Abstract
Bioremediation is the powerful eco-friendly technique for the remediation of toxic aromatic pollutants. However, the activity of augmented organisms in freely suspended form often decreases at the contaminated sites due to number of stress factors. Bacterial biofilms are efficient systems, recently being applied in bioremediation, as they warrant enhanced bioavailability, protection of cells from toxic shocks and optimum microenvironment for the degradation reactions to occur. Recent studies suggest the involvement of biofilm in biodegradation process. However, the regulation and interconnection of the degradation pathways through biofilms are still unclear. The present chapter suggests the interlinking of biofilm process and degradation of aromatic compounds through various mechanisms like chemotaxis, HGT events and EPS production. The interference of QS sensing genes and their regulators in the biodegradation of various aromatic compounds and EPS synthesis are also discussed. Hence, this would come up with a better understanding of biofilm-based processes during biodegradation, which in turn aids in consortia development and bioremediation potential.
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References
Abee, T., Kovács, Á. T., Kuipers, O. P., & Van der Veen, S. (2011). Biofilm formation and dispersal in Gram-positive bacteria. Current Opinion in Biotechnology, 22, 172–179.
Ahmad, M., Sajjad, W., Rehman, Z. U., Hayat, M., & Khan, I. (2015). Identification and characterization of intrinsic petrophillic bacteria from oil contaminated soil and water. International Journal of Current Microbiology and Applied Sciences, 4, 338–346.
Archaya, S., Gopinath, L. R., Sangeetha, S., & Bhuvaneshwari, R. (2014). Molecular characterization of kerosene degrading bacteria isolated from kerosene polluted soil. International Journal of Advanced Research, 2, 1117–1124.
Atkinson, B. (1981). Immobilized biomass-a basis for process development in wastewater treatment. In P. E. Cooper & B. Atkinson (Eds.), Biological fluidized bed treatment of water and wastewater (pp. 22–34). Chichester: Ellis Horwood.
Aldrich, T. L., Frantz, B., Gill, J. F., Kilbane, J. J., & Chakrabarty, A. M. (1987). Cloning and complete nucleotide sequence determination of the catB gene encoding m, m-muconate lactonizing enzyme. Gene, 52, 185–195.
Atkinson, S., & Williams, P. (2009). Quorum sensing and social networking in the microbial world. The Journal of the Royal Society Interface, 6(40), 959–978.
Bestawy, E., Mohamed, H., & Nawal, E. (2005). The potentially of free gram-negative bacteria for removing oil and grease from contamination industrial effluents. World Journal of Microbiology and Biotechnology, 21, 815–822.
Blair, K. M., Turner, L., Winkelman, J. T., Berg, H. C., & Kearns, D. B. (2008). A molecular clutch disables flagella in the Bacillus subtilis biofilm. Science, 320, 1636–1638.
Busscher, H. J., Van Der Mei, H. C., Subbiahdoss, G., Jutte, P. C., Van Den Dungen, J. J., Zaat, S. A., Schultz, M. J., & Grainger, D. W. (2012). Biomaterial-associated infection: Locating the finish line in the race for the surface. Science Translational Medicine, 4, 153.
Cappello, S., Caruso, G., Zampino, D., Monticelli, L. S., Maimone, G., et al. (2007). Microbial community dynamics during assay of harbor oil spill bioremediation: A microscale stimulation study. Journal of Applied Microbiology, 122, 184–194.
Chugani, S., & Greenberg, E. P. (2010). LuxR homolog-independent gene regulation by acyl-homoserine lactones in Pseudomonas aeruginosa. PNAS, 107, 10673–10678.
Claus, H. (2014). Microbial degradation of 2,4,6-trinitrotoluene in vitro and in natural environments. In S. N. Singh (Ed.), Biological remediation of explosive residues, environmental science and engineering (pp. 15–38). Cham: Springer.
Dagley, S. (1971). Catabolism of aromatic compounds by micro-organisms. Advances in Microbial Physiology, 6, 1–46.
Das, N., & Chandran, P. (2011). Microbial degradation of petroleum hydrocarbon contaminants: An overview. Biotechnology Research International, 2011, 1–13.
Deshmukh, R., Khardenavis, A. A., & Purohit, H. J. (2016). Diverse metabolic capacities of fungi for bioremediation. Indian Journal of Microbiology, 56, 247–264.
Diaz, E., Jimenez, J. I., & Nogales, J. (2013). Aerobic degradation of aromatic compounds. Current Opinion in Biotechnology, 24, 431–442.
Dubey, A. K., Baker, C. S., Romeo, T., & Babitzke, P. (2005). RNA sequence and secondary structure participate in high-affinity CsrA-RNA interaction. RNA, 11, 1579–1587.
El Fantroussi, S., & Agathos, S. N. (2005). Is bioaugmentation a feasible strategy for pollutant removal and site remediation? Current Opinion in Microbiology, 8, 268–275.
Fernández, S., Shingler, V., & de Lorenzo, V. (1994). Crossregulation by XylR and DmpR activators of Pseudomonas putida suggests that transcriptional control of biodegradative operons evolves independently of catabolic genes. Journal of Bacteriology, 176, 5052–5058.
Flemming, H. C., & Wingender, J. (2010). The biofilm matrix. Nature Reviews. Microbiology, 8, 623–633.
Flemming, H. C., Wingender, J., Szewzyk, U., Steinberg, P., Rice, S. A., & Kjelleberg, S. (2016). Biofilms: An emergent form of bacterial life. Nature Reviews. Microbiology, 14, 563.
Fowler, S. J., Dong, X., Sensen, C. W., Suflita, J. M., & Gieg, L. M. (2012). Methanogenic toluene metabolism: Community structure and intermediates. Environmental Microbiology, 14, 754–764.
Franklin, M. J., Nivens, D. E., Weadge, J. T., & Howell, P. L. (2011). Biosynthesis of the Pseudomonas aeruginosa extracellular polysaccharides, alginate, Pel, and Psl. Frontiers in Microbiology, 2, 167.
Fuchs, G., Boll, M., & Heider, J. (2011). Microbial degradation of aromatic compounds – From one strategy to four. Nature Reviews Microbiology, 9, 803–816.
Ghosh, S., Qureshi, A., & Purohit, H. J. (2016). Role of Pseudomonas fluorescens EGD-AQ6 biofilms in degrading elevated levels of p-hydroxybenzoate. Journal of Microbial and Biochemical Technology, 8, 6.
Ghosh, S., Qureshi, A., & Purohit, H. J. (2017a). Enhanced expression of catechol 1,2 dioxygenase gene in biofilm forming Pseudomonas mendocina EGD-AQ5 under increasing benzoate stress. International Biodeterioration & Biodegradation, 118, 57–65.
Ghosh, S., Qureshi, A., & Purohit, H. J. (2017b). Biofilm microenvironments: Modeling approach. In H. Purohit, V. Kalia, A. Vaidya, & A. Khardenavis (Eds.), Optimization and applicability of bioprocesses (pp. 305–322). Singapore: Springer.
Ghosh, S., Qureshi, A., & Purohit, H. J. (2019). D-tryptophan governs biofilm formation rates and bacterial interaction in P. mendocina and S. aureus. Journal of Biosciences, 44(3).
Gill, R. T., Harbottle, M. J., Smith, J. W. N., & Thornton, S. F. (2014). Electrokinetic-enhanced bioremediation of organic contaminants: A review of processes and environmental applications. Chemosphere, 107, 31–42.
Gisi, D., Stucki, G., & Hanselmann, K. W. (1997). Biodegradation of the pesticide 4, 6-dinitro-ortho-cresol by microorganisms in batch cultures and in fixed-bed column reactors. Applied Microbiology and Biotechnology, 48, 441–448.
Goodman, A. L., Kulasekara, B., Rietsch, A., Smith, R. S., & Lory, S. (2004). A signaling network reciprocally regulates genes associated with acute infection and chronic persistence in Pseudomonas aeruginosa. Developmental Cell, 7, 745–754.
Griffin, T. J., Gygi, S. P., Ideker, T., Rist, B., Eng, J., Hood, L., & Aebersold, R. (2002). Complementary profiling of gene expression at the transcriptome and proteome levels in Saccharomyces cerevisiae. Molecular & Cellular Proteomics, 1, 323–333.
Gueriri, I., Bay, S., Dubrac, S., Cyncynatus, C., & Msadek, T. (2008). The Pta–AckA pathway controlling acetyl phosphate levels and the phosphorylation state of the DegU orphan response regulator both play a role in regulating Listeria monocytogenes motility and chemotaxis. Molecular Microbiology, 70, 1342–1357.
Hardie, K. R., & Heurlier, K. (2008). Establishing bacterial communities by ‘word of mouth’: LuxS and autoinducer 2 in biofilm development. Nature Reviews. Microbiology, 6, 635–643.
Harwood, C. S., & Parales, R. E. (1996). The beta-ketoadipate pathway and the biology of self- identity. Annual Review of Microbiology, 50, 553–590.
Hayaishi, O. (2008). From oxygenase to sleep. The Journal of Biological Chemistry, 283, 19165–19175.
Hazen, T. C., Chakraborty, R., Fleming, J. M., Gregory, I. R., Bowman, J. P., Jimenez, L., & Sayler, G. S. (2009). Use of gene probes to assess the impact and effectiveness of aerobic in situ bioremediation of TCE. Archives of Microbiology, 191, 221–232.
Head, I. M., Gray, N. D., & Larter, S. R. (2014). Life in the slow lane; biogeochemistry of biodegraded petroleum containing reservoirs and implications for energy recovery and carbon management. Frontiers in Microbiology, 5, 566.
Henikoff, S., Haughn, G. W., Calvo, J. M., & Wallace, J. C. (1988). A large family of bacterial activator proteins. PNAS, 85, 6602–6606.
Heurlier, K., Williams, F., Heeb, S., Dormond, C., Pessi, G., Singer, D., Camara, M., Williams, P., & Haas, D. (2004). Positive control of swarming, rhamnolipid synthesis, and lipase production by the posttranscriptional RsmA/RsmZ system in Pseudomonas aeruginosa PAO1. Journal of Bacteriology, 186, 2936–2945.
Hochbaum, A. I., Kolodkin-Gal, I., Foulston, L., Kolter, R., Aizenberg, J., & Losick, R. (2011). Inhibitory effects of D-amino acids on Staphylococcus aureus biofilm development. Journal of Bacteriology, 193, 5616–5622.
Huang, W. M., Liang, Y. Q., Tang, L. J., Ding, Y., & Wang, X. H. (2013). Antioxidant and anti- inflammatory effects of Astragalus polysaccharide on EA. hy926 cells. Experimental and Therapeutic Medicine, 6, 199–203.
Johnsen, A. R., & Karlson, U. (2004). Evaluation of bacterial strategies to promote the bioavailability of polycyclic aromatic hydrocarbons. Applied Microbiology and Biotechnology, 63, 452–459.
Kargi, F. L., & Eker, S. (2005). Removal of 2,4-dichlorophenol and toxicity from synthetic wastewater in a rotating perforated tube biofilm reactor. Process Biochemistry, 40, 2105–2111.
Karigar, C. S., & Rao, S. S. (2011). Role of microbial enzymes in the bioremediation of pollutants: A review. Enzyme Research, 2011, 1–11.
Karpinets, T. V., Pelletier, D. A., Pan, C., Uberbacher, E. C., Melnichenko, G. V., Hettich, R. L., & Samatova, N. F. (2009). Phenotype fingerprinting suggests the involvement of single-genotype consortia in degradation of aromatic compounds by Rhodopseudomonas palustris. PLoS One, 4, e4615.
Katsivela, E., Moore, E. R. B., Maroukli, D., Strömpl, C., Pieper, D., & Kalogerakis, N. (2005). Bacterial community dynamics during in-situ bioremediation of petroleum waste sludge in landfarming sites. Biodegradation, 16, 169–180.
Khomenkov, V. G., Shevelev, A. B., Zhukov, V. G., Zagustina, N. A., Bezborodov, A. M., & Popov, V. O. (2008). Organization of metabolic pathways and molecular-genetic mechanisms of xenobiotic degradation in microorganisms: A review. Applied Biochemistry and Microbiology, 44, 117–135.
Kim, S. J., Kweon, O. G., & Cerniglia, C. E. (2009). Proteomic applications to elucidate bacterial aromatic hydrocarbon metabolic pathways. Current Opinion in Microbiology, 12, 301–309.
Kobayashi, K. (2007). Gradual activation of the response regulator Deg U controls serial expression of genes for flagellum formation and biofilm formation in Bacillus subtilis. Molecular Microbiology, 66, 395–409.
Lendenmann, U., & Spain, J. C. (1998). Simultaneous biodegradation of 2,4-dinitrotoluene and 2,6-dinitrotoluene in an aerobic fluidized-bed biofilm reactor. Environmental Science & Technology, 32, 82–87.
Lien, P. J., Ho, H. J., Lee, T. H., Lai, W. L., & Kao, C. M. (2015). Effects of aquifer heterogeneity and geochemical variation on petroleum- hydrocarbon biodegradation at a gasoline spill site. Advances in Materials Research, 1079, 584–588.
Lipscomb, J. D. (2008). Mechanism of extradiol aromatic ringcleaving dioxygenases. Current Opinion in Structural Biology, 18, 644–649.
Lombardia, E., Rovetto, A. J., Arabolaza, A. L., & Grau, R. R. (2006). A LuxS-dependent cell-to-cell language regulates social behavior and development in Bacillus subtilis. Journal of Bacteriology, 188, 4442–4452.
Lopez, D., & Kolter, R. (2010). Functional microdomains in bacterial membranes. Genes & Development, 24, 1893–1902.
Lopez, D., Fischbach, M. A., Chu, F., Losick, R., & Kolter, R. (2009). Structurally diverse natural products that cause potassium leakage trigger multicellularity in Bacillus subtilis. PNAS, 106, 280–285.
Luengo, J., Arias, S., Arcos, M., & Olivera, E. (2007). The catabolism of phenylacetic acid and other related molecules in Pseudomonas putida U. In J. Ramos & A. Filloux (Eds.), Pseudomonas: A model system in biology. Dordrecht: Springer.
Malik, Z. A., & Ahmed, S. (2012). Degradation of petroleum hydrocarbons by oil field isolated bacterial consortium. African Journal of Biotechnology, 11, 650–658.
Mangwani, N., Shukla, S. K., Kumari, S., Rao, T. S., & Das, S. (2014). Characterization of Stenotrophomonas acidaminiphila NCW-702 biofilm for implication in the degradation of polycyclic aromatic hydrocarbons. Journal of Applied Microbiology, 117, 1012–1024.
Mangwani, N., Kumari, S., & Das, S. (2015). Involvement of quorum sensing genes in biofilm development and degradation of polycyclic aromatic hydrocarbons by a marine Pseudomonas aeruginosa N6P6. Applied Microbiology and Biotechnology, 99, 10283–10297.
Mangwani, N., Kumari, S., & Das, S. (2016). Bacterial biofilms and quorum sensing: Fidelity in bioremediation technology. Biotechnology & Genetic Engineering Reviews, 32, 43–73.
Mangwani, N., Kumari, S., & Das, S. (2017). Marine bacterial biofilms in bioremediation of polycyclic aromatic hydrocarbons (PAHs) under terrestrial condition in a soil microcosm. Pedosphere, 27, 548–558.
Mishra, S., Bera, A., & Mandal, A. (2014). Effect of polymer adsorption on permeability reduction in enhanced oil recovery. Journal of Petroleum Engineering, 2014, 1–9.
Molin, S., & Tolker-Nielsen, T. (2003). Gene transfer occurs with enhanced efficiency in biofilms and induces enhanced stabilisation of the biofilm structure. Current Opinion in Biotechnology, 14, 255–261.
Molina, M. C., González, N., Bautista, L. F., Sanz, R., Simarro, R., Sánchez, I., & Sanz, J. L. (2009). Isolation and genetic identification of PAH degrading bacteria from a microbial consortium. Biodegradation, 20, 789–800.
Nolvak, H., Truu, J., Limane, B., Truu, M., Cepurnieks, G., Bartkevics, V., Juhanson, J., & Muter, O. (2013). Microbial community changes in TNT spiked soil bioremediation trial using biostimulation, phytoremediation and bioaugmentation. Journal of Environmental Engineering and Landscape Management, 21, 153–162.
Pal, A., & Paul, A. K. (2004). Aerobic chromate reduction by chromium-resistant bacteria isolated from serpentine soil. Microbiological Research, 159, 347–354.
Pal, S., Qureshi, A., & Purohit, H. J. (2016). Antibiofilm activity of biomolecules: Gene expression study of bacterial isolates from brackish and fresh water biofouled membranes. Biologia, 71, 239–246.
Pandey, G., & Jain, R. K. (2002). Bacterial chemotaxis toward environmental pollutants: Role in bioremediation. Applied and Environmental Microbiology, 68, 5789–5795.
Parsek, M. R., McFall, S. M., Shinabarger, D. L., & Chakrabarty, A. M. (1994). Interaction of two LysR-type regulatory proteins CatR and ClcR with heterologous promoters: Functional and evolutionary implications. PNAS, 91, 12393–12397.
Paul, D., Pandey, G., Pandey, J., & Jain, R. K. (2005). Accessing microbial diversity for bioremediation and environmental restoration. Trends in Biotechnology, 23, 135–142.
Pessi, G., Williams, F., Hindle, Z., Heurlier, K., Holden, M. T., Camara, M., Haas, D., & Williams, P. (2001). The global posttranscriptional regulator RsmA modulates production of virulence determinants and N-acylhomoserine lactones in Pseudomonas aeruginosa. Journal of Bacteriology, 183, 6676–6683.
Qin, G., Gong, D., & Fan, M.-Y. (2013). Bioremediation of petroleum- contaminated soil by biostimulation amended with biochar. International Biodeterioration and Biodegradation, 85, 150–155.
Qureshi, A., Mohan, M., Kanade, G. S., Kapley, A., & Purohit, H. J. (2009). In situ bioremediation of organochlorine-pesticide-contaminated microcosm soil and evaluation by gene probe. Pest Management Science, 65, 798–804.
Qureshi, A., Pal, S., Ghosh, S., Kapley, A., & Purohit, H. J. (2015). Antibiofouling biomaterials. International Journal of Recent Advances in Multidisciplinary Research (IJRAMR), 2, 677–684.
Rajaei, S., Seyedi, S. M., Raiesi, F., Shiran, B., & Raheb, J. (2013). Characterization and potentials of indigenous oil-degrading bacteria inhabiting the rhizosphere of wild oat (Avena Fatua L.) in South West of Iran. Iranian Journal of Biotechnology, 11, 32–40.
Romeo, T. (1998). Global regulation by the small RNA-binding protein CsrA and the non-coding RNA molecule CsrB. Molecular Microbiology, 29, 1321–1330.
Rost, R., Haas, S., Hammer, E., Herrmann, H., & Burchhardt, G. (2002). Molecular analysis of aerobic phenylacetate degradation in Azoarcus evansii. Molecular Genetics and Genomics, 267, 656–663.
Sakuragi, Y., & Kolter, R. (2007). Quorum-sensing regulation of the biofilm matrix genes (pel) of Pseudomonas aeruginosa. Journal of Bacteriology, 189, 5383–5386.
Salinero, K. K., Keller, K., Feil, W. S., Feil, H., Trong, S., Di Bartolo, G., & Lapidus, A. (2009). Metabolic analysis of the soil microbe Dechloromonas aromatica str. RCB: Indications of a surprisingly complex life-style and cryptic anaerobic pathways for aromatic degradation. BMC Genomics, 10, 23.
Santisi, S., Cappello, S., Catalfamo, M., Mancini, G., Hassanshahian, M., Genovese, L., & Yakimov, M. M. (2015). Biodegradation of crude oil by individual bacterial strains and a mixed bacterial consortium. Brazilian Journal of Microbiology, 46, 377–387.
Shirtliff, M. E., Mader, J. T., & Camper, A. K. (2002). Molecular interactions in biofilms. Chemistry & Biology, 9, 859–871.
Shrout, J. D., & Nerenberg, R. (2012). Monitoring bacterial twitter: Does quorum sensing determine the behavior of water and wastewater treatment biofilms? Environmental Science & Technology, 46, 1995–2005.
Shukla, S. K., Mangwani, N., Rao, T. S., & Das, S. (2014). Biofilm-mediated bioremediation of polycyclic aromatic hydrocarbons. In Microbial biodegradation and bioremediation (pp. 203–232). London/Waltham: Elsevier.
Singh, R., Paul, D., & Jain, R. K. (2006). Biofilms: Implications in bioremediation. Trends in Microbiology, 56, 389–397.
Stankowska, D., Czerwonka, G., Rozalska, S., Grosicka, M., Dziadek, J., & Kaca, W. (2012). Influence of quorum sensing signal molecules on biofilm formation in Proteus mirabilis O18. Folia Microbiologica, 57, 53–60.
Suenaga, H., Koyama, Y., Miyakoshi, M., Miyazaki, R., Yano, H., Sota, M., Ohtsubo, Y., Tsuda, M., & Miyazaki, K. (2009). Novel organization of aromatic degradation pathway genes in a microbial community as revealed by metagenomic analysis. ISME, 3, 1335–1348.
Tam, L. T., Eymann, C., Albrecht, D., Sietmann, R., Schauer, F., Hecker, M., & Antelmann, H. (2006). Differential gene expression in response to phenol and catechol reveals different metabolic activities for the degradation of aromatic compounds in Bacillus subtilis. Environmental Microbiology, 8, 1408–1427.
Tan, Y., & Ji, G. (2010). Bacterial community structure and dominant bacteria in the rhizosphere of two endemorelict plants capable of degrading a broad range of aromatic substrates. Applied Microbiology and Biotechnology, 91, 1227–1238.
Veeranagouda, Y., Emmanuel Paul, P. V., Gorla, P., Siddavattam, D., & Karegoudar, T. B. (2006). Complete mineralisation of dimethylformamide by Ochrobactrum sp. DGVK1 isolated from the soil samples collected from the coalmine leftovers. Applied Microbiology and Biotechnology, 71, 369–375.
Verhamme, D. T., Kiley, T. B., & Stanley-Wall, N. R. (2007). DegU co-ordinates multicellular behaviour exhibited by Bacillus subtilis. Molecular Microbiology, 65, 554–568.
Whiteley, C. G., & Lee, D. J. (2006). Enzyme technology and biological remediation. Enzyme and Microbial Technology, 38, 291–316.
Xu, J., Yu, Y., Wang, P., Guo, W., Dai, S., & Sun, H. (2007). Polycyclic aromatic hydrocarbons in the surface sediments from Yellow River, China. Chemosphere, 67, 1408–1414.
Yan, S., & Wu, G. (2017). Reorganization of gene network for degradation of polycyclic aromatic hydrocarbons (PAHs) in Pseudomonas aeruginosa PAO1 under several conditions. Journal of Applied Genetics, 58, 545–563.
Yang, L., Barken, K. B., Skindersoe, M. E., Christensen, A. B., Givskov, M., & Tolker-Nielsen, T. (2007). Effects of iron on DNA release and biofilm development by Pseudomonas aeruginosa. Microbiology, 153, 1318–1328.
Yong, Y. C., & Zhong, J. J. (2013). Regulation of aromatics biodegradation by rhl quorum sensing through induction of catechol meta-cleavage pathway. Bioresource Technology, 136, 761–765.
Zhang, S., & Huang, H. (2005). Geochemistry of Palaeozoic marine petroleum from the Tarim Basin, NW China: Part 1. Oil family classification. Organic Geochemistry, 36, 1204–1214.
Zhang, Z., Hou, Z., Yang, C., Ma, C., Tao, F., & Xu, P. (2011). Degradation of n-alkanes and polycyclic aromatic hydrocarbons in petroleum by a newly isolated Pseudomonas aeruginosa DQ8. Bioresource Technology, 102, 4111–4116.
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All the authors are thankful to Director CSIR-NEERI for constant support and inspiration and providing infrastructural facilities (KRC\2018\June\EBGD\1). The authors are grateful to the Council of Scientific and Industrial Research (CSIR), to Senior Research Fellowship (19-06/2011(i) EU-IV) and to Ms. Saheli Ghosh. Funds from DBT (BT/PR16149/NER/95/85/2015) projects are acknowledged.
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Ghosh, S., Qureshi, A., Purohit, H.J. (2019). Aromatic Compounds and Biofilms: Regulation and Interlinking of Metabolic Pathways in Bacteria. In: Arora, P. (eds) Microbial Metabolism of Xenobiotic Compounds. Microorganisms for Sustainability, vol 10. Springer, Singapore. https://doi.org/10.1007/978-981-13-7462-3_7
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