Comparison of Actinobacteria communities from human-impacted and pristine karst caves
Language English Country England, Great Britain Media print
Document type Journal Article, Research Support, Non-U.S. Gov't
PubMed
35478281
PubMed Central
PMC8988830
DOI
10.1002/mbo3.1276
Knihovny.cz E-resources
- Keywords
- 16S rRNA gene sequencing, Actinobacteria, Paleolithic cave, cave anthropization, hsp65 sequencing, metabarcoding,
- MeSH
- Actinobacteria * genetics MeSH
- Bacteria MeSH
- Phylogeny MeSH
- Caves * microbiology MeSH
- Humans MeSH
- RNA, Ribosomal, 16S genetics MeSH
- Calcium Carbonate MeSH
- Check Tag
- Humans MeSH
- Publication type
- Journal Article MeSH
- Research Support, Non-U.S. Gov't MeSH
- Names of Substances
- RNA, Ribosomal, 16S MeSH
- Calcium Carbonate MeSH
Actinobacteria are important cave inhabitants, but knowledge of how anthropization and anthropization-related visual marks affect this community on cave walls is lacking. We compared Actinobacteria communities among four French limestone caves (Mouflon, Reille, Rouffignac, and Lascaux) ranging from pristine to anthropized, and within Lascaux Cave between marked (wall visual marks) and unmarked areas in different rooms (Sas-1, Passage, Apse, and Diaclase). In addition to the 16S rRNA gene marker, 441 bp fragments of the hsp65 gene were used and an hsp65-related taxonomic database was constructed for the identification of Actinobacteria to the species level by Illumina-MiSeq analysis. The hsp65 marker revealed higher resolution for species and higher richness (99% operational taxonomic units cutoff) versus the 16S rRNA gene; however, more taxa were identified at higher taxonomic ranks. Actinobacteria communities varied between Mouflon and Reille caves (both pristine), and Rouffignac and Lascaux (both anthropized). Rouffignac displayed high diversity of Nocardia, suggesting human inputs, and Lascaux exhibited high Mycobacterium relative abundance, whereas Gaiellales were typical in pristine caves and the Diaclase (least affected area of Lascaux Cave). Within Lascaux, Pseudonocardiaceae dominated on unmarked walls and Streptomycetaceae (especially Streptomyces mirabilis) on marked walls, indicating a possible role in mark formation. A new taxonomic database was developed. Although not all Actinobacteria species were represented, the use of the hsp65 marker enabled species-level variations of the Actinobacteria community to be documented based on the extent of anthropogenic pressure. This approach proved effective when comparing different limestone caves or specific conditions within one cave.
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Abdel‐Haliem, M. E. F. , Sakr, A. A. , Ali, M. F. , Ghaly, M. F. , & Sohlenkamp, C. (2013). Characterization of Streptomyces isolates causing colour changes of mural paintings in ancient Egyptian tombs. Microbiological Research, 168(7), 428–437. 10.1016/j.micres.2013.02.004 PubMed DOI
Aigle, A. , Colin, Y. , Bouchali, R. , Bourgeois, E. , Marti, R. , Ribun, S. , Marjolet, L. , Pozzi, A. C. M. , Misery, B. , Colinon, C. , Bernardin‐Souibgui, C. , Wiest, L. , Blaha, D. , Galia, W. , & Cournoyer, B. (2021). Spatio‐temporal variations in chemical pollutants found among urban deposits match changes in thiopurine S‐methyltransferase‐harboring bacteria tracked by the tpm metabarcoding approach. Science of the Total Environment, 767, 145425. 10.1016/j.scitotenv.2021 PubMed DOI
Alonso, L. , Creuzé‐des‐Châtelliers, C. , Trabac, T. , Dubost, A. , Moënne‐Loccoz, Y. , & Pommier, T. (2018). Rock substrate rather than black stain alterations drives microbial community structure in the passage of Lascaux Cave. Microbiome, 6(1), 216. 10.1186/s40168-018-0599-9 PubMed DOI PMC
Alonso, L. , Pommier, T. , Kaufmann, B. , Dubost, A. , Chapulliot, D. , Doré, J. , Douady, C. J. , & Moënne‐Loccoz, Y. (2019). Anthropization level of Lascaux Cave microbiome shown by regional‐scale comparisons of pristine and anthropized caves. Molecular Ecology, 28(14), 3383–3394. 10.1111/mec.15144 PubMed DOI
Barraclough, T. G. , Balbi, K. J. , & Ellis, R. J. (2012). Evolving concepts of bacterial species. Evolution Biology, 39, 148–157. 10.1007/s11692-012-9181-8 DOI
Barton, H. A. , & Jurado, V. (2007). What's up down there? Microbial diversity in caves microorganisms in caves survive under nutrient‐poor conditions and are metabolically versatile and unexpectedly diverse. Microbe, 2(3), 132–138.
Barton, H. A. , Taylor, N. M. , Kreate, M. P. , Springer, A. C. , Oehrle, S. A. , & Bertog, J. L. (2007). The impact of host rock geochemistry on bacterial community structure in oligotrophic cave environments. International Journal of Speleology, 36(2), 93–104.
Bastian, F. , Jurado, V. , Novakova, A. , Alabouvette, C. , & Saiz‐Jimenez, C. (2010). The microbiology of Lascaux Cave. Microbiology, 156(3), 644–652. 10.1099/mic.0.036160-0 PubMed DOI
Bercea, S. , Năstase‐Bucur, R. , Moldovan, O. T. , Kenesz, M. , & Constantin, S. (2019). Yearly microbial cycle of human exposed surfaces in show caves. Subterranean Biology, 31, 1–14. 10.3897/subtbiol.31.34490 DOI
Bhullar, K. , Waglechner, N. , Pawlowski, A. , Koteva, K. , Banks, E. D. , Johnston, M. D. , Barton, H. A. , & Wright, G. D. (2012). Antibiotic resistance is prevalent in an isolated cave microbiome. PLOS One, 7(4), e34953. 10.1371/journal.pone.0034953 PubMed DOI PMC
Boiron, P. , Provost, F. , Chevrier, G. , & Dupont, B. (1992). Review of nocardial infections in France 1987 to 1990. European Journal of Clinical Microbiology & Infectious Diseases, 11(8), 709–714. 10.1007/BF01989975 PubMed DOI
Bontemps, Z. , Alonso, L. , Pommier, T. , Hugoni, M. , & Moënne‐Loccoz, Y. (2021). Microbial ecology of tourist Paleolithic caves. Science of the Total Environment, 816, 151492. PubMed
Chen, W. , Zhang, C. K. , Cheng, Y. , Zhang, S. , & Zhao, H. (2013). A comparison of methods for clustering 16S rRNA sequences into OTUs. PLOS One, 8(8), e70837. 10.1371/journal.pone.0070837 PubMed DOI PMC
Cheng, K. , Rong, X. , Pinto‐Tomás, A. A. , Fernández‐Villalobos, M. , Murillo‐Cruz, C. , & Huang, Y. (2015). Population genetic analysis of Streptomyces albidoflavus reveals habitat barriers to homologous recombination in the diversification of streptomycetes. Applied and Environmental Microbiology, 81(3), 966–975. 10.1128/AEM.02925-14 PubMed DOI PMC
Chida, K. , Yamanaka, Y. , Sato, A. , Ito, S. , Takasaka, N. , Ishikawa, T. , & Kuwano, K. (2021). Solitary pulmonary nodule caused by pulmonary Mycobacterium lentiflavum infection. Respiratory Medicine Case Reports, 34, 101510. 10.1016/j.rmcr.2021.101510 PubMed DOI PMC
Colaco, C. A. , & MacDougall, A. (2014). Mycobacterial chaperonins: The tail wags the dog. FEMS Microbiology Letters, 350(1), 20–24. 10.1111/1574-6968.12276 PubMed DOI
Cuezva, S. , Fernandez‐Cortes, A. , Porca, E. , Pašić, L. , Jurado, V. , Hernandez‐Marine, M. , Serrano‐Ortiz, P. , Hermosin, B. , Cañaveras, J. C. , Sanchez‐Moral, S. , & Saiz‐Jimenez, C. (2012). The biogeochemical role of Actinobacteria in Altamira Cave, Spain. FEMS Microbiology Ecology, 81(1), 281–290. 10.1111/j.1574-6941.2012.01391.x PubMed DOI
Cuezva, S. , Sanchez‐Moral, S. , Saiz‐Jimenez, C. , & Cañaveras, J. C. (2009). Microbial communities and associated mineral fabrics in Altamira Cave, Spain. International Journal of Speleology, 38(1), 83–92. 10.5038/1827-806x.38.1.9 DOI
De, K. A. (2019). Profiling bacterial diversity of B2 Cave, a limestone cave of Baratang, Andaman and Nicobar Islands, India. Proceedings of the Indian National Science Academy, 85(4), 853–862. 10.16943/ptinsa/2019/49589 DOI
De La Rosa, J. M. , Martin‐Sanchez, P. M. , Sanchez‐Cortes, S. , Hermosin, B. , Knicker, H. , & Saiz‐Jimenez, C. (2017). Structure of melanins from the fungi Ochroconis lascauxensis and Ochroconis anomala contaminating rock art in the Lascaux Cave. Scientific Reports, 7(1), 1–11. 10.1038/s41598-017-13862-7 PubMed DOI PMC
De Mandal, S. , Chatterjee, R. , & Kumar, N. S. (2017). Dominant bacterial phyla in caves and their predicted functional roles in C and N cycle. BMC Microbiology, 17(1), 1–9. 10.1186/s12866-017-1002-x PubMed DOI PMC
Deagle, B. E. , Jarman, S. N. , Coissac, E. , Pompanon, F. , & Taberlet, P. (2014). DNA metabarcoding and the cytochrome c oxidase subunit I marker: Not a perfect match. Biology Letters, 10(9), 20140562. 10.1098/rsbl.2014.0562 PubMed DOI PMC
Duchêne, A.‐M. , Kieser, H. M. , Hopwood, D. A. , Thompson, C. J. , & Mazodier, P. (1994). Characterization of two groEL genes in Streptomyces coelicolor A3 (2). Gene, 144(1), 97–101. 10.1016/0378-1119(94)90210-0 PubMed DOI
Edgar, R. C. (2013). UPARSE: Highly accurate OTU sequences from microbial amplicon reads. Nature Methods, 10(10), 996–998. 10.1038/nmeth.2604 PubMed DOI
El‐Sayed, M. H. (2012). Di‐(2‐ethylhexyl) phthalate, a major bioactive metabolite with antimicrobial and cytotoxic activity isolated from the culture filtrate of newly isolated soil Streptomyces (Streptomyces mirabilis strain NSQu‐25). World Applied Sciences Journal, 20(9), 1202–1212. 10.5829/idosi.wasj.2012.20.09.2868 DOI
Fang, B.‐Z. , Salam, N. , Han, M.‐X. , Jiao, J.‐Y. , Cheng, J. , Wei, D.‐Q. , Xiao, M. , & Li, W.‐J. (2017). Insights on the effects of heat pretreatment, pH, and calcium salts on isolation of rare Actinobacteria from Karstic caves. Frontiers in Microbiology, 8, 1535. 10.3389/fmicb.2017.01535 PubMed DOI PMC
Felsenstein, J. (1985). Confidence limits on phylogenies: An approach using the bootstrap. Evolution, 39, 783–791. PubMed
Fernandez‐Cortes, A. , Cuezva, S. , Sanchez‐Moral, S. , Cañaveras, J. C. , Porca, E. , Jurado, V. , Martin‐Sanchez, P. M. , & Saiz‐Jimenez, C. (2011). Detection of human‐induced environmental disturbances in a show cave. Environmental Science and Pollution Research, 18(6), 1037–1045. 10.1007/s11356-011-0513-5 PubMed DOI
Flinspach, K. , Rückert, C. , Kalinowski, J. , Heide, L. , & Apel, A. K. (2014). Draft genome sequence of Streptomyces niveus NCIMB 11891, producer of the aminocoumarin antibiotic novobiocin. Genome Announcements, 2(1), e01146‐13. 10.1128/genomeA.01146-13 PubMed DOI PMC
Fox, G. E. , Wisotzkey, J. D. , & Jurtshuk, P. (1992). How close is close: 16S rRNA sequence identity may not be sufficient to guarantee species identity. International Journal of Systematic Bacteriology, 42(1), 166–170. 10.1099/00207713-42-1-166 PubMed DOI
Frey‐Klett, P. , Burlinson, P. , Deveau, A. , Barret, M. , Tarkka, M. , & Sarniguet, A. (2011). Bacterial–fungal interactions: Hyphens between agricultural, clinical, environmental, and food microbiologists. Microbiology and Molecular Biology Reviews: MMBR, 75(4), 583–609. 10.1128/MMBR.00020-11 PubMed DOI PMC
Fruchterman, T. M. J. , & Reingold, E. M. (1991). Graph drawing by force‐directed placement. Software: Practice and Experience, 21(11), 1129–1164. 10.1002/spe.4380211102 DOI
Galand, P. E. , Lucas, S. , Fagervold, S. K. , Peru, E. , Pruski, A. M. , Vétion, G. , Dupuy, C. , & Guizien, K. (2016). Disturbance increases microbial community diversity and production in marine sediments. Frontiers in Microbiology, 7, 1950. 10.3389/fmicb.2016.01950 PubMed DOI PMC
Gao, B. , & Gupta, R. (2012). Phylogenetic framework and molecular signatures for the main clades of the phylum Actinobacteria . Microbiology and Molecular Biology Reviews, 76(1), 66–112. PubMed PMC
Gonzalez‐Pimentel, J. L. , Miller, A. Z. , Jurado, V. , Laiz, L. , Pereira, M. F. C. , & Saiz‐Jimenez, C. (2018). Yellow coloured mats from lava tubes of La Palma (Canary Islands, Spain) are dominated by metabolically active Actinobacteria . Scientific Reports, 8(1), 1–11. 10.1038/s41598-018-20393-2 PubMed DOI PMC
Groth, I. , Vettermann, R. , Schuetze, B. , Schumann, P. , & Saiz‐Jimenez, C. (1999). Actinomycetes in Karstic caves of northern Spain (Altamira and Tito Bustillo). Journal of Microbiological Methods, 36(1–2), 115–122. 10.1016/S0167-7012(99)00016-0 PubMed DOI
Hall, T. , Biosciences, I. , & Carlsbad, C. (2011). BioEdit: An important software for molecular biology. GERF Bulletin of Biosciences, 2, 60–61. 10.1002/prot.24632 DOI
Hamedi, J. , Kafshnouchi, M. , & Ranjbaran, M. (2019). A study on actinobacterial diversity of Hampoeil cave and screening of their biological activities. Saudi Journal of Biological Sciences, 26(7), 1587–1595. 10.1016/j.sjbs.2018.10.010 PubMed DOI PMC
Hamm, P. S. , Caimi, N. A. , Northup, D. E. , Valdez, E. W. , Buecher, D. C. , Dunlap, C. A. , Labeda, D. P. , Lueschow, S. , & Porras‐Alfaro, A. (2017). Western bats as a reservoir of novel Streptomyces species with antifungal activity. Applied and Environmental Microbiology, 83(5), e03057‐16. 10.1128/AEM.03057-16 PubMed DOI PMC
Hammer, Ø. , Harper, D. A. T. , & Ryan, P. D. (2001). Past: Paleontological statistics software package for education and data analysis. Palaeontologia Electronica, 4(1), 1–9.
Herlemann, D. P. R. , Labrenz, M. , Jürgens, K. , Bertilsson, S. , Waniek, J. J. , & Andersson, A. F. (2011). Transitions in bacterial communities along the 2000 km salinity gradient of the Baltic Sea. ISME Journal, 5(10), 1571–1579. 10.1038/ismej.2011.41 PubMed DOI PMC
Hirsch, P. R. , Mauchline, T. H. , & Clark, I. M. (2010). Culture‐independent molecular techniques for soil microbial ecology. Soil Biology and Biochemistry, 42(6), 878–887. 10.1016/j.soilbio.2010.02.019 DOI
Hoyos, M. , Cañaveras, J. C. , Sánchez‐Moral, S. , Sanz‐Rubio, E. , & Soler, V. (1998). Microclimatic characterization of a Karstic cave: Human impact on microenvironmental parameters of a prehistoric rock art cave (Candamo Cave, northern Spain). Environmental Geology, 33(4), 231–242. 10.1007/s002540050242 DOI
Johnston, M. D. , Muench, B. A. , Banks, E. D. , & Barton, H. A. (2012). Human urine in Lechuguilla cave: The microbiological impact and potential for bioremediation. Journal of Cave and Karst Studies, 74(3), 278–291. 10.4311/2011MB0227 DOI
Jurado, V. , Boiron, P. , Kroppenstedt, R. M. , Laurent, F. , Couble, A. , Laiz, L. , Klenk, H.‐P. , Gonzalez, J. M. , Saiz‐Jimenez, C. , Mouniee, D. , Bergeron, E. , & Rodriguez‐Nava, V. (2008). Nocardia altamirensis sp. Nov., isolated from Altamira cave, Cantabria, Spain. International Journal of Systematic and Evolutionary Microbiology, 58(9), 2210–2214. 10.1099/ijs.0.65482-0 PubMed DOI
Jurado, V. , Fernandez‐Cortes, A. , Cuezva, S. , Laiz, L. , Cañaveras, J. C. , Sanchez‐Moral, S. , & Saiz‐Jimenez, C. (2009). The fungal colonisation of rock‐art caves: Experimental evidence. Naturwissenschaften, 96(9), 1027–1034. 10.1007/s00114-009-0561-6 PubMed DOI
Jurado, V. , Kroppenstedt, R. M. , Saiz‐Jimenez, C. , Klenk, H. P. , Mouniée, D. , Laiz, L. , Couble, A. , Pötter, G. , Boiron, P. , & Rodríguez‐Nava, V. (2009). Hoyosella altamirensis gen. Nov., sp. Nov., a new member of the order Actinomycetales isolated from a cave biofilm. International Journal of Systematic and Evolutionary Microbiology, 59(12), 3105–3110. 10.1099/ijs.0.008664-0 PubMed DOI
Jurado, V. , Laiz, L. , Rodriguez‐Nava, V. , Boiron, P. , Hermosin, B. , Sanchez‐Moral, S. , & Saiz‐Jimenez, C. (2010). Pathogenic and opportunistic microorganisms in caves. International Journal of Speleology, 39(1), 15–24.
Kageyama, A. , Yazawa, K. , Kudo, T. , Taniguchi, H. , Nishimura, K. , & Mikami, Y. (2004). First isolates of Nocardia abscessus from humans and soil in Japan. Nihon Ishinkin Gakkai Zasshi, 45(1), 17–21. 10.3314/jjmm.45.17 PubMed DOI
Kimura, M. (1980). A simple method for estimating evolutionary rate of base substitutions through comparative studies of nucleotide sequences. Journal of Molecular Evolution, 16, 111–120. PubMed
Kominek, L. A. (1972). Biosynthesis of novobiocin by Streptomyces niveus . Antimicrobial Agents and Chemotherapy, 1(2), 123–134. 10.1128/AAC.1.2.123 PubMed DOI PMC
Kopecky, J. , Kyselkova, M. , Omelka, M. , Cermak, L. , Novotna, J. , Grundmann, G. , Moënne‐Loccoz, Y. , & Sagova‐Mareckova, M. (2011). Environmental mycobacteria closely related to the pathogenic species evidenced in an acidic forest wetland. Soil Biology and Biochemistry, 43(3), 697–700. 10.1016/J.SOILBIO.2010.11.033 DOI
Kozich, J. J. , Westcott, S. L. , Baxter, N. T. , Highlander, S. K. , & Schloss, P. D. (2013). Development of a dual‐index sequencing strategy and curation pipeline for analyzing amplicon sequence data on the MiSeq Illumina sequencing platform. Applied and Environmental Microbiology, 79(17), 5112–5120. 10.1128/AEM.01043-13 PubMed DOI PMC
Kumar, C. M. S. , Mande, S. C. , & Mahajan, G. (2015). Multiple chaperonins in bacteria—Novel functions and non‐canonical behaviors. Cell Stress & Chaperones, 20(4), 555–574. 10.1007/s12192-015-0598-8 PubMed DOI PMC
Kumar, S. , Stecher, G. , Li, M. , Knyaz, C. , & Tamura, K. (2018). MEGA X: Molecular evolutionary genetics analysis across computing platforms. Molecular Biology and Evolution, 35(6), 1547–1549. 10.1093/molbev/msy096 PubMed DOI PMC
Kuo, C. H. , & Ochman, H. (2009). Inferring clocks when lacking rocks: The variable rates of molecular evolution in bacteria. Biology Direct, 4(1), 35. 10.1186/1745-6150-4-35 PubMed DOI PMC
Lavoie, K. H. , Winter, A. S. , Read, K. J. H. , Hughes, E. M. , Spilde, M. N. , & Northup, D. E. (2017). Comparison of bacterial communities from lava cave microbial mats to overlying surface soils from Lava Beds National Monument, USA. PLOS One, 12(2), 0169339. 10.1371/journal.pone.0169339 PubMed DOI PMC
Long, Y. , Jiang, J. , Hu, X. , Zhou, J. , Hu, J. , & Zhou, S. (2019). Actinobacterial community in Shuanghe Cave using culture‐dependent and ‐independent approaches. World Journal of Microbiology and Biotechnology, 35(10), 153. 10.1007/s11274-019-2713-y PubMed DOI
Maciejewska, M. , Adam, D. , Naômé, A. , Martinet, L. , Tenconi, E. , Calusinska, M. , Delfosse, P. , Hanikenne, M. , Baurain, D. , Compère, P. , Carno, M. , Barton, H. A. , & Rigali, S. (2017). Assessment of the potential role of Streptomyces in cave moonmilk formation. Frontiers in Microbiology, 8, 1–18. 10.3389/fmicb.2017.01181 PubMed DOI PMC
Magoč, T. , & Salzberg, S. L. (2011). FLASH: Fast length adjustment of short reads to improve genome assemblies. Bioinformatics, 27(21), 2957–2963. 10.1093/bioinformatics/btr507 PubMed DOI PMC
Makovcova, J. , Babak, V. , Slany, M. , & Slana, I. (2015). Comparison of methods for the isolation of mycobacteria from water treatment plant sludge. Antonie Van Leeuwenhoek, 107(5), 1165–1179. 10.1007/s10482-015-0408-4 PubMed DOI
Mammola, S. (2019). Finding answers in the dark: Caves as models in ecology fifty years after Poulson and White. Ecography, 42(7), 1331–1351. 10.1111/ecog.03905 DOI
Martín, M. C. , Manteca, A. , Castillo, M. L. , Vázquez, F. , & Méndez, F. J. (2004). Streptomyces albus isolated from a human actinomycetoma and characterized by molecular techniques. Journal of Clinical Microbiology, 42(12), 5957–5960. 10.1128/JCM.42.12.5957-5960.2004 PubMed DOI PMC
Martin‐Sanchez, P. M. , Miller, A. Z. , & Saiz‐Jimenez, C. (2015). Lascaux Cave: An example of fragile ecological balance in subterranean environments. In De Gruyter A. S. (Ed.), Microbial life of cave systems (pp. 279–302). De Gruyter. 10.1515/9783110339888-015 DOI
Martin‐Sanchez, P. M. , Nováková, A. , Bastian, F. , Alabouvette, C. , & Saiz‐Jimenez, C. (2012). Use of biocides for the control of fungal outbreaks in subterranean environments: The case of the Lascaux Cave in France. Environmental Science & Technology, 46(7), 3762–3770. 10.1021/es2040625 PubMed DOI
Miller, A. Z. , Garcia‐Sanchez, A. M. , Martin‐Sanchez, P. M. , Costa Pereira, M. F. , Spangenberg, J. E. , Jurado, V. , Dionísio, A. , Afonso, M. J. , Iglé sias Chaminé, H. I. , Hermosin, B. , & Saiz‐Jimenez, C. (2018). Origin of abundant moonmilk deposits in a subsurface granitic environment. Sedimentology, 65(5), 1482–1503. 10.1111/sed.12431 DOI
Modra, H. , Bartos, M. , Hribova, P. , Ulmann, V. , Hubelova, D. , Konecny, O. , Gersl, M. , Kudelka, J. , Voros, D. , & Pavlik, I. (2017). Detection of mycobacteria in the environment of the Moravian Karst (Bull Rock Cave and the relevant water catchment area): The impact of water sediment, earthworm castings and bat guano. Veterinární medicína, 62(3), 153–168. 10.17221/126/2016-VETMED DOI
Moradi, S. , Nasiri, M. J. , Pourahmad, F. , & Darban‐Sarokhalil, D. (2019). Molecular characterization of nontuberculous mycobacteria in hospital waters: A two‐year surveillance study in Tehran, Iran. Journal of Water and Health, 17(2), 350–356. 10.2166/wh.2019.294 PubMed DOI
Mrlik, V. , Slany, M. , Kubecka, J. , Seda, J. , Necas, A. , Babak, V. , Slana, I. , Kriz, P. , & Pavlik, I. (2012). A low prevalence of mycobacteria in freshwater fish from water reservoirs, ponds and farms. Journal of Fish Diseases, 35(7), 497–504. 10.1111/j.1365-2761.2012.01369 PubMed DOI
Mulec, J. (2014). Human impact on underground cultural and natural heritage sites, biological parameters of monitoring and remediation actions for insensitive surfaces: Case of Slovenian show caves. Journal for Nature Conservation, 22(2), 132–141. 10.1016/J.JNC.2013.10.001 DOI
Myronovskyi, M. , Tokovenko, B. , Manderscheid, N. , Petzke, L. , & Luzhetskyy, A. (2013). Complete genome sequence of Streptomyces fulvissimus . Journal of Biotechnology, 168(1), 117–118. 10.1016/j.jbiotec.2013.08.013 PubMed DOI
Neral, A. , Rajput, Y. , & Rai, V. (2015). Genotypic and serotypic confirmations of bacterial community to Kotumsar cave for occupational safety of cave workers and visitors from pathogenic threats. International Journal of Occupational Safety and Health, 5(1), 22–27. 10.3126/ijosh.v5i1.16631 DOI
Nosanchuk, J. D. , & Casadevall, A. (2003). The contribution of melanin to microbial pathogenesis. Cellular Microbiology, 5(4), 203–223. PubMed
Ogier, J. C. , Pagès, S. , Galan, M. , Barret, M. , & Gaudriault, S. (2019). rpoB, a promising marker for analyzing the diversity of bacterial communities by amplicon sequencing. BMC Microbiology, 19(171), 2–16. 10.1186/s12866-019-1546-z PubMed DOI PMC
Oksanen, J. , Blanchet, F. G. , Friendly, M. , Kindt, R. , Legendre, P. , Mcglinn, D. , Minchin, P. R. , O'hara, R. B. , Simpson, G. L. , Solymos, P. , Henry, M. , Stevens, H. , Szoecs, E. , & Wagner, H. (2018). Package ‘vegan’: Community ecology package. R package version 2.5‐2. R Foundation for Statistical Computing.
Ondov, B. D. , Bergman, N. H. , & Phillippy, A. M. (2011). Interactive metagenomic visualization in a Web browser. BMC Bioinformatics, 12(1), 385. 10.1186/1471-2105-12-385 PubMed DOI PMC
Ortiz, M. , Legatzki, A. , Neilson, J. W. , Fryslie, B. , Nelson, W. M. , Wing, R. A. , Soderlund, C. A. , Pryor, B. M. , & Maier, R. M. (2014). Making a living while starving in the dark: Metagenomic insights into the energy dynamics of a carbonate cave. The ISME Journal, 8(2), 478–491. 10.1038/ismej.2013.159 PubMed DOI PMC
Porca, E. , Jurado, V. , Žgur‐Bertok, D. , Saiz‐Jimenez, C. , & Pašić, L. (2012). Comparative analysis of yellow microbial communities growing on the walls of geographically distinct caves indicates a common core of microorganisms involved in their formation. FEMS Microbiology Ecology, 81(1), 255–266. 10.1111/j.1574-6941.2012.01383.x PubMed DOI
Price, M. N. , Dehal, P. S. , & Arkin, A. P. (2010). FastTree 2—Approximately maximum‐likelihood trees for large alignments. PLOS One, 5(3), e9490. 10.1371/journal.pone.0009490 PubMed DOI PMC
Quast, C. , Pruesse, E. , Yilmaz, P. , Gerken, J. , Schweer, T. , Yarza, P. , Peplies, J. , & Glöckner, F. O. (2012). The SILVA ribosomal RNA gene database project: Improved data processing and web‐based tools. Nucleic Acids Research, 41(D1), D590–D596. 10.1093/nar/gks1219 PubMed DOI PMC
R Core Team . (2018). R Core Team, R: A language and environment for statistical computing. R Foundation for Statistical Computing.
Rajput, Y. , Rai, V. , & Biswas, J. (2012). Screening of bacterial isolates from various microhabitat sediments of Kotumsar cave: A cogitation on their respective benefits and expected threats for complete biosphere and tourists. Research Journal of Environmental Toxicology, 6(1), 13–24.
Rangseekaew, P. , & Pathom‐Aree, W. (2019). Cave Actinobacteria as producers of bioactive metabolites. Frontiers in Microbiology, 10, 387. 10.3389/fmicb.2019.00387 PubMed DOI PMC
Riquelme, C. , Marshall Hathaway, J. J. , Enes Dapkevicius Mde, L. , Miller, A. Z. , Kooser, A. , Northup, D. E. , Jurado, V. , Fernandez, O. , Saiz‐Jimenez, C. , & Cheeptham, N. (2015). Actinobacterial diversity in volcanic caves and associated geomicrobiological interactions. Frontiers in Microbiology, 6, 1342. 10.3389/fmicb.2015.01342 PubMed DOI PMC
Rodríguez‐Nava, V. , Couble, A. , Devulder, G. , Flandrois, J.‐P. , Boiron, P. , & Laurent, F. (2006). Use of PCR‐restriction enzyme pattern analysis and sequencing database for hsp65 gene‐based identification of Nocardia species. Journal of Clinical Microbiology, 44(2), 536–546. 10.1128/JCM.44.2.536-546.2006 PubMed DOI PMC
Rodriguez‐Nava, V. , Khan, Z. U. , Pötter, G. , Kroppenstedt, R. M. , Boiron, P. , & Laurent, F. (2007). Nocardia coubleae sp. Nov., isolated from oil‐contaminated Kuwaiti soil. International Journal of Systematic and Evolutionary Microbiology, 57(7), 1482–1486. 10.1099/ijs.0.64815-0 PubMed DOI
Rognes, T. , Flouri, T. , Nichols, B. , Quince, C. , & Mahé, F. (2016). VSEARCH: A versatile open source tool for metagenomics. PeerJ, 4, e2584. 10.7717/peerj.2584 PubMed DOI PMC
Roxburgh, S. H. , Shea, K. , & Wilson, J. B. (2004). The intermediate disturbance hypothesis: Patch dynamics and mechanisms of species coexistence. Ecology, 85(2), 359–371. 10.1890/03-0266 DOI
Saberi‐Riseh, R. , & Moradi‐Pour, M. (2021). A novel encapsulation of Streptomyces fulvissimus Uts22 by spray drying and its biocontrol efficiency against Gaeumannomyces graminis, the causal agent of take‐all disease in wheat. Pest Management Science, 77, 4357–4364. 10.1002/ps.6469 PubMed DOI
Sagova‐Mareckova, M. , Ulanova, D. , Sanderova, P. , Omelka, M. , Kamenik, Z. , Olsovska, J. , & Kopecky, J. (2015). Phylogenetic relatedness determined between antibiotic resistance and 16S rRNA genes in Actinobacteria . BMC Microbiology, 15(1), 81. 10.1186/s12866-015-0416-6 PubMed DOI PMC
Sahraoui, N. , Ballif, M. , Zelleg, S. , Yousfi, N. , Ritter, C. , Friedel, U. , Amstutz, B. , Yala, Y. , Boulahbal, F. , Guetarni, D. , Zinsstag, J. , & Keller, P. M. (2011). Mycobacterium algericum sp. nov., a novel rapidly growing species related to the Mycobacterium terrae complex and associated with goat lung lesions. International Journal of Systematic and Evolutionary Microbiology, 61(8), 1870–1874. 10.1099/ijs.0.024851-0 PubMed DOI
Saitou, N. , & Nei, M. (1987). The neighbor‐joining method: A new method for reconstructing phylogenetic trees. Molecular Biology and Evolution, 4, 406–425. PubMed
Sánchez‐Moral, S. , Soler, V. , Cañaveras, J. C. , Sanz‐Rubio, E. , Van Grieken, R. , & Gysels, K. (1999). Inorganic deterioration affecting the Altamira Cave, N Spain: Quantitative approach to wall‐corrosion (solutional etching) processes induced by visitors. Science of the Total Environment, 243–244, 67–84. 10.1016/S0048-9697(99)00348-4 PubMed DOI
Schabereiter‐Gurtner, C. , Saiz‐Jimenez, C. , Pinar, G. , Lubitz, W. , & Rölleke, S. (2002). Altamira cave Paleolithic paintings harbor partly unknown bacterial communities. FEMS Microbiology Letters, 211(1), 7–11. 10.1111/j.1574-6968.2002.tb11195.x PubMed DOI
Schlaberg, R. , Huard, R. C. , & Della‐Latta, P. (2008). Nocardia cyriacigeorgica, an emerging pathogen in the United States. Journal of Clinical Microbiology, 46(1), 265–273. 10.1128/JCM.00937-07 PubMed DOI PMC
Schloss, P. D. , Westcott, S. L. , Ryabin, T. , Hall, J. R. , Hartmann, M. , Hollister, E. B. , Lesniewski, R. A. , Oakley, B. B. , Parks, D. H. , Robinson, C. J. , Sahl, J. W. , Stres, B. , Thallinger, G. G. , Van Horn, D. J. , & Weber, C. F. (2009). Introducing mothur: Open‐source, platform‐independent, community‐supported software for describing and comparing microbial communities. Applied and Environmental Microbiology, 75(23), 7537–7541. 10.1128/AEM.01541-09 PubMed DOI PMC
Schütze, E. , Klose, M. , Merten, D. , Nietzsche, S. , Senftleben, D. , Roth, M. , & Kothe, E. (2014). Growth of streptomycetes in soil and their impact on bioremediation. Journal of Hazardous Materials, 267, 128–135. 10.1016/j.jhazmat.2013.12.055 PubMed DOI
Segata, N. , Izard, J. , Waldron, L. , Gevers, D. , Miropolsky, L. , Garrett, W. S. , & Huttenhower, C. (2011). Metagenomic biomarker discovery and explanation. Genome Biology, 12(6), R60. 10.1186/gb-2011-12-6-r60 PubMed DOI PMC
Shade, A. , Peter, H. , Allison, S. D. , Baho, D. L. , Berga, M. , Bürgmann, H. , Huber, D. H. , Langenheder, S. , Lennon, J. T. , Martiny, J. B. H. , Matulich, K. L. , Schmidt, T. M. , & Handelsman, J. (2012). Fundamentals of microbial community resistance and resilience. Frontiers in Microbiology, 3, 417. 10.3389/fmicb.2012.00417 PubMed DOI PMC
Syiemiong, D. , & Jha, D. K. (2019). Antibacterial potential of Actinobacteria from a Limestone Mining Site in Meghalaya, India. Journal of Pure and Applied Microbiology, 13(2), 789–802. 10.22207/JPAM.13.2.14 DOI
Taj‐Aldeen, S. J. , Deshmukh, A. , Doiphode, S. , Wahab, A. A. , Allangawi, M. , Al Muzrkchi, A. , Klaassen, C. H. , & Meis, J. J. (2013). Molecular identification and susceptibility pattern of clinical Nocardia species: Emergence of Nocardia crassostreae as an agent of invasive nocardiosis. Canadian Journal of Infectious Diseases and Medical Microbiology, 24(2), e33–e38. PubMed PMC
Takeda, K. , Kang, Y. , Yazawa, K. , Gonoi, T. , & Mikami, Y. (2010). Phylogenetic studies of Nocardia species based on gyrB gene analyses. Journal of Medical Microbiology, 59(2), 165–171. 10.1099/jmm.0.011346-0 PubMed DOI
Tamura, K. , Stecher, G. , Peterson, D. , Filipski, A. , & Kumar, S. (2013). MEGA6: Molecular evolutionary genetics analysis version 6.0. Molecular Biology and Evolution, 30(12), 2725–2729. 10.1093/molbev/mst197 PubMed DOI PMC
Telenti, A. , Marchesi, F. , Balz, M. , Bally, F. , Bottger, E. C. , & Bodmer, T. (1993). Rapid identification of mycobacteria to the species level by polymerase chain reaction and restriction enzyme analysis. Journal of Clinical Microbiology, 31(2), 175–178. PubMed PMC
Thompson, J. D. , Gibson, T. J. , & Higgins, D. G. (2003). Multiple sequence alignment using ClustalW and ClustalX. Current Protocols in Bioinformatics, 1, 2–3. 10.1002/0471250953.bi0203s00 PubMed DOI
Tomczyk‐Żak, K. , & Zielenkiewicz, U. (2016). Microbial diversity in caves. Geomicrobiology Journal, 33(1), 20–38. 10.1080/01490451.2014.1003341 DOI
Van Elsas, J. D. , Chiurazzi, M. , Mallon, C. A. , Elhottova, D. , Krištůfek, V. , & Salles, J. F. (2012). Microbial diversity determines the invasion of soil by a bacterial pathogen. Proceedings of the National Academy of Sciences of the United States of America, 109(4), 1159–1164. 10.1073/pnas.1109326109 PubMed DOI PMC
Vautrin, F. , Pujic, P. , Paquet, C. , Bergeron, E. , Mouniée, D. , Marchal, T. , Salord, H. , Bonnet, J. M. , Cournoyer, B. , Winiarski, T. , Louzier, V. , & Rodriguez‐Nava, V. (2021). Microbial risk assessment of Nocardia cyriacigeorgica in polluted environments, case of urban rainfall water. Computational and Structural Biotechnology Journal, 19, 384–400. 10.1016/j.csbj.2020.12.017 PubMed DOI PMC
Větrovský, T. , & Baldrian, P. (2013). The variability of the 16S rRNA gene in bacterial genomes and its consequences for bacterial community analyses. PLOS One, 8(2), e57923. 10.1371/journal.pone.0057923 PubMed DOI PMC
Vos, M. , Quince, C. , Pijl, A. S. , de Hollander, M. , & Kowalchuk, G. A. (2012). A comparison of rpoB and 16S rRNA as markers in pyrosequencing studies of bacterial diversity. PLOS One, 7(2), e30600. 10.1371/journal.pone.0030600 PubMed DOI PMC
Watanabe, K. , Shinagawa, M. , Amishima, M. , Iida, S. , Yazawa, K. , Kageyama, A. , Ando, A. , & Mikami, Y. (2006). First clinical isolates of Nocardia carnea, Nocardia elegans, Nocardia paucivorans, Nocardia puris and Nocardia takedensis in Japan. Nihon Ishinkin Gakkai Zasshi, 47(2), 85–89. 10.3314/jjmm.47.85 PubMed DOI
White, J. R. , Nagarajan, N. , & Pop, M. (2009). Statistical methods for detecting differentially abundant features in clinical metagenomic samples. PLOS Computational Biology, 5(4), e1000352. 10.1371/journal.pcbi.1000352 PubMed DOI PMC
van der Wielen, P. W. , Heijnen, L. , & van der Kooij, D. (2013). Pyrosequence analysis of the hsp65 genes of nontuberculous mycobacterium communities in unchlorinated drinking water in the Netherlands. Applied and Environmental Microbiology, 79(19), 6160‒6166. 10.1128/AEM.01591-13 PubMed DOI PMC
Yasir, M. (2018). Analysis of bacterial communities and characterization of antimicrobial strains from cave microbiota. Brazilian Journal of Microbiology, 49(2), 248–257. 10.1016/j.bjm.2017.08.005 PubMed DOI PMC
Yilmaz, P. , Parfrey, L. W. , Yarza, P. , Gerken, J. , Pruesse, E. , Quast, C. , Schweer, T. , Peplies, J. , Ludwig, W. , & Glöckner, F. O. (2014). The SILVA and ‘all‐species Living Tree Project (LTP)’ taxonomic frameworks. Nucleic Acids Research, 42(D1), 643–648. 10.1093/nar/gkt1209 PubMed DOI PMC
Zhang, B. , Wu, X. , Tai, X. , Sun, L. , Wu, M. , Zhang, W. , Chen, X. , Zhang, G. , Chen, T. , Liu, G. , & Dyson, P. (2019). Variation in actinobacterial community composition and potential function in different soil ecosystems belonging to the arid Heihe River Basin of northwest China. Frontiers in Microbiology, 10, 2209. 10.3389/fmicb.2019.02209 PubMed DOI PMC
Zhang, Y. Y. , Li, Y. B. , Huang, M. X. , Zhao, X. Q. , Zhang, L. S. , Liu, W. E. , & Wan, K. L. (2013). Novel species including Mycobacterium fukienense sp. is found from tuberculosis patients in Fujian Province, China, using phylogenetic analysis of Mycobacterium chelonae/abscessus complex. Biomedical and Environmental Sciences, 26(11), 894–901. 10.1128/JCM.42.12.5957-5960.2004 PubMed DOI
Zhu, H. Z. , Zhang, Z. F. , Zhou, N. , Jiang, C. Y. , Wang, B. J. , Cai, L. , & Liu, S. J. (2019). Diversity, distribution and co‐occurrence patterns of bacterial communities in a karst cave system. Frontiers in Microbiology, 10, 1726. 10.3389/fmicb.2019.01726 PubMed DOI PMC
Zoropogui, A. , Pujic, P. , Normand, P. , Barbe, V. , Belli, P. , Graindorge, A. , Roche, D. , Vallenet, D. , Mangenot, S. , Boiron, P. , Rodriguez‐Nava, V. , Ribun, S. , Richard, Y. , Cournoyer, B. , & Blaha, D. (2013). The Nocardia cyriacigeorgica GUH‐2 genome shows ongoing adaptation of an environmental Actinobacteria to a pathogen's lifestyle. BMC Genomics, 14(1), 1–18. 10.1186/1471-2164-14-286 PubMed DOI PMC