Transcriptional profiling of gametogenesis in the green seaweed Ulva mutabilis identifies an RWP‐RK transcription factors linked to reproduction

doi:10.21203/rs.3.rs-828026/v1

Download PDF

Research Article

Transcriptional profiling of gametogenesis in the green seaweed Ulva mutabilis identifies an RWP‐RK transcription factors linked to reproduction

https://doi.org/10.21203/rs.3.rs-828026/v1

This work is licensed under a CC BY 4.0 License

You are reading this latest preprint version

Background

The molecular mechanism underlying sexual reproduction in land plants is well understood in model plants and is a target for crop improvement. However, unlike land plants, the genetic basis involved in triggering reproduction and gamete formation remains elusive in most seaweeds, which are increasingly viewed as an alternative source of functional food and feedstock for energy applications.

Results

Gametogenesis of Ulva mutabilis, a model organism for green seaweeds, is studied. We analyze transcriptome dynamics at different time points during gametogenesis following induction of reproduction by fragmentation and removal of sporulation inhibitors. Analyses demonstrate that 45% of the genes in the genome are differentially expressed during gametogenesis. We identified several transcription factors that potentially play a key role in the early gametogenesis of Ulva given the function of their homologs in higher plants and microalgae. In particular, the detailed expression pattern of an evolutionary conserved transcription factor containing an RWP-RK domain suggests a key role during Ulva gametogenesis.

Conclusions

Transcriptomic analyses of gametogenesis in the green seaweed Ulva highlight the importance of a conserved RWP-RK transcription factor in induction of sexual reproduction. The identification of putative master regulators of gametogenesis provides a starting point for further functional characterization.

Plant Molecular Biology and Genetics

Plant Physiology and Morphology

Ulva

green seaweeds

reproduction

gametogenesis

transcriptome

RWP-RK transcription factor

Sexual reproduction is one of the most important and conserved processes in eukaryotes. In essence, sexual reproduction encompasses the fusion of two haploid gametes of opposite sex to form a diploid zygote. Zygote formation is either followed by meiosis to restore the haploid state (zygotic meiosis) or by development of a diploid life stage through mitotic divisions (gametic meiosis) [1]. Molecular genetic studies of reproduction in land plants resulted in an excellent understanding of the fundamental biological principles and genes involved. However, unlike land plants, the molecular mechanisms involved in the onset of reproduction, the formation of gametes (gametogenesis), fusion and meiosis remain elusive for most algae and seaweeds. In the green algal lineage, the molecular mechanisms underlying gametogenesis and fusion have been extensively studied in Chlamydomonas reinhardtii, a unicellular freshwater green alga [2–5], but to which extent key regulatory genes are conserved across green algae or even land plants remains unclear.

Here, we study the expression of genes during the various stages of gamete formation in Ulva, an emerging model for green seaweeds [6–8]. Ulva species are abundant in coastal benthic communities around the world and form a potential source of biomass that can be used for food, feed, biofuel and nutraceuticals [8–13]. Given its commercial value, reproducibly controlling the life cycle of Ulva is important in the development of this crop. Under natural conditions, large parts of the Ulva thallus are converted into gametangia or sporangia in mature individuals and the entire cell content is converted into reproductive cells. Numerous studies have investigated the effect of different endogenous (e.g. production of sporulation and swarming inhibitors) and environmental factors (e.g. light, temperature or nutrient conditions) on gametogenesis in different Ulva species [14–18]. Although we are still far removed from a complete understanding of the interplay of the various factors that appear to play a role, thallus fragmentation has been recognized as the most efficient way to induce gametogenesis [15, 19–22].

The ability to efficiently induce gametogenesis in laboratory cultures of Ulva mutabilis provides an elegant time course to study both phenotypic and molecular factors involved in this process [16]. Two sporulation inhibitors, SI-1 and SI-2 control the onset of gametogenesis of Ulva mutabilis. SI-1 is a species-specific glycoprotein secreted in the culture medium which depletes with maturation of the thallus. SI-2 is a nonprotein molecule existing within the inner space between the two blade cell layers. Thallus fragmentation followed by a washing step whereby spent culture medium is replaced, results in the total removal of sporulation inhibitors and induces gametogenesis [15]. Following fragmentation and washing, SI-1 and SI-2 are removed and vegetative cells enter a determination phase (~ 0-26h, Fig. 1) in which a 'swarming inhibitor' (SWI) is produced [16]. SWI functions as a mechanism to synchronize gamete release. The start of the differentiation phase coincides with the completion of the S-phase and the G2-phase (~ 36 h) in the first cell cycle (Fig. 1). At the end of the determination phase, the cells enter the next S-phase and become irreversibly committed to gametangium differentiation. The differentiation phase (~ 26-70h) is characterized by a reorientation of the chloroplast, followed by four consecutive cell divisions forming sixteen progametes per cell and their maturation. Mature gametes are eventually released during the swarming phase, following a light stimulus or if the SWI declines in concentration on the third day after induction [16, 23]. Given that the whole process of Ulva gametogenesis, can be subdivided in discrete phases, the gene regulatory networks involved in the different stages of gametogenesis should be distinct. As a first step toward understanding the molecular mechanisms of gametogenesis, we established the transcriptional structure for Ulva mutabilis gametogenesis in this research. We make use of differential removal of SI’s to separate the effect of fragmentation on transcription from gametogenesis. Transcription patterns are compared with those of other green algae and land plants.

To dissect the molecular mechanisms underlying Ulva gametogenesis, the global gene expression levels of U. mutabilis were measured by RNA-Seq as a function of time. We sampled five-time points: 0 h, 6 h, 24 h, 48 h and 72 h after induction of gametogenesis (Fig. 1) under standard induction conditions (CW) and two-time points (6h and 24h after induction of gametogenesis) that omitted the washing step (CNW), with three biological replicates for each time point and condition. RNA-sequencing resulted in 215 x 10⁶ reads, >70% mapped to the U. mutabilis genome. The total number of mapped reads for each sample and the raw reads counts for each gene were listed in Table S2 and Table S3, respectively. Transcript profiles were highly reproducible among the three biological replicates at each time point based on the Pearson R²test and PCA analysis (Table S4, Fig. S1).

Gene expression pattern during gametogenesis

In total, 8296 distinct genes (62.2% of annotated genes) were expressed during gametogenesis, with relatively low variation in the total number of expressed genes between the time points: ranging between 7146 (0 h) and 7949 expressed genes (72 h). We identified 6056 differentially expressed genes (DEGs) between any two of the five time points (0 h, 6 h, 24 h, 48 h, 72 h) during the gametogenesis process, representing 45% of genes of the annotated genome. Each time point could be characterized by a set of genes describing the various steps of gametogenesis (Fig. 1). Hierarchical clustering grouped genes in 5 clusters for further analyses based on the stabilization of the SSE and the average silhouette width values (Fig. S2).

The identified clusters were characterized by nearly unique sets of enriched GO terms and reflected the identified phases of the gametogenesis process well (Fig. 2). Cluster 1 grouped genes expressed in the vegetative phase with decreasing expression levels during gametogenesis. Cluster 2 was the only cluster with high expression during the determination phase but low expression during the differentiation and swarming phase. Cluster 3 and 4 grouped genes with high expression during the differentiation phase. The main difference between both clusters consisted of genes of cluster 3 being downregulated during the swarming phase. In contrast, genes in clusters 4 were characterized by a high expression level during the swarming phase also. Cluster 5 contains the least number of genes, upregulated only in the swarming phase.

DEGs related to photosynthesis and carboxylic acid biosynthesis were upregulated during the determination phase. Next, genes involved in DNA replication and microtubule-based movements have a high expression during the early differentiation process of gametogenesis as well as during the gamete formation. However, the different enriched GO terms between the two clusters apply primarily to DNA replication which indicates that DNA replication is completed in the early phase of the differentiation process, before gametes formation starts. And the final swarming phase was mainly relevant to the pigment synthesis and cellular amino acid biosynthesis which was the final step for the gametes formation.

Initiation of gametogenesis versus response to fragmentation

By adding an additional control group whereby thalli were fragmented but the sporulation inhibitors were not removed (CNW, chopping no washing), we aimed to disentangle the effect of fragmentation on gene expression from the induction of gametogenesis. By analyzing DEGs between CW and CNW group at 6 h and 24 h, we identified 901 and 1137 significantly differential expressed genes (FDR<0.05, log2FC>1 or <-1) at 6 h and 24 h, respectively. DEGs included 493 up-regulated and 408 down-regulated genes at 6 h and 652 up-regulated and 485 down-regulated genes at 24 h. Nearly half of the DEGs at 6 h have the same expression profile at 24 h compared to the CNW group (Fig. 3). Of the 493 up-regulated and 408 down-regulated genes at 6 h, 206 and 219 genes showed the same expression profiles at 24 h, indicating that DEGs with a function in the determination phase tended to have continuous expression profiles during early gametogenesis. The enriched GO terms for the up-regulated DEGs at 6 h are mainly related to the photosynthesis, ATP biosynthetic process and oxidation-reduction processes (Fig. 4), which are in accordance with cluster 2 enrichment. In contrast, GO terms significantly enriched at 24 h are mainly related to the microtubule-based movement, DNA replication and cilium organization, suggesting that the DNA replication initiation for the gametogenesis starts from 24 h, consistent with the expression pattern of cluster 3 (Fig. 2). The over-represented GO terms for the down-regulated genes were related to the response to oxidative stress and oxidation-reduction process both at 6 h and 24 h after induction of gametogenesis.

To identify the possible key initiator for Ulva gametogenesis, we analyzed the differentially expressed TFs at 6 h which signifies the early responder to the washing treatment exclusively by comparing the chopping and washing (CW) group with the chopping without washing (CNW) group. We identified 12 up-regulated and 6 down-regulated transcription factors (TFs) at 6 h (Table 1). Several homologs of these TFs, as represented by the top blast hits in the Ulva-PLAZA database, are involved in gamete formation in Arabidopsis or Chlamydomonas.

Table 1. Differential expressed TFs of induced (CW) versus non-induced (CNW) thalli at 6 h. Log2FC>1: upregulated, LogFC<-1: downregulated. The homologs of the TFs of A. thaliana and C. reinhardtii are listed in the "AtGID" and "CrID" columns respectively. Gene function annotation are summarized from TAIR or Phytozome databases.

GeneID	AtGID	CrID	Family/Domain	Log2FC	Gene function annotation
UMSL012_0085	AT4G18770	CR03G00530	MYB	2.55	MYB98: expressed in the synergid cells, affect the female gametophyte^a
UMSL129_0009	N/A	N/A	MYB	1.85	N/A
UMSL039_0026	AT2G43770	CR12G01870	DEAD	2.21	FAP 52: flagellar associated protein^b
UMSL054_0061	N/A	N/A	DEAD	2.81	N/A
UMSL003_0532	AT5G58080	CR02G02460	GARP_G2-like	1.08	ARR18: member of response regulator^a
UMSL103_0003	AT5G43990	N/A	SET	1.53	SUVR2: regulation of eukaryotic gene expression and chromatin structure^a
UMSL008_0028	AT5G57390	CR01G02250	AP2/EREBP	1.49	AIL5: involved in germination and seedling growth^a
UMSL032_0028	AT2G01830	CR06G00550	DEAD	1.08	AHK4: cytokinin-binding receptor that transduces cytokinin signals^a
UMSL057_0048	AT5G53040	CR03G09530	RWP-RK	1.62	GR: promotes zygote elongation and basal cell fates^a
UMSL024_0043	AT3G28730	CR12G13130	HMG	4.77	ATHMG: binds to the promoter of repressor of flowering: FLC^a
UMSL033_0026	AT2G25170	CR03G03890	SWI/SNF_SNF2	1.51	CHD3: involved in post-germination repression of embryonic development^a
UMSL003_0659	AT3G27730	CR10G06300	DEAD	1.52	MER3: DNA helicase required for interference-sensitive meiotic crossover^a
UMSL151_0016	AT3G16770	CR16G05640	AP2	-1.32	ATEBP: ethylene response factor^a
UMSL085_0029	AT2G17520	CR08G03590	zf-CCCH	-1.27	ATIRE1-2: involved in the regulation of the ER stress responsive genes^a
UMSL051_0112	AT5G41370	CR06G12570	DEAD	-1.14	ATXPB1: encodes a DNA repair protein^a
UMSL003_0378	AT1G19270	CR10G01560	DEAD	-1.11	DA1: controls the initiation of axillary meristems^a
UMSL053_0033	AT3G58680	CR02G09000	MBF1	-1.03	FAP280: flagellar associated protein^b
UMSL011_0269	AT1G01040	N/A	DEAD	-1.03	ABNORMAL SUSPENSOR 1: encodes a Dicer homolog^a

^a Access from TAIR database (https://www.arabidopsis.org/)

^bAccess from Phytozome database (https://phytozome.jgi.doe.gov/pz/portal.html)

We acquired the homologs of the Arabidopsis and Chlamydomonas of the upregulated TFs at 6 h by blast. With reported function of the homologs, we tried to find the conserved TFs function in plants gametogenesis. Particularly, an extensive studied TF containing RWP-RK domain aroused our interests for further characterization. The RWP-RK gene in Chlamydomonas, which is minus dominance (MID) is responsible for switching on the minus-programme and switching off the plus-programme in gamete differentiation [2]. Studies in Arabidopsis indicate that the RWP-RK TFs control cell differentiation during female gametophyte development [24]. We investigated the expression pattern of the RWP-RK TF (UMSL057_0048) in more detail by means of qRT-PCR analysis, sampling tissue fragments undergoing gametogenesis every 2 hours. At each timepoints the expression was compared against a control treatment not undergoing gametogenesis. UMSL057_0048 is up-regulated in the early determination phase and throughout the determination and differentiation phase with maximum expression levels at 6 h (Fig. 5a). More specifically, UMSL057_0048 shows a quick response to the chopping and washing treatment with slight upregulation at 2 h after induction and significantly upregulation at 4 h.

In an additional experiment we contrasted the expression at 6 h of UMSL057_0048 to fragmented thalli from which the SI were not removed (CNW) and unfragmented thalli that were washed to remove the SI in the medium and hence were partially induced (NCW). qRT-PCR results indicate UMSL057_0048 is not upregulated at 6 h in treatments where gametogenesis is not induced (CNW and NCNW). In contrast in both treatments where gametogenesis is induced (CW and NCW), UMSL057_0048 is significantly upregulated (Fig. 5b). The Ulva genome contains one additional gene with an RWP-RK domain, UMSL048_0014. The latter, however, is not expressed (CPM value ~0) during gametogenesis.

The transition from a vegetative to a reproductive state is a key step in the life cycle of Ulva. Analysis of the molecular mechanisms underpinning this process is pivotal for efficient seeding technologies and putative genetic improvement for Ulva as a commercial crop species. In this study, RNA-seq was applied to analyze the dynamic changes of gene expression of Ulva mutabilis and to identify key TFs involved in the initiation of Ulva gametogenesis. Transcriptional analysis showed that nearly half (45.4%) of the protein-coding genes predicted in the draft genome are differential expressed between at least 2 timepoints during gametogenesis. The large reprogramming of the transcriptome likely reflects the full transformation of a vegetative cell into 16 gametes [16].

Dynamic changes in gene regulation during gametogenesis

GO enrichment analysis of DEGs clusters sheds light on the most enriched up- or down-regulated biological process during each of the three phases that characterize gametogenesis in Ulva. Cluster 1 contains DEGs that are downregulated during the determination phase and genes in this cluster are enriched in the cell adhesion and pentose-phosphate shunt activity. For cluster 2 which is upregulated during the determination phase, there is a high expression of genes that are associated with photosynthesis, carboxylic acid biosynthesis and ribose phosphate metabolism. This correlates with significant increases in maltose during gametogenesis of U. prolifera at 12 h and 24 h is, which are approximately 12-fold change up-regulated compared to the control group [25]. Similarly, the upregulated photosynthesis related genes at 24 h and 48 h may cause the increase in chlorophyll content subsequent to the divisions of the chloroplast as demonstrated for Ulva pertusa during sporulation [26]. All clusters represent a marked changes of gene expression in the transition from determination phase (24 h) to differentiation phase (48 h). 36 h after induction is regarded an important checkpoint during gametogenesis after which blade cells are irreversibly committed to gametangium differentiation [15, 16, 23]. Genes related to DNA replication and microtubule-based movement were significantly up-regulated after this irreversible timepoint. Electron microscope observations indeed demonstrate drastic rearrangements in microtubule morphology between 36 h and 48 h after induction. The microtubule cytoskeleton of somatic cells consists of parallel microtubule bundles arranged mainly in the cortical cytoplasm parallel to the plasmalemma. However, 36 h after induction, the microtubule bundles traverse the cortical cytoplasm converging on a particular area and then the microtubules starting from a pointed site at basal part of gametangium and forming a basket-like configuration with a circular opening at the top after 48 h [27]. Stratmann et al. (1996) analyzed the DNA synthesis during gametogenesis and concluded that DNA replication starts from 25 hours after induction which is consistent with our RNA-seq data. The enriched GO terms of microtubule-based movement in cluster 3 and 4 are the molecular basis of the cytological observation of the cytoskeleton organization. Genes in cluster 5 are upregulated only during the swarming phase and the enriched GO terms mainly involve the synthesis of amino acid and isoprenoid pigment biosynthesis. Isoprenoid pigments biosynthetic pathway catalyzes the synthesis of essential pigments of the photosystem structure in plant cells [28]. We speculate that the upregulation of isoprenoid biosynthetic pathway is related to the reconstruction of the photosynthesis system for the gamete formation.

Transcription factors associated with gametogenesis

Transcription factors play a pivotal role in the gene expression networks. TFs were surveyed in the developmental program of gametogenesis that involves extensive cellular morphogenesis and subsequent cell division and proliferation. Ulva gametogenesis was initiated by fragmentation and subsequent removal of SI-1 and SI-2. As shown by Stratmann et al. (1996), fragmentation of growing gametophytes itself does not initiate gametogenesis and the cells remain in a "vegetative" state after 72 h because of the rapidly excreted SI-1 in the culture medium suppresses gametogenesis during the determination phase. To remove the effect of fragmentation and to identify a putative regulator initiating gametogenesis in Ulva, we designed an experiment where thalli are fragmented but the sporulation inhibitors are not removed. With this control group, we identified 12 up-regulated and 6 down-regulated TFs at 6 h after induction of gametogenesis which constitute about 4–5% of the TF repertoire of U. mutabilis.

We selected the RWP-RK TF (UMSL057_0048) for further analysis because studies indicate a conserved role of RWP-RK domain containing TFs in gametogenesis process [24, 29–31]. Nevertheless, the other TFs identified in this study might be potentially interesting as well. For example, Myb domain protein 98 (MYB98, UMSL012_0085) is involved in the regulation of synergid differentiation in angiosperms [32, 33]. Similarly, homologs of high nobility group transcription factor (UMSL024_0043) are relevant for the transition of a vegetative to a reproductive phase [34–36]. The homolog of UMSL024_0043, which is the most up-regulated gene compared to the control group at 6 h, encodes SSRP1, which is component of the facilitates chromatin transcription (FACT) complex in Arabidopsis. FACT is a conserved heterodimeric histone chaperone among eukaryotes and facilitates expression of FLC (FLOWERING LOCUS C) by binding to the promoter of FLC, which adjusts the switch from vegetative to reproductive development in Arabidopsis [37, 38]. Reduced amounts of SSRP1 result in decreased expression of FLC, thus accelerating flowering [38]. In contrast, UMSL024_0043 is up-regulated during gametogenesis and we did not identify a homolog of FLC in the Ulva genome. Thus, the specific function and the target genes of UMSL024_0043 will need to be confirmed experimentally.

One particular TF (encoded by UMSL057_0048) containing a RWP-RK protein motif that is important in DNA binding, is upregulated at 6h. Remarkably, minus dominance (MID), homolog of RWP-RK TFs in C. reinhardtii, has been described to be required for gametogenesis [39]. In addition, similar functions of RWP-RK TFs during gametogenesis were reported in many other plants [24, 40]. RWP-RK transcription factors are found throughout the Viridiplantae. Phylogenetic analysis divided the RWP-RK homologs into 4 subfamilies, RKD(A), RKD(B), RKD(C) and NLP subfamily [29]. Previous studies on algae and higher plants showed that members of NLP subfamily were reported as the early regulators of cellular response to N supply [41, 42] and RKD homologs plays evolutionarily conserved roles in germ cell differentiation [2, 29, 31, 41–43]. Unlike other organisms which have multiple RWP-RK transcription factors, only two RWP-RK transcription factors are identified in the U. mutabilis slender genome. A recent study on the Ulva partita mating type locus structure reported three RWP-RK TFs in the U. partita genome, including one RWP-RK TF located in the mating type minus locus with weak homology with MID gene [44]. The genome applied in our analysis is mating type plus, so the gene located in the mating type minus is not characterized. UMSL048_0014 contains a conserved GAF domain that is shared in the NLP subfamily. Two members of this subfamily were identified as nitrogen response TF in C. reinhardtii (CreNIT2) and Volvox carteri (VcaNIT2) [41, 42]. Interestingly, the gametogenesis of C. reinhardtii is activated by the N-removal induction, while nitrogen concentration seems to have a positive effect on reproduction in Ulva [45]. This may suggest that UMSL048_0014 may have a function in nitrogen metabolism pathway only. UMSL057_0048 identified in our study shares a conserved protein domain with RKD(A) family. In our study, UMSL057_0048 is exclusively upregulated in the gametogenesis group (CW and NCW) and shows upregulation at 2 h after fragmentation and washing treatments. These findings indicate that RKD family member UMSL057_0048 plays an essential role in Ulva gametogenesis.

Compared to UMSL057_0048, UMSL048_0014 contains a truncated GAF domain, which is conserved in the NIN-like proteins (NLPs) subfamily and this subfamily is stated to be the early regulators of cellular response to N supply [29, 41, 42]. In contrast, UMSL057_0048 contains a conserved protein domain, which Chardin et al. referred to as motif 12, which is conserved in RKD subfamily (Fig. 6) and this subfamily is involved in gametogenesis [2, 29, 41–43].

Our present work provides an important resource to study gametogenesis regulatory framework in a model organism from which insights can be translated into commercially important Ulva species. Transcriptomic profiling helps us understand the gene regulatory networks during Ulva gametogenesis. The CNW group provides useful information to understand Ulva response to fragmentation and combined fragmentation and washing factors respectively. The genetic transformation system is available in U. mutabilis and further genome editing technology is under development [46], which will allow functional characterisation of gametogenesis-related TFs in future experiments. The understanding of the mechanisms of inducing Ulva gametogenesis would be helpful to the commercial cultivation of Ulva, extending to other seaweeds. In addition, Ulva has developed multicellularity independently from land plants and our study suggests that some TFs play a conserved role in reproduction throughout the green lineage. Therefore, further study of gametogenesis in Ulva should provide us with evolutionary insights into control of the sexual reproduction process for the Viridiplantae in general.

Strains and Culture Conditions

Haploid gametophytes of Ulva mutabilis [strain 'wildtype' (wt-)] were collected initially in southern Portugal by B. Føyn [47]. During the last half century, U. mutabilis has been cultivated and permanently propagated under laboratory conditions and has been used as a model system for studying algal development by classical methods of plant physiology and genetics [6-7]. The strain used in this study was acquired from the lab of Thomas Wichard, Friedrich Schiller University Jena in 2015 [15-16]. And gametophytes of U. mutabilis were raised parthenogenetically from unmated gametes and cultured in transparent plastic boxes containing 2 L Provasoli enriched seawater (PES) medium [48] with the following specific parameters: light intensity, 70 µmol photons m^-2·s^-1; temperature, 18 ± 1 °C; and 17:7 h light:dark cycle in our lab. The medium was completely changed every 2 weeks until fertility (~10 weeks). Afterwards, the medium was partially (20 %) changed to avoid induction of gametogenesis.

Induction of gametogenesis

Intact mature thalli of U. mutabilis were cut into 1-3 mm² fragments using a herb chopper. Fragmentation was carried out in the morning. Fragments derived from a single individual were separated into 2 groups. Fragments were washed 3 times for 15 minutes with autoclaved seawater and transferred to new medium (CW, chopping and washing treatment). The washing step removes sporulation inhibitors thereby inducing differentiation of the gametangia [15, 16]. Triplicates of 0.2 g fragmented thallus were collected at 0, 6, 24, 48 and 72 h following gametogenesis induction. Control treatments consisted of thalli that were fragmented but not washed and transferred immediately to the original culture medium (CNW, chopping no washing). The control was sampled at 6 and 24 h, respectively. The presence of SI-I inhibits gametogenesis and control thalli therefore remain 'vegetative' after 72 h. A third and a fourth treatment, used for expression analyses of RWP-RK transcription factors, consisted of thalli with normal growth that were neither chopped nor washed (NCNW) or not chopped but washed (NCW), respectively. Samples were flash-frozen in liquid nitrogen and stored at -80 °C for RNA extraction.

RNA extraction and RNAseq

Total RNA was extracted using a CTAB method [49]. Quality and quantity of total RNA was evaluated using a NanoDrop™ 2000c spectrophotometer (Thermo Fisher Scientific) and Bioanalyzer RNA6000 (Agilent Technologies). cDNA libraries were constructed with a Quantseq™ 3' mRNA-Seq library prep kit (Lexogen) following the manufacturer's instructions. Illumina sequencing was performed using the Illumina Nextseq 500 platform to produce 50 bp single-end reads. RNA reads are available as SRA-xxx. Reads were mapped to the U. mutabilis genome [7]. We used the version of the slender strain which has UTR-regions annotated, as opposed to the wildtype genome. Reads were mapped using TopHat ver. 2.1.1 [50] with default parameters. The number of mapped reads was calculated using HTseq [51]. Differentially expressed genes (DEG) were identified between each treatment and control groups using the R package edgeR [52, 53]. The sample variation was estimated by tag-wise dispersion. Raw counts were normalized by CPM (counts per million reads mapped). Genes whose CPM value was >1 were considered as 'expressed'. A false discovery rate (FDR) of 0.05 and absolute value of log 2-fold change of > 1 were adopted as thresholds for differential expressed genes (DEGs) detection.

Hierarchical Clustering Analysis

To study the transcriptional dynamics during the gametogenesis process, DEGs between any two of five time points (0 h, 6 h, 24 h, 48 h, 72 h) of the treatment group were identified. The identified DEGs were subjected to a hierarchical clustering analysis by Pearson correlation [54] based on their CPM values in the R (ver. 3.5.0) programming environment using the hclust function. Prior to the analysis, the optimal number of clusters was identified and investigated by performing a SSE merit analysis and an R-based average Silhouette Width analysis [55]. SSE is defined as the sum of the squared distance between each cluster member and its centroid cluster. As the number of clusters increases, the distance between each point and its centroid will be smaller. The optimal number of clusters is suggested when the addition of a new cluster does not significantly decrease the SSE. The silhouette value describes how similar a gene is to its own cluster (cohesion) compared to other clusters (separation).

Functional Annotation and GO enrichment

Transcription factor (TF) identification and GO terms for gene models were retrieved from the Ulva mutabilis genome annotation file (downloaded from https://bioinformatics.psb.ugent.be/orcae/). The top hit of homologs acquired by the integrative orthology method of the differential expressed TFs of A. thaliana and C. reinhardtii were obtained using a custom-built PLAZA-Ulva version [56]. The functional annotation of these homologs was acquired on TAIR (https://www.arabidopsis.org/) or Phytozome (https://phytozome.jgi.doe.gov/pz/portal.html). GO enrichment analysis for DEGs was based on a Fisher's exact test implemented in the TopGO package in R [57]. The enriched GO terms (p<0.01) in the category "biological function" were summarized using the REVIGO web server, which performed a clustering algorithm that relies on the semantic similarity method [58].

TF identification analysis

To verify RNA-seq results and to obtain more detailed expression pattern for specific TFs during gametogenesis, we performed RT-qPCR analysis of the expression of up-regulated TFs. We sampled the treatment group (CW, described above) and thalli with normal growth that were neither chopped nor washed (NCNW) every 2 h in the first 48 h during gametogenesis to obtain detailed expression profiles for TFs identified in the initial RNA-seq experiment. We designed an experiment consisting of four groups: normal vegetative thalli without chopping nor washing (NCNW); chopped thalli that were not washed (CNW); chopped and washed thalli (CW, normal induction); intact thalli that were washed to remove of SI in the medium (NCW). Gametogenesis was partly induced in the latter treatment. Thalli were sampled at 6 h for the four treatments to identify the expression profile of the TFs. RNA was extracted as described above and cDNA was synthesized using an iScript^TM cDNA Synthesis Kit (Bio-Rad). PCR was performed using Bio-Rad CFX96 Real-Time PCR systems. Reactions were performed in a final volume of 10 μL containing 5 μL of SYBR Green Master Mix, 0.5 μM each primer, and 10 ng of cDNA under following program: 5 min at 95 °C followed by 35 cycles of 95 °C for 10 s and 55 °C for 30 s. Gene expression levels were calculated using the ddCt method [59]. UBIQUITIN (UMSL012_0173) and ELFA (UMSL 016_0119) were stable under a wide range of time points and were taken as reference. Primer sequences are listed in Table S1.

Ethics approval and consent to participate

Not applicable.

Consent for publication

Not applicable.

Data availability

The raw reads generated in this study are available on SRAxxx. The data can not be made public for the time being but are available from the corresponding author on reasonable request.

Competing interests

The authors declare that they have no competing interests.

Funding

This work makes use of resources and facilities provided by UGent as part of the Belgian contribution to EMBRC-ERIC (FWO GOH3817N) and the Betty Moore Foundation for a SYMBIOSIS grant (nr. 4546891618). X.L. is indebted to the China Scholarship Council (201504910698) and Ghent University Special Research Fund (BOF-16/CHN/023) for a PhD grant and to COST Action FA1406 (Phycomorph) for a Short-Term Scientific Mission to Friedrich Schiller University Jena. J.B. thanks the Research Foundation – Flanders (FWO) for a postdoctoral fellowship (12T3418N) and Ghent University Special Research Grant (BOF20/PDO/016). T.W. was funded by the Deutsche Forschungsgemeinschaft through Grant No. SFB 1127/2 ChemBioSys–239748522.

Author contributions

X.L., and O.D.C. designed the study. X.L., T.W. and S.D. performed experiments. X.L., J.B. and K.B. performed the transcriptional analysis. X.L. wrote the manuscript with contributions from all authors.

Acknowledgements

Not applicable.

Coelho SM, Peters AF, Charrier B, Roze D, Destombe C, Valero M, Cock JM: Complex life cycles of multicellular eukaryotes: new approaches based on the use of model organisms. Gene 2007, 406(1–2):152–170.
Lin H, Goodenough UW: Gametogenesis in the Chlamydomonas reinhardtii minus mating type is controlled by two genes, MID and MTD1. Genetics 2007, 176(2):913–925.
Goodenough U, Lin H, Lee JH: Sex determination in Chlamydomonas. Semin Cell Dev Biol 2007, 18(3):350–361.
Abe J, Kubo T, Takagi Y, Saito T, Miura K, Fukuzawa H, Matsuda Y: The transcriptional program of synchronous gametogenesis in Chlamydomonas reinhardtii. Curr Genet 2004, 46(5):304–315.
Abe J, Kubo T, Saito T, Matsuda Y: The regulatory networks of gene expression during the sexual differentiation of Chlamydomonas reinhardtii, as analyzed by mutants for gametogenesis. Plant Cell Physiol 2005, 46(2):312–316.
Wichard T, Charrier B, Mineur F, Bothwell JH, Clerck OD, Coates JC: The green seaweed Ulva: a model system to study morphogenesis. Front Plant Sci 2015, 6:72.
De Clerck O, Kao S-M, Bogaert KA, Blomme J, Foflonker F, Kwantes M, Vancaester E, Vanderstraeten L, Aydogdu E, Boesger J: Insights into the evolution of multicellularity from the sea lettuce genome. Curr Biol 2018, 28(18):2921–2933. e2925.
Balar NB, Mantri VA: Insights into life cycle patterns, spore formation, induction of reproduction, biochemical and molecular aspects of sporulation in green algal genus Ulva: implications for commercial cultivation. J Appl Phycol 2020, 32(1):473–484.
Nisizawa K, Noda H, Kikuchi R, Watanabe T: The main seaweed foods in Japan. Hydrobiologia 1987, 151(1):5–29.
Neori A, Chopin T, Troell M, Buschmann AH, Kraemer GP, Halling C, Shpigel M, Yarish C: Integrated aquaculture: rationale, evolution and state of the art emphasizing seaweed biofiltration in modern mariculture. Aquaculture 2004, 231(1–4):361–391.
Alsufyani T, Engelen AH, Diekmann OE, Kuegler S, Wichard T: Prevalence and mechanism of polyunsaturated aldehydes production in the green tide forming macroalgal genus Ulva (Ulvales, Chlorophyta). Chem Phys Lipids 2014, 183:100–109.
Bolton JJ, Cyrus MD, Brand MJ, Joubert M, Macey BM: Why grow Ulva? Its potential role in the future of aquaculture. Perspectives in Phycology 2016, 3(3):113–120.
Wang Y, Liu F, Liu X, Shi S, Bi Y, Moejes FW: Comparative transcriptome analysis of four co-occurring Ulva species for understanding the dominance of Ulva prolifera in the Yellow Sea green tides. J Appl Phycol 2019, 31(5):3303–3316.
Lüning K, Kadel P, Pang S: Control of reproduction rhythmicity by environmental and endogenous signals in Ulva Pseudocurvata (Chlorophyta). J Phycol 2008, 44(4):866–873.
Stratmann J, Paputsoglu G, Oertel W: Differentiation of Ulva Mutabilis (Chlorophyta) gametangia and gamete release are controlled by extracellular inhibitors. J Phycol 1996, 32:1009–1021.
Wichard T, Oertel W: Gametogenesis and gamete release of Ulva mutabilis and Ulva lactuca (Chlorophyta): regulatory effects and chemical characterization of the “Swarming Inhibitor”. J Phycol 2010, 46(2):248–259.
Sousa AI, Martins I, Lillebø AI, Flindt MR, Pardal MA: Influence of salinity, nutrients and light on the germination and growth of Enteromorpha sp. spores. Journal of Experimental Marine Biology and Ecology 2007, 341(1):142–150.
Mantri VA, Singh RP, Bijo A, Kumari P, Reddy C, Jha B: Differential response of varying salinity and temperature on zoospore induction, regeneration and daily growth rate in Ulva fasciata (Chlorophyta, Ulvales). J Appl Phycol 2011, 23(2):243–250.
Hiraoka M, Enomoto S: The induction of reproductive cell formation of Ulva pertusa Kjellman (Ulvales, Ulvophyceae). Phycol Res 1998, 46(3):199–203.
Zhang X, Xu D, Mao Y, Li Y, Xue S, Zou J, Lian W, Liang C, Zhuang Z, Wang Q: Settlement of vegetative fragments of Ulva prolifera confirmed as an important seed source for succession of a large-scale green tide bloom. Limnol Oceanogr 2011, 56(1):233–242.
Vesty EF, Kessler RW, Wichard T, Coates JC: Regulation of gametogenesis and zoosporogenesis in Ulva linza (Chlorophyta): comparison with Ulva mutabilis and potential for laboratory culture. Front Plant Sci 2015, 6:15.
Gao S, Chen X, Yi Q, Wang G, Pan G, Lin A, Peng G: A strategy for the proliferation of Ulva prolifera, main causative species of green tides, with formation of sporangia by fragmentation. PLoS ONE 2010, 5(1).
Kessler RW, Crecelius AC, Schubert US, Wichard T: In situ monitoring of molecular changes during cell differentiation processes in marine macroalgae through mass spectrometric imaging. Analytical and Bioanalytical Chemistry 2017, 409(20):4893–4903.
Tedeschi F, Rizzo P, Rutten T, Altschmied L, Baumlein H: RWP-RK domain-containing transcription factors control cell differentiation during female gametophyte development in Arabidopsis. New Phytol 2017, 213(4):1909–1924.
He Y, Wang Y, Hu C, Sun X, Li Y, Xu N: Dynamic metabolic profiles of the marine macroalga Ulva prolifera during fragmentation-induced proliferation. PLoS ONE 2019, 14(5).
Park J: Photosynthetic and biochemical traits change in the green-tide‐forming macroalga Ulva pertusa during sporulation. J Phycol 2020, 56(2):549–557.
Katsaros C, Weiss A, Llangos I, Theodorou I, Wichard T: Cell structure and microtubule organisation during gametogenesis of Ulva mutabilis Føyn (Chlorophyta). Bot Mar 2017, 60(2).
Couso I, Vila M, Vigara J, Cordero BF, Vargas MÁ, Rodríguez H, León R: Synthesis of carotenoids and regulation of the carotenoid biosynthesis pathway in response to high light stress in the unicellular microalga Chlamydomonas reinhardtii. Eur J Phycol 2012, 47(3):223–232.
Chardin C, Girin T, Roudier F, Meyer C, Krapp A: The plant RWP-RK transcription factors: key regulators of nitrogen responses and of gametophyte development. J Exp Bot 2014, 65(19):5577–5587.
Rovekamp M, Bowman JL, Grossniklaus U: Marchantia MPRKD regulates the gametophyte-sporophyte transition by keeping egg cells quiescent in the absence of fertilization. Curr Biol 2016, 26(13):1782–1789.
Yin M, Zhang Z, Xuan M, Feng H, Ye W, Zheng X, Wang Y: Conserved subgroups of the plant-specific RWP-RK transcription factor family are present in Oomycete Pathogens. Front Microbiol 2020, 11:1724.
Kasahara RD, Portereiko MF, Sandaklie-Nikolova L, Rabiger DS, Drews GN: MYB98 is required for pollen tube guidance and synergid cell differentiation in Arabidopsis. The Plant Cell 2005, 17(11):2981–2992.
Punwani JA, Rabiger DS, Drews GN: MYB98 positively regulates a battery of synergid-expressed genes encoding filiform apparatus–localized proteins. The Plant Cell 2007, 19(8):2557–2568.
Klepikova AV, Logacheva MD, Dmitriev SE, Penin AA: RNA-seq analysis of an apical meristem time series reveals a critical point in Arabidopsis thaliana flower initiation. BMC Genomics 2015, 16(1):466.
Searle I, He Y, Turck F, Vincent C, Fornara F, Kröber S, Amasino RA, Coupland G: The transcription factor FLC confers a flowering response to vernalization by repressing meristem competence and systemic signaling in Arabidopsis. Genes Dev 2006, 20(7):898–912.
Pfab A, Grønlund JT, Holzinger P, Längst G, Grasser KD: The Arabidopsis histone chaperone FACT: role of the HMG-box domain of SSRP1. J Mol Biol 2018, 430(17):2747–2759.
Grasser KD: The FACT histone chaperone: tuning gene transcription in the chromatin context to modulate plant growth and development. Front Plant Sci 2020, 11(85).
Lolas IB, Himanen K, Grønlund JT, Lynggaard C, Houben A, Melzer M, Van Lijsebettens M, Grasser KD: The transcript elongation factor FACT affects Arabidopsis vegetative and reproductive development and genetically interacts with HUB1/2. The Plant Journal 2010, 61(4):686–697.
Ferris PJ, Pavlovic C, Fabry S, Goodenough UW: Rapid evolution of sex-related genes in <bi>Chlamydomonas</bi>. Proceedings of the National Academy of Sciences 1997, 94(16):8634–8639.
Waki T, Hiki T, Watanabe R, Hashimoto T, Nakajima K: The Arabidopsis RWP-RK protein RKD4 triggers gene expression and pattern formation in early embryogenesis. Curr Biol 2011, 21(15):1277–1281.
Camargo A, Llamas A, Schnell RA, Higuera JJ, Gonzalez-Ballester D, Lefebvre PA, Fernandez E, Galvan A: Nitrate signaling by the regulatory gene NIT2 in Chlamydomonas. Plant Cell 2007, 19(11):3491–3503.
Castaings L, Camargo A, Pocholle D, Gaudon V, Texier Y, Boutet-Mercey S, Taconnat L, Renou JP, Daniel‐Vedele F, Fernandez E: The nodule inception‐like protein 7 modulates nitrate sensing and metabolism in Arabidopsis. The Plant Journal 2009, 57(3):426–435.
Koi S, Hisanaga T, Sato K, Shimamura M, Yamato KT, Ishizaki K, Kohchi T, Nakajima K: An evolutionarily conserved plant RKD factor controls germ cell differentiation. Curr Biol 2016, 26(13):1775–1781.
Yamazaki T, Ichihara K, Suzuki R, Oshima K, Miyamura S, Kuwano K, Toyoda A, Suzuki Y, Sugano S, Hattori M: Genomic structure and evolution of the mating type locus in the green seaweed Ulva partita. Sci Rep 2017, 7(1):11679.
Gao G, Clare AS, Rose C, Caldwell GS: Eutrophication and warming-driven green tides (Ulva rigida) are predicted to increase under future climate change scenarios. Mar Pollut Bull 2017, 114(1):439–447.
Oertel W, Wichard T, Weissgerber A: Transformation of Ulva mutabilis (Chlorophyta) by vector plasmids integrating into the genome. J Phycol 2015, 51(5):963–979.
Føyn B: Über die Sexualität und den Generationswechsel von Ulva mutabilis. Arch Protistenkd 1958, 102:473–480.
Provasoli L: Media and prospects for the cultivation of marine algae. In: Cultures and Collections of Algae Proceedings of US-Japan Conference, Hakone, September 1966: 1968. Japan Society of Plant Physiology.
Le Bail A, Dittami SM, de Franco P-O, Rousvoal S, Cock MJ, Tonon T, Charrier B: Normalisation genes for expression analyses in the brown alga model Ectocarpus siliculosus. BMC Mol Biol 2008, 9(1):75.
Trapnell C, Salzberg SL: How to map billions of short reads onto genomes. Nat Biotechnol 2009, 27(5):455.
Anders S, Pyl PT, Huber W: HTSeq—a Python framework to work with high-throughput sequencing data. Bioinformatics 2015, 31(2):166–169.
Robinson MD, McCarthy DJ, Smyth GK: edgeR: a Bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics 2010, 26(1):139–140.
Team RC: R: A language and environment for statistical computing. 2013.
Corpet F: Multiple sequence alignment with hierarchical clustering. Nucleic Acids Res 1988, 16(22):10881–10890.
Langfelder P, Zhang B, Horvath S: Defining clusters from a hierarchical cluster tree: the Dynamic Tree Cut package for R. Bioinformatics 2008, 24(5):719–720.
Vandepoele K, Van Bel M, Richard G, Van Landeghem S, Verhelst B, Moreau H, Van de Peer Y, Grimsley N, Piganeau G: pico-PLAZA, a genome database of microbial photosynthetic eukaryotes. Environ Microbiol 2013, 15(8):2147–2153.
Alexa A, Rahnenführer J: Gene set enrichment analysis with topGO. https://bioconductororg/packages/release/bioc/vignettes/topGO/inst/doc/topGOpdf 2009.
Supek F, Bošnjak M, Škunca N, Šmuc T: REVIGO Summarizes and Visualizes Long Lists of Gene Ontology Terms. PLoS ONE 2011, 6(7):e21800.
Livak KJ, Schmittgen TD: Analysis of relative gene expression data using real-time quantitative PCR and the 2^–∆∆CT method. Methods 2001, 25(4):402–408.

No competing interests reported.

Download PDF

Editorial decision: Major revision
04 Oct, 2021
Reviews received at journal
29 Sep, 2021
Reviewers agreed at journal
26 Sep, 2021
Reviews received at journal
09 Sep, 2021
Reviewers agreed at journal
24 Aug, 2021
Reviewers agreed at journal
24 Aug, 2021
Reviewers invited by journal
23 Aug, 2021
Editor assigned by journal
23 Aug, 2021
Editor invited by journal
22 Aug, 2021
Submission checks completed at journal
22 Aug, 2021
First submitted to journal
19 Aug, 2021

You are reading this latest preprint version

Transcriptional profiling of gametogenesis in the green seaweed Ulva mutabilis identifies an RWP‐RK transcription factors linked to reproduction

Status:

Version 1

Abstract

Background

Results

Conclusions

Figures

Background

Results

Discussion

Dynamic changes in gene regulation during gametogenesis

Transcription factors associated with gametogenesis

Conclusions

Methods

Declarations

References

Additional Declarations

Supplementary Files

Status:

Version 1