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Treatment of extensively drug-resistant Gram-negative infections in critically ill patients: Outcome of a consensus meeting at the 13th Asia-Pacific Congress of Clinical Microbiology and Infection, October 2012

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Review

Treatment

of

extensively

drug-resistant

Gram-negative

infections

in

critically

ill

patients:

Outcome

of

a

consensus

meeting

at

the

13th

Asia-Pacific

Congress

of

Clinical

Microbiology

and

Infection,

October

2012

Paul

Anantharajah

Tambyah

a

,

Gabriel

Levy

Hara

b

,

George

L.

Daikos

c

,

Matthew

E.

Falagas

d,e

,

Teresita

Mazzei

f

,

Johan

W.

Mouton

g

,

Andrea

Novelli

f

,

Baiyi

Chen

h

,

Minggui

Wang

i

,

Wen-Chien

Ko

j

,

Taisheng

Li

k

,

Xinjian

Fan

l

,

Ursula

Theuretzbacher

m,

*

a

NationalUniversityofSingapore,1EKentRidgeRoad,Singapore119228,Singapore

b

InfectiousDiseasesUnit,HospitalCarlosG.Durand,BuenosAires,Argentina

c

FirstDepartmentofPropaedeuticMedicine,AthensUniversitySchoolofMedicine,Athens,Greece

d

AlfaInstituteofBiomedicalSciences(AIBS),Athens,Greece

e

TuftsUniversitySchoolofMedicine,Boston,MA,USA

fDepartmentofHealthSciences,ClinicalPharmacologyandOncologySection,UniversityofFlorence,Florence,Italy g

DepartmentofMedicalMicrobiology,RadboudUniversityNijmegenMedicalCentre,Nijmegen,TheNetherlands

h

TheFirstHospitalofChinaMedicalUniversity,Shenyang,China

i

HuashanHospital,FudanUniversity,12M.WulumuqiRoad,Shanghai200040,China

j

DepartmentofInternalMedicine,NationalChengKungUniversityMedicalCollegeandHospital,Taiwan

k

PekingUnionMedicalCollegeHospital,Beijing,China

lWestChinaSchoolofMedicine,WestChinaHospital,SichuanUniversity,Chengdu,China mCenterforAnti-InfectiveAgents,Eckpergasse13,1180Vienna,Austria

Contents 1. Introduction... 118 2. Carbapenems... 118 3. Aminoglycosides... 119 4. Colistin... 119 5. Tigecycline... 120 6. Fosfomycin... 120

7. Useofcombinationtherapy... 120

8. Novelantibioticsindevelopment... 121

9. Conclusion... 121

References... 121

ARTICLE INFO

Articlehistory:

Received8January2013

Receivedinrevisedform10April2013 Accepted11April2013 Keywords: Extensivelydrug-resistant Gram-negativebacteria Resistance Carbapenems Colistin Aminoglycoside Tigecycline ABSTRACT

Infections caused by multidrug-resistant and extensively drug-resistant Gram-negative bacilli are

increasingly challenging to manage in hospitals and long term-care facilities worldwide. As the

therapeuticoptionsarelimited,theInternationalSocietyofChemotherapyincollaborationwiththe

Asia-PacificSocietyofClinicalMicrobiologyandImmunologyorganisedaconsensusconferenceaspart

ofthe13thAsia-PacificCongressofClinicalMicrobiologyandInfection.Apanelofinternationalexperts

fromEurope,theAmericasandAsiawereconvenedtodiscusstheissuesoftherapeuticoptionsforthe

managementofthesedifficult-to-treatpathogens.

ß 2013InternationalSocietyforChemotherapyofInfectionandCancer.PublishedbyElsevierLtd.All

rightsreserved.

*Correspondingauthor.Tel.:+16504884890.

E-mailaddress:[email protected](U.Theuretzbacher).

ContentslistsavailableatSciVerseScienceDirect

Journal

of

Global

Antimicrobial

Resistance

j our na l ho me pa g e : ww w . e l se v i e r . com / l oca t e / j ga r

2213-7165/$–seefrontmatterß2013InternationalSocietyforChemotherapyofInfectionandCancer.PublishedbyElsevierLtd.Allrightsreserved. http://dx.doi.org/10.1016/j.jgar.2013.04.002

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1. Introduction

Worldwide antibacterialresistanceisincreasingdramatically

[1].Theglobalmagnitudeoftheresistanceproblemisdifficultto

assess.Conflictingdefinitionsregardingcombinedresistancesthat

areusedbyepidemiologists,microbiologistsandclinicianshave

differentimplicationsforsurveillance,publichealthandclinical

casemanagement.Astheresistanceproblemcontinuestogrow,

harmonised definitions with which to describe and classify

bacteriathat are resistantto multipleantimicrobial agents are

needed.TheEuropeanCentreforDiseasePreventionandControl

(ECDC) and theUS Centers for Disease Control and Prevention

(CDC) published a standardised international terminology to

facilitate grading various antimicrobial resistance profiles and

reportingcomparabledata[2].Theydefine:

multidrug-resistant(MDR)asorganismsthatarenotsusceptible

toatleastoneagentinthreeormoreclassesofantibiotics to

whichtheyareusuallysusceptible(e.g.cephalosporinsand

b

-lactamase inhibitor combinations, fluoroquinolones and

ami-noglycosides);

extensivelydrug-resistant(XDR)asorganismsthatare

suscep-tibleonlytooneortwoclassesofantibiotics(mainlypolymyxins

andprobablytigecycline);and

pandrug-resistant(PDR)asorganismsthatarenotsusceptibleto

allknownorlicensedantibioticscurrentlyavailable.

Thescope ofthisdiscussionisconfinedmainlytoorganisms

thatwouldbethusclassifiedasXDR,forwhichtherearetrulyvery

fewtherapeutic options.Typical examplesof clinicallyrelevant

andmoreprevalentXDRGram-negativepathogensare

Pseudomo-nas aeruginosa, Acinetobacter baumannii and

carbapenemase-producingEnterobacteriaceae(CPE)(mainlyKlebsiellapneumoniae

and Escherichia coli). Commonly, such XDR strains carry an

extensive arsenal of unrelated resistance determinants suchas

multiple

b

-lactamase genes (classes A, B, C and D), 16S rRNA

methylase ArmA- and RmtB-encodinggenes (affecting all

ami-noglycosides) and dihydrofolate reductase genes (affecting

tri-methoprim),aswellaschangesineffluxpumps,chromosomally

mediated porin modifications (affecting

b

-lactams and other

compounds)andmodifiedtopoisomerases(affectingquinolones)

[3].The multidrugresistance pattern is theresult ofcombined

chromosome-andplasmid-encodedmechanisms.Selectionmay

becaused byawide rangeofunrelatedantibacterial drugsand

compounds.

Comparing worldwide epidemiological data is complicated

when applying susceptibility/resistance categories defined by

clinicalbreakpointvalues.Suchbreakpointsmayvarydepending

on the breakpoint-setting organisation. Although the major

organisations such as the Clinical and Laboratory Standards

Institute(CLSI) and theEuropean Committee on Antimicrobial

Susceptibility Testing (EUCAST) are trying to harmonise their

recommendations,somediscrepanciesmayremainpartlyrelated

to the different specific purposes of the guidelines [4]. Both

EUCASTandtheCLSIissuedbreakpointguidelinesin2011.These

take into account certain mechanisms of resistance, wild-type

population distributionsand

pharmacokinetic/pharmacodynam-ics(PK/PD)modelling[5,6].Adetaileddiscussionofthedifferences

betweentheEUCASTandCLSIbreakpointsisbeyondthescopeof

this review but should be considered when comparing and

definingmultidrugresistanceandextensivedrugresistance.

GrowingXDRratesamongclinicallyimportantGram-negative

bacterialedtoincreasingusageoflast-resortantibiotics,eitheras targetedtherapyaccordingtobacteriologicalsusceptibilitytesting orevenasempiricaltherapyincaseofknownhighXDRratesinan

institution. Giving a general and global recommendation for

changingempiricalchoicesinresponsetolocalXDRrateswould

notbefeasibleandwouldacceleratetheemergenceofresistanceto

last-resort antibiotics. Every institution should adapt their

empirical regimens according to their own frequentlyupdated

microbiologicalfindingsandshouldcarefullybalancethedecision

withtheconsequenceofincreasedselectionpressureandpotential

emergence of resistance without remaining therapy options.

Therefore, for the purposes of this manuscript we focus on

targeted therapy options whilst bearing in mind that these

recommendations can only be based on information garnered

from observational studies, given the absence of randomised

clinicaltrials.Theyneedtobefrequentlyadaptedwhenevernew

informationbecomesavailable.

2. Carbapenems

Ingeneral,theuseofcarbapenemsneedstobeweighedagainst

thefurtherselectionoforganismsthatareintrinsicallyresistantto

carbapenems such as Stenotrophomonas maltophilia or other

important nosocomial pathogens such as meticillin-resistant

Staphylococcusaureus(MRSA)orCandidaspp.Moreover,evenin

the case of CPE (as discussed below), inappropriate usage of

carbapenemscouldleadtotheselectionofincreasinglyresistant

organismsintheunitorhospital.Althoughthereisagreatdealof

reluctancetousecarbapenemsinthetreatmentofXDRorganisms

iftheminimuminhibitoryconcentrations(MICs)arebeyondthe

non-susceptiblecategory,theremaybearoleforcarbapenemsin

selected situations dependingon the MIC and the choice of a

combination partner.Thereis no clearevidencefor the

recom-mendation of carbapenems in such situations, but PK/PD

considerations and preliminary clinical results point to the

usefulnessofcarbapenemsdespitebeingin thenon-susceptible

category[7,8].Moreclinicaldataareexpectedtobecomeavailable inthenearfuture.

Using available antibiotics in the setting of MDR and XDR

infectionshighlightstheimportanceofknowingtheMICvalueasit

providesvitalinformationbeyondthebreakpointcategoriesabout

thePDfactor(MIC)inthePK/PDbalance,especiallyinseverelyill patientswithhighPKvariability.ConsideringtheMICratherthan

thebreakpointcategorysupportsthedecisionforusingaspecific

antibioticaswellasforchoosinganoptimiseddosingregimen.

Forcarbapenems,althoughtherearedifferentMICbreakpoints

asdefinedbyEUCASTandCLSI,itmaybepossibletoachieveatime abovetheMIC(T>MIC)forsignificantproportionsofthedosing

intervalfororganisms withMICsevenupto8

m

g/mL.

Carbape-nemsdisplaytime-dependentbactericidalkilling,andsignificant

efficacyisobtainedwhenfreedrugconcentrationsremainabove

the MIC for 40–50% of the time between dosing intervals. An

optimiseddosingregimenofacarbapenem(e.g.meropenem2g

every8horimipenem1gevery6h)withaprolongedinfusion

timeofca.2–3heachwouldincreasetheprobabilityofattaining

the PK/PD target. Meropenem 2g every 8h with a prolonged

infusiontime of ca.2–3hdisplaysa relatively highprobability

(85%)forbactericidaltargetattainment(50%T>MIC)whenthe

MICfortheinfectingorganismisupto8

m

g/mL[9].

Asthepharmacokineticsoftheantibioticscannotbereliably

predicted in critically illpatients, it would beideal toperform

therapeuticdrugmonitoring(TDM)inthesepatientswithXDRor

PDRinfectionstoensurethatthePDtargetswereindeedachieved

[10].Regrettably,inmostcountries,TDMisnotroutinelyavailable

for

b

-lactam agents such as carbapenems outside of research

settings. For non-susceptible species with relatively low MICs,

whereacarbapenemisusedinhighdosesdespitethepresenceofa

carbapenemase,it may benecessaryto monitor concentrations

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treatmentfailureincreaseswiththeMICevenwhencarbapenems

are used in combination, so they should not be used as no

substantialbenefitcanbeexpectedbasedonthecurrentevidence.

BeyondinvitrodataandPK/PDmodelling,thereisscarcebut

growingdataontheclinicaluseofcarbapenemsinthetreatmentof

XDRandPDRorganisms.Owingtothepressingclinicalproblem,

morestudiesarebeingundertakenandresultswillhopefullybe

available soon. There is no evidence fromdirect head-to-head

comparisonsthatmeropenem,imipenemordoripenemis

signifi-cantly better than any of the other comparators and thus no

recommendationcanbemadeforanyofthethreecarbapenemsin

preferencetotheothers.However,meropenemMICsaregenerally

lowerthanimipenemMICsforGram-negatives—inparticularforP.

aeruginosa(butnotnecessarilyA.baumannii)—andthis,together

withthe good safety profile even at higher doses, may favour

meropenem.Differencesinthepotentialforselectionofresistance

reflect subtle variations in the mode of penetration and other

characteristics.Theclinicalrelevanceofsuchdifferencesbetween

imipenem and meropenem is not clear. There is little, if any,

experiencewithdoripenemdosingregimensbeyond31gdaily.

Thus,despiteitsslightlyhigheractivityagainstP.aeruginosathere isnoclearpreferencetoitsuse.However,thereismoreexperience

withtheuseofmeropeneminhigh-doseandprolongedinfusion

regimens, as well as concerns regarding the increased risk of

seizureswithhighdosesofimipenem.Withrespecttotheuseof

prolonged or continuous infusion, there are some concerns

regarding the stability of imipenem [11,12]. For a duration of

administration of carbapenems beyond 3h the stability of

solutionsatroomtemperatureneedtobeconsideredandstrictly

controlled.

3. Aminoglycosides

As aminoglycoside use has declined in many settings,

aminoglycosideresistancehasdroppedandsometimes

aminogly-cosidesarestilleffectiveagainstsomeXDRstrains[13,14].Owing

tolackofevidencesupportingmonotherapyinthisspecialpatient

population,aminoglycosidesshould,in general,onlybeusedin

combinationbecauseoftheriskofthedevelopmentofresistance

ontherapyaswellasefficacyconcerns[13].Asaminoglycosides

reachhighconcentrationsintheurine,monotherapyappearstobe

an option in urinary tract infections (UTIs).Observationaldata

suggest that these drugs may be superior to polymyxin B or

tigecyclinewhenstrictlytargetingcarbapenem-resistantKlebsiella

sp. in the urine and have been successfully used in a limited

numberofpatientswithUTIs[15].

There are even less data on the appropriate dosage of

aminoglycosides to be used in the treatment of XDR and PDR

organisms.However,giventhefactthattheyare

concentration-dependent antibiotics and that septic patients might have

augmentedrenalclearanceofthesedrugs,theconsensuswasto

usedosagesonthehighsideofthedosingrange.Ontheotherhand,

thedurationofaminoglycosidetherapyshouldbeminimisedto

thesafestlevelappropriatetoreducetheriskoftoxicity.PK/PD

modellingsuggeststhat adaily10mg/kgdoseofgentamicinor

tobramycinprovidesan80%probabilityofresponse,evenforan

MICof4.0

m

g/mL,withanegligiblelikelihoodoftoxicity[16].As statedbefore,thedosageregimenfortheindividualpatientneeds

toensureanadequatedrugexposureinthispatientinrelationto

theMICandshouldbere-evaluatedaccordingtoTDM[17].

4. Colistin

Therehasbeenmarkedrenewedinterestinthisagentas,very

often,XDRorganismsareonlysusceptibletothisagent.Colistinfell

outofusebecauseofconcernsaboutnephrotoxicitywhenbetter

toleratedantibioticsbecameavailable.Inrecentyears,itsusehas

increased markedly because of the growing incidence of XDR

Enterobacteriaceae, P.aeruginosaand Acinetobacterspp. Despite

therevivalofthisolddrugandusageasalast-resortantibiotic,

colistinhasneverbeensubjectedtocontemporarydrug

develop-mentprocedures,andmajorgapsinourknowledgehaveonlyjust

recentlybeenaddressed[18].Althoughthis agentis reportedly

effective in vitro against most strains of XDR Gram-negative

bacterial infections, the actual clinical outcomes are often

suboptimal,especiallywhengivenasa singledrug[19,20].This

is partlyduetothesevereunderlyingdiseases oftenassociated

withpatients infected withXDRbacteria but is alsocaused by

inadequatedosingregimensthathavebeenemployedempirically

formorethan50years. Therearemanyfactorsthatneedtobe

taken into account in understanding the PK/PD properties of

colistin,includingitscomplexpharmacokinetics[21].Colistin,a

mixture of several compounds,is administered as the inactive

prodrug colistimethate sodium (CMS). CMS and colistin have

mixedroutesofrenalandnon-renalelimination,ahalf-lifethat

varies between different patient populations, and a volume of

distributionthatincreaseswithcriticalillness.Inaddition,protein

binding is concentration-dependent. The complex

pharmacoki-netics of colistin have only recentlybegun tounfold based on

newly developed specific analytical methods. Based on the PK

characteristics,aloadingdosetoachieve activecolistin

concen-trationsquicklyandamaintenancedosingregimenthatisbased

onthepatient’skidneyfunctionhavebeenproposed.Thedosesof

CMSusedforsystemicinfectionsinadultsrangewidely.Basedon

recentPKstudies,activeconcentrationsatthesiteofinfectioncan

onlybeachievedwithhighdosages.Somerecentregimensused

4.5millionInternationalUnits(MIU)twiceadayor3MIUthree

timesadayafteraloadingdoseof9MIUasthismightprovidea

balancebetweengoodclinicaleffectandacceptabletoxicity.On

the other hand, such high doses revive the earlier concerns

regardingrenalandneurologicaltoxicity.Thereisclearlyaneedfor

randomisedclinicaltrialstodetermineoptimaldosingregimensof

colistin in order to optimise clinical outcome, minimise the

development of resistance, reduce toxicity and test optimum

combinations.

Multicentre randomised studies, one funded by the 7th

FrameworkProgramoftheEuropeanUnion(EU)

(AIDA-Preserv-ingOldAntibioticsfortheFuture)andoneclinicalstudyfundedby

the US National Institute of Allergy and Infectious Diseases

(NIAID), are underway to compare colistin treatment with a

combination regimen of colistin+carbapenem. Until more

information is available, CMS should be exclusively given to

patientswithinfectionscausedbyXDRGram-negativebacteria

susceptibleonlytocolistin.Thisdrugshouldnotbeusedtotreat

infectionscausedbybacteriasusceptibletootherantibioticsand

shouldnotbeusedasasingledrugalthoughclinicalevidenceis

currentlyscarce[22].

Colistinhasbeenusedinanebulisedformfortheprevention

and treatment of respiratory tract infections, although the

evidenceforthisindicationoutsidethecysticfibrosisareaisvery

limited [23]. Preliminary data in a small series of critically ill

patients withventilator-associated pneumonia(VAP)caused by

carbapenem-resistantAcinetobacterandK.pneumoniaecouldnot

show superiority of a regimen that included concomitant

inhalation of colistinin additiontointravenous(i.v.)treatment comparedwithi.v.treatmentalone[24],althoughitwaslimitedby

smallpatientnumbersandstudydesignissues[25].Theresultsof

small retrospective studies are conflicting, as demonstrated by

otherstudieswithimprovedsurvivalwithconcomitant

adminis-trationofaerosolisedandi.v. colistinin patientswithVAP[26]. Poolingthedataofrelevantclinicalstudies,adjunctiveaerosolised

(4)

comparedwithi.v.colistinalone[27].Moreconcreteclinicaldata

areneededtosupportsuchtreatmentdecisions.

Adjunct intrathecal colistin has been used for ventriculitis

causedbyXDRorganismsbuttheevidenceislargelyconfinedto

casereports[28].Arecentreviewof83episodesofMDR/XDRA.

baumanniiventriculitis/meningitisconcludedthatintraventricular

or intrathecal administration with concomitant i.v. colistin

representsanimportantmodeoflast-resorttherapy[29].

5. Tigecycline

There wassome optimism initially that tigecyclineretained

activity against a portion of XDR Enterobacteriaceae and A.

baumannii,butmorerecentstudiesshowedonlylimited

useful-ness of tigecycline in CPE (47% susceptible) with resistance

scattered amongst K. pneumoniae and Enterobacter spp. [30].

Similarly,contemporaryisolatesfromGreecewereonly

suscepti-blein64%ofcasesforXDRK.pneumoniaeand44%forA.baumannii [31]. Clinically, theuse of tigecycline is limited due to lack of

controlledstudies targetingXDRorganisms, concernsregarding

efficacyand safety incriticallyill patients, aswellastherapid

development of resistance. The emergence of resistance via

upregulationof effluxpumps during therapy is well described

andamatterofconcern[32].Theefficacyoftigecyclineinclinical trialsisrelatedtolowMICs,lowbaselinealbuminconcentration,

lowerseverityandabsenceofVAP[33],usuallynotrepresenting

thepatientpopulationwithXDRinfection.Poolingnon-inferiority studieswithtigecyclineshowedexcessmortalityincriticallyill

patientsinapprovedandnon-approvedindications,promptinga

USFoodandDrugAdministration(FDA)warningagainsttheusage

oftigecyclinewhenotheroptionsareavailable[34,35].Inaddition,

tigecyclineisalsohamperedbylowconcentrationsintheblood

andproteinbindingofca.70%thatlimitsitsuseinbloodstream

infections[36].Increasingthedoseoftigecyclineisnotgenerally

recommended as it is poorly tolerated with increasing risk of

nausea/vomiting related to higher drug exposure and the

consequences of this are not well described [37]. Although

tigecycline monotherapy results in higher failure rates [19,38]

thereis,however,someevidencethattigecyclineincombination

withcolistinandacarbapenemcouldbeeffectiveinthetreatment

ofseverelyillpatients withXDRGram-negativeinfections.This

remainstobeshowninlargerprospectivestudies.

6. Fosfomycin

FosfomycinisactiveinvitroagainstsomeXDRGram-negative

bacteria[39]andcouldbeacomponentofacombinationregimen

forthetreatmentoftheseinfections.Theconcentrationsrequired foractivityare,however,relativelyhighfornon-fermenters.There areonlyafewavailabledataonPK/PDcharacteristicsandclinical

outcomesoffosfomycin[40,41].BasedoninvitrodataandPK/PD

modelling, a high dose and prolonged infusion combination

strategy has been suggested [40]. Clinically, doses of 4g four

timesdailyand upto8gthreetimesdaily havebeenreported

[41,42],butappropriatedosageregimensinXDRsituationshave

notyetbeenestablished.

There are concernsaboutfosfomycin’slack ofefficacyfor A.

baumannii as well as rapid development of resistance in XDR

Gram-negativebacteria(especiallyP.aeruginosa)duringtherapy

evenwhenusedincombination[43,44].Fosfomycinshouldnever

beusedasmonotherapyforseveresystemicinfections.Asthei.v.

form of fosfomycin is not approved in many countries, most

experience is with oral preparations of the agent [42]. This

achieveshighconcentrationsintheurinarytractandhasbeenused

inthetreatmentofXDRandevenPDRUTIs.Fosfomycin’slimited

availabilityasani.v.formulationandmissingPK/PDdataaswellas clinicalinformationrestrictsitsuseinseverelyillpatients.

7. Useofcombinationtherapy

CombinationtherapyasastrategyagainstXDRandPDR

micro-organismsisincreasinglybeinguseddespitethepaucityofclinical evidence[45,46].Intermsofsusceptibility,itshouldberealised

thatsusceptibilitybreakpointsarealwaysbasedonmonotherapy

regimensandarethereforelesssuitabletouseasapredictorfor

clinical outcome than usually thought. Exploring combination

therapy,a recentretrospectivemulticentrestudyfocusingonK.

pneumoniae carbapenemase (KPC)-producing K. pneumoniae

bloodstream infections showed that carbapenems could be

effectiveincombinationwithotheragentsbutthisdidnotapply

equally toorganisms withanMIC>8

m

g/mL[47].The authors

concludedthatcombinedtreatmentwithtwoormoredrugswith

invitroactivityagainsttheisolate,especiallythosealsoincludinga

carbapenem,maybemoreeffectivethanactivemonotherapy[47].

Similar results of a survival benefit with combination therapy

including a carbapenem were reported by Qureshi et al. [38].

Tzouvelekisetal.compiledtheresultsof34smallstudiesinvolving

atotalof298patients witheitherKPC-ormetallo-

b

-lactamase

(MBL)-producingK. pneumoniae[19]. Theyfoundthat themost

effective regimens were those that included two active agents

including a carbapenem. Combinations of carbapenem with

colistin (5.5% of failures) or with an aminoglycoside (6.2%)

performedsignificantlybetterthanwhenthesedrugswereused

alone oras partof othercombinations, whilstcombinations of

tigecycline(24%of failures),colistin(32%) andaminoglycosides

(33.3%)inregimensnotincludingacarbapenemexhibitedhigher

failurerates.Ontheotherhand,theuseoftigecyclineorcolistinas

single active agents resultedin higher failure rates (35.7% and

47.2%, respectively).The superiority of combination therapy is

supportedbyanotherrecentreviewoncurrentclinicalexperience

withcarbapenemase-producingGram-negativebacteria[48].

Clinicalevidenceforthesuperiorityofcombinationtherapyin

XDR P.aeruginosa infections has not beenestablished yet. The

publishedmeta-analysisdidnotstratifyfortheresistancestatusas

itincludedmostlystudiesinthepre-XDRera[49–51].Also,the

studybyKumaretal.didnotfocusonXDRP.aeruginosaanddoes

notprovideanswerstothisclinicalquestion[52].Asfewtherapy

options exist for XDR P. aeruginosa [53]—usually colistin, less

commonlyfosfomycinandaminoglycosides—combination

thera-py appears to be preferable based on non-clinical data of the

abovementionedantibiotics.Clinicaldataarewarranted.

Acinetobacterspp.isincreasinglybecomingmoreXDRwithfew

therapeutic options remaining. Similarly, there are no well

designedclinicaltrials tocomparetreatment regimensforsuch

infections.Mostavailabledataarederivedfromuncontrolledcase series,animalmodelsorinvitrostudies.Investigationsevaluating

combinationsofrifampicin,sulbactam,aminoglycosides,colistin,

carbapenems and other drugs for the management of XDR

Acinetobacterinfectionshaveshownconflictingdata[54].Alack

ofcontrolledclinicaltrialsmakesitdifficulttoevaluatetheroleof

combinationtherapyforXDRAcinetobacterinfection.

Because of the limited activity and rapid emergence of

resistancetocolistin,thisdrugisoftenpropagatedasacomponent

ofacombinationasmentionedinthecarbapenemandtigecycline

sections. Based on the synergism between colistin and other

antibioticsinvitroandinanimalstudies,avarietyofcombinations havebeenusedintheclinicalsettingandincludedinuncontrolled studiesorsinglecaseseries.Besidesthecombinationsofcolistin

with carbapenems or tigecycline, combination regimens of

colistin+rifampicin have been widely discussed but the real

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8. Novelantibioticsindevelopment

Most research and development (R&D) efforts focus on the

developmentofnewanaloguesofwellknownantibacterialclasses,

although cross-resistance is already apparent or anticipated

against every one of the new analogues currently in the

development pipeline. Therefore, such modified analogues of

existingantibioticclassesarelesslikelytobeusefulforXDRorPDR

pathogens.Similarly,theconceptofcombiningaknown

cephalo-sporinorcarbapenemanaloguewithanew

b

-lactamaseinhibitor

(BLI)withextendedornarrow

b

-lactamasecoverageappearsto

buysometimeintheresistancerace.Thelong-known

cephalo-sporinceftazidime aswellas thenewcephalosporinanalogues

ceftarolineand ceftolozaneare beingdeveloped incombination

withtheoldBLItazobactamorthenewBLIavibactam.Avibactam

expandstheinhibitory spectrum oftazobactam toinclude KPC

(classA),classCand someOXA type

b

-lactamasesbutnot the

rapidly spreading metallo-enzymes (e.g. NDM). XDR

Gram-negatives may have MBLs, upregulated efflux pumps, porin

deficiencies or hyperproduction of extended-spectrum

b

-lacta-mases/carbapenemases among their resistance traits.All

insur-mountablehurdlesforanyBLI!Inadditiontoavibactam,atleast

sixmoreBLIsareindevelopment,withconsiderablegapsintheir

activity that remain to be bridged. The phase 3-ready new

aminoglycoside analogue plazomicin overcomes many

wide-spreadaminoglycoside-specificresistancemechanisms[56].

Only R&D of new chemical entities unrelated to a known

antibacterial scaffold, not showing cross-resistance to existing

antibacterialdrugclassesandwithalowpropensityforemerging

resistance, would be a promising option against XDR strains.

However,veryfewsuchR&Dprogrammesarepubliclydisclosed

andtheyarenotenoughtofilltheR&Dpipelinestoincreasethe

likelihoodofnoveldrugseventually reachingthepatient.Novel

antibiotics without potential cross-resistance with established

drugsandpromisingactivityagainstXDRbacteriaareneitheron

thehorizonnoranticipatedforthenearfuture.Governmentsinthe USAandEUhaveinitiatedseveralhigh-levelinitiativesincludinga

widevarietyofpoliciesandincentivesdesignedtojumpstartthe

development of novel antibacterial drugs and technologies, as

recentlyreviewedbyTheuretzbacher[1,57].

9. Conclusion

Multiresistant Gram-negative bacilli are increasing threats

worldwide.Whilstprevention,antibioticstewardshipand

effec-tiveinfectioncontrolstrategieswillbeparamountintheeffortsto

controltheemergenceandspreadoftheseorganisms,novelagents

areurgentlyneededtotreatpatientsalreadyinfectedwithXDR

and PDR organisms. Right now, we are primarily limited to

combinationsofexistingagentsincludingpolymyxins,

aminogly-cosides, tigecycline, fosfomycin and carbapenems. The latter

agents appear to retain some activity against

carbapenemase-producingorganismswhenusedincombinationandfororganisms

with MICs up to 8

m

g/mL in the majority of patients when

optimiseddosingregimensareused.Untilneweragentsmaybe

availableforclinicaluseinthefarfuture,theonlyoptionistouse

existing agents in a better way, for instance by optimising

exposuresandtheuseofcombinationtherapy[58].High-quality

randomisedclinicaltrialswouldprovideessentialinformationto

determinethebestcombinationofestablishedantibioticsthatcan

beused to treat XDRand PDR Gram-negativeinfections. More

researchandpractical guidancefor individualisingdosage

regi-mensbasedonTDMandclinicaldecisionsupportsystemsshould

beconsideredtoachieveoptimalexposureincriticallyillpatients.

Presently,evidence-basedrecommendationsonhowtooptimally

treat critically ill patients with XDR or PDR Gram-negative

organismsarenotpossibleasclinicaldataarescarceormissing

altogether.Generalprinciplesoftreatment,suchaschoosingthe

most appropriate antibiotics based on MIC data as well as

consideringtheindividualdrugexposure basedonTDM, would

help to optimise therapy but may not be available in all

institutions. Funding

None.

Competinginterests

PAT received research support from GSK, Sanofi-Pasteur,

Inviragen, Fab’entech, Baxter and Adamas, and honoraria from

MSD,Johnsonand Johnson,3MandAstraZeneca(last5 years);

GLH received consultancy/lecture fees from Janssen, MSD and

Phoenix ArgentinaLaboratories; GLDhasservedas anadvisory

boardmemberforPfizerHellas,Novartis,MSDandAchaogenand

has also received a research grant from Pfizer Hellas; MEF

participatedinadvisoryboardsofAchaogen,Astellas,AstraZeneca, Bayer,BasileaandPfizer,receivedlecturehonorariafromAngelini,

Astellas, AstraZeneca,Cipla,Glenmark, MerckandNovartis, and

receivedresearchsupportfromAngelini,AstellasandRokitan(last

10years);TMreceivedgrantsandsupportfromPfizer,Angelini,

AstellasPharma,EliLilly,Janssen-Cilag,Novartis,Sanofi-Aventis,

Schering-Plough,Valeas,WyethLederleandZambon(last5years);

ANreceivedgrantsandsupportfromAstra-Zeneca,Gilead,Janssen,

MSD and Pfizer (last 2 years). All other authors declare no

competinginterests.

Ethicalapproval

Notrequired. References

[1]TheuretzbacherU.Globalantibacterialresistance:thenever-endingstory. JournalofGlobalAntimicrobialResistance2013.http://dx.doi.org/10.1016/ j.jgar.2013.03.010.inpress.

[2]MagiorakosAP,SrinivasanA,CareyRB,CarmeliY,FalagasME,GiskeCG,etal. Multidrug-resistant,extensivelydrug-resistantandpandrug-resistant bacte-ria:an internationalexpertproposalforinterim standarddefinitions for acquiredresistance.ClinicalMicrobiologyandInfection2012;18:268–81. [3]PoirelL,BonninRA,NordmannP.Analysisoftheresistomeofa

multidrug-resistantNDM-1-producingEscherichiacolistrainbyhigh-throughputgenome sequencing.AntimicrobialAgentsandChemotherapy2011;55:4224–9. [4]HombachM,BloembergGV,Bo¨ttgerEC.Effectsofclinicalbreakpointchanges

in CLSI guidelines2010/2011and EUCAST guidelines2011 onantibiotic susceptibilitytestreportingofGram-negativebacilli.JournalofAntimicrobial Chemotherapy2012;67:622–32.

[5]KahlmeterG,BrownDF,GoldsteinFW,MacGowanAP,MoutonJW,Osterlund A,etal.EuropeanharmonizationofMICbreakpointsforantimicrobial sus-ceptibility testing of bacteria. Journal of Antimicrobial Chemotherapy 2003;52:145–8.

[6]MoutonJW,BrownDF,ApfalterP,Canto´nR,GiskeCG,IvanovaM,etal.Therole ofpharmacokinetics/pharmacodynamicsinsettingclinicalMICbreakpoints: theEUCASTapproach.ClinicalMicrobiologyandInfection2012;18:E37–45. [7]Esterly JS,Wagner J, McLaughlinMM, PostelnickMJ,Qi C, Scheetz MH.

Evaluationofclinicaloutcomesinpatientswithbloodstreaminfectionsdue toGram-negativebacteriaaccordingtocarbapenemMICstratification. Anti-microbialAgentsandChemotherapy2012;56:4885–90.

[8]DaikosGL,MarkogiannakisA.Carbapenemase-producingKlebsiella pneumo-niae:(when)mightwestillconsidertreatingwithcarbapenems?Clinical MicrobiologyandInfection2011;17:1135–41.

[9]KutiJL,DandekarPK,NightingaleCH,NicolauDP.UseofMonteCarlo simula-tiontodesignanoptimizedpharmacodynamicdosingstrategyfor merope-nem.JournalofClinicalPharmacology2003;43:1116–23.

[10]HayashiY,LipmanJ,UdyAA,NgM,McWhinneyB,UngererJ,etal.b-Lactam therapeuticdrugmonitoringinthecriticallyill:optimisingdrugexposurein patientswithfluctuatingrenalfunctionandhypoalbuminaemia.International JournalofAntimicrobialAgents2013;41:162–6.

[11]KeelRA, SutherlandCA, CrandonJL, NicolauDP. Stabilityof doripenem, imipenemand meropenemat elevatedroom temperatures.International JournalofAntimicrobialAgents2011;37:184–5.

(6)

[12]MoutonJW,VinksAA.Continuousinfusionofb-lactams.CurrentOpinionin CriticalCare2007;13:598–606.

[13]Durante-MangoniE,GrammatikosA,UtiliR,FalagasME.Dowestillneedthe aminoglycosides? International Journal of Antimicrobial Agents 2009;33:201–5.

[14]MarakiS,MavrosMN,KofteridisDP,SamonisG,FalagasME.Epidemiologyand antimicrobialsensitivitiesof536multi-drug-resistantGram-negativebacilli isolatedfrompatientstreatedonsurgicalwards.SurgicalInfections(Larchmt) 2012;13:326–31.

[15]SatlinMJ,KubinCJ,BlumenthalJS,CohenAB,FuruyaEY,WilsonSJ,etal. Comparativeeffectivenessofaminoglycosides,polymyxinB,andtigecycline forclearanceofcarbapenem-resistantKlebsiellapneumoniaefromurine. An-timicrobialAgentsandChemotherapy2011;55:5893–9.

[16]DrusanoGL,LouieA.Optimizationofaminoglycosidetherapy.Antimicrobial AgentsandChemotherapy2011;55:2528–33.

[17]vanLent-EversNA,MathoˆtRA,GeusWP,vanHoutBA,VinksAA.Impactof goal-orientedandmodel-basedclinicalpharmacokineticdosingof aminogly-cosidesonclinicaloutcome:acost-effectivenessanalysis.TherapeuticDrug Monitoring1999;21:63–73.

[18]BergenPJ, LandersdorferCB, LeeHJ,Li J, NationRL. ‘Old’antibioticsfor emergingmultidrug-resistantbacteria.CurrentOpinioninInfectiousDiseases 2012;25:626–33.

[19]Tzouvelekis LS, Markogiannakis A, Psichogiou M,Tassios PT, Daikos GL. CarbapenemasesinKlebsiellapneumoniaeandotherEnterobacteriaceae:an evolving crisis of global dimensions. Clinical Microbiology Reviews 2012;25:682–707.

[20]PaulM, BisharaJ, LevcovichA, ChowersM,GoldbergE, SingerP,et al. Effectivenessandsafetyofcolistin:prospectivecomparativecohortstudy. JournalofAntimicrobialChemotherapy2010;65:1019–27.

[21]CouetW,Gre´goireN,MarchandS,MimozO.Colistinpharmacokinetics:thefog islifting.ClinicalMicrobiologyandInfection2012;18:30–9.

[22]DerisZZ,YuHH,DavisK,SoonRL,JacobJ,KuCK,etal.Thecombinationof colistinanddoripenemissynergisticagainstKlebsiellapneumoniaeatmultiple inoculaandsuppressescolistinresistanceinaninvitropharmacokinetic/ pharmacodynamic model. Antimicrobial Agents and Chemotherapy 2012;56:5103–12.

[23]Michalopoulos A,PapadakisE.Inhaledanti-infectiveagents:emphasis on colistin.Infection2010;38:81–8.

[24]KofteridisDP,AlexopoulouC,ValachisA,MarakiS,DimopoulouD, Georgo-poulosD, etal.Aerosolized plus intravenouscolistinversus intravenous colistin alone for the treatment of ventilator-associated pneumonia: a matched-controlstudy.ClinicalInfectiousDiseases2010;51:1238–44. [25]KwaAL,FalagasME,MichalopoulosA,TamVH.Benefitsofaerosolizedcolistin

forventilator-associatedpneumonia:absenceofproofversusproofof ab-sence?ClinicalInfectiousDiseases2011;52:1278–9.

[26]ArnoldHM,SawyerAM,KollefMH.Useofadjunctiveaerosolizedantimicrobial therapyinthetreatmentofPseudomonasaeruginosaandAcinetobacter bauman-niiventilator-associatedpneumonia.RespiratoryCare2012;57:1226–33. [27]FlorescuDF,QiuF,McCartanMA,MindruC,FeyPD,KalilAC.Whatisthe

efficacy and safety of colistinfor thetreatment of ventilator-associated pneumonia?Asystematicreviewandmeta-regression. ClinicalInfectious Diseases2012;54:670–80.

[28]KhawcharoenpornT,ApisarnthanarakA,MundyLM.Intrathecalcolistinfor drug-resistantAcinetobacterbaumanniicentralnervoussysteminfection:a case series and systematic review. Clinical Microbiology and Infection 2010;16:888–94.

[29]KaraiskosI,GalaniL,BaziakaF,GiamarellouH.Intraventricularandintrathecal colistinasthelasttherapeuticresortforthetreatmentofmultidrug-resistant andextensivelydrug-resistantAcinetobacterbaumanniiventriculitisand men-ingitis: a literature review. InternationalJournal of AntimicrobialAgents 2013.http://dx.doi.org/10.1016/j.ijantimicag.2013.02.006.pii:S0924-8579(13) 00054-X.

[30]LivermoreDM,WarnerM,MushtaqS,DoumithM,ZhangJ,WoodfordN.What remains against carbapenem-resistant Enterobacteriaceae? Evaluation of chloramphenicol,ciprofloxacin,colistin,fosfomycin,minocycline, nitrofuran-toin,temocillinandtigecycline.InternationalJournalofAntimicrobialAgents 2011;37:415–9.

[31]ZarkotouO,PournarasS,AltouvasG,PitirigaV,TzirakiM,MamaliV,etal. Comparative evaluation of tigecycline susceptibility testing methods for expanded-spectrumcephalosporin-andcarbapenem-resistant Gram-nega-tivepathogens.JournalofClinicalMicrobiology2012;50:3747–50. [32]SpanuT,DeAngelisG,CiprianiM,PedruzziB,D’InzeoT,CataldoMA,etal.In

vivo emergence oftigecycline resistance inmultidrug-resistant Klebsiella pneumoniae andEscherichiacoli.AntimicrobialAgentsand Chemotherapy 2012;56:4516–8.

[33]BhavnaniSM,RubinoCM,HammelJP,ForrestA,DartoisN,CooperCA,etal. Pharmacologicalandpatient-specificresponsedeterminantsinpatientswith hospital-acquiredpneumoniatreatedwithtigecycline.AntimicrobialAgents andChemotherapy2012;56:1065–72.

[34]Prasad P,Sun J, DannerRL, Natanson C. Excessdeaths associated with tigecyclineafterapprovalbasedonnoninferioritytrials.ClinicalInfectious Diseases2012;54:1699–709.

[35]USFoodandDrugAdministration(FDA).FDAdrugsafetycommunication: increasedriskofdeathwithTygacil(tigecycline)comparedtootherantibiotics used to treat similar infections. http://www.fda.gov/Drugs/DrugSafety/ ucm224370.htm[accessedMarch2013].

[36]VanWartSA,OwenJS,LudwigEA,MeagherAK,Korth-BradleyJM,Cirincione BB.Populationpharmacokineticsoftigecyclineinpatientswithcomplicated intra-abdominalorskinandskinstructureinfections.AntimicrobialAgents andChemotherapy2006;50:3701–7.

[37]RubinoCM,BhavnaniSM,ForrestA,DukartG,DartoisN,CooperA,etal. Pharmacokinetics–pharmacodynamicsoftigecyclineinpatientswith com-munity-acquired pneumonia. Antimicrobial Agents and Chemotherapy 2012;56:130–6.

[38]QureshiZA,PatersonDL,PotoskiBA,KilaykoMC,SandovskyG,SordilloE,etal. TreatmentoutcomeofbacteremiaduetoKPC-producingKlebsiella pneumo-niae:superiorityofcombinationantimicrobialregimens.AntimicrobialAgents andChemotherapy2012;56:2108–13.

[39]EndimianiA,PatelG,HujerKM,SwaminathanM,PerezF,RiceLB,etal.Invitro activityoffosfomycinagainstblaKPC-containingKlebsiellapneumoniaeisolates, includingthosenonsusceptibletotigecyclineand/orcolistin.Antimicrobial AgentsandChemotherapy2010;54:526–9.

[40]AsuphonO,MontakantikulP,HoungsaitongJ,SonthisombatP,KiratisinP. OptimizingfosfomycindosingfortreatmentofPseudomonasaeruginosa infec-tionsincritically-illpatientsbasedonpharmacokinetics/pharmacodynamics (PK/PD)target.In:52ndInterscienceConferenceonAntimicrobialAgentsand Chemotherapy(ICAAC).ASMPress;2012.p.A-1279.

[41]MichalopoulosA,VirtziliS,RafailidisP,ChalevelakisG,DamalaM,FalagasME. Intravenousfosfomycinforthetreatmentofnosocomialinfectionscausedby carbapenem-resistantKlebsiellapneumoniaeincriticallyillpatients:a pro-spectiveevaluation.ClinicalMicrobiologyandInfection2010;16:184–6. [42]FalagasME,KastorisAC,KapaskelisAM,KarageorgopoulosDE.Fosfomycinfor

thetreatmentofmultidrug-resistant,includingextended-spectrumb -lacta-maseproducing,Enterobacteriaceaeinfections:asystematicreview.Lancet InfectiousDiseases2010;10:43–50.

[43]KarageorgopoulosDE,MiriagouV,TzouvelekisLS,SpyridopoulouK,DaikosGL. EmergenceofresistancetofosfomycinusedasadjuncttherapyinKPC Klebsi-ellapneumoniaebacteraemia:reportofthreecases.JournalofAntimicrobial Chemotherapy2012;67:2777–9.

[44]KarageorgopoulosDE,WangR,YuXH,FalagasME.Fosfomycin:evaluationof thepublishedevidenceontheemergenceofantimicrobialresistancein Gram-negative pathogens. Journal of Antimicrobial Chemotherapy 2012;67: 255–68.

[45]AbadCL,KumarA,SafdarN.Antimicrobialtherapyofsepsisandsepticshock— whenaretwodrugsbetterthanone?CriticalCareClinics2011;27:e1–27. [46]PaulM,LeiboviciL.Combinationantimicrobialtreatmentversus

monother-apy:thecontributionofmeta-analyses.InfectiousDiseaseClinicsofNorth America2009;23:277–93.

[47]TumbarelloM,VialeP,ViscoliC,TrecarichiEM,TumiettoF,MarcheseA,etal. PredictorsofmortalityinbloodstreaminfectionscausedbyKlebsiella pneu-moniaecarbapenemase-producingK.pneumoniae:importanceofcombination therapy.ClinicalInfectiousDiseases2012;55:943–50.

[48]AkovaM,DaikosGL,TzouvelekisL,CarmeliY.Interventionalstrategiesand currentclinicalexperiencewithcarbapenemase-producingGram-negative bacteria.ClinicalMicrobiologyandInfection2012;18:439–48.

[49]SafdarN,HandelsmanJ,MakiDG.Doescombinationantimicrobialtherapy reducemortalityinGram-negativebacteraemia?Ameta-analysis. Lancet InfectiousDiseases2004;4:519–27.

[50]VardakasKZ,TansarliGS,BliziotisIA,FalagasME.b-Lactamplus aminoglyco-sideorfluoroquinolonecombinationversusb-lactammonotherapyfor Pseu-domonas aeruginosa infections:a meta-analysis. International Journal of AntimicrobialAgents2013;41:301–10.

[51]PaulM,Benuri-SilbigerI,Soares-WeiserK,LeiboviciL.blactammonotherapy versusblactam-aminoglycosidecombinationtherapyforsepsisin immuno-competent patients:systematicreview andmeta-analysis ofrandomised trials.BritishMedicalJournal2004;328:668.

[52]KumarA,ZarychanskiR,LightB,ParrilloJ,MakiD,SimonD,etal.Cooperative AntimicrobialTherapyofSepticShock(CATSS)DatabaseResearchGroup. Earlycombinationantibiotictherapyyieldsimprovedsurvivalcomparedwith monotherapyinsepticshock:apropensity-matchedanalysis.CriticalCare Medicine2010;38:1773–85.

[53]TamVH,ChangKT,AbdelraoufK,BriosoCG,AmekaM,McCaskeyLA,etal. Prevalence,resistancemechanisms,andsusceptibilityofmultidrug-resistant bloodstreamisolatesofPseudomonasaeruginosa.AntimicrobialAgentsand Chemotherapy2010;54:1160–4.

[54]MaragakisLL,PerlTM.Acinetobacterbaumannii:epidemiology,antimicrobial resistance, and treatment options. Clinical Infectious Diseases 2008;46: 1254–63.

[55]DrapeauCM,GrilliE,PetrosilloN.Rifampicincombinedregimensfor Gram-negativeinfections:datafromtheliterature.InternationalJournalof Antimi-crobialAgents2010;35:39–44.

[56]ZhanelGG,LawsonCD,ZelenitskyS,FindlayB,SchweizerF,AdamH,etal. Comparisonofthenext-generationaminoglycosideplazomicintogentamicin, tobramycin and amikacin. Expert Review of Anti-infective Therapy 2012;10:459–73.

[57]Theuretzbacher U.Accelerating resistance, inadequate antibacterial drug pipelinesandinternationalresponses.InternationalJournalofAntimicrobial Agents2012;39:295–9.

[58]MoutonJW,AmbrosePG,CantonR,DrusanoGL,HarbarthS,MacGowanA, etal.Conservingantibioticsforthefuture:newwaystouseoldandnewdrugs fromapharmacokineticandpharmacodynamicperspective.DrugResistance Updates2011;14:107–17.

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