell as their sense partners at comparable expression levels. For about 60% of Arabidopsis trans-NATs, orthologs of at least one transcript of the pair also had trans-NAT partners in either Populus trichocarpa or Oryza sativa. The observation that 430 transcripts had both putative cis- and trans-NATs implicates multiple regulations by antisense transcripts. The potential roles of trans-NATs in inducing post-transcriptional gene silencing and in regulating alternative splicing were also examined.
The Arabidopsis transcriptome contains a fairly large number of trans-NATs, whose possible functions include silencing of the corresponding sense transcripts or altering their splicing patterns. The interlaced relationships observed in some cis- and trans-NAT pairs suggest that antisense transcripts could be involved in complex regulatory networks in eukaryotes.
Natural antisense transcripts (NATs) are endogenous RNA molecules with sequence complementarity to other RNAs (sense transcripts). Depending on their genomic origins, natural antisense transcripts can be classified into two groups, cis-NATs and trans-NATs. Cis-NATs are transcripts derived from the same genomic loci as their sense counterparts, but from different chromosome strands, whereas trans-NATs and their sense partners originate from distinct genomic regions. Genes encoding cis-NATs resemble overlapping open reading frames (ORFs) commonly seen in prokaryotes and viruses, but such overlapping genes were thought to be rare in eukaryotes . Recent research advances in eukaryotic natural antisense transcripts, however, have challenged this view. Genome-wide computational and experimental studies have shown that about 5% to 10% of gene transcripts in mammals and plants have cis-NATs, whilst information on trans-NATs is still not yet available [1–7].
Emerging lines of evidence have shown that NATs play important roles in the regulation of many gene expression related processes, such as transcriptional exclusion, RNA interference, alternative splicing, DNA methylation, RNA editing and X-chromosome inactivation [8–17]. Antisense transcripts have been shown to regulate expression of the mouse Msx1 gene, which encodes a homeobox transcription factor controlling craniofacial development . Malfunction of antisense transcripts are known to cause some human diseases, such as cancer (reviewed in ). Widespread antisense regulations have also been detected in plants, with the identification of 687 cis-NAT pairs in rice and more than 1,000 pairs in Arabidopsis [5–7]. Phylogenetic analysis has revealed that the positions and overlapping patterns of genes producing cis-NAT pairs tend to be more conserved during evolution than unrelated genes in vertebrates, indicating the functional importance of antisense regulation .
Most studies on antisense transcripts have so far focused only on NATs of cis-origins because their relationships are easier to identify. However, as a major member of the antisense transcript family, trans-NATs also widely exist and seem to have important functions. In an attempt to search for mammalian NATs using experimental approaches, Rosok and Sioud  reported that about 50% of the cloned double-stranded RNAs in human normal mammary epithelial and breast cancer cells are trans-NATs. A systematic screening of NATs in several fungal genomes also uncovered many trans-NATs that could potentially participate in complex gene expression networks . It should be noted that trans-NATs discussed here and in the remainder of this paper only refer to long transcripts that can form partial or complete complementary double-stranded RNA duplexes with other trans-originated long RNA transcripts. Several classes of small non-coding RNAs that also function in trans, such as microRNAs, small interfering (si)RNAs and small nucleolar RNAs, are not within the scope of this work.
We have previously used computational methods to identify cis-NATs in Arabidopsis thaliana . To further understand gene expression networks regulated by antisense transcripts, we performed a genome-wide screen of trans-encoded NATs in Arabidopsis and identified 1,320 trans-NAT pairs. By inspecting the structure of putative RNA-RNA duplexes at the minimum hybridization energy, we confirmed the predicted antisense relationship of the majority of putative trans-NAT pairs in silico. Among trans-NATs with available expression data, more than 85% were found in the same tissue as their sense partners. A systemic screen of in situ hybridization data of Arabidopsis root cells showed that 67% of trans-NAT pairs with available data for both transcripts could be detected in the same root cells at comparable expression levels. The orthologs of at least one transcript of about 60% of Arabidopsis trans-NAT pairs also had trans-encoded antisense partners in poplar or rice, sometimes in both species. The potential gene expression regulatory networks formed by cis- and trans-NATs were analyzed using transcripts of UDP-glucosyl transferase family members as examples. We also explored the potential functions of trans-NATs in post-transcriptional gene silencing and in regulating alternative splicing.
Prediction of Arabidopsis trans-NAT pairs
To identify trans-NATs in Arabidopsis, we first collected sequences of all Arabidopsis annotated genes and full-length cDNA transcripts, and grouped them into clusters according to their genomic locations. Here, a transcript cluster represented a group of all transcripts derived from the same gene or genomic locus. A genome-wide trans-NAT screen was carried out by searching for transcript cluster pairs sharing sequence complementarity with each other using the NCBI BLAST program. Two transcripts were considered as a trans-NAT pair if: they have partial or perfect sequence complementary regions that could form RNA-RNA duplexes; the total length of all putative duplex regions of the two transcripts is longer than 50% of the length of the shorter transcript of the pair (high-coverage category); or the length of the longest putative duplex region of the two transcripts is greater than 100 nucleotides (nt; 100 nt category). After removing previously reported cis-NATs and pairs formed by transcripts derived from annotated transposons and pseudogenes, a total of 1,320 trans-NAT pairs were identified within the Arabidopsis genome (Additional data file 1). Among them, 368 trans-NAT pairs belonged to the 'high-coverage' category, whilst the remaining 952 pairs were from the '100 nt' class (Table 1). The average length of the double-stranded pairing region of the 'high-coverage' class trans-NAT pairs is 571 nt, with a range between 75 and 2,628 nt. For the '100-nt' class trans-NAT pairs, the average pairing length is 258 nt, with a range between 100 and 1,621 nt.
RNA molecules are known to assume various three-dimensional structures to execute their biological functions or to interact with other molecules. To investigate whether two transcripts of a putative trans-NAT pair could indeed form a double-stranded RNA duplex, we used a hybrid program [23, 24] to inspect the melting structure of each trans-NAT pair in silico. The results show that the two transcripts of all predicted trans-NAT pairs in the high-coverage category and about 90% of the pairs in the 100 nt category could hybridize to each other and have extended duplex regions in their lowest energy melting forms, at least based on the in silico RNA hybridization model (see Materials and methods). Some trans-NAT pairs even had a double-stranded pairing region extending beyond the predicted area based on BLAST results (Figure 1).
Expression analysis of trans-NATs
Among the 1,320 trans-NAT pairs, 658 pairs were formed by two transcript clusters both of which had matching full-length cDNAs, 444 pairs had full-length cDNA support for one transcript, and the remaining 218 pairs were identified solely by comparing annotated gene sequences (Table 1).
For an RNA molecule to function as trans-NAT, it has to co-exist with its sense transcript in the same cell in order to form double-stranded RNA duplex. To check the possibility of co-expression of the putative trans-NAT pairs, we used the Arabidopsis public MPSS database to examine the expression profiles of transcripts in different tissues or under different growth conditions. The Arabidopsis public MPSS database contains 17 nt and 20 nt long expressed sequence tags of Arabidopsis transcripts from 17 different tissues or plants grown under different conditions. In this study, we first mapped all 17 nt and 20 nt MPSS tags to the Arabidopsis genome, and selected for further analysis only those tags that could be uniquely mapped to transcripts forming trans-NAT pairs. About 16% of trans-NAT pairs in the 'high-coverage' category and 28% of trans-NAT pairs in the '100 nt' category had corresponding MPSS tags for both transcripts, and another 32% and 45% trans-NAT pairs in the 'high-coverage' and the '100 nt' categories, respectively, had MPSS tags for one transcript (Table 2). For those trans-NAT pairs in which both transcripts had matching MPSS data, more than 85% were co-expressed in at least one tissue (Table 2), suggesting that the two transcripts of these trans-NAT pairs had the opportunity to form double-stranded RNA duplexes in vivo. The expression patterns of two trans-NAT pairs derived from the MPSS data are shown in Table 3 as examples. We note that, in most cases, the sense and antisense transcripts of a trans-NAT pair had comparable expression levels when expressed in the same tissue. No significant tissue bias was observed in the expression of trans-NAT pairs when comparing MPSS data from the 17 different libraries.
To further investigate the potential of putative trans-NAT pairs to form double-stranded RNA duplexes at the single cell level, we inspected the expression pattern of each trans-NAT pair in Arabidopsis root cells using publicly available in situ hybridization data (AREX database) . Since the AREX database contains information only for annotated Arabidopsis genes, only 658 putative trans-NAT pairs for which both transcripts derived from annotated genes could be compared by this analysis. Among the 355 trans-NAT pairs with in situ hybridization data for both transcripts, mRNAs of both transcripts of 237 pairs (67%) were found in the same cell with comparable expression levels (Table 4), suggesting that the sense and antisense transcripts of these pairs have the opportunity to interact with each other in Arabidopsis root cells. Whether sense and antisense transcripts in the same cell might be present in different cellular compartments awaits future experimental investigations. A complete list of the 355 trans-NAT pairs with available in situ hybridization data is provided in Additional data file 2.
Functions of trans-NAT pairs
We used the Arabidopsis function assignment from the Gene Ontology (GO) consortium to analyze the biological functions of trans-NATs and observed a modest functional category bias. Transcripts from function classes with catalytic activity, signal transducer activity and transporter activity were slightly over-represented (Figure 2). Chi-square test results showed that the difference between transcripts of trans-NAT pairs verses those from the whole genome had a p value < 0.01 in all the above categories, indicating that the difference was statistically significant. A detailed gene function analysis using FuncAssociate  revealed that transcripts from several gene families or functional groups were over-represented in trans-NAT pairs, including transcripts of UDP-glycosyltransferase genes, and gene transcripts involved in cell wall biosynthesis, protein ubiquitination and responses to auxin stimulus (Table 5). By contrast, no enrichment in any specific gene family was found among transcripts of cis-NAT pairs (data not shown).
Evolutionary conservation of trans-NAT pairs
To study the possible phylogenetic conservation of trans-NATs in higher plants, we performed an in silico search for trans-NAT pairs in poplar and rice and compared them with those from Arabidopsis. For about 60% of Arabidopsis trans-NAT pairs, homologs of at least one transcript involved in the pair also have trans-NAT partners in either poplar or rice (Table 6). For the majority of these Arabidopsis trans-NAT pairs, only one transcript retained a trans-NAT relationship in poplar or rice, but with new partners. Even for the small proportion of Arabidopsis trans-NAT pairs in which both transcripts retained trans-NAT relationships in poplar or rice, the sense and antisense transcripts of the same trans-NAT pair tended to have new pairing partners; only one trans-NAT pair remained the same in poplar and rice as in Arabidopsis.
Networks formed by cis- and trans-NAT pairs
Unlike cis-NAT pairs, of which one sense transcript usually has only one antisense partner, one-to-many relationships are commonly seen in trans-NATs. There were also cases in which one transcript formed different double-stranded RNA duplexes with different transcripts derived from the same gene as a result of alternative splicing. Among all transcript clusters involved in trans-NAT pairs, 425 from both the high-coverage category and the 100 nt category can form multiple trans-NAT pairs with other transcripts (Figure 3).
Comparison with previously reported Arabidopsis cis-NAT data revealed that 430 transcripts on the trans-NAT list also had cis-NATs , indicating that antisense transcripts might form complex regulatory networks in Arabidopsis. UDP-glucosyl transferase family proteins are important enzymes catalyzing the transportation of sugars . The Arabidopsis genome contains about 115 genes encoding UDP-glucosyl transferase family proteins. Transcripts of 44 UDP-glucosyl transferase genes have one or more pairing trans-NATs, among which 5 also have putative cis-NATs. Another 13 UDP glucosyl transferase gene member transcripts have pairing cis-NATs only. We analyzed NAT pairs formed by transcripts of UDP-glucosyl transferase gene family members in detail using the yEd software  to uncover possible regulatory networks formed by antisense transcripts (Figure 4). Our results showed that antisense transcripts could potentially regulate the UDP-glucosyl transferase family transcripts in various ways. Some transcripts could form antisense pairs with transcripts of UDP-glucosyl transferase family members in both a cis- and trans-manner. Phylogenetic analysis of UDP-glucosyl transferase gene member transcripts indicated that closely related transcripts (from the same clade of the phylogenetic tree) tended to be regulated by the same trans-antisense transcript (Figure 4, Additional data file 3). Such a complex pairing network was also observed amongst transcripts of several other gene families (data not shown).
Potential roles of trans-NATs in inducing gene silencing
It has been shown that double-stranded RNA duplexes could be digested by Dicer to produce small interfering RNAs (reviewed in ). Since trans-NAT pairs also have long extended double-stranded regions, we asked whether some, if not all, of them could regulate each other's expression via the RNA interference pathway. To test this hypothesis, we first mapped all available Arabidopsis small RNAs from the public Arabidopsis MPSS database to the Arabidopsis genome , and searched for those siRNAs that could presumably be generated by trans-NAT pairs. We were able to identify a total of 148 siRNAs that were putatively derived from the RNA-RNA duplex region of 171 trans-NAT pairs (Table 7). Among them, 110 siRNAs could be generated by more than one trans-NAT pair. Comparison of siRNA density (matched siRNA number versus sequence length) between the pairing and non-pairing regions of the 171 trans-NAT pairs revealed that the siRNA density in duplex regions is 1.75 times higher than that in single-strand regions (14 siRNA per 1,000 nt versus 8 siRNA per 1,000 nt). SiRNAs generated from the duplex region of a trans-NAT pair could anneal to the antisense transcript and prime the synthesis of double-strand RNAs through RNA-dependent RNA polymerase (RDRP), thereby generating more siRNAs from sequences 5' to the original duplex region. For this reason, only sequences from the 3' end of the duplex region to the 3' end of the transcript that could not produce RDRP-generated siRNAs were considered in the siRNA density analysis.
Expression profile comparison of the trans-NAT specific siRNAs between the Arabidopsis wild-type and RNA-dependent RNA polymerase 2 (rdr2) loss-of-function mutant  showed that, out of the 148 siRNAs, only 1 was found in the rdr2 mutant. This result suggests that at least some siRNAs generated by trans-NATs are RDR2-dependent.
Because a large proportion of the 171 siRNA-related trans-NAT pairs were formed by putative transcripts from genes annotated as encoding hypothetical proteins, we asked whether some of these genes are uncharacterized transposable elements. To address this question, we extracted the corresponding genomic regions of genes involved in the 171 trans-NAT pairs, and used RepeatMasker to examine the homology of these sequences with known transposable elements. The results showed that 101 trans-NAT pairs had at least one transcript whose corresponding genomic region displayed high homology to transposable elements listed in the Repbase, indicating that these genes might be derived from transposons.
Trans-NATs and alternative splicing
Another reported function of trans-NATs is to alter the splicing pattern of their corresponding sense transcripts by base pairing, thereby masking certain splicing sites [10, 11]. To explore the potential roles of Arabidopsis trans-NATs in regulating alternative splicing, we compared the proportion of genes with alternative splicing in our predicted trans-NAT pairs with that of all genes in the Arabidopsis genome. A previous study using full-length cDNAs showed that about 11.59% of Arabidopsis transcription units had alternative splicing events . For the 658 predicted trans-NAT pairs that had corresponding annotated genes for both transcripts, 127 pairs had one transcript with known alternatively spliced gene products, and another 3 pairs had alternatively spliced forms for both transcripts (Table 8). These data show that Arabidopsis trans-NAT pairs have a much higher proportion of alternative splicing events (19.76%) compared to all transcription units in the genome (11.59%), suggesting that some trans-NATs might function in regulating alternative splicing in Arabidopsis. Furthermore, among these 130 trans-NAT pairs, about 60% had antisense pairing regions overlapped with alternatively spliced exons, suggesting that the binding of antisense transcripts to the pre-mRNA of their sense partners could cause the exclusion of the pairing region from the resulting mature sense mRNAs.
As a newly identified regulatory mechanism of gene expression in eukaryotes, antisense regulation has attracted increasing attention in recent years. Here we provide the first genome-wide trans-NAT prediction results in plants with the identification of 1,320 putative trans-NAT pairs in A. thaliana. The potential roles of trans-NATs in regulating alternative splicing and gene silencing were also explored.
Although a large amount of cis-NATs has been identified in most model organisms experimentally or computationally during the past few years [1–7], little attention has been paid to trans-NATs. The widespread existence of trans-NATs was noted in a recent attempt to identify double-stranded RNA molecules in human normal mammary epithelial and breast cancer cell lines . In that experiment, about 50% of the cloned double-stranded RNAs were derived from trans-NAT pairs.
NAT pairs are transcripts with sequence complementarity to each other; however, there is no clear-cut criterion to define what the degree of complementarity should be for the two transcripts to form trans-NATs. Unlike cis-NATs, which can be easily identified by comparing the genomic loci of two transcripts, trans-NATs are more difficult to identify and, therefore, provide a greater computational challenge. Here, we chose a relatively strict criterion to define trans-NATs. Only transcript pairs with a sequence complementary region longer than 100 nt or that covers more than 50% of the length of the shorter transcript were considered as trans-NAT pairs. It is possible that there could be other transcript pairs with shorter sequence complementary regions that did not fit into our criterion but could also function as trans-NATs.
The RNA hybridization program showed that, for most trans-NAT pairs, their in silico lowest energy annealing forms contain long double-stranded RNA regions, as we predicted. However, unlike cis-NATs, which may function at the transcription level, two transcripts of a trans-NAT pair must interact physically to regulate each other. Using tissue specific gene expression data from the public MPSS database and the in situ hybridization data of Arabidopsis root cells, we were able to demonstrate that the two transcripts of most trans-NAT pairs with available data are expressed in the same tissue under certain conditions and in the same root cells, suggesting they have the potential to interact in vivo.
Phylogenetic analysis showed that the orthologs in poplar or rice of one transcript of about 50% of Arabidopsis trans-NAT pairs also had trans-NAT partners. However, we found only one Arabidopsis trans-NAT pair with both transcripts and pairing relationship conserved in poplar and rice. For other Arabidopsis trans-NAT pairs in which both transcripts retained the trans-NAT relationship in poplar or rice, homologs of both the sense and antisense transcripts of Arabidopsis had recruited their own trans-NAT partners. This result suggests that antisense regulation may be important for only one transcript of a trans-NAT pair. The lack of phylogenetic conservation of some trans-NAT pairs also indicates that antisense regulation might have some species-specific functions.
The interlaced relationships between some cis- and trans-NAT pairs suggest that antisense transcripts could form complex regulatory networks in eukaryotes. As illustrated by the case of transcripts of UDP-glucosyl transferase gene members, one antisense transcript could regulate many UDP-glucosyl transferase transcripts in either a cis- or trans-manner, suggesting the existence of co-regulation of these UDP-glucosyl transferase transcripts by the same signaling pathway. The high homology of these transcripts at the sequence level also indicates that they might have similar biological functions. On the other hand, several antisense transcripts could also form trans-NAT pairs with the same UDP-glucosyl transferase transcript. This result suggests that the latter might respond to several signals, each regulating the expression of a different antisense transcript. Complex regulation amongst UDP-glucosyl transferase transcripts may also occur as some transcripts could form both cis- and trans-NAT pairs. We noted that some microRNA targets were also included in either the cis- or trans-NAT list, or both. For example, transcripts of the NAC1 gene (At1g56010), which is a target of microRNA ath-Mir164 , have both cis- and trans-NATs. This finding suggests that gene expression regulation at the RNA level could form complex networks in eukaryotes. One gene or its product might be regulated by one mechanism under one condition, whilst other mechanisms may operate under other conditions. The recently identified siRNAs from one Arabidopsis cis-NAT pair under high salt conditions has also raised such possibility .
The siRNAs identified from the double-strand region of some trans-NAT pairs suggested a potential role of trans-NATs in inducing RNA silencing. However, this hypothesis should be questioned by the fact that the number of trans-NAT associated siRNAs does not differ significantly from those of other transcripts. One possible explanation for this discrepancy could be that, like most other gene regulatory mechanisms, antisense regulation also has tissue or temporal specificity, or could only be induced under specific conditions, such as abiotic or biotic stresses. Thus, it would be difficult to identify trans-NAT derived siRNAs by a general small RNA cloning method. The observation that, in Arabidopsis, some cis-NAT generated siRNAs can only be detected under high salt conditions  provides some support for this hypothesis. Another reason could be that inducing RNA silencing is the function of only a small proportion of trans-NAT pairs, whilst many trans-NAT pairs may function in other regulatory pathways as discussed below. The third possibility is that, notwithstanding the sequence complementarity, the two transcripts of a trans-NAT pair are not related and rarely form RNA-RNA duplexes within the cell. However, given the large amount of trans-NAT-related double-stranded RNA duplexes cloned from human, this possibility seems to be remote .
The study of the relationship of trans-NATs and alternative splicing revealed that alternative splicing events occurred about two times more frequently in trans-NAT pairs compared to all transcripts in the genome (Table 8), suggesting that some trans-NATs might function by regulating the splicing pattern of their sense partners. The overlapping of pairing regions of some trans-NAT pairs with alternatively spliced exons further supports the above hypothesis. Since alternative splicing has not been investigated in transcripts of full-length cDNAs without an annotated gene match, to ensure a fair comparison, only trans-NAT pairs in which both transcripts have corresponding annotated genes were included in our analysis.
Trans-NATs may also function by repressing translation to reduce the amount of proteins produced by the sense transcript, inducing RNA editing, thereby changing the primary amino acid sequence of a protein, masking certain regions of the sense transcript to block the access of regulatory RNA binding proteins, or causing structural changes of the sense transcript to alter its biological functions. All these possibilities need to be tested experimentally in the future.
Together with previous reports on cis-NATs , we have now completed antisense prediction work in Arabidopsis by identifying 1,320 trans-NAT pairs. Our results show that antisense transcripts are more widespread in plants than hitherto recognized. The putative trans-NAT pairs reported here will serve as a data resource for biologists to investigate the function of trans-NATs. The complex networks formed by antisense transcripts are important for deciphering gene expression regulatory networks of plants at the RNA level.
Materials and methods
Sequence resources and transcript clusters
The sequences and genomic coordinates of 28,952 annotated A. thaliana genes was obtained from TIGR (release version 5) . The Arabidopsis full-length cDNA sequences used in this study were collected from UniGene and RIKEN datasets. The Arabidopsis UniGene dataset (Build#48) was downloaded from the National Center for Biotechnology Information (NCBI) UniGene Resources . A total of 20,687 full-length cDNA sequences were extracted from the Arabidopsis UniGene dataset by selecting sequences marked as 'Full-length cDNA'. The RIKEN Arabidopsis full-length cDNA dataset, which contains 13,181 sequences, was downloaded from the RIKEN Arabidopsis Genome Encyclopedia .
Full-length cDNA sequences were aligned to the Arabidopsis genome by the BLAT program . Sequences with unique genomic location and at least 95% identity to the genome were used in this analysis. Full-length cDNAs and annotated genes derived from the same genomic locus (≥ 90% sequence coverage) were grouped into one transcript cluster.
Annotated gene sequences and full-length cDNAs of Oryza sativa were downloaded from TIGR  and NCBI UniGene resources , respectively. Annotated gene sequences of Populus trichocarpa were downloaded from DOE Joint Genome Institute . Both poplar and rice sequences were clustered in the same way as described for Arabidopsis.
Prediction of trans-NAT pairs
Trans-NAT pairs were identified by aligning transcript clusters to themselves to search for transcript pairs with high sequence complementarity to each other. In this study, we used the following criteria to define trans-NATs. For two transcripts with different genomic origins, if all paired regions between them cover more than half of the length of either transcript, the two transcripts were considered as a valid trans-NAT pair and referred to as a 'high-coverage' trans-NAT pair. Otherwise, if two transcripts have a continuous paring region with a length longer than 100 nt, they are classified as '100 nt' trans-NAT pairs. Cis-NAT pairs and pairs including transponsons or pesudogenes were removed from each category. Double-stranded RNA duplexes formed by the same sense transcript with alternatively spliced antisense transcripts from the same gene were considered as separate pairs if the pairing patterns between the sense and antisense transcripts were different.
Structural analysis of trans-NAT pairs
The melting profile of two RNA molecules of a trans-NAT pair was predicted using the hybrid software [23, 24]. Wecompared the total pairing regions from the results provided by the hybrid software with those from the BLAST software of each trans-NAT pair. If at least 80% of the BLAST results-based pairing regions of one transcript in a trans-NAT pair were also predicted as pairing regions by the hybrid software, we considered our prediction to be consistent with the results from the hybrid software.
Expression evidence for trans-NAT pairs
The Arabidopsis MPSS expression data were downloaded from the public Arabidopsis MPSS database at the University of Delaware . The MPSS data contained 297,313 17-nt and 263,552 20-nt signature sequences of Arabidopsis transcripts from 17 tissues or plants under different treatments. Only MPSS sequences with 'reliable' (present in more than one sequencing run) and 'significant' (TPM ≥ 4) expression patterns and that have unique genomic loci were used in this study. Normalized abundance (TPM) refers to the transcript abundance (Parts Per Million) obtained from the sequencing procedure. There were 82,885 17-nt tags and 81,586 20-nt tags that satisfied the above criteria.
In situ hybridization data of Arabidopsis root cells were downloaded from AREX . Two transcripts of a trans-NAT pair were considered to be co-expressed if they were detected in the same cell.
Phylogenetic conservation of trans-NAT pairs
Protein sequences derived from transcripts involved in Arabidopsis, rice and poplar trans-NAT pairs were compared using the BLASTP program. High similarity pairs with an E-value less than 10-30 and alignment coverage greater than 50% of query sequence were considered as homologous sequences.
Small RNA matches of trans-NAT pairs
The small RNA data used in this analysis were obtained from the Arabidopsis MPSS database [30, 31, 40] These small RNA sequences were aligned to all transcript clusters forming trans-NAT pairs to search for trans-NAT originated small RNAs. Small RNAs that could be mapped to the pairing region of trans-NAT pairs were considered as trans-NAT induced siRNAs.
Transposable element prediction
Transcripts of trans-NAT pairs with siRNA matches were first mapped to the Arabidopsis genome using the BLAT program . The corresponding genomic regions were extracted and screened by RepeatMasker  Genomic sequences with high sequence homology to transposable elements collected in the Repbase (RepeatMasker score was greater than 250 and homology region was longer than 40% of the entire sequence length) were considered to be transposon-like sequences.
Additional data files
The following additional data are available with the online version of this paper. Additional data file 1 contains the list of predicted Arabidopsis trans-NAT pairs and results of their analysis. Additional data file 2 provides in situ hybridization data obtained from the AREX database for some Arabidopsis trans-NAT pairs. Additional data file 3 shows the phylogenetic tree of UDP-glucosyl transferase family proteins involved in antisense pairs.
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This research was supported by grants from BaiRen Program of Chinese Academy of Sciences and from National Natural Science Foundation of China 30570160 to X-JW and NIH grant GM44640 to N-HC.
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Wang, H., Chua, NH. & Wang, XJ. Prediction of trans-antisense transcripts in Arabidopsis thaliana. Genome Biol 7, R92 (2006). https://doi.org/10.1186/gb-2006-7-10-r92
- Additional Data File
- Antisense Transcript
- Sense Transcript
- Transcript Cluster
- Natural Antisense Transcript