This Article
Right arrow Abstract Freely available
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 Keyes, K.
Right arrow Articles by Lee, M. D.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Keyes, K.
Right arrow Articles by Lee, M. D.

 Previous Article  |  Next Article 

Antimicrobial Agents and Chemotherapy, February 2000, p. 421-424, Vol. 44, No. 2
0066-4804/00/$04.00+0
Copyright © 2000, American Society for Microbiology. All rights reserved.

Detection of Florfenicol Resistance Genes in Escherichia coli Isolated from Sick Chickens

Kathleen Keyes,1 Charlene Hudson,2 John J. Maurer,2 Stephan Thayer,2 David G. White,3 and Margie D. Lee1,*

Department of Microbiology and Parasitology1 and Department of Avian Medicine,2 College of Veterinary Medicine, The University of Georgia, Athens, Georgia 30602, and Center for Veterinary Medicine, Food and Drug Administration, Laurel, Maryland 207083

Received 21 July 1999/Returned for modification 17 September 1999/Accepted 3 November 1999


    ABSTRACT
Top
Abstract
Text
References

Florfenicol is an antibiotic approved for veterinary use in cattle in the United States in 1996. Although this drug is not used in poultry, we have detected resistance to florfenicol in clinical isolates of avian Escherichia coli. Molecular typing demonstrated that the florfenicol resistance gene, flo, was independently acquired and is plasmid encoded.


    TEXT
Top
Abstract
Text
References

Florfenicol is a synthetic, fluorinated analogue of chloramphenicol which lacks chloramphenicol's associated human health risk (11). It has been used in Asia for aquaculture since the 1980's (12). In early 1996, an injectable formulation of florfenicol was approved for the treatment of bovine respiratory disease in the United States. It has not yet been approved for poultry, and, in fact, an animal feed formulation is not available.

Florfenicol is bacteriostatic, and its mechanism of action is similar to that of chloramphenicol (7, 22). The mechanism of resistance to florfenicol is unknown but is associated with the flo determinant, a highly conserved gene sequence detected in Salmonella enterica serovar Typhimurium DT104 (4, 6) and in the fish pathogen Pasteurella piscicida (Photobacterium damsela) (15). The flo gene confers resistance to both chloramphenicol and florfenicol (4, 14).

Resistance to chloramphenicol is most commonly mediated by mono- and diacetylation via chloramphenicol acetyltransferase (CAT) enzymes, which prevents the binding of chloramphenicol to the 50S ribosomal subunit (21). None of the genes encoding CAT has been shown to confer resistance to florfenicol, and there is no homology between the CATs and Flo (9). Another mediator of chloramphenicol resistance, the cmlA gene of Pseudomonas aeruginosa, is believed to be a nonenzymatic efflux pump (3). CmlA is approximately 50% similar in amino acid sequence to Flo (4), but it is not known whether cmlA confers resistance to florfenicol.

Our study examined the prevalence of florfenicol resistance in clinical avian Escherichia coli isolates. We hypothesized that there were preexisting genes in these bacterial isolates that conferred resistance to florfenicol and that this resistance might limit the future usefulness of the drug in other veterinary species. We report here the presence and incidence of the florfenicol resistance gene, flo, in avian E. coli.

The characteristics of the avian E. coli isolates are presented in Table 1. Of the 100 isolates cultured from litter and from clinical and postmortem material, 11 were found to be resistant to chloramphenicol by disc diffusion (30 µg). All 11 chloramphenicol-resistant isolates were multidrug resistant, and 4 of these isolates, avian E. coli isolates 5334, 5790, 5840, and 6468, were also resistant to florfenicol by disc diffusion (<21-mm-diameter zone of inhibition with a 30-µg disc). S. enterica serovar Typhimurium DT104, for which the MIC of florfenicol was 64 µg/ml, was used as the positive control (4). E. coli K-12 containing cmlA (3) exhibited a florfenicol MIC of 2 µg/ml, as did E. coli DH5alpha , the negative control. All of the flo-containing isolates exhibited florfenicol MICs of at least 32 µg/ml. The florfenicol MIC for two isolates which did not contain flo was 8 µg/ml. The breakpoints for florfenicol resistance recently adopted for bovine respiratory pathogens are 2 (sensitive), 4 (intermediate), and 8 (resistant) µg/ml (T. Shyrock, Chairholder, Veterinary Antimicrobial Susceptibility Testing Subcommittee, Nation Committee for Clinical Laboratory Standards, personal communication, 1999).

                              
View this table:
[in this window]
[in a new window]
 
TABLE 1.   Characteristics of chloramphenicol-resistant avian E. colia isolates

The florfenicol-resistant E. coli isolates came from clinical samples sent from different poultry farms in Georgia and North Carolina. To determine whether they represent dissemination of a clonal strain, random amplification of polymorphic DNA (RAPD) by the method of Maurer et al. was employed (17). RAPD analysis showed four distinct patterns, or RAPD types (data not shown), suggesting that florfenicol resistance is not limited to a particular strain of avian E. coli.

DNA-DNA colony hybridizations with probes specific for cmlA, flo, and int were done to correlate the presence of these genes with florfenicol resistance. PCR was used to generate the DNA probes; Table 2 lists the primers employed and the expected sizes of the PCR products. The identities of the PCR products were confirmed by DNA sequencing. The PCR mixture consisted of 2 mM MgCl2, 0.2 mM deoxyribonucleoside triphosphates (digoxigenin labeled), 50 pmol of each oligonucleotide primer, and 0.5 U of Taq polymerase (Boehringer Mannheim, Indianapolis, Ind.). The program parameters for the hot-air thermocycler were 30 cycles of (i) 94°C for 1 s, (ii) 40°C for 1 s, and (iii) 72°C for 15 s. The PCR products were purified by using WIZARD DNA Clean-Up System kits (Promega) and combined with hybridization buffer, containing 0.75 M sodium chloride, 1% nonfat dry milk, 0.1% N-laurylsarcosine, and 0.2% sodium dodecyl sulfate; they were kept frozen at -20°C until use. Bacterial cells were patched onto nylon membranes with toothpicks, and DNA-DNA hybridizations were performed as described by Sambrook et al. (20), with hybridizations and washes being done at 68°C. Hybridizing DNA fragments were detected by using an anti-digoxigenin antibody-alkaline phosphatase conjugate with a color substrate solution of 4-nitroblue tetrazolium chloride and 5-bromo-4-chloro-3-indolylphosphate (XP).

                              
View this table:
[in this window]
[in a new window]
 
TABLE 2.   PCR-generated DNA probes for detecting presence of integrons, cmlA, and flo

Results of the DNA colony hybridizations are shown in Table 1. Only one isolate, E. coli 6468, contained cmlA, whereas all four florfenicol-resistant isolates contained flo. The int gene probe revealed that 9 of 11 isolates were positive for the int sequence, indicating that integron-related genes were commonly present in multidrug-resistant clinical isolates. DNA-DNA hybridization was also used to assess whether the flo gene was plasmid associated. The flo gene was used to probe plasmids isolated from the flo-positive avian E. coli isolates (Fig. 1). Plasmid DNA was isolated by the S1 nuclease method of Barton et al. (2) and separated by pulsed-field gel electrophoresis (pulse time, 2 to 40 s; voltage, 6 V/cm; 25 h). The DNA was transferred from the agarose gel to a nylon membrane with a vacuum blotter (Bio-Rad, Hercules, Calif.) according to the manufacturer's recommendations. The procedure for DNA-DNA hybridizations was performed as described above. Three of the four isolates contained flo on high-molecular-weight plasmids of 186 and 204 kb. The florfenicol resistance determinant appears to be present in a variety of large-molecular-weight XbaI DNA fragments in avian E. coli, in contrast to the mapping of the flo resistance gene to a 10-kb XbaI fragment of S. enterica serovar Typhimurium DT104 (Fig. 1). Therefore, its location in avian E. coli may be similar to its placement in large-molecular-weight R plasmids in Pasteurella piscicida (14); however, the differences in sizes of the plasmids and fragments suggest that the gene was independently acquired.


View larger version (47K):
[in this window]
[in a new window]
 
FIG. 1.   Localization of the florfenicol resistance gene flo to large-molecular-weight plasmids in avian E. coli (A) Large-sized plasmids (>100 kb) were separated by pulsed-field gel electrophoresis and probed with labeled flo. Lanes: 1, avian E. coli isolate 5334; 2, isolate 5790; 3, isolate 5840; 4, isolate 6468. Arrows identify plasmid bands recognized by the probe. (B) The location of flo in the avian E. coli chromosome was mapped by pulsed-field gel electrophoresis. E. coli genomic DNA was cut with XbaI, separated by pulsed-field gel electrophoresis, and probed with labeled flo. Lanes: 1, S. enterica serovar Typhimurium DT104; 2, E. coli K12 LE392; 3 to 5, avian E. coli isolates 5334 (lane 3), 5790 (lane 4), and 6468 (lane 5).

Two of the four florfenicol-resistant isolates also contained int, the DNA integrase gene that is characteristic of integrons, which are transmissible elements deemed important in the horizontal transfer of antibiotic resistance genes. In Salmonella strain DT104, flo is chromosomally located between two integrons (6). Many of the antibiotic resistance genes found in gram-negative bacteria are located within integrons, which are mobile genetic elements (18). The integrase acts as a site-specific DNA recombinase in the insertion of antibiotic resistance genes into these elements (8, 18). For example, cmlA is present within the integron of Tn1696, which makes up part of the Pseudomonas aeruginosa IncP plasmid R1033 (3). The cmlA drug resistance gene does not appear to be responsible for high-level florfenicol resistance, since we found that only one florfenicol-resistant E. coli isolate possessed the gene and since E. coli containing cmlA was sensitive to florfenicol.

Our study demonstrates the persistence of chloramphenicol resistance in avian E. coli, although this drug has not been used therapeutically in food animals since its use was officially banned in 1988 (13). We also demonstrated that a low percentage (4%) of clinical avian E. coli isolates already display resistance to florfenicol, although the drug is not used therapeutically in chickens. In fact, a feed formulation is not currently available in the United States. Poultry production is rather unique in the United States since the processing company owns the birds and the feed; farmers are contracted to house the animals. The processing company employs veterinarians who are responsible for vaccination and medication of the birds in the face of illness. Therefore, the attending veterinarian prescribes the antibiotics used for treatment of disease, and it is improbable that the birds from which we isolated florfenicol-resistant E. coli had ever been exposed to florfenicol.

Antimicrobials are useful therapeutic agents only if the drug concentrations achieved in the serum and tissue are greater than the MIC of the drug. Florfenicol attains a maximum concentration of 3 µg/ml in the serum of feeder calves (16). The manufacturer of florfenicol reports an MIC of 1 µg/ml or less against 90% of the bacterial isolates from natural infections in cattle (5, 11, 23). Pharmacokinetic studies have shown that the peak plasma florfenicol concentration in ducks and chickens is approximately 3 µg/ml, with similar levels in the liver, kidney, and lung tissues (1, 10, 19). Our study showed that all 11 chloramphenicol-resistant avian E. coli isolates had florfenicol MICs of greater than 3 µg/ml, suggesting that this antimicrobial agent may not be therapeutically successful in some cases.


    ACKNOWLEDGMENTS

This study was supported by funding from the Veterinary Medicine Experiment Station.

We thank Karen Jacobsen and Doug Kemp for direction regarding florfenicol usage information and Cynthia Liebert and Barry Harmon for suggestions regarding the manuscript.


    FOOTNOTES

* Corresponding author. Mailing address: Department Medical Microbiology and Parasitology, The University of Georgia, Athens, GA 30602. Phone: (706) 542-5778. Fax: (706) 542-5771. E-mail: leem{at}calc.vet.uga.edu.


    REFERENCES
Top
Abstract
Text
References

1. Afifi, N. A., and K. Abo El-Sooud. 1997. Tissue concentrations and pharmacokinetics of florfenicol in broiler chickens. Br. Poult. Sci. 38:425-428[Medline].
2. Barton, B. M., G. P. Harding, and A. J. Zuccarelli. 1995. A general method for detecting and sizing large plasmids. Anal. Biochem. 226:235-240[CrossRef][Medline].
3. Bissonnette, L., S. Champetier, J.-P. Buisson, and P. H. Roy. 1991. Characterization of the nonenzymatic chloramphenicol resistance (cmlA) gene of the In4 integron of Tn1696: similarity of the product to transmembrane transport proteins. J. Bacteriol. 173:4493-4502[Abstract/Free Full Text].
4. Bolton, L. F., L. C. Kelley, M. D. Lee, P. J. Fedorka-Cray, and J. J. Maurer. 1999. Detection of multidrug-resistant Salmonella enterica serotype typhimurium DT104 based on a gene which confers cross-resistance to florfenicol and chloramphenicol. J. Clin. Microbiol. 37:1348-1351[Abstract/Free Full Text].
5. Booker, C. W. 1997. Evaluation of florfenicol for the treatment of undifferentiated fever in feedlot calves in western Canada. Can. Vet. J. 38:555-560[Medline].
6. Briggs, C. E., and P. M. Fratamico. 1999. Molecular characterization of an antibiotic resistance gene cluster of Salmonella typhimurium DT104. Antimicrob. Agents Chemother. 43:846-849[Abstract/Free Full Text].
7. Cannon, M. 1990. A comparative study on the inhibitory actions of chloramphenicol, thiamphenicol and some fluorinated derivatives. J. Antimicrob. Chemother. 26:307-317[Abstract/Free Full Text].
8. Collis, C. M., and R. M. Hall. 1992. Site-specific deletion and rearrangement of integron insert genes catalyzed by the integron DNA integrase. J. Bacteriol. 174:1574-1585[Abstract/Free Full Text].
9. Dorman, C. J., and T. J. Foster. 1982. Nonenzymatic chloramphenicol resistance determinants specified by plasmids R26 and R55-1 in Escherichia coli K-12 do not confer high-level resistance to fluorinated analogs. Antimicrob. Agents Chemother. 22:912-914[Abstract/Free Full Text].
10. El-Banna, H. A. 1998. Pharmacokinetics of florfenicol in normal and Pasteurella-infected Muscovy ducks. Br. Poult. Sci. 39:492-496[CrossRef][Medline].
11. Food and Drug Administration. 31 May 1996. NUFLOR® (florfenicol). FOI summary, NADA 141-063 (original). Food and Drug Administration, Laurel, Md.
12. Fukui, H., Y. Fujihara, and T. Kano. 1987. In vitro and in vivo antibacterial activities of florfenicol, a new fluorinated analog of thiamphenicol, against fish pathogens. Fish Pathol. 22:201-207.
13. Gilmore, A. 1986. Chloramphenicol and the politics of health. Can. Med. Assoc. J. 134:423-435[Medline].
14. Kim, E. H., T. Yoshida, and T. Aoki. 1993. Detection of R-plasmid-encoded with resistance to florfenicol in Pasteurella piscicida. Fish Pathol. 28:165-170.
15. Kim, E.-H., and T. Aoki. 1996. Sequence analysis of the florfenicol resistance gene encoded in the transferable R-plasmid of a fish pathogen, Pasteurella piscisida. Microbiol. Immunol. 40:665-669[Medline].
16. Lobell, R. D. 1994. Pharmacokinetics of florfenicol following intravenous and intramuscular doses to cattle. J. Vet. Pharmacol. Ther. 17:253-258[Medline].
17. Maurer, J. J., M. D. Lee, C. Lobsinger, T. Brown, M. Maier, and S. G. Thayer. 1998. Molecular typing of avian Escherichia coli isolates by random amplification of polymorphic DNA. Avian Dis. 42:431-451[CrossRef][Medline].
18. Recchia, G. D., and R. M. Hall. 1995. Gene cassettes: a new class of mobile element. Microbiology 141:3015-3027[Free Full Text].
19. Rios, A., M. R. Martinez-Larranaga, and A. Anadon. 1997. Plasma disposition of florfenicol in broiler chickens following intravenous administration. J. Vet. Pharmacol. 20:182.
20. Sambrook, J., E. F. Fritsch, and T. Maniatis. 1989. Molecular cloning: a laboratory manual, 2nd ed. Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y.
21. Shaw, W. V. 1984. Bacterial resistance to chloramphenicol. Br. Med. Bull. 40:36-41[Free Full Text].
22. Syriopoulou, V. P., A. L. Harding, D. A. Goldmann, and A. L. Smith. 1981. In vitro antibacterial activity of fluorinated analogs of chloramphenicol and thiamphenicol. Antimicrob. Agents Chemother. 19:294-297[Abstract/Free Full Text].
23. Wilson, D. J. 1996. Efficacy of florfenicol for treatment of clinical and subclinical bovine mastitis. Am. J. Vet. Res. 57:526-528[Medline].


Antimicrobial Agents and Chemotherapy, February 2000, p. 421-424, Vol. 44, No. 2
0066-4804/00/$04.00+0
Copyright © 2000, American Society for Microbiology. All rights reserved.



This article has been cited by other articles:

  • Liu, M.-C., Wu, C.-M., Liu, Y.-C., Zhao, J.-C., Yang, Y.-L., Shen, J.-Z. (2009). Identification, susceptibility, and detection of integron-gene cassettes of Arcanobacterium pyogenes in bovine endometritis. J DAIRY SCI 92: 3659-3666 [Abstract] [Full Text]  
  • Pallecchi, L., Lucchetti, C., Bartoloni, A., Bartalesi, F., Mantella, A., Gamboa, H., Carattoli, A., Paradisi, F., Rossolini, G. M. (2007). Population Structure and Resistance Genes in Antibiotic-Resistant Bacteria from a Remote Community with Minimal Antibiotic Exposure. Antimicrob. Agents Chemother. 51: 1179-1184 [Abstract] [Full Text]  
  • Kadlec, K., Kehrenberg, C., Schwarz, S. (2007). Efflux-mediated resistance to florfenicol and/or chloramphenicol in Bordetella bronchiseptica: identification of a novel chloramphenicol exporter. J Antimicrob Chemother 59: 191-196 [Abstract] [Full Text]  
  • Sidjabat, H. E., Townsend, K. M., Hanson, N. D., Bell, J. M., Stokes, H. W., Gobius, K. S., Moss, S. M., Trott, D. J. (2006). Identification of blaCMY-7 and associated plasmid-mediated resistance genes in multidrug-resistant Escherichia coli isolated from dogs at a veterinary teaching hospital in Australia. J Antimicrob Chemother 57: 840-848 [Abstract] [Full Text]  
  • Wu, B., Xia, C., Du, X., Cao, X., Shen, J. (2006). Influence of Anti-FloR Antibody on Florfenicol Accumulation in Florfenicol-Resistant Escherichia coli and Enzyme-Linked Immunosorbent Assay for Detection of Florfenicol-Resistant E. coli Isolates. J. Clin. Microbiol. 44: 378-382 [Abstract] [Full Text]  
  • Poole, K. (2005). Efflux-mediated antimicrobial resistance. J Antimicrob Chemother 56: 20-51 [Abstract] [Full Text]  
  • Maynard, C., Bekal, S., Sanschagrin, F., Levesque, R. C., Brousseau, R., Masson, L., Lariviere, S., Harel, J. (2004). Heterogeneity among Virulence and Antimicrobial Resistance Gene Profiles of Extraintestinal Escherichia coli Isolates of Animal and Human Origin. J. Clin. Microbiol. 42: 5444-5452 [Abstract] [Full Text]  
  • Singer, R. S., Patterson, S. K., Meier, A. E., Gibson, J. K., Lee, H. L., Maddox, C. W. (2004). Relationship between Phenotypic and Genotypic Florfenicol Resistance in Escherichia coli. Antimicrob. Agents Chemother. 48: 4047-4049 [Abstract] [Full Text]  
  • Bywater, R., Deluyker, H., Deroover, E., de Jong, A., Marion, H., McConville, M., Rowan, T., Shryock, T., Shuster, D., Thomas, V., Valle, M., Walters, J. (2004). A European survey of antimicrobial susceptibility among zoonotic and commensal bacteria isolated from food-producing animals. J Antimicrob Chemother 54: 744-754 [Abstract] [Full Text]  
  • Blickwede, M., Schwarz, S. (2004). Molecular analysis of florfenicol-resistant Escherichia coli isolates from pigs. J Antimicrob Chemother 53: 58-64 [Abstract] [Full Text]  
  • Maynard, C., Fairbrother, J. M., Bekal, S., Sanschagrin, F., Levesque, R. C., Brousseau, R., Masson, L., Lariviere, S., Harel, J. (2003). Antimicrobial Resistance Genes in Enterotoxigenic Escherichia coli O149:K91 Isolates Obtained over a 23-Year Period from Pigs. Antimicrob. Agents Chemother. 47: 3214-3221 [Abstract] [Full Text]  
  • Meunier, D., Baucheron, S., Chaslus-Dancla, E., Martel, J.-L., Cloeckaert, A. (2003). Florfenicol resistance in Salmonella enterica serovar Newport mediated by a plasmid related to R55 from Klebsiella pneumoniae. J Antimicrob Chemother 51: 1007-1009 [Abstract] [Full Text]  
  • Sanchez, S., McCrackin Stevenson, M. A., Hudson, C. R., Maier, M., Buffington, T., Dam, Q., Maurer, J. J. (2002). Characterization of Multidrug-Resistant Escherichia coli Isolates Associated with Nosocomial Infections in Dogs. J. Clin. Microbiol. 40: 3586-3595 [Abstract] [Full Text]  
  • Bischoff, K. M., White, D. G., McDermott, P. F., Zhao, S., Gaines, S., Maurer, J. J., Nisbet, D. J. (2002). Characterization of Chloramphenicol Resistance in Beta-Hemolytic Escherichia coli Associated with Diarrhea in Neonatal Swine. J. Clin. Microbiol. 40: 389-394 [Abstract] [Full Text]  
  • Doublet, B., Schwarz, S., Nu{beta}beck, E., Baucheron, S., Martel, J.-L., Chaslus-Dancla, E., Cloeckaert, A. (2002). Molecular analysis of chromosomally florfenicol-resistant Escherichia coli isolates from France and Germany. J Antimicrob Chemother 49: 49-54 [Abstract] [Full Text]  
  • Cloeckaert, A., Baucheron, S., Chaslus-Dancla, E. (2001). Nonenzymatic Chloramphenicol Resistance Mediated by IncC Plasmid R55 Is Encoded by a floR Gene Variant. Antimicrob. Agents Chemother. 45: 2381-2382 [Abstract] [Full Text]  
  • White, D. G., Hudson, C., Maurer, J. J., Ayers, S., Zhao, S., Lee, M. D., Bolton, L., Foley, T., Sherwood, J. (2000). Characterization of Chloramphenicol and Florfenicol Resistance in Escherichia coli Associated with Bovine Diarrhea. J. Clin. Microbiol. 38: 4593-4598 [Abstract] [Full Text]  
  • Cloeckaert, A., Baucheron, S., Flaujac, G., Schwarz, S., Kehrenberg, C., Martel, J.-L., Chaslus-Dancla, E. (2000). Plasmid-Mediated Florfenicol Resistance Encoded by the floR Gene in Escherichia coli Isolated from Cattle. Antimicrob. Agents Chemother. 44: 2858-2860 [Abstract] [Full Text]  
  • Lee, A., Mao, W., Warren, M. S., Mistry, A., Hoshino, K., Okumura, R., Ishida, H., Lomovskaya, O. (2000). Interplay between Efflux Pumps May Provide Either Additive or Multiplicative Effects on Drug Resistance. J. Bacteriol. 182: 3142-3150 [Abstract] [Full Text]  

This Article
Right arrow Abstract Freely available
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 Keyes, K.
Right arrow Articles by Lee, M. D.
Right arrow Search for Related Content
PubMed
Right arrow PubMed Citation
Right arrow Articles by Keyes, K.
Right arrow Articles by Lee, M. D.