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MICROBIAL BIOFILMS
Abstract
Direct observations have clearly shown that biofilm bacteria predominate, numerically and metabolically, in virtually all nutrient-sufficient ecosystems. Therefore, these sessile organisms predominate in most of the environmental, industrial, and medical problems and processes of interest to microbiologists. If biofilm bacteria were simply planktonic cells that had adhered to a surface, this revelation would be unimportant, but they are demonstrably and profoundly different. We first noted that biofilm cells are at least 500 times more resistant to antibacterial agents. Now we have discovered that adhesion triggers the expression of a sigma factor that derepresses a large number of genes so that biofilm cells are clearly phenotypically distinct from their planktonic counterparts. Each biofilm bacterium lives in a customized microniche in a complex microbial community that has primitive homeostasis, a primitive circulatory system, and metabolic cooperativity, and each of these sessile cells reacts to its special environment so that it differs fundamentally from a planktonic cell of the same species.
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Donlan, R. M., & Costerton, J. W. (2002) · Clinical Microbiology Reviews · doi:10.1128/cmr.15.2.167-193.2002 · Cited by 6,644
Self-citationBiofilm formation as microbial development
O'Toole, G., Kaplan, H. B., & Kolter, R. (2000) · Annual Review of Microbiology · doi:10.1146/annurev.micro.54.1.49 · Cited by 3,571
The Involvement of Cell-to-Cell Signals in the Development of a Bacterial Biofilm
Davies, D. G., Parsek, M. R., Pearson, J. P., Iglewski, B. H., Costerton, J. W., & Greenberg, E. P. (1998) · Science · doi:10.1126/science.280.5361.295 · Cited by 3,396
Self-citationFlagellar and twitching motility are necessary for Pseudomonas aeruginosa biofilm development
O'Toole, G. A., & Kolter, R. (1998) · Molecular Microbiology · doi:10.1046/j.1365-2958.1998.01062.x · Cited by 2,697
Ceri, H., Olson, M. E., Stremick, C., Read, R. R., Morck, D., & Buret, A. (1999) · Journal of Clinical Microbiology · doi:10.1128/jcm.37.6.1771-1776.1999 · Cited by 2,155
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Flemming, H.-C., & Wuertz, S. (2019) · Nature Reviews Microbiology · doi:10.1038/s41579-019-0158-9 · Cited by 1,729
Microbial carbonates: the geological record of calcified bacterial–algal mats and biofilms
Riding, R. (2000) · Sedimentology · doi:10.1046/j.1365-3091.2000.00003.x · Cited by 1,562
Bacterial adhesion: seen any good biofilms lately
Dunne, W. M. (2002) · Clinical Microbiology Reviews · doi:10.1128/cmr.15.2.155-166.2002 · Cited by 1,516
Amaral-Zettler, L. A., Zettler, E. R., & Mincer, T. J. (2020) · Nature Reviews Microbiology · doi:10.1038/s41579-019-0308-0 · Cited by 1,407
Secretory IgA's complex roles in immunity and mucosal homeostasis in the gut
Mantis, N. J., Rol, N., & Corthésy, B. (2011) · Mucosal Immunology · doi:10.1038/mi.2011.41 · Cited by 1,283
Are dental diseases examples of ecological catastrophes?
Marsh, P. D. (2003) · Microbiology · doi:10.1099/mic.0.26082-0 · Cited by 1,256
The ecology and biogeochemistry of stream biofilms
Battin, T. J., Besemer, K., Bengtsson, M. M., Romani, A. M., & Packmann, A. I. (2016) · Nature Reviews Microbiology · doi:10.1038/nrmicro.2016.15 · Cited by 1,163
Candida biofilms and their role in infection
Douglas, L. J. (2003) · Trends in Microbiology · doi:10.1016/s0966-842x(02)00002-1 · Cited by 1,150
The role of bacterial biofilms in chronic infections
Bjarnsholt, T. (2013) · APMIS · doi:10.1111/apm.12099 · Cited by 1,080
Early microbial biofilm formation on marine plastic debris
Lobelle, D., & Cunliffe, M. (2011) · Marine Pollution Bulletin · doi:10.1016/j.marpolbul.2010.10.013 · Cited by 962
Thinking about Bacterial Populations as Multicellular Organisms
Shapiro, J. A. (1998) · Annual Review of Microbiology · doi:10.1146/annurev.micro.52.1.81 · Cited by 876
Bjarnsholt, T., Alhede, M., Alhede, M., Eickhardt-Sørensen, S. R., Moser, C., Kühl, M., Jensen, P. Ø., & Høiby, N. (2013) · Trends in Microbiology · doi:10.1016/j.tim.2013.06.002 · Cited by 764
Ramage, G., Saville, S. P., Thomas, D. P., & López-Ribot, J. L. (2005) · Eukaryotic Cell · doi:10.1128/ec.4.4.633-638.2005 · Cited by 678
What are Bacterial Extracellular Polymeric Substances?
Wingender, J., Neu, T. R., & Flemming, H.-C. (1999) · Microbial Extracellular Polymeric Substances · doi:10.1007/978-3-642-60147-7_1 · Cited by 655
Ramage, G., Rajendran, R., Sherry, L., & Williams, C. (2012) · International Journal of Microbiology · doi:10.1155/2012/528521 · Cited by 583
Candida biofilms on implanted biomaterials: a clinically significant problem
Ramage, G., MartÃnez, J. P., & López-Ribot, J. L. (2006) · FEMS Yeast Research · doi:10.1111/j.1567-1364.2006.00117.x · Cited by 575
Rosan, B., & Lamont, R. J. (2000) · Microbes and Infection · doi:10.1016/s1286-4579(00)01316-2 · Cited by 561
Biofilm-Specific Antibiotic Resistance
Mah, T.-F. (2012) · Future Microbiology · doi:10.2217/fmb.12.76 · Cited by 504
Our Current Understanding of Fungal Biofilms
Ramage, G., Mowat, E., Jones, B., Williams, C., & Lopez-Ribot, J. (2009) · Critical Reviews in Microbiology · doi:10.3109/10408410903241436 · Cited by 483
Ankley, G. T., Cureton, P., Hoke, R. A., Houde, M., Kumar, A., Kurias, J., Lanno, R., McCarthy, C., Newsted, J., Salice, C. J., et al. (2020) · Environmental Toxicology and Chemistry · doi:10.1002/etc.4869 · Cited by 454
Biofilm development of the polyethylene-degrading bacterium rhodococcus ruber
Sivan, A., Szanto, M., & Pavlov, V. (2006) · Applied Microbiology and Biotechnology · doi:10.1007/s00253-005-0259-4 · Cited by 415
Biofilms of non-Candida albicans Candida species: quantification, structure and matrix composition
Silva, S., Henriques, M., Martins, A., Oliveira, R., Williams, D., & Azeredo, J. (2009) · Medical Mycology · doi:10.3109/13693780802549594 · Cited by 390
Biofilms in the large bowel suggest an apparent function of the human vermiform appendix
Randal Bollinger, R., Barbas, A. S., Bush, E. L., Lin, S. S., & Parker, W. (2007) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2007.08.032 · Cited by 373
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Mor, R., & Sivan, A. (2008) · Biodegradation · doi:10.1007/s10532-008-9188-0 · Cited by 347
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Barraud, N., Storey, M. V., Moore, Z. P., Webb, J. S., Rice, S. A., & Kjelleberg, S. (2009) · Microbial Biotechnology · doi:10.1111/j.1751-7915.2009.00098.x · Cited by 289
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Metadata
- Authors
- Costerton, J. W., Lewandowski, Z., Caldwell, D. E., Korber, D. R., & Lappin-Scott, H. M.
- Venue
- Annual Review of Microbiology
- Publisher
- Annual Reviews
- Published
- 1995-10
- Volume
- 49
- Issue
- 1
- Pages
- 711-745
- ISSN
- 0066-4227 (ISSN-L)
- 1545-3251
- OpenAlex
- W4213354399
- Cited by
- 4,544
- References
- 0
- FWCI
- 8.88
- Type
- journal article
- Language
- en
- Open access
- closed
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