Seagrass Cymodocea nodosa was sampled off the Vulcano island, in the vicinity of a submarine volcanic vent. Leaf samples were collected from plants growing in a naturally acidified site, influenced by the long-term exposure to high CO2 emissions, and compared with others collected in a nearby meadow living at normal pCO2 conditions. The differential accumulated proteins in leaves growing in the two contrasting pCO2 environments was investigated. Acidified leaf tissues had less total protein content and the semi-quantitative proteomic comparison revealed a strong general depletion of proteins belonging to the carbon metabolism and protein metabolism. A very large accumulation of proteins related to the cell respiration and to light harvesting process was found in acidified leaves in comparison with those growing in the normal pCO2 site. The metabolic pathways linked to cytoskeleton turnover also seemed affected by the acidified condition, since a strong reduction in the concentration of cytoskeleton structural proteins was found in comparison with the normal pCO2 leaves. Results coming from the comparative proteomics were validated by the histological and cytological measurements, suggesting that the long lasting exposure and acclimation of C. nodosa to the vents involved phenotypic adjustments that can offer physiological and structural tools to survive the suboptimal conditions at the vents vicinity.
The Mediterranean submarine volcanic vents are natural sources of CO2 since this gas is the main component of the volcanic emissions that have been happening for hundreds of years, forming unique and extraordinary environments in which the relative abundance of dissolved inorganic carbon (Ci) species is altered by an increase in the partial pressure of CO2 (pCO2), with a consequent drastic reduction in seawater pH1,2. In these special acidic environments, marine ecosystems suffer from a drastic remodeling; while the pioneering studies on ocean acidification focused on how it negatively affects some species while favoring others3, more recent evidence exists on the large ecological effects on herbivores, invertebrates4,5,6,7 and on intra-community processes within seagrass meadows exposed to acidic conditions8,9. Seagrasses have been reported to be Ci-limited in the marine realm10,11,12, using CO2 and bicarbonate (HCO3-) as external Ci sources for photosynthesis10. Recent studies on ocean acidification have also aimed at resolving the question of whether seagrasses can fix an increasing amount of inorganic carbon (Ci) in the future, thus providing a way forward to their survival while alleviating the effects a more acidic seawater in their associated ecosystems (12 and references therein,13,14,15,16).
Volcanic vents create, in the present, the necessary acidified conditions to evaluate the long-lasting effect of high pCO2 exposure on acclimated populations of marine plants, which is a mandatory requirement to understand the plant’s real and sustained behavior17. Studies conducted in naturally acidified conditions at several volcanic sites have provided contrasting results, often suggesting species-specific responses to increased pCO28,9,18. An ecological assessment of Cymodocea nodosa at a shallow acidified site at Volcano Island (Italy) revealed that the meadow is negatively affected by the environmental conditions at the low pH site, as the plant’s density and biomass decreased8,9; authors also reported a decrease in leaf area in plants acclimated to the CO2 vents. This latter finding, along with similar studies, strongly suggests that the acclimation of seagrasses to the long-lasting high pCO2 concentration encompasses several physiological and morphological adjustments. It is relevant to note that some biomechanical responses of C. nodosa were altered in the course of a CO2 enrichment experiment19 and that changes in plant anatomy and cell ultrastructure have been reported for Halodule wrightii under ocean acidification conditions20. These observations are in line to those previously observed in terrestrial plants, in which the exposure to high pCO2 induced several anatomical alterations21,22,23.
On the molecular side, a wider investigation on the gene expression profile, performed in the same population of Cymodocea nodosa in Vulcano island, confirmed the decrease in productivity in plants growing at the high CO2 site24. Contrastingly, the same study reported that productivity significantly increased with Ci availability in plants incubated with artificially CO2-enriched water at a non-acidified control site, supporting the hypothesis that C. nodosa might in general benefit from a higher Ci availability24,25. Taken all together, these results support the suggestion that volcanic vents may not be ideal analogues for ocean acidification studies and that the observed effects on seagrasses are not merely due to the increased CO2 availability but are also influenced by other environmental factors present at these sites9.
In this controversial scenario, our study aims to elucidate how a well-established natural population of Cymodocea nodosa, exposed to the CO2 vents environment at Vulcano Island, modulates its protein metabolism and what specific modifications take place, both at the morphological and functional traits levels, associated to the long-term adaptation process.
Comparative proteomics has been previously applied to seagrasses, revealing the protein molecular dynamics for surviving under various conditions26,27,28,29,30 Since the amounts of protein and transcripts corresponding to the same gene are generally loosely correlated31, the advantage offered by proteomics in the present study is to reveal changes in protein accumulation induced by high CO2 that cannot have been predicted from the previous transcriptomics investigation24, thus contributing to elucidate the effects of a long-term exposure to naturally increased pCO2.
Protein yield, proteins identification and differential accumulated proteins in leaf tissues
A decrease of 30% in protein yield in leaf tissues of plants growing in high pCO2 comparing to the normal pCO2 condition was found (See the Supplementary Table 1). The SDS-PAGEs of leaf proteins provided well-resolved lanes both in normal and high pCO2 samples. Each lane consists of about 80 different polypeptides bands, demonstrating the efficiency of the protein extraction and purification by means of the multistep protocol optimized for C. nodosa28. Spite the same amount of leaf proteins loaded on each well, the band at 55 kDa, corresponding to the large subunit of RuBisCo, decreased in all replicates of plants living in high pCO2 with respect to those under normal pCO2 condition (Fig. 1). Measures from the digitalized images of the gels by the Quantity One 1-D Analysis Software (Bio-Rad Laboratories; Berkley, California) gave a mean decrease of up to 40% in the optical density of the 55 kDa band (data not shown) in the high pCO2 samples.
Figure 2 depicts the multivariate classification (PLS-DA) of all mass spectra results from normal pCO2 and high pCO2 plants. Spectra patterns of normal (blue dots) and high (red dots) pCO2 plants are quite distinct. Plants collected in high pCO2 showed a higher degree of homogeneity in comparison to samples collected in normal pCO2.
The mass spectra analysis coupled with database search has identified 190 proteins in all samples (Supplementary Tables 2 and 3). The hierarchical clustering of all identified proteins is shown in Fig. 3. Under the screening criteria of a fold change greater than 2 or less than 0.60 and p value < 0.05, a total of 75 proteins were identified to be differentially abundant (DAPs) by comparison between normal pCO2 and high pCO2 plants; 45 proteins resulted accumulated, while the remaining 30 proteins are depleted. All these proteins were regarded as candidate proteins associated with the high pCO2 adaptation and acclimation processes (Table 1).
The pathway analysis using the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway database32 (http://www.genome.jp/kegg/pathway.html, accessed on 11 September 2019) identified 6 pathways (p < 0.05) related to proteins with enriched relative abundance, as shown in Fig. 4. Proteins involved in the light reactions of photosynthesis are the most relevantly enriched under the acidified conditions. These include the Photosystem II CP43 chlorophyll apoprotein, Photosystem II D2 protein, Photosystem II CP47 chlorophyll apoprotein, Photosystem Q(B) protein, Photosystem I P700 chlorophyll a apoprotein A2, ATP synthase subunit beta, chloroplastic, Cytochrome b6, ATP synthase subunit alpha and the chloroplastic Photosystem I P700 chlorophyll a apoprotein A1 (Table 1). In contrast, the depleted metabolic pathways were those related to carbon fixation, carbon metabolism, glycolysis/gluconeogenesis. The Ribulose bisphosphate carboxylase large chain and the Ribulose bisphosphate carboxylase/oxygenase activase appeared strongly depleted in acidified conditions, as also cytoplasmic and chloroplastic Malate dehydrogenase and Transketolase. The key enzymes of glycolysis Glyceraldehyde-3-phosphate dehydrogenase A, Fructose-bisphosphate aldolase and Enolase 1 were also depleted. The Malate synthase, that facilitates the glyoxylate cycle, the Pyruvate phosphate dikinase involved in the alternative glycolisis,, the Serine-threonine protein and many proteins involved in the amino acid metabolism are enriched under acidified conditions. Also the glutathione metabolism seems to be upregulated as the Glutathione transferases are accumulated under acidified condition.
Protein folding and turnover seemed also to be affected under acidified conditions as the Elongation factor 1-alpha, Chaperonin CPN60-2 and Ubiquitin-40S ribosomal protein S27a were strongly depleted. Proteins belonging to the cytoskeleton metabolism are affected by acidification such as Tubulin alpha-1 chain, Tubulin alpha-5 chain and Actin-1 (Table 1).
The leaf blades of C. nodosa growing under acidified conditions were shown to be almost 15% wider (3.22 ± 0.43 mm) than those of plants living in normal pCO2 (2.76 ± 0.52 mm); epidermal cells have larger areas and thinner cell walls in high pCO2 leaves than those of normal pCO2 cells (Fig. 5). Leaves growing under acidified conditions have also larger parenchyma cells, lesser number of cells/mm2 and thinner cell wall than those of normal pCO2 cells (Supplementary Table 4).
Schematic representation of DAPs involved in different metabolic pathways/cellular processes in Cymodocea nodosa to cope the environmental conditions at CO2 vents is reported in the Fig. 6
The comparative proteomics data showed that the long-term exposure to high pCO2 in the vicinity of volcanic vents strongly affected the inorganic carbon assimilation in leaves of Cymodocea nodosa as demonstrated by the significantly decreased levels of the key carbon metabolism enzymes . These results suggest that the chronic exposure of C. nodosa to CO2-enriched volcanic emissions did not act positively toward carbon fixation, neither via Rubisco nor via PEPC, indicating a general depression of both inorganic carbon fixation pathways; even if the accumulation of Malate synthase and Pyruvate dikinase can pose the question whether or not seagrasses have a carbon concentrating mechanism, its existence to date is not proven and more evidence from “omics” is still required.
Our proteomic findings reinforce the results of a gene expression study carried out simultaneously on plants from the same populations, in which a significant down-regulation of the transcripts related to carbon metabolism, carbon uptake and carbohydrate metabolism were also found to be strongly down-regulated in the acidified leaves25. Proteomics and trascriptomics thus demonstrate that the long-lasting exposure to the vents conditions lead to the overall depression of the primary metabolisms, and are the probable cause of the reduction of the net plant productivity (NPP) and plant biomass found in plants growing in the vicinity of the vents8,25.
The metabolism of proteins is also negatively affected; previous proteomics studies of seagrasses living under several acute stressors or long-lasting disturbing factors also reported lower protein content linked to depletion of Rubisco28,29,30. Here we found that the lower protein contents is mainly due to an impaired protein synthesis at the post-transcriptional level in leaf tissue of plants under acidified conditions. Also protein function and turnover seems be the machinery that require an increasing energy demand.
Despite the strong depletion of the Calvin cycle proteins, a significant positive correlation between proteins related to the light reactions of photosynthesis and the exposure to high pCO2 was found, the same happening with some proteins belonging to photosystem II and photosystem I. High levels of Chl a and significant increases in maximum electron transport rate and in compensation irradiance were previously found in C. nodosa grown under acidified conditions at this same volcanic CO2 vent, corroborating the hypothesis that acidification promotes the photosynthetic light reactions8. Moreover, we found that the energy metabolism from photophosphorylation and from oxidative phosphorylation are positively affected by high pCO2 exposure; the latter comes from leaf mitochondrial respiration which have been previously found to be up-regulated in the response to high pCO224,33. The observed depletion of the Calvin cycle proteins near the vents is likely to reflect a higher efficiency in the use of CO2 that would require a higher energy availability from the photosynthetic electron transport chain. On the other hand, a potential imbalance between the photosynthetic electron transport chain and the Calvin cycle reactions could also result in the formation of reactive oxygen species (ROS).
Increases in ROS may result from a number of other stress factors, and are usually associated with increases in the overall antioxidant capacity. The observed accumulation of antioxidant enzymes such as Peroxidases, Glutathione S-transferases, Superoxide dismutases and enzymes belonging the phenylpropanoid pathway has been well documented as defense responses of seagrasses to light stress and heavy metal toxicity27,29. The enhanced multi-enzyme antioxidant system indicates that vents conditions results in ROS production, triggering the response to scavenge H2O2 and maintaining the cell redox status. Taken all together, our results support the previously conveyed idea that potential external stress factors other than CO2 are at play at the Vulcano submarine vents, significantly affecting the plants’ metabolic balance8,9,34.
The adaptive strategy that plants use to cope with vents condition also involves some morphological adjustments. If at the meadow level, C. nodosa lowered the density, biomass and below/aboveground biomass ratio at the acidified site8,9, at plant level, no significant differences in number of leaves per shoot (total mean number of leaves per shoot was 4 ± 0.7, data not shown) was found. Interestingly, we found that plants growing closer to the vents had shorter but wider leaf blades, epidermal cells with thinner cell walls and larger parenchyma cells. These morphological differences could indicate ecotypes, eventually selected by this extreme environment, but results from the population genetics carried out on the same sampling site showed no genetic differentiation and a high gene flow between C. nodosa plants growing at both the acidified and the control sites25. The morphological differences found should then be considered as a phenotypical response of C. nodosa to the pressure of the acidified environment. A similar pattern of leaf parameters was also recently described at the Vulcano CO2 vents by Vizzini et al.9. Our data support the hypothesis that under acidified conditions the cell expansion contributed more than cell division to the leaf expansion; following this assumption, leaf blades become shorter and wider than those grown in normal pCO2 condition. Further studies conducted on C. nodosa and Halodule wrightii demonstrated that an elevated CO2 concentration has effects on leaf mechanical resistence such as on the leaf anatomy and cell ultrastructures19,20. The authors reported that high pCO2-grown C. nodosa had an increased leaf-breaking force related to leaf growth; leaf width and cross-section area were larger under acidification in Halodule wrigtii, thus indicating that increased CO2 may manifest in large part at cellular level. Here we might conclude that the morphological traits have shown a positive correlation between mesophyll cell size and pH at CO2 venting sites, suggesting that wider leaves have a higher capacity to buffer pH. Even if is demonstrated that exposure to elevate pCO2 alters plant structure by inducing change in rate of cell division and cell expansion in seed plants35, further investigation needs to elucidate whether C. nodosa growing in the vicinity of volcanic vents might ameliorate potential adverse effects on growth by means the mesophyll cell expansion and modified cell water uptake. In support of this idea, Ruocco et al.24 found that C. nodosa exposed to high pCO2 overexpressed transcripts encoding for enzymes that play an integral role in pH homoeostasis of the cells. Under this concept, mesophyll cells of C. nodosa might couple the ions homeostasis with increased water uptake to adjust the osmotic balance.
Moreover, specific molecular rearrangements seem to validate the hypothesis that high pCO2 led to larger cell size; biosynthesis of secondary metabolites appeared to be positively related to acidification and also to hormone-mediated response such ABA biosynthesis36,37,38. The actin-depolymerizing Factor 3 coupled with the Calcium-dependent protein kinase 2 (CDPK) have been found to modulate the plant cell shape through the regulation of the actin filament network in cytoskeleton39 and also to have a role in the re-organization of plant cytoplasm in response to a wide range of internal and external stimuli, suggesting a direct correlation between signal transduction and actin cytoskeleton reorganization in plants40,41. The strong depletion of tubulin and actin cytoskeleton constituents further support the suggestion that acidification affects the cytoskeleton dynamics and might trigger the modulation of cell enlargement and elongation in mesophyll cells. A pattern of thinner cell walls was also found in mesophyll epidermal cells of plants growing in the acidified site. Seagrasses possess a very different cell wall composition as well as proportion of polysaccharide and monosaccharides than terrestrial plants42; the modified cell wall structure and metabolism lead to an increase in the polyanionic character of seagrass cell wall43. It is well known that an acid cell wall is necessary for wall loosening to occur, thus promoting cell expansion and growth44; this mechanism is induced by the hormone auxin during cell elongation. In seagrasses, under normal conditions, the extracellular carbonic anhydrase mediates the conversion of HCO3– to CO2 generating acid zones created by H+ extrusion from the cytoplasm to the cell wall11; we can speculate that in an acidified environment the increased exogenous protons could, at least partially, substitute auxin in inducing cell enlargement. The thinner cell wall found in acidified epidermal cells of C. nodosa is likely to come from the cell elongation without ex novo biosynthesis of structural wall carbohydrates, due to the impaired primary metabolism and depressed carbon fixation; the lowered biomass of plants exposed to high pCO2 also indicates that leaf elongation occurred mainly by means of cell expansion. Thus, cell wall seems to be a critical player in response to acidification and further studies on the cell wall metabolism of C. nodosa growing near Vulcano CO2 vents are necessary.
In conclusion, proteomic analysis and cytological features evidence some physiological and structural adaptive traits of the seagrass Cymodocea nodosa growing in the vicinity of the Vulcano CO2 vents. This adaptation strategy combines the reduction of carbon fixation and gluconeogenesis with increasing photophosphorylation and cell respiration to maintain the high energy demand for leaf expansion and elongation of the mesophyll cell. Our results largely corroborate the findings of previous metabolic and transcriptomic studies carried out in the Vulcano vents, raising additional concerns on the use of volcanic vents as proxies for future acidification conditions. On the other hand, the specificities of the volcanic emissions also raise interesting questions and allow the investigation of pertinent physiological questions.
Sites description and plant sampling
Vulcano, the southernmost island of the Aeolian Archipelago, contains the most recently active center of submersed CO2 vents systems1. The most recent CO2 emissions originated from a volcanic activity on Vulcano occurred in 2002 has caused a series of gas explosions2. Most of the active submersed seeps are located along southern and western shores of Baia di Levante, where dispersed underwater leaks cover a 0.13 km2 shallow area (1 m depth). Gas composition at the seeps consists of 99% of carbon dioxide and dissolved hydrogen sulphide from the seeps was undetectable at the sampling locations; seawater parameters, daily irradiance and pCO2 concentration at two sites were reported in Olivé et al.25.
For molecular analyses, C. nodosa samples (i.e., morphological individuals with two or more shoots) were collected at 5 m depth by SCUBA diving in the acidified site referred as high pCO2 environment (38°25.057′N-14°57.599′E) and in a nearby site referred as normal pCO2 environment (38° 25′ 22″ N-14° 57′ 82″ E)25. To assure the representation of the seagrass meadows in the study sites, sampling were performed along three grids of 20 × 20 m each with the internal distance between sampled plants of 4–5 m to reach a total sampling of 15 individuals at each site. Once collected, epiphytes on leaf surface were rapidly and carefully removed by a razor, then leaves were rinsed in distilled water and immediately frozen in liquid nitrogen and kept at -80 °C until the protein extraction procedure described in Mazzuca et al.30.
For the histological and cytological analyses adult leaves were selected from the 15 individuals at each sampling site, cleaned from the epiphytes, washed in sea water and fixed in 4% formalin in 0.15 M phosphate buffer pH 7.2 and stored refrigerated.
Extraction and purification of total protein from leaves
Frozen leaves were pooled forming 3 biological replicates, each composed by 5 individuals, because of the low amount of leaf tissue for each shoot. Leaf proteins were extracted by the multistep procedures28; for each extraction 1.4 g of pooled leaves were powdered in a mortar in liquid nitrogen until a fine powder was obtained. At this powder a volume of 10% TCA in acetone was added and centrifuged at 13,000 rpm for 5 min at 4 °C. Subsequently, four washes were performed in 80% acetone in water. After centrifugation the pellet containing the precipitated proteins was dried at room temperature. Approximately 0.1 g of powdered tissue was dissolved in 0.8 ml of phenol (buffered with Tris–HCl, pH 8.0, Sigma, St. Louis, MO, USA) and 0.8 ml of SDS buffer (30% sucrose, 2% SDS, 0.1 M Tris–HCl, pH 8., 0,5% 2-mercaptoetanol) in a 2 ml microfuge tube. The samples were vortexed for 30 s and centrifuged at 13,000 rpm for 5 min to allow the solubilization of proteins in the phenol phase. The phenol phase was mixed with five volumes of 0.1 M ammonium acetate in cold methanol, and the mixture was stored at -20 °C for 30 min to precipitate proteins. Proteins were collected by centrifugation at 13,000 rpm for 5 min. Two washes were performed with 0.1 M ammonium acetate in cold methanol, and two with cold 80% acetone, and centrifuged at 13,000 rpm for 7 min. The final pellet containing purified protein was dried and dissolved in Laemmli 1DE separation buffer overnight. Proteins were then quantified by measuring the absorbance at 595 nm according to the Bradford assay. Protein yield was calculated as milligrams of protein for g fresh tissue weight in three biological replicates at each site. For each replicate, two independent extractions were made. The relative abundances of proteins were calculated as mean ± standard error (n = 6). A Student t-test was used to make pair-wise comparisons between normal pCO2 and high pCO2 samples. Unless otherwise noted, p-levels of 0.05 were used as the threshold for statistical significance.
Electrophoresis of leaf proteins, protein in-gel digestion and mass spectrometry analyses
A gel was prepared at a concentration of 10% acrylamide/bisacrylamide, according to the method of45. The ratio of acrylamide/bisacrylamide was 12.5% in the running gel and 6% in the stacking gel. All biological replicates were heated for 5 min at 100 °C and 25 μg of activated proteins were loaded on the each well in the gel. The electrophoretic run was carried out at 60 mA for the stacking gel and 120 mA in the running gel at power of 200 V. The electrophoresis ran for an average time of 1 h and 15 min. The gels were stained with Coomassie Blue overnight and subsequently destained with several changes of destaining solution (45% methanol, 10% acetic acid). Digitalized images of the destained SDS-PAGEs were analyzed by the Quantity One 1-D Analysis Software (Bio-Rad Laboratories; Berkeley, California) to measure the optical densities at each lane of all biological replicates from both sites. The amount of protein at bands of 55, 25, and 10 kDa was done using the marker reference bands at 75, 50, and 25 kDa that contained 150, 750, and 750 ng of proteins respectively (Fig. 1). Each lane of the same SDS-PAGE was divided in six slices from 200 to 10 kDa and manually excised from the gel.
The CBB-stained gel slices from three biological replicates were destained and then processed for the reduction and alkylation steps by using dithiotreitol (DTT) and iodoacetamide (IAA), respectively46. Gel pieces were digested by Trypsin (Promega, Madison WI, USA) overnight at 37 °C adding ammonium bicarbonate buffer to cover gel matrix. The extracted peptides from three independent biological replicates and two technical replicates were immediately processed for mass spectrometry analysis.
Tandem mass spectrophotometry (MS) analysis
A data-dependent tandem MS approach was carried out using a hybrid quadrupole-time-of-flight (Q-TOF) mass spectrometer (6550 IFunnel Q-TOF, Agilent Technologies, CA, USA), with a nano LC Chip Cube source (Agilent Technologies, CA, USA) according to Lucini and Bernardo47. The chip consisted of a 40-nL enrichment column (Zorbax 300SB-C18, 5 µm pore size) and a 150 mm separation column (Zorbax 300SB-C18, 5 µm pore size) coupled to an Agilent Technologies 1200 series nano/capillary LC system and controlled by the MassHunter Workstation Acquisition (version B.04).
A volume of 8 µL was injected per run, loading peptides onto the trapping column at 4 µL min−1 in 2% (v/v) acetonitrile and 0.1% (v/v) formic acid. After enrichment, the chip was switched to separation mode and peptides were back flush eluted into the analytical column, during a 60 min acetonitrile gradient (from 3 to 90% v/v in 0.1% formic acid) at 0.6 µl min−1. The mass spectrometer was used in positive ion mode and MS scans were acquired over a mass range from 300 to 1700 m/z, at 4 spectra s−1.
Twelve precursor ions per scan were selected for auto-MS/MS, adopting an absolute threshold of 1000 and a relative threshold of 0.01%, and enabling active exclusion after 2 spectra of the same precursor. Ramped collision energy was used for collision-induced decomposition, as a function of peptide charge.
Peptide identification from MS/MS spectra, proteins inference and validation were performed in Spectrum Mill MS Proteomics Workbench (Rev B.04; Agilent Technologies). Auto MS/MS spectra were extracted from raw data accepting a minimum sequence length of 3 amino acids and merging scans with the same precursor within a mass window of ± 0.4 m/z, in a time frame of ± 30 s. Search parameters were Scored Peak Intensity (SPI) ≥ 50%, precursor mass tolerance of ± 10 ppm and product ions mass tolerance of ± 20 ppm. Carbamidomethylation of cysteine was set as fixed modification and trypsin was selected as enzyme for digestion, accepting 2 missed cleavages per peptide.
Considering that a species-specific proteome was not available, the proteome referring to viridiplantae in Uniprot was used; downloaded on April 2015, a total of 144,283 entries can be found according to this criterion.
Auto thresholds were used for peptide identification in Spectrum Mill, to achieve a target 1% false discovery rate. Label-free quantitation, using the protein summed peptide abundance, was carried out after identification.
The results were directly exported to Mass Profiler Professional B.04 (Agilent Technologies) for statistical analysis. Protein intensities were log2 normalized and fold-change analysis was carried out using a threshold of 3. Multivariate Partial Least Square Discriminant Analysis (PLS-DA) was then carried out (N-fold validation, using N = 3 and 10 repeats). The PLS-DA class prediction model loading, i.e. the plot of the weight for each protein in the model within the latent vectors, was used to select those proteins being more discriminant in class prediction (those having a score of above + 0.2 rather than below -0.2). These proteins were exported from the covariance structures in the PLS-DA hyperspace and further discussed.
Preparation of samples and histological analyses
For each individual, several 5 × 5 mm pieces of six fixed leaves were cutted and washed in 0.15 M phosphate buffer three times for 10 min; subsequently leaf pieces were treated with 1% osmium tetraoxide in phosphate buffer. Leaf pieces were then dehydrated trough the increasing concentration of ethanol solutions. Dehydrate samples were then imbedded in epoxy resin, obtained by mixing Epon 812-Araldite and ethanol (1: 1, v/v) for 4–5 h at 4 °C and then embedded in pure resin overnight at room temperature. The embedded samples were polymerized in an oven at 60 °C for 3 days; then each sample was cut in 0.2 mm thick sections through the ultramicrotome. The sections were transferred onto slides and stained with Methylene Blue. At least ten sections for each leaf sample were observed and photographed at 100 X magnification and digitalized using Image J open source software. A measurement bar of 100 μm as a reference scale was added to the images obtained for subsequent analysis using CellProfiler open source software (Broad Institute; country). The areas of 20 cells per section of the epidermis and parenchyma were measured and the thickness of the epidermis and parenchyma cell wall was also measured and a 100 × 100 μm scale square. The measurements obtained were divided into two datasets of all the samples of the two sites; the first dataset with the comparison of the mean values of the cell area and the second dataset with the comparison of the average values of the wall thickness. Significance of values from both datasets were made by t-student test using the GraphPad Prism 8 software.
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This study received Portuguese national funds from FCT—Foundation for Science and Technology through project UIDB/04326/2020 and is also a contribution to the FCT projects HighGrass, (PTDC/MAR-EST/3687/2012) and GrassMet (PTDC/MAR-EST/4257/2014). During the sampling campaign and data analysis, AP was supported by a STSM fellowship within the ESF COST Action “Seagrass Productivity: from genes to ecosystem management”, coordinated by Rui Santos. The authors deeply thank Daniela Perrotta and Nicodemo Passalacqua for their valuable technical and logistic support for the histological sample preparation.
The authors declare no competing interests.
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Piro, A., Bernardo, L., Serra, I.A. et al. Leaf proteome modulation and cytological features of seagrass Cymodocea nodosa in response to long-term high CO2 exposure in volcanic vents. Sci Rep 10, 22332 (2020). https://doi.org/10.1038/s41598-020-78764-7
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