This Article
Right arrow Full Text (PDF)
Right arrow Alert me when this article is cited
Right arrow Alert me if a correction is posted
Services
Right arrow Similar articles in this journal
Right arrow Similar articles in PubMed
Right arrow Alert me to new issues of the journal
Right arrow Download to citation manager
Right arrowReprints and Permissions
Right arrow Copyright Information
Right arrow Books from ASM Press
Right arrow MicrobeWorld
Citing Articles
Right arrow Citing Articles via HighWire
Right arrow Citing Articles via Google Scholar
Google Scholar
Right arrow Articles by Wiggins, B. A.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Wiggins, B. A.
Agricola
Right arrow Articles by Wiggins, B. A.

 Previous Article  |  Next Article 

Appl. Environ. Microbiol., 11 1996, 3997-4002, Vol 62, No. 11
Copyright © 1996, American Society for Microbiology

Discriminant analysis of antibiotic resistance patterns in fecal streptococci, a method to differentiate human and animal sources of fecal pollution in natural waters

BA Wiggins
Department of Biology, James Madison University, Harrisonburg, Virginia 22807, USA. wigginba@jmu.edu

Discriminant analysis of patterns of antibiotic resistance in fecal streptococci was used to differentiate between human and animal sources of fecal pollution in natural waters. A total of 1,435 isolates from 17 samples of cattle, poultry, human, and wild-animal wastes were obtained, and their ability to grow in the presence of four concentrations of five antibiotics (chlortetracycline, halofuginone, oxytetracycline, salinomycin, and streptomycin) was measured. When the resulting antibiotic resistance patterns were analyzed, an average of 74% of the known isolates were correctly classified into one of six possible sources (beef, chicken, dairy, human, turkey, or wild). Ninety- two percent of human isolates were correctly classified. When the isolates were pooled into four possible categories (cattle, human, poultry, and wild), the average rate of correct classification (ARCC) increased to 84%. Human versus animal isolates were correctly classified at an average rate of 95%. Human versus wild isolates had an ARCC of 98%, and cattle versus poultry isolates had an ARCC of 92%. When fecal streptococci that were isolated from surface waters receiving fecal pollution from unknown origins were analyzed, 72% of the isolates from one stream and 68% of the isolates from another were classified as cattle isolates. Because the correct classification rates of these fecal streptococci are much higher than would be expected by chance alone, the use of discriminant analysis appears to hold promise as a method to determine the sources of fecal pollution in natural waters.


This article has been cited by other articles:

  • Moriarty, E., Nourozi, F., Robson, B., Wood, D., Gilpin, B. (2008). Evidence for Growth of Enterococci in Municipal Oxidation Ponds, Obtained Using Antibiotic Resistance Analysis. Appl. Environ. Microbiol. 74: 7204-7210 [Abstract] [Full Text]  
  • Dickerson, J. W. Jr., Crozier, J. B., Hagedorn, C., Hassall, A. (2007). Assessment of the 16S-23S rDNA Intergenic Spacer Region in Enterococcus spp. for Microbial Source Tracking. J. Environ. Qual. 36: 1661-1669 [Abstract] [Full Text]  
  • Koike, S., Krapac, I. G., Oliver, H. D., Yannarell, A. C., Chee-Sanford, J. C., Aminov, R. I., Mackie, R. I. (2007). Monitoring and Source Tracking of Tetracycline Resistance Genes in Lagoons and Groundwater Adjacent to Swine Production Facilities over a 3-Year Period. Appl. Environ. Microbiol. 73: 4813-4823 [Abstract] [Full Text]  
  • Gourmelon, M., Caprais, M. P., Segura, R., Le Mennec, C., Lozach, S., Piriou, J. Y., Rince, A. (2007). Evaluation of Two Library-Independent Microbial Source Tracking Methods To Identify Sources of Fecal Contamination in French Estuaries. Appl. Environ. Microbiol. 73: 4857-4866 [Abstract] [Full Text]  
  • Kaneene, J. B., Miller, R., Sayah, R., Johnson, Y. J., Gilliland, D., Gardiner, J. C. (2007). Considerations When Using Discriminant Function Analysis of Antimicrobial Resistance Profiles To Identify Sources of Fecal Contamination of Surface Water in Michigan. Appl. Environ. Microbiol. 73: 2878-2890 [Abstract] [Full Text]  
  • Stoeckel, D. M., Harwood, V. J. (2007). Performance, Design, and Analysis in Microbial Source Tracking Studies. Appl. Environ. Microbiol. 73: 2405-2415 [Full Text]  
  • Vogel, J. R., Stoeckel, D. M., Lamendella, R., Zelt, R. B., Santo Domingo, J. W., Walker, S. R., Oerther, D. B. (2007). Identifying Fecal Sources in a Selected Catchment Reach Using Multiple Source-Tracking Tools. J. Environ. Qual. 36: 718-729 [Abstract] [Full Text]  
  • Yan, T., Hamilton, M. J., Sadowsky, M. J. (2007). High-Throughput and Quantitative Procedure for Determining Sources of Escherichia coli in Waterways by Using Host-Specific DNA Marker Genes. Appl. Environ. Microbiol. 73: 890-896 [Abstract] [Full Text]  
  • Anderson, M. A., Whitlock, J. E., Harwood, V. J. (2006). Diversity and Distribution of Escherichia coli Genotypes and Antibiotic Resistance Phenotypes in Feces of Humans, Cattle, and Horses. Appl. Environ. Microbiol. 72: 6914-6922 [Abstract] [Full Text]  
  • Blanch, A. R., Belanche-Munoz, L., Bonjoch, X., Ebdon, J., Gantzer, C., Lucena, F., Ottoson, J., Kourtis, C., Iversen, A., Kuhn, I., Moce, L., Muniesa, M., Schwartzbrod, J., Skraber, S., Papageorgiou, G. T., Taylor, H., Wallis, J., Jofre, J. (2006). Integrated Analysis of Established and Novel Microbial and Chemical Methods for Microbial Source Tracking. Appl. Environ. Microbiol. 72: 5915-5926 [Abstract] [Full Text]  
  • Price, B., Venso, E. A., Frana, M. F., Greenberg, J., Ware, A., Currey, L. (2006). Classification tree method for bacterial source tracking with antibiotic resistance analysis data.. Appl. Environ. Microbiol. 72: 3468-3475 [Abstract] [Full Text]  
  • Ahmed, W., Neller, R., Katouli, M. (2005). Host Species-Specific Metabolic Fingerprint Database for Enterococci and Escherichia coli and Its Application To Identify Sources of Fecal Contamination in Surface Waters. Appl. Environ. Microbiol. 71: 4461-4468 [Abstract] [Full Text]  
  • Anderson, K. L., Whitlock, J. E., Harwood, V. J. (2005). Persistence and Differential Survival of Fecal Indicator Bacteria in Subtropical Waters and Sediments. Appl. Environ. Microbiol. 71: 3041-3048 [Abstract] [Full Text]  
  • Middleton, J. H., Ambrose, A. (2005). ENUMERATION AND ANTIBIOTIC RESISTANCE PATTERNS OF FECAL INDICATOR ORGANISMS ISOLATED FROM MIGRATORY CANADA GEESE (BRANTA CANADENSIS). J Wildl Dis 41: 334-341 [Abstract] [Full Text]  
  • Sayah, R. S., Kaneene, J. B., Johnson, Y., Miller, R. (2005). Patterns of Antimicrobial Resistance Observed in Escherichia coli Isolates Obtained from Domestic- and Wild-Animal Fecal Samples, Human Septage, and Surface Water. Appl. Environ. Microbiol. 71: 1394-1404 [Abstract] [Full Text]  
  • Hayes, J. R., English, L. L., Carr, L. E., Wagner, D. D., Joseph, S. W. (2004). Multiple-Antibiotic Resistance of Enterococcus spp. Isolated from Commercial Poultry Production Environments. Appl. Environ. Microbiol. 70: 6005-6011 [Abstract] [Full Text]  
  • Johnson, L. K., Brown, M. B., Carruthers, E. A., Ferguson, J. A., Dombek, P. E., Sadowsky, M. J. (2004). Sample Size, Library Composition, and Genotypic Diversity among Natural Populations of Escherichia coli from Different Animals Influence Accuracy of Determining Sources of Fecal Pollution. Appl. Environ. Microbiol. 70: 4478-4485 [Abstract] [Full Text]  
  • Seurinck, S., Verstraete, W., Siciliano, S. D. (2003). Use of 16S-23S rRNA Intergenic Spacer Region PCR and Repetitive Extragenic Palindromic PCR Analyses of Escherichia coli Isolates To Identify Nonpoint Fecal Sources. Appl. Environ. Microbiol. 69: 4942-4950 [Abstract] [Full Text]  
  • Wiggins, B. A., Cash, P. W., Creamer, W. S., Dart, S. E., Garcia, P. P., Gerecke, T. M., Han, J., Henry, B. L., Hoover, K. B., Johnson, E. L., Jones, K. C., McCarthy, J. G., McDonough, J. A., Mercer, S. A., Noto, M. J., Park, H., Phillips, M. S., Purner, S. M., Smith, B. M., Stevens, E. N., Varner, A. K. (2003). Use of Antibiotic Resistance Analysis for Representativeness Testing of Multiwatershed Libraries. Appl. Environ. Microbiol. 69: 3399-3405 [Abstract] [Full Text]  
  • Carson, C. A., Shear, B. L., Ellersieck, M. R., Schnell, J. D. (2003). Comparison of Ribotyping and Repetitive Extragenic Palindromic-PCR for Identification of Fecal Escherichia coli from Humans and Animals. Appl. Environ. Microbiol. 69: 1836-1839 [Abstract] [Full Text]  
  • Scott, T. M., Rose, J. B., Jenkins, T. M., Farrah, S. R., Lukasik, J. (2002). Microbial Source Tracking: Current Methodology and Future Directions. Appl. Environ. Microbiol. 68: 5796-5803 [Full Text]  
  • Hartel, P. G., Summer, J. D., Hill, J. L., Collins, J. V., Entry, J. A., Segars, W. I. (2002). Geographic Variability of Escherichia coli Ribotypes from Animals in Idaho and Georgia. J. Environ. Qual. 31: 1273-1278 [Abstract] [Full Text]  
  • Wheeler, A. L., Hartel, P. G., Godfrey, D. G., Hill, J. L., Segars, W. I. (2002). Potential of Enterococcus faecalis as a Human Fecal Indicator for Microbial Source Tracking. J. Environ. Qual. 31: 1286-1293 [Abstract] [Full Text]  
  • Graves, A. K., Hagedorn, C., Teetor, A., Mahal, M., Booth, A. M., Reneau, R. B. Jr. (2002). Antibiotic Resistance Profiles to Determine Sources of Fecal Contamination in a Rural Virginia Watershed. J. Environ. Qual. 31: 1300-1308 [Abstract] [Full Text]  
  • Guan, S., Xu, R., Chen, S., Odumeru, J., Gyles, C. (2002). Development of a Procedure for Discriminating among Escherichia coli Isolates from Animal and Human Sources. Appl. Environ. Microbiol. 68: 2690-2698 [Abstract] [Full Text]  
  • Chee-Sanford, J. C., Aminov, R. I., Krapac, I. J., Garrigues-Jeanjean, N., Mackie, R. I. (2001). Occurrence and Diversity of Tetracycline Resistance Genes in Lagoons and Groundwater Underlying Two Swine Production Facilities. Appl. Environ. Microbiol. 67: 1494-1502 [Abstract] [Full Text]  
  • Carson, C. A., Shear, B. L., Ellersieck, M. R., Asfaw, A. (2001). Identification of Fecal Escherichia coli from Humans and Animals by Ribotyping. Appl. Environ. Microbiol. 67: 1503-1507 [Abstract] [Full Text]  
  • Bernhard, A. E., Field, K. G. (2000). A PCR Assay To Discriminate Human and Ruminant Feces on the Basis of Host Differences in Bacteroides-Prevotella Genes Encoding 16S rRNA. Appl. Environ. Microbiol. 66: 4571-4574 [Abstract] [Full Text]  
  • Harwood, V. J., Whitlock, J., Withington, V. (2000). Classification of Antibiotic Resistance Patterns of Indicator Bacteria by Discriminant Analysis: Use in Predicting the Source of Fecal Contamination in Subtropical Waters. Appl. Environ. Microbiol. 66: 3698-3704 [Abstract] [Full Text]  
  • van den Bogaard, A. E. J. M., London, N., Stobberingh, E. E. (2000). Antimicrobial resistance in pig faecal samples from The Netherlands (five abattoirs) and Sweden. J Antimicrob Chemother 45: 663-671 [Abstract] [Full Text]  
  • Hagedorn, C., Robinson, S. L., Filtz, J. R., Grubbs, S. M., Angier, T. A., Reneau, R. B. Jr. (1999). Determining Sources of Fecal Pollution in a Rural Virginia Watershed with Antibiotic Resistance Patterns in Fecal Streptococci. Appl. Environ. Microbiol. 65: 5522-5531 [Abstract] [Full Text]  
  • Wiggins, B. A., Andrews, R. W., Conway, R. A., Corr, C. L., Dobratz, E. J., Dougherty, D. P., Eppard, J. R., Knupp, S. R., Limjoco, M. C., Mettenburg, J. M., Rinehardt, J. M., Sonsino, J., Torrijos, R. L., Zimmerman, M. E. (1999). Use of Antibiotic Resistance Analysis To Identify Nonpoint Sources of Fecal Pollution. Appl. Environ. Microbiol. 65: 3483-3486 [Abstract] [Full Text]  
  • Parveen, S., Portier, K. M., Robinson, K., Edmiston, L., Tamplin, M. L. (1999). Discriminant Analysis of Ribotype Profiles of Escherichia coli for Differentiating Human and Nonhuman Sources of Fecal Pollution. Appl. Environ. Microbiol. 65: 3142-3147 [Abstract] [Full Text]