Introduction
============

*Staphylococcus aureus* is a major human pathogen, and methicillin-resistant *S. aureus* (MRSA) causes a wide variety of infections worldwide, including hospital-associated MRSA (HA-MRSA) and community-associated MRSA (CA-MRSA) infections.[@b1-idr-11-2363],[@b2-idr-11-2363] Previously, many studies have focused on assessing CA-MRSA infections, which were associated with health care or hospital contact.[@b2-idr-11-2363],[@b3-idr-11-2363] To date, more and more epidemiological studies have reported the CA-MRSA infection in the population without established health care risk factors.[@b4-idr-11-2363],[@b5-idr-11-2363] The emergence of cross-transmission of CA-MRSA and HA-MRSA in hospital settings poses a potential public health risk.[@b6-idr-11-2363],[@b7-idr-11-2363] Therefore, future studies should pay more attention to explore the potential transmission route for MRSA isolates, especially for closely monitoring environmental MRSA contamination.

To date, most studies mainly focused on MRSA contamination in the environment of public transports, indicating that environment surfaces in public transports may be a hazardous reservoir for the transmission of *S. aureus* (including MRSA) to passengers.[@b8-idr-11-2363],[@b9-idr-11-2363] A study of airport door handles revealed that the contamination rate was 5.5% for *S. aureus* and 0.3% for MRSA.[@b10-idr-11-2363] In addition, the latest report described the introduction of various multidrug-resistant (MDR) bacteria through a patient repatriated after hospitalization abroad and family members receiving this repatriated patient who were also colonized with MDR bacteria, which emphasize the importance of adherence to isolation precautions for returning patients.[@b11-idr-11-2363] International travelers with skin and soft tissue infections also promote the emergence and spread of highly virulent or antibiotic-resistant *S. aureus* in their home countries, proposing a network for the surveillance of imported *S. aureus*.[@b12-idr-11-2363] Airports are important travel hubs for the global spread of antimicrobial-resistant bacteria, but the characteristics of MRSA transmission in the environment of airports remain uncertain. In addition, few studies have attempted to assess the potential relationships between phenotype--genotype characteristics and molecular typing of *S. aureus* isolates. Therefore, this study aimed to examine the contamination, antimicrobial susceptibility, virulence genes, and molecular typing of *S. aureus* isolates at the Guangzhou Baiyun International Airport. In addition, this study adds to existing literature by using correspondence analysis to explore the potential relationships between phenotype--genotype characteristics and molecular typing of *S. aureus* isolates.

Materials and methods
=====================

Environmental sample collection
-------------------------------

This cross-sectional study of surface sampling was conducted between October and November 2017 in Guangzhou Baiyun International Airport, which is the only airport in Guangzhou, China. In 2017, this airport was China's third busiest and world's 13th busiest airport by passenger traffic, with 65,806,977 passengers handled. Environmental surface sampling was conducted in six types of locations, including luggage trolleys, self-service machines, escalators, seat handles, luggage detectors, and water dispensers. These locations were chosen because they are frequently touched and are more likely to be contaminated with bacteria. Swabs moistened with sterile normal saline were used to sample surfaces, and the sample area of each swab was approximately 10 cm × 10 cm. In total, there were 1,054 non-duplicate environmental samples collected, including 251 from luggage trolleys, 244 from self-service machines, 233 from escalators, 219 from seat handles, 68 from luggage detectors, and 39 from water dispensers.

Bacterial isolation and identification
--------------------------------------

Swabs were soaked into 5 mL enrichment broth (0.25% yeast extract, 1% mannitol, 1% tryptone, and 7.5% NaCl) at 4°C during transportation for about 20 minutes and incubated at 35±1°C for 24 hours. Then, a loopful of the broth was plated onto mannitol salt agar and incubated at 37°C for 24--48 hours. Suspected colonies were selected and subcultured to 5% sheep blood agar plates and incubated at 35±1°C overnight. *S. aureus* isolates were identified by a combination of Gram staining, morphology, hemolysis pattern, catalase test, tube coagulase test, and DNase test. PCR assays were also used to test the staphylococci 16SrRNA and *nuc* and *mecA* genes.[@b13-idr-11-2363] All *S. aureus* isolates carried the 16S rRNA and *nuc* genes. The *mecA*-positive *S. aureus* was identified as genotypic MRSA.

Antimicrobial susceptibility testing
------------------------------------

The Kirby-Bauer disk diffusion method was used to test susceptibility to antibiotics, and diameter interpretations were based on the recommendations of the Clinical and Laboratory Standards Institute (CLSI, 2013). All *S. aureus* isolates were assessed for susceptibility to a panel of 11 antibiotics: cefoxitin (30 μg), erythromycin (15 μg), clindamycin (2 μg), tetracycline (30 μg), chloromycetin (30 μg), trimethoprim--sulfamethoxazole (23.75 μg), ciprofloxacin (5 μg), gentamicin (10 μg), rifampicin (5 μg), quinupristin--dalfopristin (15 μg), and linezolid (30 μg). The reference *S. aureus* ATCC 25923 was used for quality control, and *S. aureus* ATCC 29213 was used for positive control. Cefoxitin-resistant isolates were identified as phenotypic MRSA. The detection of inducible clindamycin resistance was done using the D-test method. Erythromycin resistance phenotypes were classified as the inducible macrolide--lincosamide--streptogramin B (MLS~B~; resistance to erythromycin and inducible resistance to clindamycin), constitutive MLS~B~ (resistance to both erythromycin and clindamycin), or M resistance (resistance to erythromycin but susceptibility to clindamycin). *S. aureus* isolates were classified as MDR if they were non-susceptible (including both intermediate and resistant isolates) to ≥3 classes of antibiotics,[@b14-idr-11-2363] including mild MDR (non-susceptible to 3--4 classes of antibiotics) and extended MDR (non-susceptible to ≥5 classes of antibiotics). Specifically, all MRSA isolates were classified as MDR, including mild MDR (non-susceptible to ≤4 classes of antibiotics besides beta-lactams) and extended MDR (non-susceptible to ≥5 classes of antibiotics besides beta-lactams).

Molecular characterization
--------------------------

Multilocus sequence typing (MLST) of the seven housekeeping genes (*arcC*, *aroE*, *glpF*, *gmk*, *pta*, *tpi*, and *yqiL*) was conducted for all *S. aureus* isolates.[@b15-idr-11-2363] The sequence types (STs) for each isolate were determined by comparing the sequence obtained to known alleles at each locus in the MLST database (<http://saureus.mlst.net>), and the clonal complexes (CCs) were determined using the eBURST algorithm (<http://eburst.mlst.net>). In addition, specific PCR tests were used to detect the staphylococcal cassette chromosome *mec* element (*SCCmec*) type (I--V), the Panton--Valentine leukocidin toxin gene (*pvl*), the immune evasion cluster (IEC) genes (*scn*, *chp*, *sak*, *sea*, and *sep*), the hemolysin genes (*hla*, *hlb*, and *hld*), the exfoliative toxin genes (*eta*, *etb*, and *etd*), the enterotoxin genes (*sea*, *seb*, *sec*, *sed*, *see*, *seg*, *seh*, *sei*, *sej*, *sek*, *sel*, *sem*, *sen*, *seo*, *sep*, *seq*, *ser*, and *seu*), the toxic shock syndrome toxin-1 gene (tsst1), and the linezolid-resistant gene (*cfr*).[@b16-idr-11-2363]--[@b21-idr-11-2363]

Statistical analyses
--------------------

The differences in categorical variables between groups were compared by logistic regression or exact logistic regression. Correspondence analysis shows or summarizes a set of data in two-dimensional graphical form, which will provide a useful graphic and statistical method for exploring the internal relationship between categorical variables.[@b22-idr-11-2363] It is conceptually similar to principal component analysis, but applies to categorical rather than continuous data. So, we used the correspondence analysis to explore the potential relationships between CC typing and phenotype--genotype characteristics (including resistance pattern, IEC genes, enterotoxin genes, and hemolysin genes) of *S. aureus* isolates. The statistical analysis was conducted using STATA version 14.0 (StataCorp LP, College Station, TX, USA). A two-sided *P*-value of \<0.05 was considered to be statistically significant.

Results
=======

Prevalence of *S. aureus* and MRSA
----------------------------------

A total of 1,054 surface samples were collected in this study ([Table 1](#t1-idr-11-2363){ref-type="table"}). Among 76 *S. aureus*-contaminated samples, we identified 89 *S. aureus* isolates (including one strain isolated from each of the 63 samples and two strains isolated from each of the other 13 samples) and 28 MRSA isolates (including 18 isolates with both phenotypic and genotypic resistance, seven isolates with only genotypic resistance and three isolates with only phenotypic resistance). The overall prevalence of *S. aureus* contamination was 7.2% (76/1,054) and was significantly higher in self-service machines (OR =4.55, 95% CI 2.06--10.06) and luggage detectors (OR =3.75, 95% CI 1.35--10.40) than in escalators. The overall prevalence of MRSA contamination was 2.2% (23/1,054) and was significantly higher in self-service machines (OR =12.47, 95% CI 2.77--56.15), luggage detectors (OR =11.12, 95% CI 1.82--67.82), and seat handles (OR =5.63, 95% CI 1.08--29.25) than in escalators and luggage trolleys.

Antimicrobial susceptibility and resistance genes
-------------------------------------------------

As to resistance phenotypes for 89 *S. aureus* isolates, most of the isolates showed low resistance percentage to gentamicin (3.4%) and linezolid (6.7%), but one-third of the isolates were resistant to erythromycin (36.0%) and clindamycin (33.7%; [Table 2](#t2-idr-11-2363){ref-type="table"}). Among the 32 erythromycin-resistant isolates, 59.0% (19 isolates) expressed the constitutive MLS~B~ and 41.0% (13 isolates) expressed the M resistance, but no isolates expressed the inducible MLS~B~. Notably, 56 (62.9%) isolates were classified as MDR, and the most common MDR pattern was co-non-susceptibility to erythromycin, clindamycin, and quinupristin--dalfopristin (19 isolates, including six linezolid-resistant isolates; [Figure S1](#SD1-idr-11-2363){ref-type="supplementary-material"}). Notably, there were two isolates (belonged to MRSA) carrying the *cfr* gene, which were resistant to linezolid, cefoxitin, erythromycin, clindamycin, quinupristin--dalfopristin, trimethoprim--sulfamethoxazole, ciprofloxacin, tetracycline, and chloromycetin.

Molecular typing and virulence genes
------------------------------------

Among 89 *S. aureus* isolates, we observed 33 unique STs belonging to 10 CCs, except for four untypeable isolates. The most prevalent *S. aureus* STs were ST6 (nine isolates), ST 188 (nine isolates), ST30 (six isolates), and ST59 (six isolates), with the predominant MRSA being ST59-MRSA-IV. Notably, two livestock-associated MRSA isolates (one for ST398 and the other for ST5) were also found in this study. The most common *S. aureus* CCs were CC6 (nine isolates), CC59 (nine isolates), CC188 (nine isolates), CC30 (seven isolates), CC5 (six isolates), CC20 (six isolates), CC398 (six isolates), and CC7 (five isolates), with the predominant MRSA being CC59-MRSA-IV.

As to the IEC genes ([Table 2](#t2-idr-11-2363){ref-type="table"}), *sak* (82.0%) predominated, followed by *chp* (52.8%), *sea* (16.9%), *scn* (12.4%), and *sep* (9.0%). In terms of the enterotoxin genes, the predominant gene was *seg* (22.5%), followed by *sei* (15.7%), *sem* (11.4%), *seb* (7.9%), *sek* (3.4%), and *seo* (2.3%). However, several enterotoxin genes (including *sea*, *sec*, *sed*, *see*, *seh*, *sel*, *sen*, *seq*, *ser*, and *seu*) were absent from all *S. aureus* isolates. With regard to the hemolysin genes, *hla* was detected in 67.4%, *hlb* in 58.4%, and *hld* in 67.4% of the *S. aureus* isolates. In addition, the *tsst1* gene was only identified in six isolates, and *pvl* gene was absent from all *S. aureus* tested.

Phenotypic and molecular characteristics of MRSA and methicillin-sensitive *S. aureus* (MSSA)
---------------------------------------------------------------------------------------------

In terms of the resistance phenotypes ([Table 2](#t2-idr-11-2363){ref-type="table"}), the MRSA isolates had a significantly higher rate of resistance to tetracycline (50.0% vs 9.8%; OR =8.88, 95% CI 2.65--33.73; *P*\<0.001) than MSSA isolates. However, no significant differences were found for the rates of resistance to other antibiotics. In addition, the rate of multidrug resistance was significantly higher in MRSA isolates than in MSSA isolates (100.0% vs 45.9%; OR =44.48, 95% CI 7.31--∞; *P*\<0.001). In terms of virulence genes, the rate of carrying *sek* gene was significantly higher in MRSA isolates than in MSSA isolates (10.7% vs 0.0%; OR =8.93, 95% CI 1.01--∞; *P*=0.029), but no significant differences were observed for the carriage of other virulence genes.

Relationship between CC typing and phenotype--genotype characteristics
----------------------------------------------------------------------

The first correspondence analysis revealed a significant corresponding relationship between CC typing and resistance pattern (χ^2^=34.46, *P*=0.044; [Figure 1A](#f1-idr-11-2363){ref-type="fig"}), suggesting that CC5/CC20/CC59/ST288 isolates were associated with being extended MDR, CC30 and CC672 isolates were associated with mild MDR, and CC6/CC7/CC8/CC45/CC188/CC398 isolates were associated with non-MDR. The second correspondence analysis revealed a significant corresponding relationship between CC typing and the number of IEC genes (χ^2^=41.14, *P*=0.008; [Figure 1B](#f1-idr-11-2363){ref-type="fig"}). For example, CC6/CC7/CC20/CC30/CC45/CC59/CC188/CC398 isolates were associated with carrying two to four IEC genes, CC5 and CC672 isolates were associated with carrying one IEC gene, and ST288 isolates were associated with the absence of these IEC genes. As summarized in [Table 3](#t3-idr-11-2363){ref-type="table"}, CC6 and CC30 isolates were associated with carrying *sak* and *sea*, CC20/CC45/CC59/CC188/CC398 isolates were associated with carrying *sak* and *chp*, CC7 isolates were associated with carrying *sak and sep*, and CC5 and CC672 isolates were associated with carrying *sak*.

In addition, the third correspondence analysis indicated a significant corresponding relationship between CC typing and the number of enterotoxin genes (χ^2^=79.47, *P*\<0.001; [Figure 1C](#f1-idr-11-2363){ref-type="fig"}). For example, CC672 isolates were associated with carrying three or four enterotoxin genes (*sem*, *seg*, and *sei*), CC20 and CC45 isolates were associated with carrying two enterotoxin genes (*seg* and *sei*), and other isolates were associated with carrying only one enterotoxin gene or the absence of these genes ([Table 3](#t3-idr-11-2363){ref-type="table"}). The fourth correspondence analysis indicated a significant corresponding relationship between CC typing and the number of hemolysin genes of *S. aureus* isolates (χ^2^=61.30, *P*=0.002; [Figure 1D](#f1-idr-11-2363){ref-type="fig"}). For example, CC8/CC20/CC59/CC188/CC672 isolates were associated with carrying three hemolysin genes (*hla*, *hlb*, and *hld*), CC6/CC30/CC45/CC398 isolates were associated with carrying two hemolysin genes (*hla* and *hld*), CC5 and CC7 isolates were associated with carrying only one hemolysin gene (*hlb* for CC5; *hla* or *hld* for CC7), and ST288 isolates were associated with the absence of these hemolysin genes ([Table 3](#t3-idr-11-2363){ref-type="table"}).

Notably, all virulence genes (including IEC genes, enterotoxin genes, and hemolysin genes) were absent from the ST288 isolates. In addition, this study showed that all *tsst-1*-positive isolates belonged to CC30, including five isolates for ST30 and one for ST435. The abovementioned analysis revealed that the most prevalent clones of *S. aureus* were CC6 (*sak--sea--hla--hld*), CC59 (*chp--sak--hla--hlb--hld*), CC188 (*chp--sak--hla--hlb--hld*), CC30 (*sak--sea--hla--hld--tsst1*), CC5 (*sak--hlb)*, CC20 (*chp--sak--seg--sei--hla--hlb--hld*), and CC398 (*chp--sak--hla--hld*; [Table 3](#t3-idr-11-2363){ref-type="table"} and [Figures 2](#f2-idr-11-2363){ref-type="fig"} and [3](#f3-idr-11-2363){ref-type="fig"}). The predominant clones of MRSA were CC59-IVd (*chp--sak--hla--hlb--hld*), CC6 (*sak--hla--hld*), CC188-II (*chp--sak--hla--hlb--hld*) and CC5 (*sak--hlb*; [Figure 2](#f2-idr-11-2363){ref-type="fig"}).

Discussion
==========

In the current study, the contamination rate was 7.2% for *S. aureus* and 2.2% for MRSA, which is similar to the results observed in metro systems in China (11.3% for *S. aureus* and 2.5% for MRSA),[@b8-idr-11-2363],[@b9-idr-11-2363] railway--coach stations in China (7.6% for *S. aureus* and 1.6% for MRSA),[@b8-idr-11-2363],[@b9-idr-11-2363] and public transports in Japan (2.3% for MRSA).[@b23-idr-11-2363] However, low MRSA contamination rate was found in toilet door handles from 136 airports in 59 countries (0.25%),[@b10-idr-11-2363] and no MRSA isolates were recovered from public transports in London and Serbia.[@b24-idr-11-2363],[@b25-idr-11-2363] In addition, this study revealed significantly high *S. aureus* and MRSA contamination in self-service machines and luggage detectors. Thus, relevant departments need to take more stringent disinfection and surveillance measures in Guangzhou Baiyun Airport, especially for self-service machines and luggage detectors.

Linezolid is one of the few clinically effective agents against MRSA infections. Data from global surveillance studies reported that resistance to linezolid was observed very rarely among *S. aureus* (0.03%),[@b26-idr-11-2363] but linezolid resistance in staphylococci has been increasing in recent years.[@b27-idr-11-2363] It should be noted that six linezolid-resistant isolates were found in this study, which is consistent with Chinese studies in metro systems and railway--coach stations.[@b8-idr-11-2363],[@b9-idr-11-2363] The rate of multidrug resistance among *S. aureus* was high in 62.9%, which is similar to the results from metro systems (55.6%), railway--coach stations (62.1%), and busses (65.0%).[@b8-idr-11-2363],[@b9-idr-11-2363],[@b28-idr-11-2363] Notably, two MRSA isolates expressed the multiresistance *cfr* gene, and the latest studies in China and European countries have also reported the occurrence of *cfr*-mediated multiresistance in staphylococci from animals and livestock-related human beings.[@b29-idr-11-2363]--[@b31-idr-11-2363] In addition, the predominant MDR pattern in this study was co-non-susceptibility to clindamycin, erythromycin, and quinupristin--dalfopristin, which is consistent with the findings from human-related and livestock-related MRSA in China.[@b32-idr-11-2363]-[@b36-idr-11-2363] These findings suggest that cross-transmission of MRSA between animals, human beings, and environments is possible. Therefore, both linezolid-resistant and MDR isolates must be monitored in prospective surveillance programs to assess the prevalence, resistance patterns, and resistance mechanisms.

The results of molecular features may broaden our insights into *S. aureus* and MRSA in the nonhospital environment and their associations with human-related isolates. In this study, the most common *S. aureus* CCs were CC6, CC59, CC188, CC30, CC5, CC20, CC398, and CC7, with ST59-MRSA-IV(*pvl*−) as the predominant MRSA. For surface samples from Chinese metro systems, the predominant STs were ST5 and ST188 for *S. aureus* and ST398-MRSA-II for MRSA,[@b8-idr-11-2363] while for a study in railway and coach stations in China, the most prevalent STs were ST5 and ST72 for *S. aureus* and ST15-MRSA-IVa for MRSA.[@b9-idr-11-2363] In public transports in Portu-gal, ST22-MRSA-IV was the most prevalent genotype for MRSA.[@b37-idr-11-2363],[@b38-idr-11-2363] These findings exhibit marked clonal diversity and regional difference in genotype distribution. Notably, ST59 is the most common CA-MRSA in China and other Asia-Pacific regions, and many CA-MRSA ST59 isolates have spread into hospital settings, suggesting that the burden of MRSA ST59 infection in the Asia-Pacific regions has been increasing.[@b39-idr-11-2363]-[@b41-idr-11-2363] The ST59-MRSA-IV(*pvl*−) was the predominant clone found in China, Taiwan, and other Asia-Pacific countries, while both ST59-MRSA-IV(*pvl*−) and ST59-MRSA-V(*pvl*+) were the major clones observed in the clinical MRSA infections in China.[@b42-idr-11-2363] However, both ST59-MRSA-IV(*pvl*−) and ST59-MRSA-V(*pvl*+) are characterized by potential pathogenicity based on their cytotoxicity and ability to adhere. In addition, a number of clinical studies have found that MRSA ST188/ST6/ST7 clones were associated with colonization and community-associated infection and were also associated with hospital-associated infection.[@b39-idr-11-2363]--[@b41-idr-11-2363],[@b43-idr-11-2363] So, the environment MRSA pollution may pose an unpredictable future risk to human beings. Future research is needed to better assess the relationship between environment MRSA pollution and the risk of human MRSA infection or colonization. Surprisingly, livestock-associated MRSA ST398 and ST5 were observed in the present study, which were rarely reported in previous studies.[@b39-idr-11-2363]--[@b41-idr-11-2363] Therefore, we cannot rule out the possibility that livestock-associated MRSA was transmitted by human beings contacting with contaminated meats, animals, and waste releases from livestock farms.

Previous studies have used some statistical methods (such as principal component analysis and cluster analysis) to explore potential relationships among multidimensional phenotype and genotype characteristics of *S. aureus*. For example, the study of public transport in Japan indicated that the MRSA ST5 isolates were resistant to multiple drugs,[@b23-idr-11-2363] and MDR ST59 and ST45 isolates were found in US beaches,[@b44-idr-11-2363] suggesting potential relationships between CC typing and resistance phenotypes by statistic tables. A novel aspect of this study was to reveal a significant corresponding relationship between CC typing and resistant pattern of *S. aureus* isolates using correspondence analysis, suggesting that CC5/CC20/CC59/ST288 isolates were associated with being extended MDR and CC30 and CC672 isolates were associated with mild MDR. These findings support growing concern about MDR *S. aureus* in the airport characterized by high population density. Livestock-associated CC398 isolates were prevalent in livestock and related workers in European--American countries and were associated with extensively drug resistance.[@b45-idr-11-2363],[@b46-idr-11-2363] However, CC398 isolates in this study were associated with non-MDR, which may be due to human origin of these isolates, instead of animal origin. Notably, the *tsst-1* gene encoding the toxic shock syndrome toxin TSST-1 was mainly found in CC30 isolates, which is consistent with the clinical analysis of bloodstream isolates.[@b47-idr-11-2363] In addition, the study of food *S. aureus* revealed that specific genotypes (eg, CC5, CC9, CC20, CC50, and CC72) carried more toxin genes than other CCs.[@b48-idr-11-2363] Another report also found a relationship of CC5, CC20, and CC72 with a high content of toxin genes.[@b49-idr-11-2363] This study first used the correspondence analysis to reveal good consistency between CC typing and multiple molecular characteristics, indicating that CC6/CC7/CC30/CC59/CC188/CC398 isolates were associated with carrying IEC--hemolysin genes, and CC20 and CC45 isolates were associated with carrying IEC--enterotoxin--hemolysin genes. This study also found that the dominant clones were CC6 (*sak*--*sea*--*hla*--*hld)*, CC59 (*chp*--*sak*--*hla*--*hlb*--*hld)*, and CC188 (*chp*--*sak*--*hla*--*hlb*--*hld)*. These findings adequately reveal the necessity of differentiating *S. aureus* clones based on multiple phenotype--genotype characteristics, which may provide new ideas for monitoring the latest epidemiological trends.

Although increasing epidemiological studies have focused on studying MRSA and MSSA based on antimicrobial resistance, few studies have attempted to differentiate MRSA and MSSA based on multiple molecular characteristics. Previous studies of environment-related and human-related MRSA have revealed that the MRSA isolates have a higher risk of being resistance to specific antimicrobial and being multidrug resistance than MSSA isolates,[@b8-idr-11-2363],[@b9-idr-11-2363],[@b32-idr-11-2363]--[@b34-idr-11-2363] which is consistent with our results. Notably, we observed that linezolid resistance was found in MSSA isolates and similar results were also found in human research in Iran and China.[@b32-idr-11-2363]--[@b34-idr-11-2363] These results support growing concern about the emergence of linezolid-resistant MSSA, which may have potential negative effects on human beings. The previous Iranian report of clinical isolates demonstrated that MSSA and MRSA have similar distribution patterns of enterotoxin genes (eg, *sea*, *seb*, *sec*, *sed*, and *sed*), *tsst-1*gene, and *eta* gene, but *etb* was more frequent in MRSA isolates than in MSSA isolates.[@b32-idr-11-2363]--[@b34-idr-11-2363] In addition, there were no significant differences in enterotoxin genes (eg, *sea-sep*, *ser*, and *seu*), *tsst-1* gene, and *etd* gene between clinical MSSA and MRSA isolates.[@b50-idr-11-2363] In accordance with previous data, there is similar distribution between our MSSA and MRSA in the carriage of virulence genes, except for *sek*. These findings support that MSSA should be taken as seriously as MRSA due to harboring broad virulence gene spectrum.

To the best of our knowledge, this study is the first attempt to explore the multidimensional corresponding relationships between CC typing and phenotype--genotype characteristics of *S. aureus* isolates using the correspondence analysis. However, this study also has some limitations. First, this cross-sectional study was conducted at only one time point, so we could not determine whether the contamination rate of MRSA was persistent or transient. Second, no samples were obtained from airport workers, so it could not determine whether there exists the risk of MRSA transmission to human beings through environment contact. Third, samples were cultured on mannitol salt agar to isolate *S. aureus*, which might be less sensitive than selective, chromogenic agar plates. Fourth, consistent with previous studies,[@b51-idr-11-2363],[@b52-idr-11-2363] the present study observed some MRSA isolates with only genotypic or phenotypic resistance, suggesting that the MRSA definition based only on genotypic or phenotypic resistance may underestimate the true prevalence. Future studies should direct more attention to identify any *mecA* variants (such as *mecC*). Finally, we observed four untypeable isolates. Since the novel *Staphylococcus argenteus* is phenotypically similar to *S. aureus*, these untypeable isolates may be recognized as this novel species.[@b53-idr-11-2363],[@b54-idr-11-2363]

Conclusion
==========

This study revealed that 62.9% *S. aureus* isolates were classified as MDR, with six linezolid-resistant isolates and two *cfr*-carrying isolates, supporting concern about linezolid-resistant and MDR *S. aureus* in environmental surfaces. Notably, both phenotype and genotype characteristics reveal a potential risk of cross-transmission of MRSA between human beings and environment, suggesting more stringent contamination control measures conducted in Baiyun Airport. In addition, this study first used the correspondence analysis to reveal corresponding relationships between CC typing and phenotype--genotype characteristics of *S. aureus* isolates, which may provide new ideas for monitoring the latest epidemiological trends.

Supplementary material
======================

###### 

Heat map showing antibiotic resistance profiles of 56 MDR *S. aureus* isolates. Each row represents one isolate tested for the susceptibility from an MDR *S. aureus*-positive participant.

**Abbreviations:** CHL, chloramphenicol; CIP, ciprofloxacin; CLI, clindamycin; ERY, erythromycin; FOX, cefoxitin; GEN, gentamicin; LZD, linezolid; MDR, multidrug-resistant; QD, quinupristin--dalfopristin; RD, rifampicin; *S. aureus, Staphylococcus aureus*; SXT, trimethoprim--sulfamethoxazole; TET, tetracycline.

This work was supported by the National Natural Science Foundation of China (No. 81602901) and the Science and Technology Planning Project of Guangdong province (No. 2014A020212306). The funders had no role in study design, data collection and analysis, and interpretation of the data.

**Author contributions**

All authors contributed toward data analysis, drafting and critically revising the paper, gave approval of the final version to be published and agree to be accountable for all aspects of the work.

**Disclosure**

The authors report no conflicts of interest in this work.

![Correspondence analysis for the relationship between CC and resistance pattern (**A**), the number of IEC genes (**B**), the number of enterotoxin genes (**C**), or the number of hemolysin genes (**D**) of *S. aureus* isolates.\
**Abbreviations:** CC, clonal complex; IEC, immune evasion cluster; MDR, multidrug resistant; *S. aureus*, *Staphylococcus aureus*.](idr-11-2363Fig1){#f1-idr-11-2363}

![Clonal dendrogram and detailed molecular characteristics of 28 MRSA isolates.\
**Abbreviations:** CC, clonal complex; IEC, immune evasion cluster; MRSA, methicillin-resistant *Staphylococcus aureus*; ST, sequence type; NT, non-typeable.](idr-11-2363Fig2){#f2-idr-11-2363}

![Clonal dendrogram and detailed molecular characteristics of 61 MSSA isolates.\
**Abbreviations:** CC, clonal complex; IEC, immune evasion cluster; MSSA, methicillin-sensitive *Staphylococcus aureus*; ST, sequence type.](idr-11-2363Fig3){#f3-idr-11-2363}

###### 

Prevalence of *S. aureus* and MRSA contamination in 1,054 samples collected from different sites

  Characteristics         No. of samples (%)   *S. aureus*   MRSA                                                                                                    
  ----------------------- -------------------- ------------- -------------------- --------- ---------- ------------------------------------------------------------- ---------
                                                                                                                                                                     
  Total                   1,054 (100.0)        76 (7.2)                                     23 (2.2)                                                                 
                                                                                                                                                                     
  **Sampling sites**                                                                                                                                                 
                                                                                                                                                                     
  Escalators              233 (22.1)           8 (3.4)       1.00 (reference)               2 (0.9)    1.00 (reference)[a](#tfn1-idr-11-2363){ref-type="table-fn"}   
  Luggage trolleys        251 (23.8)           11 (4.4)      1.29 (0.51--3.26)    0.592     0 (0.0)    1.00 (reference)[a](#tfn1-idr-11-2363){ref-type="table-fn"}   
  Self-service machines   244 (23.1)           34 (13.9)     4.55 (2.06--10.06)   \<0.001   12 (4.9)   12.47 (2.77--56.15)                                           0.001
  Luggage detectors       68 (6.5)             8 (11.8)      3.75 (1.35--10.40)   0.011     3 (4.4)    11.12 (1.82--67.82)                                           \<0.001
  Seat handles            219 (20.8)           13 (5.9)      1.77 (0.72--4.37)    0.212     5 (2.3)    5.63 (1.08--29.25)                                            0.040
  Water dispensers        39 (3.7)             2 (5.1)       1.52 (0.31--7.44)    0.605     1 (2.5)    6.34 (0.56--71.54)                                            0.135

**Notes:**

Both escalators and luggage trolleys were used as the reference group. n~1~, frequency of *S. aureus*-positive samples; n~2~, frequency of MRSA-positive samples.

**Abbreviations:** MRSA, methicillin-resistant *S. aureus*; *S. aureus, Staphylococcus aureus*.

###### 

Phenotypic and molecular characteristics of MSSA and MRSA isolates

  Characteristics                                                               *S. aureus*   OR (95% CI)[a](#tfn4-idr-11-2363){ref-type="table-fn"}   *P*-value                                                    
  ----------------------------------------------------------------------------- ------------- -------------------------------------------------------- ------------ ----------------------------------------------- -----------------------------------------------
                                                                                                                                                                                                                    
  **Phenotype (resistance)**                                                                                                                                                                                        
                                                                                                                                                                                                                    
  Clindamycin                                                                   30 (33.7)     21 (34.4)                                                9 (32.1)     0.90 (0.30--2.55)                               0.999
  Tetracycline                                                                  20 (22.5)     6 (9.8)                                                  14 (50.0)    8.88 (2.65--33.73)                              \<0.001
  Erythromycin                                                                  32 (36.0)     20 (32.8)                                                12 (42.9)    1.53 (0.55--4.23)                               0.476
  Trimethoprim--sulfamethoxazole                                                21 (23.6)     12 (19.7)                                                9 (32.1)     1.92 (0.61--5.94)                               0.282
  Gentamicin                                                                    3 (3.4)       2 (3.3)                                                  1 (3.6)      1.09 (0.02--21.82)                              0.999
  Chloramphenicol                                                               11 (12.4)     6 (9.8)                                                  5 (17.9)     1.98 (0.43--8.67)                               0.312
  Rifampin                                                                      20 (22.5)     13 (21.3)                                                7 (25.0)     1.23 (0.36--3.91)                               0.786
  Ciprofloxacin                                                                 26 (29.2)     15 (24.6)                                                11 (39.3)    1.97 (0.68--5.70)                               0.210
  Quinupristin--dalfopristin                                                    22 (24.7)     14 (23.0)                                                8 (28.6)     1.34 (0.42--4.09)                               0.603
  Linezolid                                                                     6 (6.7)       4 (6.6)                                                  2 (7.1)      0.40 (0.0--3.29)                                0.304
  MDR                                                                           56 (62.9)     28 (45.9)                                                28 (100.0)   44.48 (7.31--∞)                                 \<0.001
                                                                                                                                                                                                                    
  **IEC genes (positive)**                                                                                                                                                                                          
                                                                                                                                                                                                                    
  *Scn*                                                                         11 (12.4)     8 (13.0)                                                 3 (10.7)     0.80 (0.13--3.69)                               0.999
  *Chp*                                                                         47 (52.8)     30 (49.2)                                                17 (60.7)    1.59 (0.59--4.43)                               0.365
  *Sea*                                                                         15 (16.9)     12 (19.7)                                                3 (10.7)     0.49 (0.08--2.07)                               0.372
  *Sak*                                                                         73 (82.0)     50 (82.0)                                                23 (82.1)    1.01 (0.28--4.16)                               0.999
  *Sep*                                                                         8 (9.0)       5 (8.2)                                                  3 (10.7)     1.34 (0.19--7.52)                               0.999
                                                                                                                                                                                                                    
  **Enterotoxin genes (positive)**[b](#tfn5-idr-11-2363){ref-type="table-fn"}                                                                                                                                       
                                                                                                                                                                                                                    
  *Seb*                                                                         7 (7.9)       5 (8.2)                                                  2 (7.1)      0.86 (0.08--5.71)                               0.999
  *Sek*                                                                         3 (3.4)       0 (0.0)                                                  3 (10.7)     8.93 (1.01--∞)                                  0.029
  *Sem*                                                                         10 (11.4)     8 (13.3)                                                 2 (7.1)      0.51 (0.05--2.83)                               0.495
  *Seo*                                                                         2 (2.3)       2 (3.3)                                                  0 (0.0)      0.89 (0.0--11.67)                               0.564
  *Seg*                                                                         20 (22.5)     14 (23.0)                                                6 (21.4)     0.92 (0.25--2.98)                               0.999
  *Sei*                                                                         14 (15.7)     9 (14.8)                                                 5 (17.9)     1.25 (0.30--4.73)                               0.758
  *Sej*                                                                         1 (1.1)       0 (0.0)                                                  1 (3.6)      2.18 (0.06--∞)                                  0.315
  *Sep*                                                                         1 (1.1)       1 (1.6)                                                  0 (0.0)      2.18 (0.0--84.96)                               0.999
                                                                                                                                                                                                                    
  **Hemolysin genes (positive)**                                                                                                                                                                                    
                                                                                                                                                                                                                    
  *Hla*                                                                         60 (67.4)     43 (70.5)                                                17 (60.7)    0.65 (0.23--1.86)                               0.466
  *Hlb*                                                                         52 (58.4)     32 (52.5)                                                20 (71.4)    2.25 (0.80--6.85)                               0.109
  *Hld*                                                                         60 (67.4)     43 (70.5)                                                17 (60.7)    0.65 (0.23--1.86)                               0.466
  *tsst1* (positive)                                                            6 (6.7)       6 (9.8)                                                  0 (0.0)      0.25 (0.0--1.81)                                0.171
  Exfoliative toxin genes[c](#tfn6-idr-11-2363){ref-type="table-fn"}            0 (0.0)       0 (0.0)                                                  0 (0.0)      --[d](#tfn7-idr-11-2363){ref-type="table-fn"}   --[d](#tfn7-idr-11-2363){ref-type="table-fn"}
  *pvl* (positive)                                                              0 (0.0)       0 (0.0)                                                  0 (0.0)      --[d](#tfn7-idr-11-2363){ref-type="table-fn"}   --[d](#tfn7-idr-11-2363){ref-type="table-fn"}

**Notes:** Values are expressed as the number of isolates with characteristics (the proportion of isolates with characteristics), except where specified otherwise.

ORs were estimated by the exact logistic regression.

All isolates were negative for some enterotoxin genes, including *sea*, s*ec*, *sed*, *see*, *seh*, *sel*, *sen*, *seq*, *ser*, and *seu*.

All isolates were negative for all exfoliative toxin genes, including *eta*, *etb*, and *etd*.

No estimate was provided due to the lack of occurrence of the outcome of interest in the two groups.

**Abbreviations:** IEC, immune evasion cluster; MRSA, methicillin-resistant *Staphylococcus aureus*; MSSA, methicillin-sensitive *Staphylococcus aureus*.

###### 

Relationship between predominant CCs and phenotype--genotype characteristics of *S. aureus* isolates

  Variables                                    CC5   CC6   CC7   CC8   CC20   CC30   CC45   CC59   CC188   ST288   CC398   CC672
  -------------------------------------------- ----- ----- ----- ----- ------ ------ ------ ------ ------- ------- ------- -------
                                                                                                                           
  Total                                        6     9     5     4     6      7      4      9      9       5       6       4
                                                                                                                           
  **Resistance phenotype (non-susceptible)**                                                                               
                                                                                                                           
  Penicillin                                   5     6     4     4     6      7      4      8      9       4       6       4
  Clindamycin                                  5     2     0     1     4      5      2      7      4       4       1       0
  Tetracycline                                 2     1     1     0     2      0      0      6      3       0       0       2
  Erythromycin                                 4     3     0     1     4      7      1      7      3       4       1       1
  SXT                                          2     2     1     1     0      0      0      4      1       3       3       4
  Gentamicin                                   1     0     0     0     0      0      0      0      1       1       0       0
  Chloramphenicol                              2     0     1     0     0      0      0      2      1       1       1       1
  Cefoxitin                                    3     1     0     0     1      0      1      6      1       1       1       0
  Rifampicin                                   1     2     1     0     3      2      4      2      1       1       4       0
  Ciprofloxacin                                0     4     2     1     5      0      0      3      2       4       1       4
  QD                                           2     4     1     1     3      5      0      4      3       1       3       0
  Linezolid                                    0     1     0     0     1      0      0      0      1       1       0       0
                                                                                                                           
  **IEC genes (positive)**                                                                                                 
                                                                                                                           
  *Scn*                                        0     1     0     0     0      1      1      0      3       0       2       1
  *Chp*                                        3     4     2     2     4      1      4      8      7       1       4       2
  *Sak*                                        6     8     3     1     5      7      4      9      9       2       6       4
  *Sea*                                        0     6     0     0     0      7      0      2      0       0       0       0
  *Sep*                                        1     0     3     1     0      0      0      0      2       0       0       1
                                                                                                                           
  **Enterotoxin genes (positive)**                                                                                         
                                                                                                                           
  *Seb*                                        0     1     0     0     0      0      0      2      3       0       0       0
  *Sek*                                        0     0     0     0     0      0      0      3      0       0       0       0
  *Sem*                                        1     0     0     0     3      0      0      0      1       0       0       3
  *Seo*                                        0     0     0     0     1      0      0      0      0       0       0       1
  *Seg*                                        2     0     0     0     5      2      4      0      1       0       0       4
  *Sei*                                        1     0     0     0     4      0      3      0      1       0       0       3
  *Sej*                                        1     0     0     0     0      0      0      0      0       0       0       0
  *Sep*                                        0     0     1     0     0      0      0      0      0       0       0       0
                                                                                                                           
  **Hemolysin genes (positive)**                                                                                           
                                                                                                                           
  *Hla*                                        3     6     3     4     6      5      4      8      8       0       4       4
  *Hlb*                                        5     5     2     3     4      1      1      9      8       2       2       3
  *Hld*                                        3     6     3     4     5      5      4      8      8       0       5       4
  *tsst*1 (positive)                           0     0     0     0     0      *6*    0      0      0       0       0       0

**Notes:** Values are expressed as the number of isolates. All isolates were negative for *pvl* and some enterotoxin genes (*sea*, *sec*, *sed*, *see*, *seh*, *sel*, *sen*, *seq*, *ser*, and *seu*).

**Abbreviations:** CC, clonal complex; IEC, immune evasion cluster; QD, quinupristin--dalfopristin; *S. aureus, Staphylococcus aureus*; SXT, trimethoprim--sulfamethoxazole.
