Fungi from the Depths: A Preliminary Survey Using Hybrid Underwater Robotics in the Bathypelagic Zone off the Coast of Toulon (SE France)
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Area and Sampling
2.2. Sediment Analyses
2.3. Fungal Isolation
2.4. Morphological and Molecular Identification
3. Results
3.1. Sediment Chemical and Physical Characterization
3.2. Fungal Diversity
3.3. Correlation Between Sediment Properties and Fungal Occurrence
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Jørgensen, B.B.; Boetius, A. Feast and famine—Microbial life in the deep-sea bed. Nat. Rev. Microbiol. 2007, 5, 770–781. [Google Scholar] [CrossRef]
- Orsi, W.D.; Edgcomb, V.P.; Christman, G.D.; Biddle, J.F. Deep sequencing of subseafloor eukaryotic rRNA reveals active fungi across marine subsurface provinces. PLoS ONE 2013, 8, e56335. [Google Scholar] [CrossRef] [PubMed]
- Barone, G.; Rastelli, E.; Corinaldesi, C.; Tangherlini, M.; Danovaro, R. Benthic deep-sea fungi in submarine canyons of the Mediterranean Sea. Prog. Oceanogr. 2018, 168, 57–64. [Google Scholar] [CrossRef]
- Richards, T.A.; Jones, M.D.M.; Leonard, G.; Bass, D. Marine fungi: Their ecology and molecular diversity. Annu. Rev. Mar. Sci. 2012, 4, 495–522. [Google Scholar] [CrossRef] [PubMed]
- Rateb, M.E.; Ebel, R. Secondary metabolites of fungi from marine habitats. Nat. Prod. Rep. 2011, 28, 290–344. [Google Scholar] [CrossRef]
- Jones, E.G.; Pang, K.L.; Abdel-Wahab, M.A.; Scholz, B.; Hyde, K.D.; Boekhout, T.; Ebel, R.; Rateb, M.E.; Henderson, L.; Sakayaroj, J.; et al. An online resource for marine fungi. Fungal Divers. 2019, 96, 347–433. [Google Scholar] [CrossRef]
- Brandt, M.I.; Pradillon, F.; Trouche, B.; Henry, N.; Liautad-Haag, C.; Cambon-Bonavita, M.A.; Cueff-Gauchard, V.; Wincker, P.; Belser, C.; Poulain, J.; et al. Evaluating sediment and water sampling methods for the estimation of deep-sea biodiversity using environmental DNA. Sci. Rep. 2021, 11, 7856. [Google Scholar] [CrossRef]
- Folk, R.L. Petrology of Sedimentary Rocks; Hemphill Publishing Company: Austin, TX, USA, 1980. [Google Scholar]
- Heiri, O.; Lotter, A.F.; Lemcke, G. Loss on ignition as a method for estimating organic and carbonate content in sediments. J. Paleolimnol. 2001, 25, 101–110. [Google Scholar] [CrossRef]
- Method 3051A (SW-846); Microwave Assisted Acid Digestion of Sediments, Sludges, and Oils, Revision 1. U.S. EPA: Washington, DC, 2007.
- Samson, R.A.; Houbraken, J.; Thrane, U.; Frisvad, J.C.; Andersen, B. Food and Indoor Fungi; CBS-KNAW Fungal Biodiversity Centre: Utrecht, The Netherlands, 2014. [Google Scholar]
- White, T.J.; Bruns, T.; Lee, S.; Taylor, J. Amplification and direct sequencing of fungal ribosomal RNA genes for phylogenetics. In PCR Protocols; Academic Press: San Diego, CA, USA, 1990; pp. 315–322. [Google Scholar]
- Glass, N.L.; Donaldson, G.C. Development of primer sets for filamentous ascomycetes. Appl. Environ. Microbiol. 1995, 61, 1323–1330. [Google Scholar] [CrossRef]
- Carbone, I.; Kohn, L.M. A method for designing primer sets for speciation studies in filamentous fungi. Mycologia 1999, 91, 553–556. [Google Scholar] [CrossRef]
- Kumar, S.; Stecher, G.; Li, M.; Knyaz, C.; Tamura, K. MEGA X: Molecular evolutionary genetics analysis across computing platforms. Mol. Biol. Evol. 2018, 35, 1547–1549. [Google Scholar] [CrossRef] [PubMed]
- Zhang, X.Y.; Zhang, Y.; Xu, X.Y.; Qi, S.H. Diverse Deep-Sea Fungi from the South China Sea and Their Antimicrobial Activity. Curr Microbiol 2013, 67, 525–530. [Google Scholar] [CrossRef] [PubMed]
- Nagano, Y.; Nagahama, T.; Hatada, Y.; Nunoura, T.; Takami, H.; Miyazaki, J.; Takai, K.; Horikoshi, K. Fungal diversity in deep-sea sediments – the presence of novel fungal groups. Fungal Ecol. 2010, 4, 396–405. [Google Scholar] [CrossRef]
- Singh, P.; Raghukumar, C.; Verma, P.; Shouche, Y. Assessment of fungal diversity in deep-sea sediments. World J. Microbiol. Biotechnol. 2012, 28, 659–667. [Google Scholar] [CrossRef]
- Raghukumar, C.; Raghukumar, S. Barotolerant of fungi isolated from deep-sea sediments of the Indian Ocean. Aquat. Microb. Ecol. 1998, 15, 153–163. [Google Scholar] [CrossRef]
- Gadd, G.M. Geomycology: Biogeochemical transformations of metals by fungi. Mycol. Res. 2007, 111, 3–49. [Google Scholar] [CrossRef]
- Rédou, V.; Navarri, M.; Meslet-Cladière, L.; Barbier, G.; Burgaud, G. Species richness and adaptation of marine fungi from deep-subseafloor sediments. Appl. Environ. Microbiol. 2015, 81, 3571–3583. [Google Scholar] [CrossRef]
- Xu, W.; Gong, L.F.; Pang, K.L.; Luo, Z.H. Fungal diversity in deep-sea sediments of a hydrothermal vent system in the Southwest Indian Ridge. Deep-Sea Res. Part I Oceanogr. Res. Pap. 2018, 131, 16–26. [Google Scholar] [CrossRef]
- Mazzeo, A.; Aguzzi, J.; Calisti, M.; Canese, S.; Angiolillo, M.; Allcock, A.L.; Vecchi, F.; Stefanni, S.; Controzzi, M. Marine robotics for deep sea specimen collection: A taxonomy of underwater manipulative actions. Sensors 2022, 22, 1471. [Google Scholar] [CrossRef]
- Reis, E.C.; Rocha, I.V.; Curbelo-Fernandez, M.P.; Silva, P.R.; Reynier, M.V. A new ROV storage device for deep sea sampling. Anais Acad. Bras. Ciênc. 2023, 95, e20220391. [Google Scholar] [CrossRef]
- Zalar, P.; de Hoog, G.S.; Gunde-Cimerman, N. Ecology of halotolerant fungi. Stud. Mycol. 2005, 51, 1–50. [Google Scholar]
- Gostinčar, C.; Grube, M.; De Hoog, S.; Zalar, P.; Gunde-Cimerman, N. Extremotolerance in fungi: Evolution on the edge. FEMS Microbiol. Ecol. 2009, 71, 2–11. [Google Scholar] [CrossRef]
- Gostinčar, C.; Zajc, J.; Lenassi, M.; Plemenitas, A.; de Hoog, S.; Al-Hatmi, A.M.S.; Gunde-Cimerman, N. Fungi between extremotolerance and opportunistic pathogenicity on humans. Fungal Divers. 2018, 93, 195–213. [Google Scholar] [CrossRef]
- Raghukumar, C.; Raghukumar, S.; Sheelu, G.; Gupta, S.M.; Nath, B.N.; Rao, B.R. Buried in time: Culturable fungi in a deep-sea sediment core from the Chagos Trench, Indian Ocean. Deep-Sea Res. Part I Oceanogr. Res. Pap. 2004, 51, 1759–1768. [Google Scholar] [CrossRef]
- Legendre, P.; Legendre, L. Numerical Ecology, 3rd ed.; Elsevier: Amsterdam, The Netherlands, 2012. [Google Scholar]
- Imhoff, J.F.; Labes, A.; Wiese, J. Bio-mining the microbial treasures of the ocean: New natural products. Biotechnol. Adv. 2011, 29, 468–482. [Google Scholar] [CrossRef]
- Tisthammer, K.H.; Cobian, G.M.; Amend, A.S. Global biogeography of marine fungi. Fungal Ecol. 2016, 19, 39–46. [Google Scholar] [CrossRef]
- Damare, S.; Raghukumar, C. Fungi and macroaggregation in deep-sea sediments. Microb. Ecol. 2008, 56, 168–177. [Google Scholar] [CrossRef]



| Parameters | Mean Value | Standard Deviation |
|---|---|---|
| Organic fraction (%) | 8.6 | 1.6 |
| Inorganic fraction (%) | 91.4 | 1.6 |
| Fine fraction (%) | 92.2 | 2.5 |
| Coarse fraction (%) | 7.8 | 2.5 |
| Clay (%) | 24.5 | 1.8 |
| Fine silt (%) | 51.3 | 3.9 |
| Medium silt (%) | 12.4 | 3.0 |
| Coarse silt (%) | 4.0 | 4.8 |
| Very fine sand (%) | 3.9 | 2.0 |
| Fine sand (%) | 2.4 | 0.5 |
| Medium sand (%) | 1.2 | 0.2 |
| Coarse sand (%) | 0.2 | 0.1 |
| Very-coarse sand (%) | 0.0 | 0.0 |
| Gravel (%) | 0.0 | 0.0 |
| Element Concentrations (Measurement Units) | Mean Value | Standard Deviation |
|---|---|---|
| Fe (%) | 2.21 | 0.18 |
| Mg (%) | 1.08 | 0.04 |
| Al (%) | 1.65 | 0.17 |
| Mn (ppm) | 937.88 | 105.7 |
| As (ppm) | 15.71 | 1.37 |
| Cd (ppm) | 0.07 | 0.00 |
| Cu (ppm) | 32.67 | 5.09 |
| Co (ppm) | 12.66 | 1.45 |
| Cr (ppm) | 43.36 | 3.47 |
| Ni (ppm) | 49.65 | 5.05 |
| Pb (ppm) | 20.88 | 1.33 |
| Zn (ppm) | 61.19 | 6.29 |
| V (ppm) | 34.50 | 3.30 |
| Hg (ppb) | 151.00 | 32.36 |
| FUNGAL SPECIES | CFUs x g of SEDIMENT | CZ | MEA | OA | PDA | SAB | TSA | YA |
|---|---|---|---|---|---|---|---|---|
| Aspergillus creber Jurjević, S.W. Peterson & B.W. Horn | 80 | X | X | |||||
| Aspergillus crustosus Raper & Fennell | 10 | X | ||||||
| Aspergillus restrictus G. Sm. | 1.56 × 103 | X | X | X | X | X | X | X |
| Aspergillus reticulatus Sklenar, Jurjević, Peterson & Hubka | 2.72 × 103 | X | X | X | X | X | X | X |
| Cladosporium cfr. halotolerans Zalar, de Hoog & Gunde-Cim. | 70 | X | ||||||
| Cladosporium cfr. xylophilum (Pers.) Link | 30 | X | X | X | ||||
| Cladosporium sp. | 10 | X | ||||||
| Penicillium bialowiezense K.W. Zaleski | 30 | X | X | |||||
| Penicillium chrysogenum Thom | 30 | X | X | X | X | |||
| Penicillium citreonigrum Dierckx | 3.24 × 103 | X | ||||||
| Penicillium crustosum Thom | 2.6 × 102 | X | X | X | X | |||
| Penicillium pancosmium Houbraken, Frisvad & Samson | 1.6 × 102 | X | X | X | X | X | ||
| Penicillium rubens Biourge | 1.3 × 102 | X | X | |||||
| Purpureocillium lilacinum (Thom) Luangsa-ard, Houbraken, Hywel-Jones & Samson | 20 | X | ||||||
| Rhodotorula mucilaginosa (A. Jörg.) F.C. Harrison | 10 | X | ||||||
| Subramaniula sp. | 10 | X | ||||||
| Wallemia sebi (Fr.) Arx | 2.6 × 102 | X | X | X | X |
| Species | Colony Diameter After 7 d (mm) | Colony General Feature | Conidia Range (µm) | Microscopic Image (40×) |
|---|---|---|---|---|
| Aspergillus restrictus G. Sm., J. | MEA 25°: 2.5–6 | cerebriform and velutinous on MEA | L 3.5–4.5 W 2.5–3 | ![]() |
| Aspergillus reticulatus Sklenar, Jurjević, S.W. Peterson & Hubka | MEA 25°: 1–3.5 | velutinous to floccose on MEA | L 3.5–4.5 W 2.5–3.5 | ![]() |
| Penicillium citreonigrum Dierckx | MEA 25°: 17–19 | velvety and wrinkled on MEA | L 1.2–2.0 W 2–2.4 | ![]() |
| Penicillium crustosum Thom | MEA 25°: 25–40 | velvety on MEA | L 3.5–4.0 W 2.8–3.2 | ![]() |
| Wallemia sebi (Fr.) Arx | MEA 25°: 2–3 | compact on MEA | L 1.5–2.0 W 2.5–3 | ![]() |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Benedetto, M.D.; Cecchi, G.; Cutroneo, L.; Di Piazza, S.; Bertin, V.; Capello, M.; Zotti, M. Fungi from the Depths: A Preliminary Survey Using Hybrid Underwater Robotics in the Bathypelagic Zone off the Coast of Toulon (SE France). Microbiol. Res. 2026, 17, 45. https://doi.org/10.3390/microbiolres17020045
Benedetto MD, Cecchi G, Cutroneo L, Di Piazza S, Bertin V, Capello M, Zotti M. Fungi from the Depths: A Preliminary Survey Using Hybrid Underwater Robotics in the Bathypelagic Zone off the Coast of Toulon (SE France). Microbiology Research. 2026; 17(2):45. https://doi.org/10.3390/microbiolres17020045
Chicago/Turabian StyleBenedetto, Michael De, Grazia Cecchi, Laura Cutroneo, Simone Di Piazza, Vincent Bertin, Marco Capello, and Mirca Zotti. 2026. "Fungi from the Depths: A Preliminary Survey Using Hybrid Underwater Robotics in the Bathypelagic Zone off the Coast of Toulon (SE France)" Microbiology Research 17, no. 2: 45. https://doi.org/10.3390/microbiolres17020045
APA StyleBenedetto, M. D., Cecchi, G., Cutroneo, L., Di Piazza, S., Bertin, V., Capello, M., & Zotti, M. (2026). Fungi from the Depths: A Preliminary Survey Using Hybrid Underwater Robotics in the Bathypelagic Zone off the Coast of Toulon (SE France). Microbiology Research, 17(2), 45. https://doi.org/10.3390/microbiolres17020045






