Abstract
Nitric oxide (NO) is one of the most ancient and versatile signal molecules across all domains of life. NO signaling might also play an essential role in the origin of animal organization. Yet, practically nothing is known about the distribution and functions of NO-dependent signaling pathways in representatives of early branching metazoans such as Ctenophora. Here, we explore the presence and organization of NO signaling components using Mnemiopsis and kin as essential reference species. We show that NO synthase (NOS) is present in at least eight ctenophore species, including Euplokamis and Coeloplana, representing the most basal ctenophore lineages. However, NOS could be secondarily lost in many other ctenophores, including Pleurobrachia and Beroe. In Mnemiopsis leidyi, NOS is present both in adult tissues and differentially expressed in later embryonic stages suggesting the involvement of NO in developmental mechanisms. Ctenophores also possess soluble guanylyl cyclases as potential NO receptors with weak but differential expression across tissues. Combined, these data indicate that the canonical NO-cGMP signaling pathways existed in the common ancestor of animals and could be involved in the control of morphogenesis, cilia activities, feeding and different behaviors.
Introduction
A free radical gas, nitric oxide (NO), is an evolutionary old and versatile signal molecule with a widespread distribution across all domains of life (; Moroz and Kohn, 2011; Shepherd et al., 2022). NO can be synthesized by numerous non-enzymatic pathways (Moroz and Kohn, 2011) and enzymatically as parts of the nitrogen cycle and by NO synthases (NOS). NOSs were identified both in prokaryotes and eukaryotes. All NOSs catalyze the oxidation of L-arginine by molecular oxygen with several co-factors required for electron transfer from NADPH via FMN in the reductase domain to heme-/biopterin binding sites of the N-terminal oxygenase domain (Stuehr and Haque, 2019). Prokaryotic NOSs are usually truncated, often without the reductase part, and might contain additional subdomains (e.g., globin-like). Animal NOSs always have Ca2+/calmodulin-binding domains that tightly control the electron transport and NO yield in response to environmental stimuli (Stuehr and Haque, 2019).
Eukaryotic type NOS was recently discovered in Salpingoeca infusionum, the representative of Choanoflagellata (Reyes-Rivera et al., 2022) – the sister group to Metazoa. In another choanoflagellate Choanoeca flexa, with prokaryotic-type NOS, NO application induced contractions of colonies, providing a shift from feeding to swimming behaviors. Such an effect can be mediated by soluble guanylate cyclase (sGC), as in animals (Reyes-Rivera et al., 2022). These data and the presence of NOS in other eukaryotes suggest that the common ancestor of all animals might possess NOS-sGC signaling pathways. However, little is known about the distribution and functions of NO-mediated (nitrergic) signaling in early branching metazoans ().
There are five major animal clades: Bilateria, Cnidaria, Placozoa, Porifera (sponges), and Ctenophora (comb jellies). The last four groups represent the earliest branching animal lineages, separated from Bilaterians more than 550 million years ago. These non-bilaterians are remarkably different in their bodyplans and tissue organizations. As a result, they are crucial to reconstruct the evolution and overall architecture of animal signaling pathways, including NO-dependent transmission. Yet only several papers deal with NO biology in Cnidaria and Porifera; and one publication discusses NO synthesis in placozoans (Moroz et al., 2020).
Ca-dependent and heat-stress-induced NO synthesis was reported in two species of desmosponges, Axinella polypoides and Petrosia ficiformis (). NADPH diaphorase histochemistry [a marker for NOS (; )] showed specific localization of NOS activity in a particular network of dendritic cells in the sponge parenchyma (), but with unknown functions.
NO, and NOS control metamorphosis and symbiotic relationships in the desmosponge Amphimedon (Ueda et al., 2016; ). There is growing evidence that NO can modulate body contractions and coordinated behaviors in freshwater sponges Ephydatia muelleri (), Spongilla lacustris (Musser et al., 2021), and the marine sponge Tethya wilhelma ().
Similarly to sponges, NO signaling was implemented in cnidarian-algal symbioses (Perez and Weis, 2006; Safavi-Hemami et al., 2010; ), coral bleaching (), and apoptosis (). In the hydroid polyp Hydra, non-neuronal NO/NOS is associated with regeneration () and feeding (). Specific nitrergic neurons have been identified in tentacles of the hydromedusa Aglantha digitale, where the NO/cGMP pathway modulates the rhythmic swimming associated with feeding (Moroz et al., 2004). Multiples isoforms of NOSs present in the majority of sequenced cnidarian genomes, with evidence of endogenous enzymatic NO synthesis in this lineage (Morrall et al., 2000; Moroz et al., 2004; ; ; ; ).
The overall logic of NO signaling in early animals is still elusive. Nevertheless, both in sponges and cnidarians, we might expect tightly coupled interplays of morphogenic and behavioral functions mediated by NO, inherently linked to the ancestral feeding modes and innate immunity (,2001). Scattered comparative data point out that the volume transmission mediated by NO in nervous systems was a relatively later innovation in evolution, (Moroz et al., 2021). Unfortunately, no data are available about NOSs and NO signaling in ctenophores or comb-jellies with well-developed neuro-muscular organization across species (Norekian and Moroz, 2016, 2019a,b, 2020, 2021).
Ctenophora is one of the earliest branching lineages of metazoans with complex tissue and organ differentiations. All extant ctenophore species have well-developed neuronal and muscular systems, which might co-evolve independently (). The recently proposed most basal position of ctenophores (as the sister group to all other animals) is still highly debated (Whelan et al., 2015, 2017; ; Telford et al., 2016; ; ; ; ; Redmond and McLysaght, 2021; ). Nevertheless, the presence or absence of specific signaling pathways in the ctenophore lineage reshapes our general understanding of neuronal and animal evolution. NOS was not detected in the sequenced genome of Pleurobrachia bachei (Moroz et al., 2014), but we found a putative NOS in Mnemiopsis leidyi (Moroz and Kohn, 2016) by screening its sequenced genome (). Here, we further explore the presence and organization of NO signaling components using Mnemiopsis as essential reference species ().
Results and discussion
NOS phylogeny and derived NOS in ctenophores
Figure 1 shows the phyletic relationships among basal metazoan NOSs and several eukaryotic (e.g., Amoebozoa [Physarum], Fungi [Aspergillus and kin], and Ichthyosporea [Sphaeroforma arctica]) and prokaryotic outgroups. This tree confirms a highly derived nature of NOS in ctenophores, probably reflecting their accelerated evolution and a possible bottleneck in their paleontological history around the Permian extinction (Whelan et al., 2017). The tree also highlights several independent radiation events with duplication and triplication of NOSs in lineages leading to placozoans, cnidarians, and vertebrates [see also (Moroz et al., 2020)]. However, representative species from both Porifera and Ctenophora have only one NOS gene.
FIGURE 1
In addition to the sequenced ctenophore genomes (Pleurobrachia bachei and Mnemiopsis leidyi), we analyzed transcriptomes from 37 ctenophore species (Whelan et al., 2017). NOSs were found only in eight ctenophores, including six representatives of Lobata: Mnemiopsis leidyi, undescribed species of Mnemiopsis sp., and their sister species Bolinopsis infundibulum [the family Bolinopsidae], the venus girdle, Cestum veneris [Cestidae], Ocyropsis crystallina [Ocyropsidae], Lobatolampea tetragona [Lobatolampeidae]. Most interesting, NOS was found in Euplokamis dunlapae [Euplokamididae] and the benthic ctenophore Coeloplana astericola [Platyctenida, Coeloplanidae] – representatives of the first and second earliest branching lineages within the phylum Ctenophora (Moroz et al., 2014). In contrast, Bolinopsis, Mnemiopsis, Cestum, Ocyropsis, Lobatolampea belong to separate branches within a highly derived (and possibly polyphyletic) clade of Lobata (Whelan et al., 2017).
NOS-type sequences were not identified in more than two dozen transcriptomes from adult tissues and different developmental stages from Pleurobrachia. Moreover, NOS was not found in the recently sequenced genome of a closely related species Hormiphora californica [Pleurobrachiidae] (Schultz et al., 2021). These data suggest that the majority of sequenced so far ctenophore lineages (including Cydippida and Beroida) lost NOS from their common ancestors. This apparently massive loss of NOS in many representatives of Ctenophora is quite unusual compared to other phyla. For example, NOS was lost in some nematodes such as C. elegans, but for most animal lineages, NOS genes are well-preserved, despite enormous ecological and morphological diversifications.
Domain organization of NOS in ctenophores
Figure 2 illustrates the domain organization of NOS across species. The Coeloplana, Bolinopsis, and Mnemiopsis NOSs revealed the canonical basal domain architecture of this class of enzymes (Figure 2). At the same time, sequences from other ctenophore species were represented mainly by the oxygenase domain and were incomplete genes, which the nature of transcriptome datasets can explain. Thus, we used M. leidyi NOS (ML074215a) as the reference sequence for these types of enzymes in ctenophores.
FIGURE 2
At least three features distinguish ctenophore NOSs from many other species. First, both in Bolinopsis and its sister species Mnemiopsis, a critical for NOS function FAD domain is either highly derived or might need to be better recognized. Still, their NOSs perfectly preserved NAD-binding sites (Figure 2). With this architecture NOSs from Bolinopsis and Mnemiopsis are similar to eukaryotic NOSs from the choanoflagellate Salpingoeca infusionum, and some fungi such as Aspergillus (Ascomycota) and Dendrothele (Basidiomycota). Highly modified or derived FAD-binding domains in these species might affect complex or unusual electron transport mechanisms from NADPH to heme in NOS (Stuehr and Haque, 2019). Yet, such FAD-related ctenophore modifications are likely secondarily derived. The canonical FAD-binding region is well-conserved in the benthic ctenophore Coeloplana (Figure 2), which probably represents the ancestral condition for ctenophore NOSs.
Second, Mnemiopsis leidyi NOS lacks the PDZ domain, found in many NOSs from poriferans (desmosponges Halisarca, Spongilla, and Amphimedon, but not from the calcareous sponge Sycon ciliatum), Placozoa (Trichoplax), cnidarians (corals, sea anemones), and bilaterians/chordates (Figures 1, 2). PDZ domain is best studied in mammals and is responsible for anchoring neuronal NOSs in specific membrane compartments and protein complexes, facilitating more localized and spatial control of NO release and signaling in synapses (; Stricker et al., 1997; ; ; ; Sheng et al., 2018; Murciano-Calles et al., 2020). Of note, PDZ NOSs were not found in non-metazoan eukaryotes and prokaryotes and can be viewed as animal innovation coupled with their morphological and signaling complexities.
Third, Mnemiopsis leidyi NOS is shorter or truncated than known cnidarian, poriferan, and placozoans NOSs. In this case, it is also superficially similar to non-metazoan NOSs. Yet ctenophore NOSs make a highly derived branch on the phylogenetic trees with different representations of species (Figures 1, 3), suggesting an accelerated evolution within this group. A similar situation is also observed for choanoflagellates. Most choanoflagellate species apparently lose their NOSs from their common ancestor. The eukaryotic type of NOS is only preserved in one species, Salpingoeca infusionum, which is clustered with fungal NOSs (Figure 3) and lack some evolutionarily conserved regions, such as FAD- and NAD-binding (Figure 2). Other four choanoflagellate species had prokaryotic-type NOS [see (Reyes-Rivera et al., 2022) and Figures 2, 3]; these NOS might be results of a horizontal gene transfer from cyanobacteria.
FIGURE 3
Mnemiopsis leidyi NOS (ML074215a) has a recognized Ca/Calmodulin-binding region coupling oxygenase and reductase domains as in all animal NOSs (Figure 4, see Supplementary material for alignment), suggesting calcium-calmodulin dependence. In mammals, transient activation of NOS by intracellular Ca2+ is controlled by the auto-inhibitory loop/inserts (Roman and Masters, 2006; Stuehr and Haque, 2019), without sequence similarities in neuronal and endothelial isoforms. In contrast, inducible Ca-independent NOS lacks this sequence motif (Figure 4A). Thus, activation of its expression is induced by bacterial liposaccharides as a component of the innate immune defense mechanisms. Interestingly, ctenophore NOSs also lack the autoinhibitory loops (Figure 4A), and their Ca-dependence, enzymology, and expression control must be experimentally characterized. Ca-dependences of NOS in sponges and cnidarians are also unknown. However, both poriferan and cnidarian NOSs show more remarkable overall sequence similarities with their bilaterian homologs.
FIGURE 4
Of note, we also found bacterial types of NOS in the Mnemiopsis microbiome (), suggesting both endogenous and exogenous sources of NO in ctenophores (e.g., from food or symbionts).
Soluble guanylyl cyclases as putative receptors of NO in ctenophores
As a free radical gas, NO can interact with most biological molecules, primarily targeting SH and tyrosine groups (). However, in animals including cnidarians, placozoans, and sponges, NO can specifically activate soluble guanylyl cyclases [sGC, members of the adenylate cyclase superfamily (; )] by binding to its heme group, which leads to conformational changes and increase of cGMP synthesis (; ; Windsor and Thompson, 2008; ; ; ; ; ). Three orthogroups of sGCs are present in humans.
The Mnemiopsis and Pleurobrachia genomes encode four and two sGCs, respectively (Figure 5 and Supplementary Figure 1). These enzymes have the canonical heme NO binding domain and associated cyclase domain. Moreover, we also identified sGCs in several other ctenophore species with and without detectable NOS (Supplementary Figure 1). For example, there are four sGCs in the lobate Ocyropsis with NOS as in Mnemiopsis. In contrast, we have a reduced representation of sGCs in Pleurobrachia and other Cydippida and Beroida. Thus, the absence of NOS from the genomes does not exclude a possibility of NO signaling due to its non-enzymatic productions by different mechanisms (Moroz and Kohn, 2011) or from exogenous sources (environment, food, microbiomes, etc.).
FIGURE 5
Recent research also indicates that sGCs can be co-present with NOS in choanoflagellates, controlling swimming behaviors of colonies (Reyes-Rivera et al., 2022) and implying pre-metazoan origins of these signaling pathways. From this apparently simple ancestral condition, sGCs show lineage-specific radiations for many phyla, including 3 sGCs in sponges and humans, seven sGCs in placozoans and cnidarians (Figure 5).
In addition, ctenophores encode two other classes of membrane-bound cyclase candidates, such as a derived atrial natriuretic peptide receptor [ANPR] type group, probably involved in peptide sensing, and an enigmatic group of cyclases with NIT domains (Figures 5, 6). Mnemiopsis has three orthologs of ANPR-like receptors with CYC/cGMP coupling.
FIGURE 6
Unique NIT (PF08376) domains (Oulavallickal et al., 2017), containing cyclases, were previously identified in Trichoplax (Moroz et al., 2020) as candidates for nitrite/nitrate sensors, similar to bacteria (Shu et al., 2003;
Finally, Mnemiopsis has two adenylate cyclases (ML04963a, ML20918a) involved in the evolutionarily conserved cAMP signaling (Figures 5, 6). Surprisingly, the genome screening indicates that cnidarians and sponges possess more adenylate cyclases (5-14) than ctenophores (Figure 5).
Expression NOS and putative functions of NO in ctenophores
Two groups of datasets provide initial estimates of the distribution of NOS and sGC expressions in Mnemiopsis leidyi (Figures 7–9): single cells data (scRNA-seq) from adult animals and transcriptomes (RNA-seq) of different embryonic and developmental stages (
FIGURE 7

(A) The UMAP clustering for 6,144 cells of Mnemiopsis leidyi (Sebé-Pedrós et al., 2018) with 24 clusters. (B) The PAGA analysis placed clusters with connections based on their differential expressed genes. We found comb associated cluster (#15) using innexin, and flagellar dynein marker accordingly (Sebé-Pedrós et al., 2018). Photocyte’s cluster (#21) can be recognized using such markers as photoprotein and potassium channel. The tentacle cluster #17 is placed separately; it contains both marker genes (secretory peptides, tropomyosin, potassium and sodium channels (Sebé-Pedrós et al., 2018)) and putative NOS expressing cells. (C) Dotplots highlights cluster-specific genes (Sebé-Pedrós et al., 2018;
FIGURE 8

The molecular architecture and distribution of nitric oxide synthase (NOS) in Mnemiopsis leidyi. (A) The UMAP clustering for NOS shows a relatively diffuse distribution across several cell types with low expression levels. (B) PAGA analysis for NOS highlights its expression in cluster #17, which might belong to tentacles, according to the marker genes (Sebé-Pedrós et al., 2018). (C) RNA-seq profiling of NOS expression in development based on
FIGURE 9

The diversity and expression of cyclase genes in Mnemiopsis leidyi based on scRNA-seq profiling (Sebé-Pedrós et al., 2018) (see text for details). (A) Dotplot analysis indicates that all cyclases are expressed in cluster #17 (tentacles) except one soluble guanylate cyclase (ML282525a). sGCY (ML37364a) has low expression levels in all cell clusters from an adult animal. However, the majority of sGCYs are expressed in developmental stages (B). RNA-seq profiling of expression in development is based on
According to the scRNA-seq datasets from 5,461 cells filtered as in Sebé-Pedrós et al. (2018), NOS was a relatively low-expressed gene, present in individual cells more or less randomly distributed in 15 clusters (out 41), including candidate clusters for some secretory cells (recognized with neuropeptide markers identified for this species). We did not detect NOS expression in combs and photocytes.
Next, considering the low abundance of NOS-containing cells and low level of expression, we performed a similar analysis without any filtration with attempts to capture rare cell types. This analysis with 6,144 cells detects a very low level of NOS expression in 15 out of 24 clusters (Figure 7), including a few cells with NOS in tentacle-associated cells/tissues, as also shown with partition-based graph abstraction (PAGA) analysis (Wolf et al., 2019).
Among all identified cyclases, adenylate cyclases and ANP-like receptors with guanylyl cyclases are the most abundantly expressed (Figure 9). Their expression is detected in most cell types, including tentacles and putative neurons. Nevertheless, sGCs are also very weakly expressed, similar to NOS. In summary, a small number of sequenced cells and an extremely low level of detected NOS/sGC expression prevent making definite conclusions about cell type specificity that might employ this signaling pathway. In future studies, this ambitious task would require multi-color in situ hybridization and immunohistochemistry experiments. A limited number of ctenophore cell-specific molecular markers also prevent more detailed annotation of these scRNA-seq data.
RNA-seq data from development contain significantly deeper sequencing than single-cell datasets. During development, NOS (ML074215a) expression became noticeable starting with the 7th hour of post-fertilization (pft), and further increased at the 10th and 11th hours, and later decreased. Here, NOS expression was associated with the specification of tissues and formation of ctenophore-specific organs such as combs, the aboral organ, and components of the digestive systems [e.g., (Simmons et al., 2012;
We used fixative-resistance NADPH-diaphorase (NADPH-d) histochemistry as a reporter of NOS activity (
FIGURE 10

NADPH-diaphorase histochemistry in Mnemiopsis leidyi. (A) The distribution of putative NOS activity in Mnemiopsis. This schematics illustrate the regions with putative NOS, but not reflect quantitative estimates of tentative enzymatic activities. (B,C) Whole mount preparation with NADPH-d reactivity in the aboral organ (AO), the polar fields (pf), in comb plate areas (c), and papillae (pl). (D–G) Illustrated examples of NADPH-d reactivity across different structures, including the pharynx (px) and the meridional canal (mc) near the auricules (a feeding structure).
Furthermore, low expression levels do not imply the lack of functional role of NO-cGMP signaling because this pathway includes significant amplification cascades. Thus, we performed pilot pharmacological experiments to test the effects of NO on free-behaving animals (Figure 11).
FIGURE 11

Nitric oxide suppresses swimming in Bolinopsis.(A) The photo of two B. influndibulum in an experimental Petri dish. (B,C) Velocity plots (color gradient at right) following the application of 2 μM of DEANO (NO donor). Illustrative tests on a single and two animals in the dish show a decrease of the speed of locomotion and travel distance following NO application. (D) Dynamic swimming shows oscillations in the velocity and gradual decay of locomotory speed in the presence of DEANO. (E) Velocity ranged from 0 to 3 in the control group, and these values gradually reduced to a nearly complete arrest of swimming in the experimental group of eight animals.
Specifically, we used Bolinopsis as a model for these initial tests. Applications of the NO donor DEA/NO 2–20 μM (n = 8 for each concentration) resulted in the suppression of locomotion within the first 10–20 min, including reduction of long-term oscillations of swimming patterns, and eventually the suppression of swimming usually within 60–90 min (n = 8). Higher concentrations of the NO donor (20–200 μM) were apparently toxic, leading to a rapid arrest of locomotion and dissociation of animals (n = 8). Of note, applying the same concentrations to Pleurobrachia and Beroe did not result in such immediate toxic effects.
Discussion: Conclusions and future directions
This manuscript outlines the first survey of NOS distribution and functions in ctenophores. The presence of NOS and intracellular NO receptors such as sGC in ctenophores are supported by molecular evidence. However, both comparative and, especially, functional aspects of NO-mediated signaling remain to be determined, and numerous components of NO/cGMP-mediated signaling can be a particular ctenophore lineage-specific. Conclusions are summarized below.
(1) NOS is present in ctenophores with the events of secondary gene loss across several species, primarily in cydippids, for yet unknown reasons.
(2) 2–4 sGCs are also present in ctenophores, with taxonomically broader distribution than NOSs, including their presence in species without NOS. These observations suggest the occurrence of other NO synthetic pathways [enzymatic and non-enzymatic (Moroz et al., 1998; Moroz and Kohn, 2011) and environmental sources of NO (e.g., from microbiota and symbiotic organisms)]. Of note, sGC can also sense CO and potentially other molecules (
(3) In Mnemiopsis, NOS and sGCs are expressed at later stages during embryogenesis, and this pathway might be associated with tissue and organ specification in ctenophore development.
(4) Although NO/sGC showed a relatively low expression level in adults, NO might be involved in both localized and systemic control of locomotion with cilia as one of the potential targets of this signaling (to be experimentally validated).
We would like to stress the importance of studying the non-neuronal and systemic functions of NO in ctenophores. NADPH-d did not reveal labeling of defined neuronal populations in mesoglea or subepithelial neural nets or particular comb areas where neurons were identified in previous studies (
These observations are consistent with our pilot findings about relatively small instant effects of NO on behaviors in two lobate ctenophores. In addition to Bolinopsis, we performed similar pilot pharmacological tests on Mnemiopsis using the same NO donor (DEA NO, 21 animals). Lower concentrations of NO donors (<1 μM, n = 7) had no noticeable effects; higher concentrations (>10–70 μM) moderately suppressed the ciliated locomotion and modulate muscle contractions.
Clearly, more systematic studies have to be performed using different NOS donors, inhibitors, and drugs affecting cGMP signaling using cilia, muscles, and secretory cells as effectors, to name a few. However, those observed and relatively “weak” effects of NO within short intervals of pharmacological testing (∼30–60 min), together with the widespread distribution of putative NOS across multiple non-neuronal cells and tissues, suggest that NO-signaling in ctenophores might have been associated with more systemic functions. For example, assuming that NADPH-d reactivity in Mnemiopsis correlates with NOS activity [as in many other preparations (
In summary, the studies of NO signaling in ctenophores are in their infancy. Importantly to the field, we know little about NO synthesis, regulation, compartmentalization, and evolution within the group. As critical first steps and future directions, understanding the enzymology of NOS is needed due to its unusual structure. It would be essential to determine the Ca-dependence of ctenophore NOSs, control their expression, and characterize the pharmacology of NOS inhibition, providing tools for future research. Equally important would be the characterization of NOS expression both in development and in adults using in situ hybridization and immunohistochemistry, in addition to current observations with NADPH-d histochemistry. Finally, comparative physiological analyses of NO signaling in regulating reproduction, development, feeding, immunity, and complex behavioral integration are desirable.
Materials and methods
We performed database searches for nitric oxide synthases (NOS) and soluble guanylyl cyclases (sGC) both in animals and non-metazoan organisms. All used NOS and sGC sequences and their sources are presented in Supplementary Table 1.
Protein domains were detected using Pfam (
NOS and sGC sequences were aligned with MAFFT v764 88, using the L-INS-i alignment algorithm with 1,000 iterations (
We screened publicly available transcriptomic (RNA-seq) datasets of 26 different development stages of Mnemiopsis (
For analyses of cell-specific expression patters we used reference scRNA-seq data from adult Mnemiopsis (Sebé-Pedrós et al., 2018). Specifically, we visually inspected the distribution of genes, UMIs, and % mitochondrial genes across cells choosing a AnnData-file format with a final count matrix of 6,144 cells. We also fileted datasets and tested other criteria for removing cells, but we found that more stringent cutoffs yielded significantly different clustering results and eliminated low-expressed genes from the final visualization (including NOS and sGC-like genes). Standard guidelines for preprocessing, performing principal components analysis, normalization, and clustering were based on Satija et al. (2015).
We ranked differentially expressed genes in each cluster by Wilcoxon rank-sum (Mann–Whitney-U) test and t-test (Soneson and Robinson, 2018). As an alternative, we ranked genes using logistic regression (Ntranos et al., 2019). Initial annotation of clusters was based on previously suggested gene markers (Sebé-Pedrós et al., 2018). For visualization of gene expression and other variables, we used dotplots with a dendrogram implemented in Matplotlib, UMAP, and PAGA plottings.
Partition-based graph abstraction (PAGA) connectivity graphs were implemented in ScanPy, Python (Wolf et al., 2019) for mapping the expression for individual genes using Leiden algorithm as a base. Specifically, we employed PAGA to calculate connectivity between merged clusters, retaining all connections. For visualization purposes, we labeled strong edges thicker than others with the threshold 0.03. Finally, we placed the graph nodes on the median UMAP coordinates of the cells in the cluster to preserve the structure of the UMAP embedding and allow direct comparison between the PAGA graph and UMAP plots. To investigate expression changes along different paths in PAGA networks, we calculated diffusion maps and diffusion pseudotime as a proxy of the differentiation distance between all cells.
We used protocols described elsewhere in detail (
For behavioral assays, we used freshly collected Bolinopsis infundibulum. We used DEA NONOate (Diethylamine NONOate, Abcam, CAS Number 372965-00-9) as a nitric oxide donor. The time series for control behaviors and experimental tests were 30–60 min. We used Fiji/ImageJ and plugins (WRMTRCK, MTrack2) to track and calculate velocities, distances, and tracks. Post-analyses and visualization were done in Python environment (NumPy, Pandas, Matplotlib, SciPy).
Statements
Data availability statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in this article/Supplementary material.
Author contributions
LM and DR designed the study. KM screened the genome datasets and 37 transcriptomes for the presence of NOS and cyclases. DR and KM was involved in the phylogenetic analyses. DR made 2D/3D protein modeling of NOS and cyclases, performed scRNA-seq and RNA-seq analyses, and involved in the behavioral analyses. LM performed the pharmacological and histochemical tests and wrote the manuscript. DR, KM, and LM confirmed the analyzed data. All authors reviewed and edited the manuscript.
Funding
This work was supported in part by the Human Frontiers Science Program (RGP0060/2017) and the National Science Foundation (1146575, 1557923, 1548121, and 1645219) grants to LM. Research reported in this publication was also supported in part by the National Institute of Neurological Disorders and Stroke of the National Institutes of Health under Award Number R01NS114491 (to LM).
Acknowledgments
We thank Drs. Arnau Sebe-Pedros and Amos Tanay for providing an original scRNA-seq dataset.
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Author disclaimer
The content is solely the authors’ responsibility and does not necessarily represent the official views of the National Institutes of Health and National Science Foundation.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fnins.2023.1125433/full#supplementary-material
Supplementary Figure 1Diversification of soluble guanylyl cyclases (sGC) Ctenophora. The catalytic domain (∼190aa) of the soluble guanylate, adenylate, and membrane-type receptor (MR) guanylyl cyclase proteins was used to reconstruct the maximum-likelihood (ML) based phylogenetic tree. Ctenophore soluble cyclases are clustered within three major clades —1/2, 3/4, and NIT-like. Both Mnemiopsis leidyi (Ml) and Ocyropsis crystallina (Oc) encode five copies of GC proteins, Pleurobrachia bachei (Pb) encodes three orthologs comprising one gene product under each cluster. Pleurobrachia soluble NIT-like cyclase gene encodes two copies of the catalytic domain shown as a and b. Mnemiopsis and Pleurobrachia genes are shown in bold font in dark and light blue color. Based on the ML tree membrane receptor type (ANP-like receptor), guanylyl cyclase can be classified under three groups. Both Pleurobrachia bachei (Pb) and Mnemiopsis leidyi (Ml) encode one gene under these three groups. Similarly, both Pb and Ml encode two genes of the adenylate cyclase family. However, both these species encode two copies of the catalytic domains labeled as a and b. Proteins under each group against all other ctenophore species were retrieved from the transcriptome datasets (Whelan et al., 2015, 2017). The catalytic domain used to build the tree is given in the Supplementary Table 1. Species names are shown in the figure as well as provided in the Supplementary material.
Supplementary Figure 2Identifying cluster specific genes associated with NO-cGMP signaling in Mnemiopsis leidyi based on scRNA-seq data (Sebé-Pedrós et al., 2018) with filtration > 100 genes per cell. This filtration cutoff resulted produced 41 clusters (filtration n = 100, 5,461 cells). Without filtration, we produced 24 clusters with 6,144 cells (the main text and figures), and recognized digestive, epithelial, muscle, neuroid-type cells. However, here with the threshold N = 100, we lost cells with such low-expressed genes as NOS in tentacles and many cells expressing cyclase genes (see main text).
Supplementary Figure 3RNA-seq expression profiling of NOS and different cyclases in Mnemiopsis development the calculated values are based on
Sequences of NOS and cyclases used for tree constructions and analyses.
Supplementary Table 2Sequences of different cyclases identified in comparative ctenophore RNA-seq datasets.
Supplementary Material 1Alignment of NOSs identified in ctenophores from RNA-seq datasets. All structural domains are marked.
Supplementary Material 2Alignment of NOSs identified in ctenophores from RNA-seq datasets. All structural domains are marked.
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Summary
Keywords
Mnemiopsis, Ctenophora, nitric oxide synthase, guanylate cyclase, Pleurobrachia, nervous system evolution, Porifera, Placozoa
Citation
Moroz LL, Mukherjee K and Romanova DY (2023) Nitric oxide signaling in ctenophores. Front. Neurosci. 17:1125433. doi: 10.3389/fnins.2023.1125433
Received
16 December 2022
Accepted
27 February 2023
Published
22 March 2023
Volume
17 - 2023
Edited by
James Newcomb, New England College, United States
Reviewed by
Thibaut Brunet, Pasteur Institute, France; Josean Reyes-Rivera, Pasteur Institute, France, in collaboration with reviewer TB; Rhanor Gillette, University of Illinois Urbana-Champaign, United States
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© 2023 Moroz, Mukherjee and Romanova.
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*Correspondence: Leonid L. Moroz, moroz@whitney.ufl.edu; orcid.org/0000-0002-1333-3176
This article was submitted to Neural Technology, a section of the journal Frontiers in Neuroscience
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