Abstract
Transposable elements (TEs) contribute to genome expansions, gene duplications, and the evolution of gene regulatory networks. Recent work has highlighted the role of TE domestication in contributing to regulatory programs during animal development. Likewise, a role for TEs in regeneration has been proposed but remains understudied. Hydra vulgaris is a cnidarian polyp with astonishing regenerative ability. Approximately 60% of the Hydra genome is made up of transposable elements with a recent LINE/CR1 expansion potentially contributing to their speciation. Previous studies identified signatures of TE expression during Hydra regeneration, but the specific TEs involved, and their temporal expression patterns remain unknown. Here, I used publicly available RNA-sequencing data from a time course of Hydra head regeneration to characterize TE expression patterns. 262 TEs with dynamic temporal expression over regeneration were identified. This analysis also revealed TEs with expression patterns similar to genes involved in wound repair and tissue repatterning. Some dynamically expressed TEs were in close genomic proximity to genes involved in apoptosis, extracellular matrix remodeling, and proteins that interact with regeneration signaling pathways. This study provides a set of candidate TEs for future investigation into the mechanistic role of TEs in regeneration.
Supplementary Information
The online version contains supplementary material available at 10.1186/s13100-026-00406-y.
Keywords: Wnt, Jun/Fos, Apoptosis, Caspase, Metalloproteins
Introduction
Transposable elements (TEs), or mobile elements, are segments of DNA capable of moving around in the genome. They are divided into two main classes. Class I TEs, also referred to as retrotransposons, utilize a ‘copy and paste approach’ using an RNA intermediate to move around in a host genome [1]. The major retrotransposon subclasses are long terminal repeats (LTR) and non-LTR, which include LINE (Long Interspersed Nuclear Elements) and SINE (Short Interspersed Nuclear Elements). Class II TEs, or DNA transposons, move around a genome using a ‘cut and paste’ approach [1]. Major DNA transposons include terminal inverted repeats (TIR) and rolling circles (Helitrons). The movement of active TEs is an important mechanism by which genomes can evolve. TE actions can lead to gene duplications by retrotransposition, changes in gene regulatory networks, and evolution due to generating novel genetic material that can acquire new functions [2–4]. In eukaryotes, TEs have contributed to genome expansions and can be highly variable across species (reviewed in [2]). For example, in mammals, some loop anchors and CTCF sites are TE derived with species-specific distributions showing that TEs can influence 3D genome structure [5]. Yet, the movement of TEs can also lead to genome instability and deleterious heritable mutations, thus epigenetic modifications have evolved to regulate their movement and inactivate them [6, 7].
Although historically referred to as ‘junk’ or ‘selfish’ DNA, TEs have been investigated for their ‘domestication’ or ‘exaptation’ and role in phenotypes and physiological functions [8–14]. Advances in sequencing technologies now enable the assembly of chromosome-level genomes and the quantification of transposable element movement and expression, facilitating the study of TEs in biological processes, such as regeneration. Regeneration, sometimes thought of as a form of de novo development, has typically been investigated in the context of candidate conserved developmental genes [15–17]. However, some studies have inadvertently or purposefully found dynamic activation of TEs during regeneration. For example, in the sea cucumber Holothuria glaberrima, it was found that changes in expression of retrotransposons were associated with tissue regeneration [18]. Specifically, LTR/Gypsy elements changed in levels of expression during a time course of regeneration [18]. The high levels of expression of an element termed Gypsy-1_Hg during days 3–7 during regeneration drove authors to hypothesize that retrotransposon activity may play a role in regeneration [19]. In axolotls, LINE-1 (L1) was found to be expressed and hypothesized to be activated during early time points of regeneration in the blastema [20]. However, in global analyses comparing gene and retrotransposon expression in the blastema of adults and subadults, only a few elements were recovered as differentially expressed during regeneration [21]. Proper regulation of TE activity has also been recently hypothesized to be important for regeneration competency across animals [22]. Notably, a recent study found that a Burro1 retrotransposon functions in stem cell maintenance and facilitates regeneration [23]. This TE belongs to an expansion found in Geoplanidea and Dugesiidae, land and freshwater planarians respectively, raising the question about the potential conservation or co-option of TEs as regulatory elements contributing to regeneration across animals [23].
Hydra vulgaris is a cnidarian polyp with incredible regenerative ability. Hydra has been used as a model organism for regeneration for over 280 years [24]. Many key developmental genes and transcription factors involved regeneration have been well-characterized including Wnt, Notch, Jun/Fos, and MAPK [25–31]. In Hydra, approximately 60% of the genome is made up of TEs [32–34]. Expansion of a LINE/CR1 element has led to an increased genome size in brown Hydra relative to the early branching green Hydra (Hydra viridissima) [35]. Moreover, a recent study comparing the telomere-to-telomere genomes of two laboratory strains of Hydra vulgaris (105 and AEP) found active TEs that are contributing to an increased genome size in AEP [36]. Interestingly, a global transcriptomic study in Hydra found that retrotransposon expression increases from 0 to 12 h during head regeneration [29]. Due to the timing of expression, author hypothesize a potential role in prepatterning [29]. Yet, the specific TEs that have dynamic activity and their expression profiles during Hydra regeneration remain unknown.
In this study, publicly available RNA-seq data from a regeneration time course of Hydra head regeneration was used to investigate the expression of TEs throughout the regeneration process. Differential expression analysis identified 262 TEs with dynamic expression. Clustering by expression trajectories classified these TEs into 12 groups, enabling the determination of TEs that have similar expression patterns to genes important for regeneration. Because the Hydra head organizer Wnt3, along with additional genes important for regeneration, exhibited peak expression at 12 h post-bisection, pairwise comparisons were performed comparing the 12 h regeneration time point to 0 and 48 h (early and late regeneration) to identify TEs with elevated expression at this critical time point. Overall, these analyses highlighted a potential role of DNA/hAT, DNA/Maverick, DNA/TcMar, LINE/L2, LINE/CR1, and LTR/Gypsy elements in Hydra regeneration.
Methods
Data acquisition and read mapping
The Hydra vulgaris 105 v3 genome was obtained from NCBI (GCA_022113875.1) [33]. RNA-seq data for regeneration time points 0 h, 2 h, 4 h, 6 h, 12 h, 24 h, 48 h were obtained from Murad et al. (GEO accession GSE127279; Table S1) [31]. The Hydra genome was indexed using STAR v 2.7.10b genomeGenerate with default setting and an overhang of 150 [37]. Raw RNA-seq data were trimmed and paired using trimmomatic v 0.39 ‘PE ILLUMINACLIP:NexteraPE-PE.fa:2:30:10 LEADING:3 TRAILING:3 SLIDINGWINDOW:4:15 MINLEN:36’ [38]. Paired reads were then mapped to the genome using STAR v 2.7.10b with parameters ‘–outFilterMultimapNmax 100 –winAnchorMultimapNmax 200’ to retain multi-mapped reads [37, 39].
Transposable element identification and quantification
To identify repetitive elements in the Hydra vulgaris 105 v3 genome, RepeatModeler v 2.0.5 was used to create a custom repeat library [40]. The custom library was used as input for RepeatMasker to annotate the repetitive elements across the genome [41]. The RepeatMasker output file was converted into a GTF using a custom awk script that keeps the class_id annotation. TElocal utility TElocal_indexer was then used to convert the GTF into a locInd file. To quantify transposable element (TE) expression across samples, the BAM files generated by STAR were processed with TElocal to produce count tables per sample [42]. Individual count tables were concatenated using an R script to merge them by gene and TE identification.
Differential TE expression analyses
TElocal count tables maintain gene and TE expression data. To identify differentially expressed TEs, read counts were input into R and normalized using DESeq2 v 1.48.2 [43]. A Principal Component Analysis (PCA) plot was generated to visualize sample clustering across regeneration time. To identify TEs with dynamic expression over the regeneration time course, a likelihood ratio test (LRT) including time as a factor in DESeq was used. Differentially expressed genes and TEs were then subset into clusters with similar expression trajectories. Since time point 12 h seemed to have substantial peaks of TE expression, pairwise tests were done to compare 12 h with early (0 h) and late regeneration (48 h).
Identification of genes near candidate TEs
To determine whether regeneration-associated genes were located near repetitive elements with dynamic expression, 10 kb and 50 kb genomic windows surrounding these candidate TEs were analyzed. Candidate TEs were those with variable expression across regeneration time according to the DESeq2 analysis, specifically clusters 1, 3, 4, 7, 11, and 12, corresponding to expected trajectories for genes involved in wound healing and repatterning. Additionally, TEs that had higher expression at 12 h relative to 0 and 48 h were also considered candidates for this step. Genomic coordinates for these TEs were extracted from the GTF annotation file from RepeatMasker and converted to BED format. Using bedtools window, genes located within 10 kb and 50 kb of candidate TEs were identified and their gene descriptions and predicted products were subsequently extracted for annotation.
Results
Differential expression analyses
In this study, approximately 63.82% of the Hydra 105 v3 genome was made up of repetitive elements, consistent with previous findings (Table S2) [32, 36]. The inclusion of TEs in differential expression analyses resulted in replicate time points clustering together with a separation of early, middle, and late regeneration, similar to analyses that excluded these elements (Fig S1) [31]. During the 48 h regeneration time course, 4,035 genes and 262 TEs showed dynamic expression (Table S3). To visualize trends in expression trajectories, these differentially expressed genes and TEs were grouped into 12 clusters by similarity in expression profiles (Fig. 1). Some clusters displayed an increase in expression early in regeneration and decreased expression after 6 h post-bisection (cluster 1, 3, and 4) (Fig. 1). Some clusters peaked in expression at 12 h post-bisection (clusters 7, 11, and 12), and some late in regeneration (clusters 2, 5, and 6) (Fig. 1).
Fig. 1.
Temporal dynamic expression of genes and transposable elements during regeneration. Differentially expressed genes and TEs were grouped into clusters by similarity in expression profiles. Some clusters showed increased expression early in regeneration, some peaked around 12 h, and some showed the highest expression at 48 h post-bisection
Global changes in protein-coding gene expression during regeneration in Hydra have been characterized previously [29–31], therefore the focus here will be TEs. Of the top differentially expressed TEs, some show peak expression around 4–6 h, 12 h, and 48 h post-bisection (Fig. 2). The TEs that peak at early time points in regeneration include DNA/hAT-Ac, DNA/hAT-Tip100, DNA/TcMar-Mariner, DNA/Maverick, and LINE/R2 (Fig. 2). TEs that peak in expression around 12 h post-bisection include LINE/CR1, DNA/Maverick, DNA/CMC-Chapaev, LINE/L1, DNA/hAT-Tip100, DNA/TcMar-Tc1, DNA/hAT-Ac, DNA/Ginger, DNA/Crypton, RC/Helitron, and LRT/Pao (Fig. 2). The TEs that peak at 48 h are mostly unknown or simple repeats with the exception of DNA/TcMar-Fot1 (Fig. 2).
Fig. 2.
Heatmap of the top 100 differentially expressed transposable elements during regeneration. Blue is low expression and red is high expression. Labels for unknown, simple, and low complexity repeats have been removed to highlight common TEs. TE families found to be active in Kon-Nanjo et al. 2025 are in bold
TEs with expression profiles similar to regeneration genes
To further investigate TEs with a potential role in regeneration, TEs exhibiting expression patterns similar to genes with proposed conserved functions in regeneration, and potentially being co-regulated, were identified. Jun/Fos and CREB are transcription factors involved in wound healing [30, 44]. In this study, Jun, Fos, and creb are all found in Cluster 1, which peaks early in regeneration (Table S4). Cluster 1 has 34 TEs with a majority being DNA elements that include DNA/TcMar-Mariner, DNA/TcMar-Tc1, DNA/Maverick, DNA/P, DNA/hAT-Ac, DNA/CMC-EnSpm, DNA/TcMar-Sagan, DNA/hAT-hATw, and DNA/Sola-2. Cluster 1 also contains two LINE elements, LINE/CR1 and LINE/L2, and one LTR/Gypsy element (Table S4). Wnt3, Wnt7, and Wntless are Wnt family genes associated with regeneration in Hydra [26, 29, 30]. In this study, these genes along with EGR, a potentially conserved regeneration transcription factor [44, 45], are found in Cluster 7, which peaks at 12 h post-bisection. Cluster 7 contains 40 TEs including seven DNA elements, four LINE elements, and one LTR element. The annotated TEs include DNA/PIF-ISL2EU, DNA/Maverick (2), DNA/TcMar-Fot1, DNA/CMC-Chapaev, DNA/Crypton-V, DNA/Ginger-1, LINE/L2, LINE/CR1 (3), and LTR/Gypsy (Table S4).
TEs upregulated at 12 h post-bisection
Wnt3, the Hydra head organizer gene, peaks in expression at 12 h post head bisection [31]. As noted in the top 100 differentially expressed TEs and cluster trajectories, many TEs peak around 12 h post-bisection. To further characterize TEs that may be active at this stage of regeneration, pairwise comparisons were performed between 12 and 0 h, and between 12 h and late regeneration (48 h). 815 genes and 48 repetitive elements were upregulated at 12 h compared to 0 h (Table S5). These TEs included DNA/Sola-2, DNA/CMC-Chapaev, DNA/CMC-EnSpm, DNA/TcMar-Fot1, DNA/TcMar-Tc1, DNA/hAT-Ac, DNA/hAT-Tip100, DNA/hAT-hATx, DNA/Crypton-V, DNA/PIF-ISL2EU, LINE/L1, LINE/L2, LINE/CR1, RC/Helitron, LTR/Gypsy, LTR/Pao (TableS5; Fig. 3). Between 12 and 48 h, 341 genes and 35 TEs were upregulated at 12 h. These TEs included DNA/hAT, DNA/TcMar-Fot1, DNA/TcMar-Sagan, DNA/TcMar-Tc1, DNA/CMC-Chapaev, DNA/hAT-hATm, DNA/hAT-hATw, DNA/hAT-Tip100, DNA/CMC-EnSpm, LINE/CR1, LINE/R2, LTR/Gypsy, and LTR/Pao. Overall, these complementary analyses highlight shared trends in activation patterns and identify TEs that may play a role in Hydra head regeneration.
Fig. 3.
Transposable elements highly expressed at 12 h post-bisection. A Volcano plot of TE expression at 12 h (gold) relative to 0 h (blue). B Volcano plot of TE expression at 12 h (gold) versus 48 h (pink). Non-gray colored circles represent significantly upregulated TEs with adjusted p-values > 0.05 and logFC > 2, horizontal dashed line represents adjusted p-value of 0.05, and vertical dashed lines represent logFC of 1. Unknown, simple, and low complexity repeats are not labeled. TE families found to be active in Kon-Nanjo et al. 2025 are in bold
Genomic context of dynamic TEs
Identification of TEs that have similar expression to genes important for regenerative functions hints at potential co-regulation however it is unclear where they may be found in a genomic or cellular context. To determine whether any of these TEs were located near genes important for regeneration, 10 kb and 50 kb windows surrounding each TE were examined to identify nearby protein-coding genes. This approach identified genes with functions in transcriptional regulation, extracellular matrix remodeling, and cytoskeletal functions (Table S7; Table S8). Some direct candidates for functions in regeneration included genes involved in apoptosis and cell maintenance. There were three caspase genes located near DNA elements from the hAT-hATx and CMC-EnSpm families that were upregulated at 12 h, a THAP domain-containing protein 1-like gene located near a DNA/P element upregulated early in regeneration, and a Fem-1 homolog near a DNA/Maverick element that peaked at 12 h (Table S7; Table S8). Interestingly, there was an apoptosis-resistant E3 ubiquitin protein ligase 1 and RING finger and CHY zinc finger domain-containing protein near an unknown TE with expression early in regeneration (Table S8). Metalloproteinases were also identified near dynamic TEs including matrix metalloproteinase-24 near an unknown TE expressed early in regeneration, two zinc metalloproteinases near an unknown and LINE/CR1 element also expressed early in regeneration, and two A disintegrin and metalloproteinase with thrombospondin motifs 7 (ADAMTS7) near DNA elements CMC-EnSpm and TcMar-Tc1 that peaked in expression at 12 h (Table S8).
Additional candidates for regeneration included genes associated with signaling, developmental regulation, and tissue remodeling (Table S8). For example, a slit homolog was identified near an unknown TE upregulated early in regeneration and a von Willebrand factor D and EGF domain-containing protein near a DNA/hAT-Ac element that was also upregulated early in regeneration. Similarly, a CREB-regulated transcription co-activator was located near a DNA/hAT-Ac element upregulated early in regeneration. An activin receptor was identified near an unknown TE that peaked at 12 h. A MAPK-interacting protein was near an unknown TE that peaked at 12 h, an myb-like protein near an RC/Helitron element that peaked at 12 h, and multiple ras-related proteins were found located near LINE/L1, DNA/Ginger, DNA/TCMar-Mariner, and unknown TEs. Lastly, two fibroblast growth factor receptor 1 (FGFR) genes were located near unknown TEs that peaked at 12 h. Results from this flanking region analysis suggest that TEs may play a role in regeneration through cellular maintenance, remodeling, and stress-response functions.
Discussion
A surprising finding of animal regeneration transcriptomic studies has been the identification of TEs that appear to be transcribed after injury [18, 20, 29]. These findings have led researchers to propose that TEs become active as a response to amputation stress or have a role in regeneration [19, 20]. Whether TEs have a direct or indirect role in regeneration across animals is unknown. While the role of TEs in animal development has gained attention, the role of TEs in regeneration remains understudied. Specifically, large scale investigations focusing on characterizing TEs and their expression patterns during regeneration are largely lacking. This study used bioinformatics tools tailored to the analysis of TEs to characterize their expression during Hydra head regeneration. 262 TEs were found to have dynamic expression with some being similar expression profiles to genes important for injury response and patterning.
Most Hydra ‘active TEs’ have dynamic expression during regeneration
A recent study identified ‘active TEs’ through a comparative genomic analysis of Hydra vulgaris strains 105 and AEP [36]. Researchers identified 14 TE families that contributed to major expansions in AEP and confirmed their transcriptional expression with Iso-Seq [36]. These active TEs included DNA/hAT-Ac, DNA/hAT-Charlie, DNA/hAT-hATm, DNA/hAT-Tip100, DNA/TcMar-Tc1, DNA/TcMar-Fot1, DNA/Maverick, DNA/Sola-2, DNA/MULE-MuDR, DNA/CMC-EnSpm, DNA/CMC-Transib, LINE/CR1, LINE/2, and LTR/Gypsy. These active TE families have been highlighted in our study by being bolded across figures. A majority of these TEs were recovered as having dynamic expression during regeneration. With the exception of DNA/hAT-Charlie, DNA/MULE-MuDR, and DNA/CMC-Transib, members of the active TE families display dynamic expression, with different elements within the same family peaking either during early regeneration and/or at 12 h post-bisection. The dynamic expression of active TEs suggests some potential models of TE mechanisms. Firstly, TE dynamic expression could be explained by global chromatin opening during regeneration similar to embryonic development [12, 14]. If this is the case, TEs may be passively transcribed with no role in regeneration. Alternatively, active TE expression may mirror that of genes important for regeneration if they share regulatory sequences. A third model could be that this activity may indicate the co-option of TE-derived sequences for regulatory functions during regeneration. The overlap between dynamically expressed TEs and active TEs in Hydra is consistent with prior reports and supports their ongoing transcriptional activity [29, 36].
Expression of retrotransposons associated with regeneration in other animals
TEs that have been highlighted as potentially having a role in animal regeneration are LTR/Gypsy and LINE/L1 [18–20]. One LINE/L1 element appears in the top 100 differentially expressed TEs (Fig. 2). This element (rnd-1_copy586266:rnd-1:family-17:LINE/L1) clusters with TEs that peak in expression around 12 h post-bisection (Fig. 2) and is upregulated in the pair-wise comparison between 12 and 0 h post-bisection (Fig. 3A). For LTR/Gypsy, six copies appear to have dynamic expression in our analysis. The LTR/Gypsy upregulated at 12 versus 0 h (rnd-5_copy303046:rnd-5:family-4745:LTR/Gypsy) is in cluster 12 which increases in expression after injury, peaks at 12 h, and then decreases. The LTR/Gypsy upregulated at 12 versus 48 h (rnd-4_copy288095:rnd-4:family-5945:LTR/Gypsy) is in cluster 11. The remaining LTR/Gypsy elements are in clusters 1, 7, 10 and 11. These results indicate that multiple LTR/Gypsy elements peak in expression at 12 h post-bisection. However, with the exception of rnd-5_copy303046 that is within 50 kb of an RNA helicase, most Gypsy elements are not in close genomic proximity to genes important for regeneration. One LTR/Gypsy element expanded in some planarians (Burro1) has a demonstrated function in regeneration by having acquired a B-IAP region consisting of a RING (really interesting new gene) and BIR (Baculovirus IAP repeat) domain that enhances regenerative capacity by safeguarding stem cells against caspase-mediated apoptosis [23]. Interestingly, this study recovered a similar pattern with an Unknown TE element located near an intronless RING domain gene and an apoptosis-resistant E3 ubiquitin protein ligase. This element was upregulated early in regeneration and a search for its sequence in the Dfam database classified it as a LINE-dependent_Retroposon; SINE; U-RNA_Promoter. Since Burro1 is planarian-specific, it was not expected that a homolog would be found in Hydra, nevertheless the presence of many dynamic TEs near apoptosis-related genes is a notable finding. This suggests a potential recurring association between TE activity and cell survival pathways during regeneration.
Dynamic TEs near genes associated with injury response and cellular maintenance
To date, one of the most comprehensive studies of TE function in animal regeneration is the investigation of Burro1, which localized expression of this element to stem cells and provided functional validations for its role in their survival. In this study, dynamically expressed TEs were found near genes associated with regeneration-related signaling pathways, including CREB-, MAPK-, and FGFR-associated components. Dynamic TEs were also found near genes important for transcriptional regulation and processing including multiple zinc finger proteins and spliceosomal RNAs (Table S7; Table S8). An interesting result was the finding of genes associated with apopotosis and extracellular remodeling. Three caspase genes were in close proximity to dynamic TEs. Caspases have been demonstrated to play a role in apoptosis in Hydra during regeneration, through the activation of Wnt signaling [28, 30, 46]. Similarly, metalloproteins and regulation of the extracellular matrix remodeling are essential for proper Hydra head regeneration [47–49]. The proximity of dynamically expressed TEs to genes involved in apoptosis and extracellular matrix remodeling may indicate that TE activity may be linked to tissue repair following injury, although direct regulatory relationships remain to be experimentally validated.
Limitations of current research
The study of TEs in Hydra regeneration has now been advanced by studies describing a dynamic expression of TEs [29], identification of a brown-hydra specific expansion of LINE/CR1 elements [35], and the recent discovery of active TE families driving genome evolution in the two commonly used lab Hydra strains [36]. Our study complements this work by taking on a locus-focused investigation to characterize the expression of TEs during regeneration. A limitation of the field lies in the pervasive challenge of accurately assembling and mapping repetitive sequences. A family-level approach is less sensitive to mis-matched reads, but also less precise in detecting a potential functional co-option of TEs. A locus-level approach is promising in this area but subject to biases or ambiguity in read mapping. Additionally, an open question is that of co-expression at the cellular level. Some TE families have been found to have cell type specific expression in Hydra, with some being expressed in stem cells [36]. In this bulk RNA-seq approach, some markers for Hydra stem cell genes showed generally steady expression over regeneration time, with some peaking at 24 h post bisection and some showed increased expression from 2 to 24 h (Fig S2). Investigation of the single-cell expression patterns of these TEs would provide additional insight. However, the current Hydra single-cell atlas was generated for the AEP strain. Although the strains belong to the same species, their TEs landscapes differ, which may make it difficult to characterize and compare them across strains [36, 50]. Moreover, current single-cell atlases are generated from short-read sequencing, which would still be complicated by the TEs repetitive nature. An important next step in the field will be to study TE expression using single-cell long-read sequencing data, which would enable detection of locus-level candidate TEs and regeneration genes at a single-cell resolution.
Together, these genome-wide results support and extend previous findings that TEs exhibit dynamic transcriptional activity during regeneration. A focus on Hydra, a well-studied model organism for regeneration, enables the identification of TEs that peak at important time points during the regenerative process and may be co-expressed with wound response and patterning genes. An interesting finding is that of individual TEs being transcribed in a variable and dynamic manner, which may not fully be explained by global chromatin opening. While transcriptional activity does not directly indicate active TEs undergoing transposition, this study does highlight a set of TEs for further investigation into the molecular mechanisms by which they may affect regenerative ability. A future direction of this research includes the functional testing of active TEs that appear in these complementary analyses.
Conclusions
The role of TEs in regeneration is an understudied and promising research subject. This study corroborates that TEs have temporal dynamic expression during regeneration and highlights candidate TEs for future investigation. In Hydra, 262 elements were found to have dynamic expression over a time course of head regeneration. Differential expression analyses identified TEs that appear co-expressed with genes important for wound response and tissue repatterning. Some of these candidate TEs include members of TE families that have been previously identified as being transcriptionally active and expressed stem cells in Hydra AEP. In addition, dynamic TEs are located in close genomic proximity to genes associated with cell survival, extracellular matrix remodeling, and regeneration-related signaling pathways. These findings shed light on the differential expression of TEs during regeneration and provide a set of candidate TEs to investigate their functional roles and potential conservation across regenerative species.
Supplementary Information
Supplementary Material 1: Figure S1. RNA-seq PCA plot
Supplementary Material 2: Figure S2. Wnt3, vasa, piwi, and nanos gene expression trajectories
Supplementary Material 3: Table S1. RNA-seq data Accession Table
Supplementary Material 4: Table S2. Hydra 105 v3 RepeatMasker output
Supplementary Material 5: Table S3. DESeq Likelihood Ratio Test (LRT) results
Supplementary Material 6: Table S4. Genes and TEs in Clusters 1-12
Supplementary Material 7: Table S5. Genes and TEs upregulated at 12 versus 0 hours post-bisection
Supplementary Material 8: Table S6. Genes and TEs upregulated at 12 versus 48 hours post-bisection
Supplementary Material 9: Table S7. Genes within 10 kb of dynamically expressed repetitive elements
Supplementary Material 10: Table S8. Genes within 50 kb of dynamically expressed repetitive elements
Acknowledgements
I am grateful to the members of my lab for their insightful discussions and support. I also thank Dr. Matthew Romero for valuable input on analytical approaches for studying transposable element expression.
Abbreviations
- TE
Transposable elements
- LTR
Long terminal repeats
- LINE
Long interspersed nuclear elements
- SINE
Short interspersed nuclear elements
- RNA-seq
RNA-sequencing
- PCA
Principal Component Analysis
- LRT
Likelihood ration test
Authors’ contribution
AMM analyzed the data, generated figures, and wrote the manuscript.
Funding
The author’s work is supported by her institution the University of California, Santa Cruz.
Data availability
Raw sequencing data was obtained from NCBI GEO accession GSE127279. The counts table and analysis scripts are available in zenodo 10.5281/zenodo.20237191. The outputs of RepeatModler and RepeatMasker are on figshare 10.6084/m9.figshare.32316876.
Declarations
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
References
- 1.Miller W j., Capy P. Mobile genetic elements as natural tools for genome evolution. In: Miller WJ, Capy P, editors. Methods in Molecular Biology. Humana Press; 2004. [DOI] [PubMed]
- 2.Feschotte C, Pritham EJ. DNA transposons and the evolution of eukaryotic genomes. Annu. Rev. Genet. 2007. p. 331–68. 10.1146/annurev.genet.40.110405.090448 [DOI] [PMC free article] [PubMed]
- 3.Feschotte C. Transposable elements and the evolution of regulatory networks. Nat Rev Genet. 2008;9:397–405. 10.1038/nrg2337. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Chuong EB, Elde NC, Feschotte C. Regulatory activities of transposable elements: from conflicts to benefits. Nat Rev Genet. 2017;18:71–86. 10.1038/nrg.2016.139. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Choudhary MNK, Quaid K, Xing X, Schmidt H, Wang T. Widespread contribution of transposable elements to the rewiring of mammalian 3D genomes. Nat Commun. 2023;14. 10.1038/s41467-023-36364-9 [DOI] [PMC free article] [PubMed]
- 6.Platt RN, Vandewege MW, Ray DA. Mammalian transposable elements and their impacts on genome evolution. Chromosome Research. Springer Netherlands; 2018. p. 25–43. 10.1007/s10577-017-9570-z [DOI] [PMC free article] [PubMed]
- 7.Kohlrausch FB, Berteli TS, Wang F, Navarro PA, Keefe DL. Control of LINE-1 expression maintains genome integrity in germline and early embryo development. Reprod Sci. 2022;29:328–40. 10.1007/s43032-021-00461-1. [DOI] [PubMed] [Google Scholar]
- 8.Bourque G. Transposable elements in gene regulation and in the evolution of vertebrate genomes. Curr Opin Genet Dev. 2009;19:607–12. 10.1016/j.gde.2009.10.013. [DOI] [PubMed] [Google Scholar]
- 9.Garcia-Perez JL, Widmann TJ, Adams IR. The impact of transposable elements on mammalian development. Development (Cambridge). Company of Biologists Ltd; 2016. p. 4101–14. 10.1242/dev.132639 [DOI] [PMC free article] [PubMed]
- 10.Bourque G, Burns KH, Gehring M, Gorbunova V, Seluanov A, Hammell M, et al. Ten things you should know about transposable elements. Genome Biol. 2018;19:1–12. 10.1186/s13059-018-1577-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Bejerano G, Lowe CB, Ahituv N, King B, Siepel A, Salama SR, et al. A distal enhancer and an ultraconserved exon are derived from a novel retroposon. Nature. 2006;441:87–90. 10.1038/nature04696. [DOI] [PubMed] [Google Scholar]
- 12.Gerdes P, Richardson SR, Mager DL, Faulkner GJ. Transposable elements in the mammalian embryo: pioneers surviving through stealth and service. Genome Biol. 2016;17:1–17. 10.1186/s13059-016-0965-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Hackett JA, Kobayashi T, Dietmann S, Surani MA. Activation of lineage regulators and transposable elements across a pluripotent spectrum. Stem Cell Reports. 2017;8:1645–58. 10.1016/j.stemcr.2017.05.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Low Y, Tan DEK, Hu Z, Tan SYX, Tee WW. Transposable Element Dynamics and Regulation during Zygotic Genome Activation in Mammalian Embryos and Embryonic Stem Cell Model Systems. Stem Cells Int. 2021. 10.1155/2021/1624669 [DOI] [PMC free article] [PubMed]
- 15.Brockes JP, Kumar A. Comparative aspects of animal regeneration. Annu Rev Cell Dev Biol. 2008;24:525–49. 10.1146/annurev.cellbio.24.110707.175336. [DOI] [PubMed] [Google Scholar]
- 16.Bely AE, Nyberg KG. Evolution of animal regeneration: re-emergence of a field. Trends Ecol Evol. 2010;25:161–70. 10.1016/j.tree.2009.08.005. [DOI] [PubMed] [Google Scholar]
- 17.Aztekin C, Storer MA. To regenerate or not to regenerate: Vertebrate model organisms of regeneration-competency and -incompetency. Wound Repair and Regeneration. 2022;1–13s. 10.1111/wrr.13000 [DOI] [PMC free article] [PubMed]
- 18.Mashanov VS, Zueva OR, García-Arrarás JE. Posttraumatic regeneration involves differential expression of long terminal repeat (LTR) retrotransposons. Dev Dyn. 2012;241:1625–36. 10.1002/dvdy.23844. [DOI] [PubMed] [Google Scholar]
- 19.Mashanov VS, Zueva OR, García-Arrarás JE. Retrotransposons in animal regeneration: overlooked components of the regenerative machinery? Mob Genet Elements. 2012;2:244–7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Zhu W, Kuo D, Nathanson J, Satoh A, Pao GM, Yeo GW, et al. Retrotransposon long interspersed nucleotide element-1 (LINE-1) is activated during salamander limb regeneration. Dev Growth Differ. 2012;54:673–85. 10.1111/j.1440-169X.2012.01368.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Ruiz-Pérez S, Alcaraz N, Torres-Arciga K, Ocampo-Cervantes JA, Cervera A, Castro-Hernández C, et al. Retrotransposon expression is upregulated in adulthood and suppressed during regeneration of the limb in the Axolotl (Ambystoma mexicanum). Advanced Biology. 2025. 10.1002/adbi.202400502. John Wiley and Sons Inc. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Angileri KM, Bagia NA, Feschotte C. Transposon control as a checkpoint for tissue regeneration. Development. 2022;149. 10.1242/dev.191957 [DOI] [PMC free article] [PubMed]
- 23.Lee HL, Poulet A, Allikka Parambil S, van Wolfswinkel JC. Host-transposon mutualism supports regeneration in planarians. Dev Cell. 2026. 10.1016/j.devcel.2026.03.001. Cell Press;. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Galliot B. Hydra, a fruitful model system for 270 years. Int J Dev Biol. 2012;56:411–23. 10.1387/ijdb.120086bg. [DOI] [PubMed] [Google Scholar]
- 25.Chera S, Ghila L, Dobretz K, Wenger Y, Bauer C, Buzgariu W, et al. Apoptotic cells provide an unexpected source of Wnt3 signaling to drive Hydra head regeneration. Dev Cell. 2009;17:279–89. 10.1016/j.devcel.2009.07.014. (Elsevier Ltd;). [DOI] [PubMed] [Google Scholar]
- 26.Nakamura Y, Tsiairis CD, Ozbek S, Holstein TW. Autoregulatory and repressive inputs localize Hydra Wnt3 to the head organizer. Proc Natl Acad Sci U S A. 2011;108:9137–42. 10.1073/pnas.1018109108. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Moneer J, Siebert S, Krebs S, Cazet J, Prexl A, Pan Q, et al. Differential gene regulation in DAPT-treated Hydra reveals candidate direct Notch signalling targets. J Cell Sci. 2021. 10.1242/jcs.258768. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Chera S, Ghila L, Wenger Y, Galliot B. Injury-induced activation of the MAPK/CREB pathway triggers apoptosis-induced compensatory proliferation in Hydra head regeneration. Dev Growth Differ. 2011;53:186–201. 10.1111/j.1440-169X.2011.01250.x. [DOI] [PubMed] [Google Scholar]
- 29.Petersen HO, Höger SK, Looso M, Lengfeld T, Kuhn A, Warnken U, et al. A comprehensive transcriptomic and proteomic analysis of Hydra head regeneration. Mol Biol Evol. 2015;32:1928–47. 10.1093/molbev/msv079. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Cazet J, Cho A, Juliano C. Generic injuries are sufficient to induce ectopic Wnt organizers in Hydra. Elife. 2021;10:1–31. 10.7554/eLife.60562. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Murad R, Macias-Muñoz A, Wong A, Ma X, Mortazavi A. Coordinated gene expression and chromatin regulation during Hydra head regeneration. Genome Biol Evol. 2021;13:1–17. 10.1093/gbe/evab221. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Chapman JA, Kirkness EF, Simakov O, Hampson SE, Mitros T, Weinmaier T, et al. The dynamic genome of Hydra. Nature. 2010;464:592–6. 10.1038/nature08830. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Simakov O, Bredeson J, Berkoff K, Marletaz F, Mitros T, Schultz DT, et al. Deeply conserved synteny and the evolution of metazoan chromosomes. Sci Adv. 2022;8(5):eabi5884. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Cazet JF, Siebert S, Little HM, Bertemes P, Primack AS, Ladurner P, et al. A chromosome-scale epigenetic map of the Hydra genome reveals conserved regulators of cell state. Genome Res. 2023;33:283–98. 10.1101/gr.277040.122. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Wong WY, Simakov O, Bridge DM, Cartwright P, Bellantuono AJ, Kuhn A, et al. Expansion of a single transposable element family is associated with genome-size increase and radiation in the genus Hydra. Proc Natl Acad Sci U S A. 2019;116:22915–7. 10.1073/pnas.1910106116. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Kon-Nanjo K, Kon T, Yu TCTK, Rodriguez-Terrones D, Falcon F, Martínez DE, et al. The dynamic genomes of Hydra and the anciently active repeat complement of animal chromosomes. Genome Biol. 2025;26. 10.1186/s13059-025-03653-z [DOI] [PMC free article] [PubMed]
- 37.Dobin A, Davis CA, Schlesinger F, Drenkow J, Zaleski C, Jha S, et al. STAR: ultrafast universal RNA-seq aligner. Bioinformatics. 2013;29:15–21. 10.1093/bioinformatics/bts635. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Bolger AM, Lohse M, Usadel B. Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics. 2014;30:2114–20. 10.1093/bioinformatics/btu170. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Rodríguez-Quiroz R, Valdebenito-Maturana B. SoloTE for improved analysis of transposable elements in single-cell RNA-Seq data using locus-specific expression. Commun Biol. Nature Research; 2022;5. 10.1038/s42003-022-04020-5 [DOI] [PMC free article] [PubMed]
- 40.Flynn JM, Hubley R, Goubert C, Rosen J, Clark AG, Feschotte C, et al. RepeatModeler2 for automated genomic discovery of transposable element families. PNAS BioMed Central Ltd. 2020;117:9451–7. 10.1186/s13059-018-1577-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Smit AHR& GP. RepeatMasker Open-4.0. http://www.repeatmasker.org.
- 42.Jin Y, Tam OH, Paniagua E, Hammell M. TEtranscripts: a package for including transposable elements in differential expression analysis of RNA-seq datasets. Bioinformatics. 2015;31:3593–9. 10.1093/bioinformatics/btv422. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Love MI, Huber W, Anders S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014;15:1–21. 10.1186/s13059-014-0550-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Srivastava M. Beyond casual resemblance: rigorous frameworks for comparing regeneration across species. Annu Rev Cell Dev Biol. 2021;37:415–40. 10.1146/annurev-cellbio-120319-114716. [DOI] [PubMed] [Google Scholar]
- 45.Gehrke AR, Neverett E, Luo YJ, Brandt A, Ricci L, Hulett RE, et al. Acoel genome reveals the regulatory landscape of whole-body regeneration. Science. 2019;363. 10.1126/science.aau6173 [DOI] [PubMed]
- 46.Cikala M, Wilm B, Hobmayer E, Böttger A, David CN. Identification of caspases and apoptosis in the simple metazoan Hydra . 1999. http://biomednet.com/elecref/0960982200900959 [DOI] [PubMed]
- 47.Yan L, Leontovich A, Fei K, Sarras MP. Hydra metalloproteinase 1: a secreted astacin metalloproteinase whose apical axis expression is differentially regulated during head regeneration. Dev Biol. 2000;219:115–28. 10.1006/dbio.1999.9568. [DOI] [PubMed] [Google Scholar]
- 48.Sarras MP Jr, Yan LI, Leontovich A, Zhang JS, Sarras MP. Structure, expression, and developmental function of early diver-gent forms of metalloproteinases in Hydra. Cell Res. 2002;12(3–4):163–76. 10.1038/sj.cr.7290123. [DOI] [PubMed] [Google Scholar]
- 49.Cox BD, Mah J, Perez A, Juliano CE. Extracellular matrix remodeling supports Hydra vulgaris head regeneration and stem cell invasion. bioRxiv. 2025. 10.1101/2025.11.07.687297.41659553 [Google Scholar]
- 50.Mays A, Cabrera F, Macias-Munoz A. Comparative analysis of transposable elements in jellyfish and hydroid species (Cnidaria: Medusozoa). bioRxiv. 2026. 10.64898/2026.04.17.719288
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Supplementary Material 1: Figure S1. RNA-seq PCA plot
Supplementary Material 2: Figure S2. Wnt3, vasa, piwi, and nanos gene expression trajectories
Supplementary Material 3: Table S1. RNA-seq data Accession Table
Supplementary Material 4: Table S2. Hydra 105 v3 RepeatMasker output
Supplementary Material 5: Table S3. DESeq Likelihood Ratio Test (LRT) results
Supplementary Material 6: Table S4. Genes and TEs in Clusters 1-12
Supplementary Material 7: Table S5. Genes and TEs upregulated at 12 versus 0 hours post-bisection
Supplementary Material 8: Table S6. Genes and TEs upregulated at 12 versus 48 hours post-bisection
Supplementary Material 9: Table S7. Genes within 10 kb of dynamically expressed repetitive elements
Supplementary Material 10: Table S8. Genes within 50 kb of dynamically expressed repetitive elements
Data Availability Statement
Raw sequencing data was obtained from NCBI GEO accession GSE127279. The counts table and analysis scripts are available in zenodo 10.5281/zenodo.20237191. The outputs of RepeatModler and RepeatMasker are on figshare 10.6084/m9.figshare.32316876.



