Journal List > Infect Chemother > v.47(2) > 1035386

Hong, Bae, Jang, Jeong, Kang, and Lee: Epidemiology and Characteristics of Metallo-β-Lactamase-Producing Pseudomonas aeruginosa

Abstract

Metallo-β-lactamase-producing Pseudomonas aeruginosa (MPPA) is an important nosocomial pathogen that shows resistance to all β-lactam antibiotics except monobactams. There are various types of metallo-β-lactamases (MBLs) in carbapenem-resistant P. aeruginosa including Imipenemase (IMP), Verona integron-encoded metallo-β-lactamase (VIM), Sao Paulo metallo-β-lactamase (SPM), Germany imipenemase (GIM), New Delhi metallo-β-lactamase (NDM), Florence imipenemase (FIM). Each MBL gene is located on specific genetic elements including integrons, transposons, plasmids, or on the chromosome, in which they carry genes encoding determinants of resistance to carbapenems and other antibiotics, conferring multidrug resistance to P. aeruginosa. In addition, these genetic elements are transferable to other Gram-negative species, increasing the antimicrobial resistance rate and complicating the treatment of infected patients. Therefore, it is essential to understand the epidemiology, resistance mechanism, and molecular characteristics of MPPA for infection control and prevention of a possible global health crisis. Here, we highlight the characteristics of MPPA.

Introduction

The continuous emergence, worldwide spread, and increasing prevalence of bacteria resistant to multiple antimicrobial agents are becoming major threats to public health [12345]. Multidrug and pandrug resistant (MDR or PDR) bacterial infections are closely associated with high mortality, prolonged hospitalization, multiple morbidities, and increased cost due to the limited antimicrobial therapeutic options for infected patients [67]. Pseudomonas aeruginosa is one of the primary opportunistic pathogen that causes a variety of nosocomial infections including sepsis, pneumonia, urinary tract infection, and soft-tissue infection [8]. This species is frequently isolated from immunocompromised patients who underwent organ transplantation, invasive procedure, immunosuppressive therapy, or intensive care [91011].
P. aeruginosa is one of the most important bacteria with documented resistance to multiple antimicrobial classes including β-lactams, carbapenems, aminoglycosides, fluoroquinolones, and polymyxins [1213]. Due to its intrinsic and acquired antimicrobial resistance, only limited classes of antibiotics are effective for the treatment of P. aeruginosa infections. Among these antibiotics, carbapenems have been regarded as the most potent β-lactams against MDR Gram-negative bacilli including P. aeruginosa due to their high affinity with penicillin-binding proteins, stability against extended-spectrum β-lactamases (ESBLs), and permeability of bacterial outer membranes [14]. Resistance to carbapenems is particularly challenging in clinical settings because they are the mainstays for treatment of multidrug resistance P. aeruginosa. There are few remaining antibiotic options for this strain, and multidrug resistance is much more common for patients infected with carbapenem-resistant P. aeruginosa [61516].
Among the various antimicrobial resistance mechanisms, the production of carbapenemase is one of the most important mechanisms by which P. aeruginosa acquires carbapenem resistance. Many carbapenemases have been identified in P. aeruginosa, including (1) KPC and GES variants of Ambler class A, (2) IMP-, VIM-, SPM-, GIM-, NDM-, and FIM-type metallo-β-lactamases (MBLs) of Ambler class B, and (3) OXA variant enzymes of Ambler class D [171819202122232425].
Here, we overview the epidemiology and molecular characteristics of metallo-β-lactamase-producing P. aeruginosa (MPPA).

Epidemiology of carbapenem-resistant P. aeruginosa

The global epidemiology of carbapenem-resistant P. aeruginosa (CRPA) was analyzed based on a careful and thorough literature search of http://www.ncbi.nlm.nih.gov/pubmed with the combination of key words including the name of each nation, carbapenem, P. aeruginosa, MBL, epidemiology, prevalence, Gram-negative, national survey, and resistance. Countries were grouped by continent in order to show international differences in CRPA prevalence related to geographical distance. We found published reports from a total of 50 countries regarding country of isolation and collection period of clinical isolates, as well as the ratio of CRPA to all P. aeruginosa (Table 1).
In most countries, the reported CRPA ratio ranged from 10 to 50%. The carbapenem resistance rates in Canada (carbapenem 3.3%) and the Dominican Republic (imipenem and meropenem, both 8%) were the lowest of all countries, with ratios lower than 10%. On the other hand, ratios in Brazil, Peru, Costa Rica, Russia, Greece, Poland, Iran, and Saudi Arabia were higher than 50% in all drugs of the carbapenem class (imipenem, meropenem, doripenem, ertapenem) ranging from 50% to 75.3% (Fig. 1). As shown in Figure 1, Russia, Southwest Asia, and South America were the predominant areas with antimicrobial resistance rates high enough to cause concern for public health to microbiologists and infection specialists.
The geographical distribution and ratio of CRPA differed from country to country; many CRPA strains have been identified and their prevalence is increasing gradually. The worldwide emergence of carbepenem-resistant strains with similar mobile genetic elements indicates the dissemination of genes encoding carbapenemases through horizontal gene transfer [26]. The increase in CRPA ratio is known to be driven by both carbapenem use and the application of medical devices, which prompt the selection of resistant organisms [27]. Both factors are related to patient characteristics and clinical practice policies and/or antibiotic prescription patterns of health care facilities in each country.
Resistance mechanisms to carbapenem can be categorized into (1) deficiency of the outer membrane porin OprD, (2) bacterial production of carbapenemases, or (3) overexpression of efflux pump [2829303132]. Carbapenem resistance in P. aeruginosa is most often associated with OprD deficiency and less frequently with the release of carbapenemase by the pathogen [333435].
Carbapenemases from each β-lactamase Ambler class have been identified in P. aeruginosa. Of these, Ambler class B β-lactamases are the most clinically significant carbapenemases and are called metallo-β-lactamase (MBL) because a metal ion, such as Zn2+, is essential for their activity, which can be inhibited by metal ion chelators.

Types of metallo-β-lactamases in P. aeruginosa

MBLs efficiently hydrolyze carbapenems and other β-lactams (except monobactams) and are not inhibited by the clinically available β-lactamase inhibitors including clavulanic acid or tazobactam. Except for the SPM-type enzymes, most MBL genes reside within various compositions of integron gene cassettes that are encoded on genes linked to mobile elements, which is a condition that facilitates their spread among different bacterial species and genera through horizontal gene transfer [3637]. The most notable of the acquired MLBs, the IMP- and VIM-type enzymes, were first detected in the early 1990s [3839]. Thereafter, many additional types of acquired MBLs have been reported, including the SPM-, GIM-, SIM-, KHM-, NDM-, AIM-, DIM-, SMB-, TMB-, and FIM-type enzymes [4041]. Since the discovery of IMP-1, which was the first MBL identified in P. aeruginosa, IMP-, VIM-, SPM-, GIM-, NDM- and FIM-type variants in P. aeruginosa have been reported steadily.

Imipenemase (IMP)

In 1988, transferable IMP-1 was first isolated from P. aeruginosa in Japan [38] and was found in a class 1 integron located on a conjugational plasmid. Thereafter, it was identified in many other species suggesting horizontal gene transfer of blaIMP-1 between unrelated Gram-negative species, and also showed predominance of specific IMP type-producing isolates demonstrating clonal expansion [15]. Currently 33 of the 51 known IMP variants have been identified from P. aeruginosa, including the recent detection of IMP-8-producing strains in Germany [4243] (Table 2). IMP-like enzymes are divided into several subgroups, and the percentage amino acid identity within these subgroups ranges from 90% to 99% showing very similar hydrolytic activities among them [44].

Verona integron-encoded metallo-β-lactamase (VIM)

VIM enzymes share the same hydrolytic spectrum the IMP-type enzymes, with less than 40% amino acid identity [45]. VIM-1 was identified first in P. aeruginosa in 1999, and after that, has also been reported in other Gram-negative species from several countries [39]. Currently, VIM-2 is the most widespread MBL in P. aeruginosa and has been the source of multiple outbreaks [44]. Twenty-four of the 46 VIM variants, including VIM-43 found in the USA (GenBank accession number KP096412), have been identified in P. aeruginosa (Table 3).

Sao Paulo metallo-β-lactamase (SPM)

SPM-1 was first isolated in Brazil in 1997 from a P. aeruginosa clinical isolate that was resistant to all available antibiotics except colistin [46] (Table 4). SPM is quite different from VIM and IMP, presenting the highest amino acid identity to IMP-1 (35.5%), and represents a new subfamily of MBLs. Dissemination of MDR P. aeruginosa producing SPM-1 was demonstrated in distinct regions of Brazil; however, these strains have not yet spread to other countries, with only one exception of a single isolate identified in a Swiss patient who had previously been hospitalized in Brazil [4748]. The blaSPM-1 gene has been reported in Pseudomonas and Acinetobacter spp. isolated from various hospitals in Brazil, and its product is a major contributor to the high level carbapenem resistance observed in South America. Currently, the ratio of carbapenem resistance in South America is among the highest in the world [49]. The blaSPM-1 gene is either chromosomal or plasmid-encoded. In addition, it is associated with the insertion sequence common region 4 (ISCR4) at the origin of its acquisition and expression and is likely transposed through a rolling-circle replication mechanism [50].

Germany imipenemase (GIM)

In 2002, GIM-1 was identified in P. aeruginosa isolates from Germany (Table 4). Molecular analysis revealed that the amino acid sequence identity of GIM-1 with other clinically significant MBL genes, including IMP and VIM variants, was less than 45%, indicating that GIM-1 is a new phylogenetic subclass of MBLs. Initially, this enzyme was not predicted to be mobile because the 22-kb plasmid carrying In77 is nonconjugative and has a restricted host range [51]; however, GIM-1 has also been found in Enterobacter cloacae, Pseudomonas putida, Serratia marcescens, Escherichia coli, Klebsiella oxytoca, and Citrobacter freundii [52]. Molecular analysis of class 1 integron arrays showed that most blaGIM-1 gene cassettes shared identical elements (aacA4, aadA1, and blaOXA-2), which demonstrates horizontal gene transfer of a large block of genetic information [52]. To date, there have been no reports of GIM-1-producing strains outside of Germany.

New Delhi metallo-β-lactamase (NDM)

NDM-1 was first isolated in Klebsiella pneumoniae and Escherichia coli recovered from a patient who was previously admitted to a hospital in New Delhi, India, in 2009 [53]. Since then, additional six NDM variants (NDM-2 to NDM-7) have been identified in P. aeruginosa, Acinetobacter baumannii, and E. coli. NDM-1-producing P. aeruginosa strains were first reported in 2011, with two isolates recovered from Serbia [20] (Table 4). In 2012, NDM-1-producing P. aeruginosa sequence type 235 (ST235) strain was isolated in France from a patient previously hospitalized in Serbia [5455]. Since then, NDM-1-positive P. aeruginosa isolates have been recovered throughout the world including India, Italy, Egypt, and Slovakia [56575859].

Florence imipenemase (FIM-1)

In 2012, a novel FIM-1 MBL was isolated from a MDR P. aeruginosa in Florence (Italy) that showed highest similarity (40% amino acid identity) with NDM-type enzymes [60] (Table 4). This isolate belonged to the ST235 epidemic clonal lineage. Anaylsis of the kinetic parameters showed that FIM-1 has a broad substrate specificity, especially with penicillins and carbapenems. The blaFIM-1 gene was chromosomally located and was associated with ISCR19-like elements that were likely involved in its capture and mobilization; its origin remains unknown [60].

Metallo-β-lactamase-producing P. aeruginosa in Korea

VIM-2 was first described in P. aeruginosa isolated from the blood culture of a woman treated with imipenem in Marseilles, France, in 1996 [62]. The first reported MBL in Korea was a VIM-2-producing P. aeruginosa isolated in 2002 [19]. Since then, many MBL enzymes including VIM-2 have been detected in P. aeruginosa, Acinetobacter spp., and Enterobacteriaceae isolates. The prevalence of dominant MBL types has changed with time. In 2003, more than 10% of imipenem-resistant P. aeruginosa produced VIM-2 type MBL, but the ratio of VIM-2 carriage decreased to 7.7% according to a study in 2005, which was followed by IMP-1 at 2.4% and IMP-6 at 0.7% [636465]. In 2011, the ratio of imipenem-resistant P. aeruginosa was 22% among 15,032 clinical isolates in Korea, and IMP-6 became the dominant MBL enzyme in Korea, representing 7.8% of all P. aeruginosa clinical isolates, followed by VIM-2 at 0.3% [66]. This trend in MPPA was also found in 2015; although the prevalence of MPPA in P. aeruginosa clinical isolates slightly decreased from 8.0% (31/386) to 6.4% (21/329), IMP-6 was still the most frequently detected MBL type in P. aeruginosa in Korea, followed by VIM-2 at 1.2% (4/329), which is different from the worldwide prevalence of VIM-2 [66,67,68]. IMP-6 was first identified in Japan in 1996 in plasmid pKU501 from Serratia marcescens KU383. It showed very similar amino acid identity with IMP-1 MBL, differing by only one Ser196Gly amino acid substitution, resulting in augmented hydrolytic activity for meropenem [69].
Molecular analysis demonstrated that ST235 is the most dominant MPPA in Korea [67]. Association of ST235-like strains with MBL genes has been reported in several European countries, with VIM-1-producers in Italy; VIM-4-producers in Greece, Sweden, Hungary and Belgium; VIM-13-producers in Spain; and IMP-29-producers in France [42]. This clone might therefore possess some specific traits enhancing its clonal dissemination. The combination of prevalent sequence types and specific MBL enzymes might suggest the keys to understand the proliferation of resistant strains and mechanisms of gene transfer. Given that MPPA ST235 was the only strain detected in Korea five years ago, it is also worthy to note that MPPA ST309 and ST463 have emerged along with the prevalent MPPA ST235 strain because this clonal diversity might be a sign of alarm for additional dissemination of MPPA in Korea.

Conclusion

The emergence and dissemination of MPPA is a global concern threatening not only immunocompromised patients, but also healthy members of the community. MPPA is an important bacteria due to the antimicrobial resistance characteristics as well as its pathogenicity. It contains multiple antimicrobial resistance genes and has the potential to transfer these to other strains, which is a major clinical problem because of limited treatment options for patients infected with MPPA. There are many obstacles to overcome regarding bacterial resistance. These can be broadly categorized into issues of emergence, spread, and clonal expansion with diversity. These factors are related to each other and are very difficult to control. Several factors are already well known to cause the proliferation of resistant strains, which include natural genetic diversification caused by mutation, horizontal gene transfer among other species, an increase of international travel and patient transfer between countries raising the possibility for further dissemination of resistant strains, and greater antibiotic selective pressure especially in immunocompromised patients who received aggressive and invasive treatment. Further studies on epidemiology, antimicrobial resistance mechanisms, proper antibiotic stewardship, and rapid diagnostic methods for detection of MPPA are recommended in order to develop strategies that contain the dissemination and limit the transmission of MPPA.

Figures and Tables

Figure 1

Geographical distribution of carbapenem-resistant Pseudomonas aeruginosa. Most isolates were collected from 2009 to 2011 with the following exceptions: Chile (2005), Kenya (2006 to 2007), and South Africa (2006). The white colored areas indicate that there was no available published data for that region.

ic-47-81-g001
Table 1

Carbapenem-resistant Pseudomonas aeruginosa report by country

ic-47-81-i001
Continent Countrya Collection period (year) Resistance rate (%) Reference or GenBank accession No.
Carbapenem Imipenem Meropenem Doripenem Ertapenem
East Asia China 2003-2011 43.4 40.9 [70]
Japan 2013 28.5 22.8 12.5 [71]
Korea 2011 22 [61]
Taiwan 2003-2011 16 19 [72]
Southeast Asia Philippines 2010 31.1 [73]
Singapore 2010 23.3 [73]
Thailand 2010 28.7 [73]
Vietnam 2010 46.7 [73]
South Asia India 2011 32 [74]
Iran 2011-2012 31.8 13.5 74.4 [75]
North Asia Russia 2008-2010 75.3 [37]
Southwest Asia Israel 2009-2011 24.7 [76]
Saudi Arabia 2009-2010 56 34 [77]
Turkey 2009-2011 49.2 [76]
West Europe Belgium 2009-2011 41.1 [76]
France 2009-2011 18.2 [76]
Germany 2009-2011 24.4 [76]
Greece 2011 50.0 [78]
Ireland 2009-2011 13.8 [76]
Italy 2009-2011 19.9 [76]
Portugal 2009-2011 35.6 [76]
Spain 2009-2011 21.0 [76]
Switzerland 2009-2011 21.7 [76]
North Europe Poland 2009-2011 70.7 [76]
Sweden 2009-2011 10.9 [76]
Oceania Australia 2011 16 [74]
New Zealand 2010 10.3 [73]
North Africa Algeria 2009-2012 39.3 [79]
East Africa Kenya 2006-2007 13.7 [80]
South Africa South Africa 2006 45 42 [81]
North America Canada 2009-2010 3.3 [82]
Mexico 2005-2010 22 [83]
US 2012-2013 20 [84]
Central America Costa Rica Unavailable 63.1 [85]
Dominica Republic 2010 8 8 [86]
El Salvador 2010 25 24 [86]
Guatemala 2010 36 34 [86]
Honduras 2010 20 [86]
Nicaragua 2010 32 40 [86]
Panama 2010 34 23 [86]
South America Argentina 2010 33 37 [86]
Bolivia 2010 20 14 [86]
Brazil 2005 37-57 36-52 [86]
Chile 2005 32-40 30-33 [86]
Columbia 2010 17 19 [86]
Ecuador 2010 21 27 [86]
Paraguay 2010 30 30 [86]
Peru 2010 66 57 [86]
Uruguay 2010 35 43 [86]
Venezuela 2010 33 [86]

aCountries are listed in alphabetical order.

Table 2

Imipenemase-type metallo-β-lactamases found in Pseudomonas aeruginosa

ic-47-81-i002
IMP variant Frequently identified sequence types Country of isolation Reported gene location Reference(s) or GenBank accession No.
IMP-1 175, 186, 235, 244, 277, 308, 360, 357, 593, 645, 964, 1,015, 1,070, 1,162 Japan C1I [38, 87]
South Korea C1I [63]
Brazil Unknown [23]
China Unknown [88]
Turkey C1I [89]
Singapore Unknown [90]
Thailand C1I [91]
Iran C1I [92]
IMP-2 NR Japan C1I [93]
IMP-4 NR Malaysia Unknown [94]
Australia C1I [95]
China C1I [96]
IMP-5 NR Portugal C1I [97]
IMP-6 235, 244, 591, 744, 745, 1,015, 1,162 South Korea C1I [98]
China Unknown [99]
IMP-7 235, 357, 744, 745 Canada C1I [100]
Malaysia Unknown [101]
Slovakia Unknown [102]
Japan C1I [103]
Singapore Unknown [90]
Czech Republic C1I [104]
Denmark Unknown [105]
IMP-8 308 Germany C1I [43]
IMP-9 NR China C1I [106]
Malaysia C1I [107]
IMP-10 NR Japan C1I [108]
China C1I [109]
IMP-11 NR Japan Unknown AB074437
IMP-13 111, 308, 621 Austria C1I [110]
Italy C1I [111]
France C1I [112]
Belgium C1I [113]
IMP-14 260 Thailand C1I [114]
IMP-15 606, 654, 1,446 Mexico C1I [115]
Spain C1I [116]
Germany Unknown [76]
IMP-16 NR Brazil C1I [117]
IMP-18 NR USA Unknown [118]
Mexico C1I [119]
Puerto Rico C1I [120]
IMP-19 235 Japan Unknown AB184876
Italy C1I [121]
IMP-20 NR Japan C1I AB196988
IMP-21 NR Japan C1I AB204557
IMP-22 175, 620 Austria C1I [110]
Italy C1I [122]
IMP-25 China C1I EU352796
IMP-26 235, 654 Malaysia C1I [123]
Singapore Unknown [31]
IMP-29 235 France C1I [124]
IMP-30 NR Russia Unknown [125]
IMP-31 235 Germany Unknown [126]
IMP-33 NR Italy C1I [127]
IMP-35 622 Germany C1I [128]
IMP-37 111, 308, 621 France Unknown JX131372
IMP-40 NR Japan Unknown AB753457
IMP-41 NR Japan Unknown AB753458
IMP-43 235, 357 Japan C1I [129]
IMP-44 357 Japan C1I [129]
IMP-45 308 China C1I [130]
IMP-48 NR USA Unknown KM087857

IMP, imipenemase; C1I, Class 1 integron; NR, not reported.

Table 3

Verona integron-encoded metallo-β-lactamases found in Pseudomonas aeruginosa

ic-47-81-i003
VIM type MBL Frequently identified sequence type Country of isolation Reported gene location Reference(s) or GenBank accession No.
VIM-1 17, 111, 227, 228, 235 Italy C1I [39]
France C1I [131]
Greece C1I [132]
Germany Unknown [76]
Italy C1I [121]
VIM-2 17, 111, 155, 175, 179, 229, 233, 235, 244, 309, 364, 639, 640, 654, 773, 811, 973, 1,020, 1,074, 1,699, 1,700 Tunisia C1I [133]
Thailand Unknown [114]
Austria C1I [110]
Mexico C1I [115]
India Unknown [134]
Kenya Unknown [80]
Hungary C1I [135]
Malaysia C1I [136]
South Korea C1I [19]
Japan C1I [137]
France C1I [138]
Greece C1I [139]
Italy C1I [140]
Portugal C1I [141]
Spain Unknown [142]
Croatia C1I [143]
Poland C1I [144]
Chile C1I [44]
Venezuela C1I [44]
Argentina Unknown [44]
USA C1I [44]
Belgium Unknown [76]
Germany Unknown [76]
Turkey Unknown [76]
Egypt C1I [145]
VIM-3 298 Taiwan Unknown [146]
VIM-4 111, 229, 230, 235, 313 Greece C1I [44]
Sweden Unknown [44]
Poland C1I [44]
Hungary C1I [135, 147]
France Unknown [76]
VIM-5 85, 534 India Unknown [134]
Turkey C1I [44]
VIM-6 85, 746 India C1I [134]
Indonesia C1I [148]
South Korea C1I [148]
Philippines C1I [148]
VIM-7 NR USA C1I [149]
VIM-8 NR Columbia Unknown [150]
VIM-9 NR UK Unknown AY524988
VIM-10 NR UK Unknown [151]
VIM-11 NR India C1I [134]
Argentina Unknown [152]
Italy Unknown AY635904
Malaysia C1I [136]
VIM-13 235 Spain C1I [153]
VIM-14 260 Spain Unknown EF055455
Italy C1I [154]
VIM-15 NR Bulgaria C1I [155]
VIM-16 NR Germany C1I [155]
VIM-17 NR Greece C1I [156]
VIM-18 NR India C1I [134]
VIM-20 NR Spain Unknown [157]
VIM-28 NR Egypt C1I [158]
VIM-30 NR France C1I JN129451
VIM-36 111 Belgium Unknown [76]
VIM-37 NR Poland Unknown [76]
VIM-38 NR Turkey C1I [159]
VIM-43 NR USA Unknown KP096412

VIM, Verona-integron-encoded metallo-β-lactamase; MBL, metallo-β-lactamase; C1I, Class 1 integron; NR, not reported.

Table 4

Other metallo-β-lactamases found in Pseudomonas aeruginosa

ic-47-81-i004
MBL enzymes Frequently identified sequence type Country of isolation Reported gene location Reference(s) or GenBank accession No.
NDM-1 235 Serbia Chromosome [20]
France Chromosome [54, 55]
India Plasmid [56]
Italy Chromosome [57]
Egypt Unknown [58]
Slovakia Unknown [59]
SPM-1 NR Brazil ISCR4 [160]
Switzerland ISCR4 [48]
GIM-1 NR Germany Class 1 Integron, Plasmid [51, 52]
FIM-1 235 Italy Chromosome [60]

MBL, metallo-β-lactamase; NDM, New Delhi metallo-β-lactamase; SPM, Sao Paulo metallo-β-lactamase; NR, not reported; ISCR4, insertion sequence common region 4; GIM, Germany imipenemase; FIM, Florence imipenemase.

Acknowledgement

This study was supported by a grant of the Korean Health Technology R&D Project, Ministry of Health & Welfare, Republic of Korea (A120843).

Notes

Conflicts of Interest No conflicts of interest.

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TOOLS
ORCID iDs

Duck Jin Hong
https://orcid.org/http://orcid.org/0000-0003-1838-4041

Il Kwon Bae
https://orcid.org/http://orcid.org/0000-0003-1633-3240

In-Ho Jang
https://orcid.org/http://orcid.org/0000-0002-2881-5389

Seok Hoon Jeong
https://orcid.org/http://orcid.org/0000-0001-9290-897X

Hyun-Kyung Kang
https://orcid.org/http://orcid.org/0000-0001-5550-241X

Kyungwon Lee
https://orcid.org/http://orcid.org/0000-0003-3788-2134

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