| Literature DB >> 32188145 |
Eva Cacabelos1, Patrício Ramalhosa1,2, João Canning-Clode1,3, Jesús S Troncoso4,5, Celia Olabarria4,5, Cristina Delgado4, Sergey Dobretsov6,7, Ignacio Gestoso1,3.
Abstract
Microbial biofilms can be key mediators for settlement of macrofoulers. The present study examines the coupled effects of microbial biofilms and local environmental conditions on the composition, structure and functioning of macrofouling assemblages. Settlement of invertebrates over a gradient of human-impacted sites was investigated on local biofilms and on biofilms developed in marine protected areas (MPAs). Special attention was given to the presence of non-indigenous species (NIS), a global problem that can cause important impacts on local assemblages. In general, the formation of macrofouling assemblages was influenced by the identity of the biofilm. However, these relationships varied across levels of anthropogenic pressure, possibly influenced by environmental conditions and the propagule pressure locally available. While the NIS Watersipora subatra seemed to be inhibited by the biofilm developed in the MPA, Diplosoma cf. listerianum seemed to be attracted by biofilm developed in the MPA only under mid anthropogenic pressure. The obtained information is critical for marine environmental management, urgently needed for the establishment of prevention and control mechanisms to minimize the settlement of NIS and mitigate their threats.Entities:
Keywords: bacteria; biofouling; diatoms; larval recruitment; non-indigenous species
Mesh:
Year: 2020 PMID: 32188145 PMCID: PMC7139543 DOI: 10.3390/ijms21062030
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Multivariate analysis of variance of total biofilm assemblage across “Pressure” levels (Pr) and “Sites” (Si(Pr)) after 15 and 30 days of “Panel” (Pl(Si(Pr))) deployment. Analyses are based on Bray–Curtis similarity matrices of untransformed data; df, degrees of freedom.
| 15 days | 30 days | |||
|---|---|---|---|---|
| Source | df | Pseudo-F | df | Pseudo-F |
| Pr | 3 | 4.551 * | 3 | 6.108 ** |
| Si(Pr) | 3 | 5.888 *** | 3 | 2.831 ** |
| Pl(Si(Pr)) | 32 | 2.968 *** | 31 | 2.677 *** |
| Res | 76 | 76 | ||
| Total | 114 | 113 | ||
| PERMDISP | P(perm): 0.004 | P(perm) ns |
* p < 0.05, ** p < 0.01, *** p < 0.001, ns non-significant
Figure 1Weight (µg cm–2) of cyanobacteria (Cyano), chlorophyll a (Green) and diatoms measured with BenthoTorch) among “Pressure” levels after 15 and 30 days of deployment.
Figure 2Non-metric multidimensional scaling (nMDS) representing the structure of biofilm assemblages (cyanobacteria, chlorophyll a and diatoms measured with BenthoTorch) among “Pressure” levels after (a) 15 and (b) 30 days of deployment; (c) the structure of bacterial assemblages according to different “Pressure” levels after 30 days of deployment; (d) the structure of macrofouling assemblages after 15 weeks of deployment. All nMDS are based on Bray–Curtis similarities. Data were fourth-root transformed in (c) and square-root transformed in (d) (for further details, see Table 1, Table 2 and Table 5).
Multivariate analyses of variance of (a) bacteria and (c) diatom assemblages across “Pressure” levels (Pr) after 30 days of panel deployment. Univariate (b) analysis of variance of bacteria assemblage major descriptors. S: taxonomic richness, H’: Shannon diversity index, J: Pielou evenness index. Analyses are based on (a,c) Bray–Curtis similarity matrices of (a) fourth-root and (c) square-root transformed data in multivariate analyses and on (b) Euclidean distances of untransformed data in univariate analyses. Pair-wise comparisons were performed when significant differences were found (see Supplementary Materials Table S1). df, degrees of freedom.
| Bacteria | Diatoms | |||||||
|---|---|---|---|---|---|---|---|---|
| (a) Total Assemblage | (b) | S | H’ | J | (c) Total assemblage | |||
| Source | df | Pseudo-F | df | Pseudo-F | Pseudo-F | Pseudo-F | df | Pseudo-F |
| Pr | 3 | 2.408 ** | 3 | 12.642 | 1.712 | 0.459 | 3 | 1.682 * |
| Res | 3 | 3 | 2 | |||||
| Total | 6 | 6 | 5 | |||||
* p < 0.05, ** p < 0.01.
SIMPER analysis on bacterial fourth root-transformed data showing the contribution of taxa to the average (Av.) Bray–Curtis similarity (a) and dissimilarity (b) between “Pressure” levels: Marine Protected Area (MPA), Low, Mid and High. Average (dis)similarities are indicated in brackets.
|
|
|
|
| ||
| Bacteroidia_uncultured | 8.64 | 0.92 | 1.35 | ||
| Bacteroidia_Ulvibacter | 6.63 | 0.69 | 1.01 | ||
| Gammaproteobacteria_Halioglobus | 7.11 | 0.68 | 1.01 | ||
| Gammaproteobacteria_Halioglobus | 6.19 | 0.67 | 0.98 | ||
| Bacteroidia_Aquibacter | 6.02 | 0.67 | 0.98 | ||
| Gammaproteobacteria_Granulosicoccus | 6.25 | 0.64 | 0.94 | ||
| Gammaproteobacteria_Leucothrix | 6.51 | 0.64 | 0.94 | ||
| Bacteroidia_Lewinella | 5.99 | 0.62 | 0.92 | ||
| Alphaproteobacteria_Loktanella | 6.42 | 0.61 | 0.9 | ||
| Bacteroidia_Lutimonas | 6.12 | 0.61 | 0.9 | ||
| Oxyphotobacteria_Minutocellus sp. CCMP1701 | 5.74 | 0.61 | 0.9 | ||
|
|
|
|
| ||
| Bacteroidia_Ulvibacter | 9.05 | 0.79 | 1.07 | ||
| Bacteroidia_uncultured | 7.58 | 0.66 | 0.88 | ||
| Gammaproteobacteria_Halioglobus | 7.71 | 0.64 | 0.86 | ||
| Bacteroidia_Aquibacter | 6.97 | 0.61 | 0.82 | ||
| Alphaproteobacteria_Loktanella | 6.93 | 0.6 | 0.81 | ||
| Bacteroidia_Dokdonia | 6.84 | 0.57 | 0.77 | ||
| Gammaproteobacteria_Halioglobus | 6.92 | 0.55 | 0.74 | ||
| Bacteroidia_Winogradskyella | 6.41 | 0.55 | 0.74 | ||
| Gammaproteobacteria_Marinicella | 6.24 | 0.54 | 0.72 | ||
| Bacteroidia_uncultured | 5.97 | 0.52 | 0.7 | ||
| Oxyphotobacteria_Minutocellus sp. CCMP1701 | 6.37 | 0.51 | 0.68 | ||
| Alphaproteobacteria_Sulfitobacter | 6.22 | 0.5 | 0.67 | ||
| Bacteroidia_Maribacter | 5.57 | 0.5 | 0.67 | ||
|
|
|
|
| ||
| Gammaproteobacteria_Francisella | 8.52 | 1 | 1.43 | ||
| Bacteroidia_Pseudofulvibacter | 8.2 | 0.97 | 1.38 | ||
| Bacteroidia_Ulvibacter | 8.36 | 0.95 | 1.36 | ||
| Alphaproteobacteria_Amylibacter | 8.87 | 0.95 | 1.35 | ||
| Alphaproteobacteria_Candidatus Megaira | 7.45 | 0.88 | 1.25 | ||
| Oxyphotobacteria_bacterium WHC4–2 | 8.15 | 0.88 | 1.25 | ||
| Bacteroidia_uncultured | 7.34 | 0.84 | 1.19 | ||
| Gammaproteobacteria_Halioglobus | 6.4 | 0.79 | 1.12 | ||
|
|
|
|
|
|
|
| Gammaproteobacteria_Francisella | 8.52 | 0 | 0.5 | 224.12 | 1.06 |
| Bacteroidia_Pseudofulvibacter | 8.2 | 1.76 | 0.38 | 3.16 | 0.8 |
| Gammaproteobacteria_Thiothrix | 3.63 | 8.88 | 0.31 | 1.33 | 0.66 |
| Gammaproteobacteria_uncultured | 5.15 | 0 | 0.3 | 5.95 | 0.64 |
| Campylobacteria_Arcobacter | 4.94 | 0 | 0.29 | 2.25 | 0.63 |
| Bacteroidia_Bernardetia | 4.62 | 0 | 0.27 | 2.57 | 0.58 |
| Oxyphotobacteria_Virgulinella fragilis | 0 | 4.66 | 0.27 | 4.7 | 0.58 |
| Gammaproteobacteria_Aliikangiella | 4.54 | 0 | 0.26 | 46.84 | 0.57 |
| Deinococci_Truepera | 1 | 5.42 | 0.26 | 3.25 | 0.56 |
| Alphaproteobacteria_Candidatus Megaira | 7.45 | 3.03 | 0.26 | 9.61 | 0.55 |
| Alphaproteobacteria_Allorhizobium–Neorhizobium–Pararhizobium–Rhizobium | 1.04 | 5.27 | 0.25 | 2.41 | 0.53 |
| Bacteroidia_Mesoflavibacter | 4.31 | 0 | 0.25 | 3.7 | 0.53 |
| Alphaproteobacteria_Roseobacter clade NAC11-7 lineage | 4.05 | 0 | 0.24 | 1.86 | 0.52 |
| Oxyphotobacteria_Podosira stelligera | 0 | 4.06 | 0.24 | 5.31 | 0.51 |
| Bacteroidia_[Polaribacter] huanghezhanensis | 4.03 | 0 | 0.23 | 11.67 | 0.5 |
| Alphaproteobacteria_Jannaschia | 5.07 | 1.16 | 0.23 | 2.08 | 0.49 |
| Oxyphotobacteria_bacterium WHC4-2 | 8.15 | 4.2 | 0.23 | 3.16 | 0.49 |
|
|
|
|
|
|
|
| Gammaproteobacteria_uncultured | 0 | 6.4 | 0.33 | 1.96 | 0.84 |
| Gammaproteobacteria_Francisella | 8.52 | 2.45 | 0.31 | 2.1 | 0.8 |
| Alphaproteobacteria_Halocynthiibacter | 4.08 | 0 | 0.21 | 2.48 | 0.54 |
| Oxyphotobacteria_bacterium WHC4-2 | 8.15 | 4.28 | 0.2 | 2.56 | 0.5 |
| Deltaproteobacteria_Desulfosarcina | 0 | 3.72 | 0.19 | 10.2 | 0.49 |
| Gammaproteobacteria_Verticia | 1.45 | 5.23 | 0.19 | 1.61 | 0.49 |
| Gammaproteobacteria_Marimicrobium | 0 | 3.61 | 0.19 | 5.12 | 0.48 |
| Oxyphotobacteria_Proteobacteria bacterium JGI 0000113-L05 | 7.11 | 3.49 | 0.19 | 2.79 | 0.47 |
| Bacteroidia_Kordia | 3.44 | 0 | 0.18 | 2.53 | 0.46 |
| Gammaproteobacteria_Candidatus Thiobios | 0 | 3.45 | 0.18 | 12.83 | 0.45 |
| Alphaproteobacteria_Thalassobius | 3.49 | 0 | 0.18 | 2.66 | 0.45 |
| Bacteroidia_Muriicola | 0 | 3.42 | 0.18 | 13.22 | 0.45 |
| Actinobacteria_Intrasporangiaceae | 0 | 3.39 | 0.18 | 20.42 | 0.45 |
| Gammaproteobacteria_uncultured | 1.89 | 5.2 | 0.18 | 1.43 | 0.44 |
| Thermoanaerobaculia_Subgroup 24 | 0 | 3.35 | 0.17 | 8.04 | 0.44 |
| Bacteroidia_Algibacter | 0 | 3.32 | 0.17 | 14.55 | 0.44 |
| Gammaproteobacteria_Perspicuibacter | 3.13 | 0 | 0.16 | 2.94 | 0.42 |
| Bacteroidia_Eudoraea | 0 | 3.16 | 0.16 | 22.31 | 0.42 |
| Bacteroidia_Bernardetia | 4.62 | 1.53 | 0.16 | 1.26 | 0.41 |
| Deltaproteobacteria_Sva0081 sediment group | 0 | 3.14 | 0.16 | 8.13 | 0.41 |
| Verrucomicrobiae_Roseibacillus | 1.37 | 4.46 | 0.16 | 1.82 | 0.41 |
|
|
|
|
|
|
|
| Gammaproteobacteria_Thiothrix | 8.88 | 3.85 | 0.25 | 1.27 | 0.69 |
| Gammaproteobacteria_uncultured | 3.18 | 6.4 | 0.23 | 1.51 | 0.63 |
| Deinococci_Truepera | 5.42 | 1.17 | 0.21 | 3.08 | 0.58 |
| Gammaproteobacteria_Alcanivorax | 0 | 4.21 | 0.21 | 7.79 | 0.58 |
| Bacteroidia_Pseudofulvibacter | 1.76 | 5.83 | 0.2 | 1.94 | 0.56 |
| Oxyphotobacteria_Podosira stelligera | 4.06 | 0 | 0.2 | 5.5 | 0.55 |
| Gammaproteobacteria_Cycloclasticus | 0 | 4.04 | 0.2 | 14.3 | 0.55 |
| Gracilibacteria_Gracilibacteria | 4.46 | 1.25 | 0.17 | 1.22 | 0.48 |
| Bacteroidia_[Polaribacter] huanghezhanensis | 0 | 3.42 | 0.17 | 3.53 | 0.47 |
| Actinobacteria_Intrasporangiaceae | 0 | 3.39 | 0.17 | 46.32 | 0.46 |
| Gammaproteobacteria_Oleiphilus | 0 | 3.38 | 0.17 | 6.85 | 0.46 |
| Gammaproteobacteria_Verticia | 2.2 | 5.23 | 0.17 | 1.33 | 0.46 |
| Oxyphotobacteria_Phormidesmis ANT.LACV5.1 | 3.33 | 0 | 0.16 | 8.29 | 0.46 |
| Campylobacteria_Arcobacter | 0 | 3.23 | 0.16 | 3.44 | 0.44 |
| Gammaproteobacteria_Hydrogenophaga | 0 | 3.2 | 0.16 | 7.9 | 0.44 |
| Bacteroidia_Polaribacter 5 | 0 | 3.17 | 0.16 | 3.07 | 0.43 |
| Gammaproteobacteria_Candidatus Tenderia | 0 | 3.14 | 0.16 | 4.15 | 0.43 |
| Alphaproteobacteria_Roseobacter | 0 | 3.09 | 0.15 | 20.29 | 0.42 |
| Gammaproteobacteria_uncultured | 0 | 3.09 | 0.15 | 11.82 | 0.42 |
| Gammaproteobacteria_Coxiella | 1.16 | 4.23 | 0.15 | 1.2 | 0.42 |
| Gammaproteobacteria_Psychromonas | 4.02 | 0.97 | 0.15 | 2.53 | 0.42 |
|
|
|
|
|
|
|
| Gammaproteobacteria_Francisella | 8.52 | 0 | 0.51 | 309.51 | 1.45 |
| Gracilibacteria_marine metagenome | 0 | 5.88 | 0.36 | 16.02 | 1 |
| Oxyphotobacteria_bacterium WHC4-2 | 8.15 | 2.43 | 0.34 | 5.09 | 0.96 |
| Oxyphotobacteria_Proteobacteria bacterium JGI 0000113-L05 | 7.11 | 1.97 | 0.31 | 5.64 | 0.87 |
| Bacteroidia_Bernardetia | 4.62 | 0 | 0.28 | 2.09 | 0.79 |
| Gammaproteobacteria_Aliikangiella | 4.54 | 0 | 0.27 | 41.41 | 0.77 |
| Parcubacteria_uncultured organism | 0 | 4.22 | 0.25 | 16.02 | 0.72 |
| Alphaproteobacteria_Candidatus Megaira | 7.45 | 3.25 | 0.25 | 18.95 | 0.71 |
| Alphaproteobacteria_Halocynthiibacter | 4.08 | 0 | 0.25 | 2 | 0.7 |
| Oxyphotobacteria_environmental clone OCS182 | 6.61 | 2.43 | 0.25 | 3.3 | 0.7 |
| Alphaproteobacteria_Roseobacter clade NAC11-7 lineage | 4.05 | 0 | 0.25 | 1.52 | 0.7 |
| Bacteroidia_Muriicola | 0 | 4.04 | 0.24 | 16.02 | 0.69 |
|
|
|
|
|
|
|
| Deinococci_Truepera | 5.42 | 0 | 0.31 | 460.95 | 0.87 |
| Alphaproteobacteria_Allorhizobium–Neorhizobium–Pararhizobium–Rhizobium | 5.27 | 0 | 0.3 | 4.05 | 0.85 |
| Gammaproteobacteria_uncultured | 0 | 4.72 | 0.27 | 578.22 | 0.76 |
| Gammaproteobacteria_Thiothrix | 8.88 | 4.59 | 0.25 | 0.89 | 0.69 |
| Alphaproteobacteria_Lentibacter | 4.15 | 0 | 0.24 | 1.64 | 0.67 |
| Oxyphotobacteria_Podosira stelligera | 4.06 | 0 | 0.23 | 4.5 | 0.65 |
| Gammaproteobacteria_HTCC5015 | 1.72 | 5.49 | 0.21 | 1.55 | 0.61 |
| Oxyphotobacteria_Psammodictyon panduriforme | 0 | 3.7 | 0.21 | 578.22 | 0.6 |
| Gracilibacteria_uncultured bacterium | 0 | 3.65 | 0.21 | 578.22 | 0.59 |
| Gammaproteobacteria_uncultured | 0 | 3.57 | 0.2 | 578.22 | 0.57 |
| Gammaproteobacteria_Perspicuibacter | 0 | 3.55 | 0.2 | 578.22 | 0.57 |
| Alphaproteobacteria_Aliiroseovarius | 0 | 3.52 | 0.2 | 578.22 | 0.57 |
| Oxyphotobacteria_Cylindrotheca closterium | 0 | 3.46 | 0.2 | 578.22 | 0.56 |
| Bacteroidia_Mesoflavibacter | 0 | 3.45 | 0.2 | 578.22 | 0.56 |
| Gracilibacteria_marine metagenome | 2.47 | 5.88 | 0.19 | 8.06 | 0.55 |
| Sericytochromatia_Hyaloperonospora arabidopsidis | 0.93 | 4.33 | 0.19 | 2.57 | 0.55 |
|
|
|
|
|
|
|
| Gammaproteobacteria_uncultured | 6.4 | 0 | 0.32 | 1.61 | 0.87 |
| Gracilibacteria_marine metagenome | 0 | 5.88 | 0.3 | 109.31 | 0.8 |
| Gammaproteobacteria_Verticia | 5.23 | 0 | 0.27 | 2.46 | 0.71 |
| Alphaproteobacteria_Marivita | 4.66 | 0 | 0.24 | 5.29 | 0.64 |
| Parcubacteria_uncultured bacterium | 1.15 | 5.57 | 0.22 | 2.66 | 0.6 |
| Parcubacteria_uncultured prokaryote | 1.17 | 5.58 | 0.22 | 2.61 | 0.6 |
| Alphaproteobacteria_Pseudorhodobacter | 4.21 | 0 | 0.21 | 7.5 | 0.57 |
| Gammaproteobacteria_Alcanivorax | 4.21 | 0 | 0.21 | 6.35 | 0.57 |
| Alphaproteobacteria_Boseongicola | 4.15 | 0 | 0.21 | 22.36 | 0.57 |
| Gammaproteobacteria_Cycloclasticus | 4.04 | 0 | 0.2 | 11.71 | 0.55 |
| Alphaproteobacteria_Albirhodobacter | 4 | 0 | 0.2 | 274.32 | 0.55 |
| Gracilibacteria_Gracilibacteria | 1.25 | 5.24 | 0.2 | 2.22 | 0.54 |
| Gammaproteobacteria_Pseudomonas | 3.85 | 0 | 0.2 | 13.15 | 0.52 |
| Gammaproteobacteria_Enterobacteriaceae | 3.8 | 0 | 0.19 | 1.9 | 0.52 |
| Alphaproteobacteria_Lentibacter | 3.78 | 0 | 0.19 | 2.13 | 0.51 |
| Bacteroidia_Aquibacter | 2.28 | 6.03 | 0.19 | 39.9 | 0.51 |
| Deltaproteobacteria_Desulfosarcina | 3.72 | 0 | 0.19 | 9.33 | 0.51 |
SIMPER analysis on diatoms square-root transformed data showing the contribution of taxa to the average (Av.) Bray–Curtis similarity (a) and dissimilarity (b) between “Pressure” levels. Average (dis)similarities are indicated in brackets.
|
|
|
|
|
| ||
|
| 3.81 | 6.41 | 19.13 | |||
|
| 3.95 | 4.68 | 13.97 | |||
|
| 1.6 | 2.87 | 8.56 | |||
| 1.37 | 2.34 | 6.99 | ||||
|
| 1.51 | 2.32 | 6.92 | |||
| 1.78 | 2.32 | 6.92 | ||||
| 1.19 | 2.03 | 6.05 | ||||
| 2.03 | 1.66 | 4.94 | ||||
|
| 0.97 | 1.66 | 4.94 | |||
|
|
|
|
| |||
|
| 4.6 | 7.52 | 12.72 | |||
| 2.95 | 4.92 | 8.32 | ||||
| 2.46 | 3.97 | 6.72 | ||||
| 2.32 | 3.69 | 6.24 | ||||
| 2.25 | 3.55 | 6.01 | ||||
| 2.15 | 3.55 | 6 | ||||
|
| 1.86 | 3.08 | 5.2 | |||
| 1.62 | 2.71 | 4.59 | ||||
| 1.35 | 2.29 | 3.87 | ||||
| 1.76 | 2.29 | 3.87 | ||||
| 1.15 | 2.05 | 3.46 | ||||
| 2.07 | 2.05 | 3.46 | ||||
| 1.28 | 2.05 | 3.46 | ||||
| 1.26 | 1.78 | 3 | ||||
|
|
|
|
|
|
|
|
|
| 3.95 | 0 | 3.91 | 1.79 | 5.73 | |
|
| 0.7 | 4.6 | 3.82 | 2.96 | 5.6 | |
| 0 | 2.15 | 2.07 | 5.96 | 3.03 | ||
| 2.03 | 0 | 2.04 | 1.33 | 2.99 | ||
| 2 | 2.25 | 1.94 | 3.83 | 2.84 | ||
|
| 3.81 | 1.86 | 1.93 | 2.01 | 2.83 | |
| 0 | 1.76 | 1.71 | 2.66 | 2.51 | ||
| 0.69 | 2.32 | 1.59 | 3.43 | 2.33 | ||
| 0.99 | 2.46 | 1.47 | 1.2 | 2.16 | ||
| 1.62 | 0 | 1.44 | 0.86 | 2.1 | ||
|
| 1.51 | 0 | 1.43 | 4.64 | 2.09 | |
| 0 | 1.28 | 1.24 | 5.08 | 1.81 | ||
| 1.23 | 0.98 | 1.2 | 2.92 | 1.76 | ||
| 1.78 | 2.95 | 1.17 | 1.41 | 1.71 | ||
| 1.18 | 0.98 | 1.12 | 4.86 | 1.64 | ||
| 0 | 1.15 | 1.1 | 9.41 | 1.62 | ||
| 1.21 | 2.07 | 1.1 | 1.15 | 1.61 | ||
| 0 | 1.11 | 1.08 | 2.66 | 1.59 | ||
| 1.02 | 0 | 1.05 | 0.86 | 1.55 | ||
|
| 0.97 | 0 | 0.94 | 3.53 | 1.38 | |
| 0.95 | 1.35 | 0.94 | 1.74 | 1.38 | ||
|
|
|
|
|
|
| |
|
| 3.23 | 0 | 3.14 | 13.85 | 4.56 | |
| 0 | 2.95 | 2.86 | 48.77 | 4.15 | ||
| 0 | 2.46 | 2.38 | 16.15 | 3.45 | ||
| 0 | 2.32 | 2.27 | 4.47 | 3.29 | ||
| 0 | 2.15 | 2.09 | 5.74 | 3.04 | ||
| 0 | 2.07 | 2.05 | 1.46 | 2.98 | ||
| 1.9 | 0 | 1.84 | 13.85 | 2.67 | ||
| 0 | 1.76 | 1.73 | 2.24 | 2.51 | ||
| 1.51 | 0 | 1.47 | 13.85 | 2.13 | ||
|
| 6.08 | 4.6 | 1.41 | 3.37 | 2.05 | |
|
| 1.4 | 0 | 1.36 | 13.85 | 1.97 | |
|
| 1.4 | 0 | 1.36 | 13.85 | 1.97 | |
| 1.62 | 0.29 | 1.31 | 2.68 | 1.9 | ||
| 1.71 | 0.41 | 1.25 | 2.68 | 1.82 | ||
| 0 | 1.28 | 1.25 | 4.65 | 1.81 | ||
| 0 | 1.26 | 1.21 | 4.46 | 1.76 | ||
| 0 | 1.15 | 1.12 | 13.63 | 1.62 | ||
| 1.14 | 0 | 1.11 | 13.85 | 1.61 | ||
|
| 1.14 | 0 | 1.11 | 13.85 | 1.61 | |
| 1.81 | 0.7 | 1.11 | 1.06 | 1.61 | ||
| 0 | 1.11 | 1.09 | 2.24 | 1.59 | ||
|
|
|
|
|
|
| |
|
| 0.7 | 6.08 | 5.7 | 3.36 | 7.68 | |
|
| 0.4 | 3.23 | 2.94 | 11.88 | 3.96 | |
|
| 3.95 | 1.4 | 2.81 | 1.01 | 3.79 | |
| 2 | 2.06 | 2.1 | 6.3 | 2.83 | ||
| 0 | 1.81 | 1.9 | 8.58 | 2.56 | ||
| 1.78 | 0 | 1.81 | 2.44 | 2.44 | ||
| 0 | 1.71 | 1.8 | 8.58 | 2.42 | ||
| 0.29 | 1.9 | 1.71 | 2.76 | 2.31 | ||
| 0 | 1.62 | 1.7 | 8.58 | 2.29 | ||
| 1.6 | 0 | 1.69 | 3.49 | 2.28 | ||
| 0 | 1.51 | 1.59 | 8.58 | 2.14 | ||
| 1.62 | 0 | 1.56 | 0.71 | 2.1 | ||
|
| 1.51 | 0 | 1.56 | 4.08 | 2.1 | |
|
| 0 | 1.4 | 1.47 | 8.58 | 1.98 | |
| 0.95 | 2.21 | 1.41 | 0.9 | 1.9 | ||
| 1.23 | 0 | 1.4 | 0.71 | 1.89 | ||
| 2.03 | 0.99 | 1.37 | 0.81 | 1.85 | ||
| 1.19 | 0 | 1.26 | 2.88 | 1.7 | ||
|
| 0.4 | 1.62 | 1.24 | 2.79 | 1.67 | |
| 1.21 | 0 | 1.23 | 2.69 | 1.66 | ||
|
|
|
|
|
|
| |
| 3.51 | 0 | 3.06 | 15.43 | 5.35 | ||
| 2.81 | 0 | 2.45 | 15.43 | 4.28 | ||
|
| 1.86 | 4.6 | 2.4 | 3.85 | 4.2 | |
| 0 | 2.07 | 1.84 | 1.47 | 3.22 | ||
| 1.78 | 0 | 1.55 | 15.43 | 2.71 | ||
| 1.59 | 0 | 1.38 | 15.43 | 2.42 | ||
| 1.59 | 0 | 1.38 | 15.43 | 2.42 | ||
| 0 | 1.28 | 1.12 | 4.81 | 1.96 | ||
| 0.56 | 1.76 | 1.06 | 1.63 | 1.85 | ||
| 0 | 1.15 | 1 | 15.15 | 1.75 | ||
| 0 | 1.11 | 0.98 | 2.28 | 1.71 | ||
| 1.12 | 0 | 0.98 | 15.43 | 1.71 | ||
|
| 1.12 | 0 | 0.98 | 15.43 | 1.71 | |
| 2.45 | 1.35 | 0.96 | 64.73 | 1.67 | ||
| 2.03 | 0.98 | 0.92 | 3.45 | 1.6 | ||
| 2.03 | 0.98 | 0.9 | 6.03 | 1.58 | ||
| 1.12 | 2.15 | 0.9 | 3.59 | 1.57 | ||
| 0 | 0.98 | 0.86 | 3.27 | 1.51 | ||
| 0.97 | 0 | 0.85 | 15.43 | 1.48 | ||
| 0.97 | 0 | 0.85 | 15.43 | 1.48 | ||
| 0.97 | 0 | 0.85 | 15.43 | 1.48 | ||
|
| 0.97 | 0 | 0.85 | 15.43 | 1.48 | |
| 0.97 | 0 | 0.85 | 15.43 | 1.48 | ||
|
|
|
|
|
|
| |
|
| 0.97 | 3.95 | 2.89 | 1.17 | 4.87 | |
| 2.81 | 0 | 2.62 | 9.63 | 4.42 | ||
| 0 | 2.03 | 1.98 | 1.09 | 3.34 | ||
| 3.13 | 2 | 1.94 | 1.16 | 3.28 | ||
| 3.51 | 1.62 | 1.87 | 0.81 | 3.17 | ||
|
| 1.86 | 3.81 | 1.87 | 1.72 | 3.15 | |
| 2.69 | 0.99 | 1.66 | 1.13 | 2.8 | ||
| 2.45 | 0.95 | 1.46 | 1.05 | 2.47 | ||
| 1.78 | 0.29 | 1.41 | 2.7 | 2.38 | ||
|
| 0 | 1.51 | 1.39 | 3.88 | 2.34 | |
| 1.59 | 0.29 | 1.24 | 2.45 | 2.09 | ||
|
| 1.26 | 0 | 1.17 | 9.63 | 1.98 | |
| 2.03 | 1.18 | 1.16 | 0.94 | 1.95 | ||
| 1.49 | 1.23 | 1.13 | 5.32 | 1.91 | ||
|
| 1.86 | 0.7 | 1.13 | 1.09 | 1.91 | |
| 0 | 1.21 | 1.1 | 2.61 | 1.86 | ||
| 1.12 | 0 | 1.05 | 9.63 | 1.77 | ||
| 1.12 | 0 | 1.05 | 9.63 | 1.77 | ||
| 0 | 1.02 | 1.02 | 0.71 | 1.73 | ||
|
| 0 | 1.04 | 0.95 | 4.45 | 1.61 | |
|
|
|
|
|
|
| |
|
| 1.86 | 6.08 | 3.97 | - | 5.64 | |
| 3.51 | 0 | 3.31 | - | 4.69 | ||
| 2.81 | 0 | 2.65 | - | 3.76 | ||
| 2.69 | 0 | 2.54 | - | 3.6 | ||
|
| 0.79 | 3.23 | 2.3 | - | 3.26 | |
| 2.1 | 0 | 1.98 | - | 2.81 | ||
| 2.03 | 0 | 1.91 | - | 2.71 | ||
| 0 | 1.81 | 1.7 | - | 2.42 | ||
| 0 | 1.71 | 1.62 | - | 2.29 | ||
| 0 | 1.62 | 1.52 | - | 2.16 | ||
|
| 0 | 1.62 | 1.52 | - | 2.16 | |
| 1.59 | 0 | 1.5 | - | 2.12 | ||
| 0 | 1.51 | 1.43 | - | 2.02 | ||
| 1.49 | 0 | 1.4 | - | 1.99 | ||
| 1.49 | 0 | 1.4 | - | 1.99 | ||
|
| 0 | 1.4 | 1.32 | - | 1.87 | |
|
| 1.26 | 0 | 1.18 | - | 1.68 | |
| 2.03 | 0.81 | 1.15 | - | 1.63 | ||
|
| 0 | 1.14 | 1.08 | - | 1.53 |
Univariate analyses of variance of macrofouling assemblages across “Pressure” levels (Pr), “Origin of biofilm” (Or) and “Sites” (Si(Pr)) after 15 weeks of panel deployment. N: Percentage cover, the remaining abbreviations as in Table 2. Analyses are based on Euclidean distances of untransformed data of S, H’ and J, and on square root transformed data of N. Pair-wise comparisons were performed when significant differences were found (see Supplementary Materials Table S2).
| S | H’ | J | N | |||
|---|---|---|---|---|---|---|
| Pooled terms | Si(Pr) × Or | Si(Pr) × Or | Si(Pr) × Or | Si(Pr); Si(Pr) × Or | ||
| Transf. | None | None | None | Square root | ||
| Source | df | Pseudo-F | Pseudo-F | Pseudo-F | df | Pseudo-F |
| Pr | 3 | 2.892 | 5.982 | 6.659 * | 3 | 10.482 *** |
| Or | 1 | 0.009 | 4.270 * | 7.922 ** | 1 | 1.573 |
| Si(Pr) | 3 | 6.237 *** | 7.954 *** | 5.744 ** | 2 | 0.902 |
| Pr × Or + | 2 | 2.457 | 1.362 | 0.060 | ||
| Pooled | 58 | 61 | ||||
| Total | 67 | 67 | ||||
| PERMDISP | P(perm): 0.004 | P(perm): 0.001 | P(perm): ns. | P(perm):0.17 |
* p < 0.05, ** p < 0.01, *** p < 0.001, ns non-significant, + Term has one or more empty cells.
Figure 3Mean (+SE, per panel) total number of macrofouling taxa across “Sites”; (a) (n = 10); (b) total percentage cover across “Pressure” levels (n = 20, n = 10 for MPA); values of (c) Shannon and (d) Pielou indices showing differences between “Origin of biofilm” (n = 30 for local, n = 40 for MPA) and among “Pressure levels” for (e) Pielou index values (n = 20, n = 10 for MPA); values of (f) Shannon and (g) Pielou indices showing differences between “Sites” (n = 10) (for further details, see Table 5, where significance of factors and interactions are indicated).
Multivariate analyses of variance of a) total macrofouling assemblage and b) macrofouling assemblage accounting only for non-indigenous species (NIS), across “Pressure” levels (Pr), “Origin of biofilm” (Or) and “Sites” (Si(Pr)) after 15 weeks of panel deployment. Analyses are based on Bray–Curtis similarity matrices of square root transformed data. Pair-wise comparisons were performed when significant differences were found (see Supplementary Materials Table S3).
| (a) Macrofouling assemblage | (b) NIS assemblage | ||||
|---|---|---|---|---|---|
| Source | df | Pseudo-F | df | Pseudo-F | |
| Pr | 3 | 4.115 ** | Pr | 3 | 3.567 ( |
| Or | 1 | 3.201 *** | Or | 1 | 1.305 |
| Si(Pr) | 3 | 5.320 *** | Si(Pr) | 3 | 8.593 *** |
| Pr × Or + | 2 | 2.667 *** | PrxOr + | 2 | 0.843 |
| Pooled | 58 | Si(Pr) × Or | 3 | 2.753 * | |
| Res | 55 | ||||
| Total | 67 | Total | 67 | ||
| PERMDISP | P(perm): ns. | P(perm): 0.001 | |||
* p < 0.05, ** p < 0.01, *** p < 0.001, ns non-significant, + Term has one or more empty cells.
SIMPER analysis on macrofouling untransformed data showing the contribution of taxa to the average Bray–Curtis (a) similarity within “Pressure” groups and (b) dissimilarity between “Origin of biofilm” across “Pressure” levels. Average (dis)similarities are indicated in brackets.
|
|
|
|
|
|
|
| |
| N |
| 34.79 | 24.86 | 1.61 | 52.36 | ||
| Bare space | 25.14 | 13.72 | 1.13 | 28.9 | |||
| U | Cyanobact | 4.71 | 1.54 | 0.44 | 3.25 | ||
| N |
| 2.13 | 1.18 | 1.24 | 2.48 | ||
| N |
| 3.37 | 0.95 | 0.49 | 2.01 | ||
| NIS |
| 1.46 | 0.95 | 1.5 | 2.01 | ||
|
|
|
|
|
| |||
| Bare space | 38.92 | 29.5 | 2.06 | 60.94 | |||
| U | Cyanobacteria | 23.82 | 10.46 | 0.71 | 21.61 | ||
| N |
| 13.77 | 4.05 | 0.46 | 8.41 | ||
| N |
| 4.36 | 1.69 | 0.7 | 3.51 | ||
|
|
|
|
|
| |||
| C | 19.97 | 12.58 | 1.47 | 25.77 | |||
| Bare space | 13.74 | 7.7 | 1.32 | 15.78 | |||
| N |
| 9.3 | 5.05 | 1.08 | 10.34 | ||
| C |
| 9.5 | 4.43 | 0.95 | 9.07 | ||
| NIS |
| 6.22 | 4.12 | 1.76 | 8.43 | ||
| N |
| 7.33 | 3.81 | 1.15 | 7.8 | ||
| N |
| 3.84 | 2.38 | 1.4 | 4.87 | ||
| N |
| 7.53 | 2.36 | 0.47 | 4.83 | ||
| U | 2.93 | 1.4 | 1.17 | 2.88 | |||
| NIS |
| 1.62 | 0.88 | 1.17 | 1.81 | ||
|
|
|
|
|
| |||
| Bare space | 26.72 | 20.63 | 2.23 | 37.32 | |||
| N |
| 18.23 | 13.23 | 2.19 | 24.25 | ||
| C | 12.53 | 6.15 | 0.86 | 11.28 | |||
| N |
| 10.5 | 4.78 | 0.84 | 8.77 | ||
| U | 8.28 | 3.9 | 0.91 | 7.15 | |||
| NIS |
| 6.11 | 2.19 | 0.67 | 4.02 | ||
|
|
|
|
|
|
|
|
|
| U | Cyanobacteria | 31.01 | 15.82 | 14.71 | 1.31 | 27.41 | |
| N |
| 7.98 | 20.2 | 10.22 | 1.02 | 19.27 | |
| Bare space | 43.03 | 34.34 | 9.97 | 1.45 | 18.81 | ||
| C |
| 4.55 | 5.95 | 4.16 | 0.64 | 7.85 | |
| N |
| 3.64 | 5.16 | 2.65 | 1.1 | 5 | |
| C | 0.1 | 2.81 | 1.45 | 0.4 | 2.73 | ||
|
|
|
|
|
|
|
| |
| C | 26.1 | 13.84 | 8.22 | 1.5 | 15.48 | ||
| Bare space | 12.43 | 15.05 | 5.86 | 1.15 | 11.04 | ||
| N |
| 3.44 | 11.62 | 5.6 | 1.13 | 10.54 | |
| C |
| 8.49 | 10.51 | 4.97 | 1.11 | 9.37 | |
| N |
| 6.88 | 11.72 | 4.47 | 1.5 | 8.43 | |
| N |
| 8.8 | 5.86 | 3.47 | 1.15 | 6.54 | |
| NIS |
| 5.36 | 7.07 | 2.13 | 1.42 | 4.02 | |
| N |
| 5.36 | 2.32 | 1.71 | 1.5 | 3.22 | |
| U | 1.62 | 4.24 | 1.64 | 0.92 | 3.08 | ||
| U | 3.03 | 1.52 | 1.61 | 0.96 | 3.03 | ||
| C |
| 1.52 | 2.73 | 1.28 | 0.78 | 2.42 | |
| U | 1.01 | 2.02 | 1.09 | 1.01 | 2.06 | ||
| N |
| 1.92 | 0 | 0.96 | 0.87 | 1.81 | |
|
|
|
|
|
|
|
| |
| Bare space | 30.81 | 22.63 | 6.65 | 1.42 | 13.98 | ||
| C | 8.59 | 16.46 | 6.63 | 1.38 | 13.93 | ||
| N |
| 23.74 | 12.73 | 6.16 | 1.73 | 12.94 | |
| N |
| 11.11 | 9.9 | 5.59 | 1.22 | 11.76 | |
| U | 4.65 | 11.92 | 4.79 | 1.27 | 10.06 | ||
| NIS |
| 2.63 | 9.6 | 4.26 | 1.05 | 8.95 | |
| U | 1.52 | 1.62 | 1.25 | 0.77 | 2.62 | ||
| N |
| 1.72 | 1.11 | 1.12 | 0.67 | 2.36 | |
| U | 1.31 | 1.82 | 1.06 | 1.13 | 2.23 | ||
| N |
| 2.12 | 0.3 | 1.06 | 0.84 | 2.23 |
Univariate analysis of variance of non-indigenous (NIS) component of macrofouling assemblage across “Pressure” levels (Pr), “Origin of biofilms” (Or) and Sites (Si(Pr)) after 15 weeks of panel deployment. Analyses are based on Euclidean distances of untransformed data of S and H’, and on square root transformed data of N-NIS. Pair-wise comparisons were performed when significant differences were found (see Supplementary Materials Table S4). Abbreviations as in Table 2 and Table 5.
| N-NIS | S-NIS | H’-NIS | ||||
|---|---|---|---|---|---|---|
| Pooled terms | Si(Pr) x Or | |||||
| Transf | Square-root | |||||
| Source | df | Source | df | Pseudo-F | Pseudo-F | |
| Pr | 3 | 1.870 | Pr | 3 | 1.645 | 2.366 |
| Or | 1 | 14.246 *** | Or | 1 | 0.031 | 0.696 |
| Si(Pr) | 3 | 27.484 *** | Si(Pr) | 3 | 13.552 *** | 7.051 *** |
| Pr × Or + | 2 | 1.718 | PrxOr + | 2 | 0.842 | 0.713 |
| Pooled | 58 | Si(Pr)xOr | 3 | 3.1524 ( | 2.530 ( | |
| Total | 67 | Res | 55 | |||
| Total | 67 | |||||
| PERMDISP | P(perm): 0.001 | P(perm): 0.006 | P(perm): 0.002 |
*** p < 0.001, MC = Monte Carlo, + Term has one or more empty cells.
Figure 4Mean (+SE, per panel) total percentage cover of NIS showing differences between (a) “Origin of biofilm” and (b) “Sites” (n = 10), (c) taxonomic richness and (d) Shannon index (H’) of NIS showing differences between “Sites” and “Origin of biofilm” (n = 5, n = 10 for MPA). White bars, MPA biofilm; black bars, local biofilm.
Univariate analysis of variance of most conspicuous NIS across “Pressure” levels (Pr), “Origin of biofilm” (Or) and “Sites” (Si(Pr)) after 15 weeks of panel deployment. Analyses are based on Euclidean distances of square root transformed percent covers of Tricellaria inopinata and Watersipora subatra. Pair-wise comparisons were performed when significant differences were found (see Supplementary Materials Table S5).
| Tricellaria inopinata | Watersipora subatra | ||||
|---|---|---|---|---|---|
| Pooled terms: | Si(Pr) x Or; | ||||
| Source | df | Pseudo-F | Source | df | Pseudo-F |
| Pr | 3 | 13.701 * | Pr | 3 | 1.345 |
| Or | 1 | 0.005 | Or | 1 | 7.561 * |
| Si(Pr) | 3 | 4.446 ** | Si(Pr) | 3 | 18.375 *** |
| Pooled | 5 | 2.235 | Pr × Or + | 2 | 3.651 |
| Res | 55 | Si(Pr) x Or | 3 | 1.607 | |
| Total | 67 | Res | 55 | ||
| Total | 67 | ||||
| PERMDISP | P(perm): 0.001 | P(perm): 0.002 | |||
* p < 0.05, ** p < 0.01, *** p < 0.001, + Term has one or more empty cells.
Figure 5Mean (+SE) percentage cover of NIS (a) Tricellaria inopinata, showing differences between “Pressure” (n = 20, n = 10 for MPA), and (b) Watersipora subatra, showing differences between “Origin of biofilm” (n = 30 for local, n = 40 for MPA) (n = 10). White bars, MPA biofilm; black bars, local biofilm.
Univariate analysis of variance of biomass and respiration rates across “Pressure” levels (Pr), “Origin of biofilm” (Or) and “Sites” (Si(Pr)) after 15 weeks of panel deployment. Analyses are based on Euclidean distances. Pair-wise comparisons were performed when significant differences were found (see Supplementary Materials Table S6).
| Biomass | Respiration Rate | ||
|---|---|---|---|
| Pooled terms | Si(Pr); Si(Pr) x Or | Si(Pr); Si(Pr) x Or | |
| Transf. | Fourth root | None | |
| Source | df | Pseudo-F | Pseudo-F |
| Pr | 3 | 26.520 *** | 16.233 *** |
| Or | 1 | 14.990 *** | 4.590 * |
| Pr × Or + | 2 | 2.434 | 0.853 |
| Pooled | 56 | ||
| Total | 62 | ||
| PERMDISP | P(perm): ns | P(perm): 0.026 |
* p < 0.05, *** p < 0.001, ns non-significant, + Term has one or more empty cells.
Figure 6Mean (+SE) biomass (a, b) and respiration rates (c, d) across different “Origin of biofilm” (n = 30 for local, n = 40 for MPA) and “Pressure” levels. (a, c) White bars, MPA biofilm; black bars, local biofilm. For further details, see Table 10.
Figure 7Location of the selected marinas at the Ría de Vigo (NW Iberian Peninsula), and scheme showing the details of experimental procedure and sampling performed during the different phases (T0, T1 and T2).