Figure3.Varia,oninrela,vesuscep,bilitychangesmaybeexplainedbytheselectedAMRratherthangene,cvaria,onbetweenmutants.Atri-plotofaredundancyanalysis represen3ng66.2%of thevaria3onof IC90 changes showsclusteringoftheAMRmutants(opencircles),nearthepopula3onaverage(largefilled circle), basedon their selectedAMR (colors). An3microbial abbrevia3ons(blacktext)areplacedatthe3pofvectorspassingthroughtheorigin,thatpointin the direc3on of increasing MIC change rela3ve to the WT. Ciprofloxacinresistantmutants (pink circles) cluster at higher values of several an3microbialvectors, including TMC and CHL, indica3ng CR to those drugs. Mecillinammutants (green circles) have dis3nct clustering towards low values of somean3microbialvectors,includingSXTandAZM,showingCStothose.
Figure 2. Collateral suscep,bility changes correlate with changes in the MPC.BelowisacomparisonoftheaverageIC90(lower-limit)andMPC(upperlimit)valuesfor representa3ve strain-drug combina3ons where conserved CR50 (red bars) andCS50(bluebars) trendswere found. These results are compared to theWT (blackbars). In themajority of cases collateral changes in theMPC and IC90 correlatedwell,withfewexcep3ons.Thesefindingssuggestthatsmallchangesinan3microbialsuscep3bility can affect themuta3on selec3onwindow and thus the evolu3onarytrajectoryofsingleAMRmutantstowardmul3drugresistance.
NicoleL.Podnecky1*,ElizabethG.A.Fredheim1,JuliaM.Kloos1,AneL.G.Utnes1,RaulPrimicerio1,ØrjanSamuelsen1,2andPålJ.Johnsen1*
Factorsaffec,ngthesign,magnitude,andgeneralityofcollateralsuscep,bilitynetworksinclinicalEscherichiacolistrains.
INTRODUCTION§ An,microbialResistance(AMR)
From an evolu3onary perspec3ve, the emergence of AMR is an inevitableoutcomeduetoouruseandhighconsump3onofan3microbials.Developmentofnewan3microbials,improvedan3microbialstewardship,andnovelapproachestoreduceAMRemergenceandspreadareessen3altomaintaineffec3vetreatments.
§ Cross-Resistance(CR)andCollateralSensi,vity(CS)AMRtoonedrugcancauseCRtoothers,obenofthesameclassandwithsimilardrugtarget(s),ortodrugsofdiverseclassesduetogeneralAMRmechanismssuchasefflux.However,AMRcanresultinCS,whereanAMRstrainismoresuscep3bleto other an3microbials [1]. Previous studies suggest that treatment strategiesbasedonCSprofiles, specificallyusingmutually-exclusiveAMR traits [1]ordrugcyclingregimens[1,2],couldbebeneficial.
§ KnowledgeGapsWhileCS isdescribed insomeclinical isolates[2], it isunclearhowrobustCS/CRnetworksareacrosslargecollec3onsofclinicalisolatesandisolateswithdifferentresistancedeterminants.Addi3onally, thecontribu3onofAMRmechanismtoCSnetworksisnotwell-described.
§ ApproachesWe generated AMR to common an3microbials for treatment of urinary tractinfec3ons in pan-suscep3ble clinical Escherichia coli isolates. The resul3ngcollateral networkswere compared to assess the generalitywithinAMRgroups.Whole genome sequencing was used to iden3fy the AMR muta3ons and toinves3gatecorrela3onsbetweenCSandresistancemechanisms.
1MicrobialPharmacologyandPopula3onBiologyResearchGroup,Dept.ofPharmacy,UiT–TheArc3cUniversityofNorway,Tromsø,Norway2NorwegianNa3onalAdvisoryUnitonDetec3onofAn3microbialResistance,Dept.ofMicrobiologyandInfec3onControl,UniversityHospitalofNorthNorway,Tromsø,Norway
MATERIALSANDMETHODS§ Selec,onformuta,onsconferringclinicalresistance
10 pan-suscep3ble E. coli isolates from urinary tract infec3ons, represen3ngdifferentMLSTsequencetypes(ECOSENScollec3on[3])wereselectedonMHIIorLB agar with mecillinam (MEC), ciprofloxacin (CIP), nitrofurantoin (NIT), ortrimethoprim(TMP)toachieveAMRaboveclinicalbreakpoints(www.eucast.org).
§ Determina,onofCS/CRnetworks
The concentra3on inhibi3ng ≥ 90%of growth (IC90 [2])was determined for 16an3microbials inMH II broth using a 2-fold dilu3on serieswith half steps. FoldchangesinIC90forall10AMRmutantstotheirrespec3veWTwerecalculated.Aredundancy analysis of the data was performed to the CS/CR network. ThisanalysiswasdoneinR[5]usingtheVeganworkpackage[6].
§ AssessingchangesintheMuta,onPreven,onConcentra,on(MPC)MPCswere determined for drugs displaying CS50 or CR50,with the excep3onoftemocillin.Onemutant-WTpairwastestedperdrug,andforeachconcentra3ontested, >1010 CFUs were spread onto four large MHII agar plates. Drugconcentra3ons increased ina2-folddilu3onseries,pin-poin3ngthe lowestdrugconcentra3on that inhibits growth of single stepmutants in a large popula3onaber48hours.
§ Iden,fica,onofAMRmechanism(s)conferringCSchangesDNAwasisolatedusingtheGenEluteBacterialGenomicDNAKit(Sigma-Aldrich).Paired-endlibrarieswerepreparedusingtheTruSeqDNASampleprepara3onkit(Illumina,USA).Librariesweresequencedtoareadlengthof300bponaHi-Seq.TheDNASTARSeqManNGensobware(Madison,WI)wasusedtoanalyzeIlluminadata,usingstandardsesngs,toeachisolate’sWTparentalstrain.
RDA2
(30.05%)
1
*[email protected]@uit.no
P0230
ACKNOWLEDGMENTSWethankDr.AdamRobertsandtheUniversityCollegeofLondonSequencingFacilityforlibraryprepara3onandDNAsequencing.
ThisworkwassupportedbygrantsfromtheNorthernNorwayRegionalHealthAuthority,UiTTheArc,cUniversityofNorway,andJPI-EC-AMR.
Table 2.AMRmechanism likely contributes to varia,on in CS/CRpa]erns.CiprofloxacinresistantmutantsshowthegreatestvarietyofAMRmechanismsandini3alcomparisonssuggestthatAMRmechanismplaysacri3calroleinCS/CRpaverns. TheIC90foldchangesoftheCIPresistantmutantscomparedtotheir cognateWT strains are shown in the heatmapbelow,where CS (blueboxes) and CR (red boxes) changes appear to vary by AMR mechanism.Isolates areorderedbyAMRmuta3on, fromdrug targetmuta3onsalone tocombina3onsofeffluxpumpsandmul3pleeffluxpumpregulatormuta3ons.CRwasfrequentinisolateswithefflux-relatedmuta3onsandwasgreatestinthosewithmuta3onstomul3pleregulatorsoftheAcrAB-TolCeffluxpump.
REFERENCES
1.Szybalski,W.andV.Bryson(1952)Gene3cstudiesonmicrobialcrossresistancetotoxicagents.I.CrossresistanceofEscherichiacolitofibeenan3bio3cs.JBacteriol.64(4):p.489-99.
2.Imamovic,L.andM.O.Sommer(2013)Useofcollateralsensi3vitynetworkstodesigndrugcyclingprotocolsthatavoidresistancedevelopment.SciTranslMed.5(204):p.204ra132.
3.Bengtsson,S.,etal.(2012)SequencetypesandplasmidcarriageofuropathogenicEscherichiacolidevoidofphenotypicallydetectableresistance.JAn3microbChemother.67(1):p.69-73.
4.RCoreTeam(2013)R:ALanguageandEnvironmentforSta3s3calCompu3ng.RFounda3onforSta3s3calCompu3ng,Vienna,Austria.ISBN3-900051-07-0.hvp://www.R-project.org/.
5.Dixon,P.(2003)VEGAN,apackageofRfunc3onsforcommunityecology.JofVegetaAonSci.14(6):p.927-930.
25612864321684210.50.250.1250.0630.0310.0160.008
Ant
imic
robi
al C
once
ntra
tion
(µg/
mL)
CIP MEC NIT
AMX AZT CAZ CHL COL FOS GEN MEC TMP SXT AZT GEN TMP AMX AZT CIP
AMRMechanism CIP MEC NIT TMP
DrugTargetModifica3on 10(1) – – 6Overproduc3on – – – 6
ReducedDrugAc3va3onNitroreductasedisrup3on – – 10 –
ReducedDrugUptake Porinmuta3on 2 – – –
Regula3onofEfflux
AcrAB-TolC 7 – 1 –MdtK 9 – 1 –mdfA – – 1 –EmrAB-TolC – – 7 –ABCtransport – 1 – –
ppGppsynthesis(ac3va3onofstringentresponse)
Strigentresponse – 4 – –tRNAsynthesis – 4 – –tRNAprocessing – 1 – –Cellularmetabolism – 3 – –
Table 2. Iden,fica,on of puta,ve AMR mechanisms. Whole genomesequencing iden3fied puta3ve resistance mechanisms in all 40 AMRmutants.AllCIPmutantshadmuta3on(s)ingyrAbutonly1strainalsohadamuta3onintheseconddrugtarget,parC.Theremaining9CIPmutantshadone ormoremuta3ons to genes known to effect expression of either theAcrAB-TolCorMdtk-mediatedeffluxpumps.MECmutantshadmuta3onsina number of genes, some previously unreported, that likely affect theac3va3onofthestringentresponse. AllNITmutantshad inac3va3onofatleast one of two oxygen-insensi3ve nitroreductases, and themajority hadmuta3ons to regula3on of the EmrAB-TolC efflux pump. Finally TMPresistant isolates all had either modifica3on of FolA or muta3ons in thepromoter regions of FolA likely leading to overexpression, one isolate hadgenomicamplifica3onofalargeregionincludingthefolAgene.
Figure1.Pervasivecollateralsuscep,bilitychangesinresistantmutants.ThefrequencyofCS(bluebars)andCR(redbars)changesinIC90aresummarizedforeachsetof10AMRmutants.Generaltrendswereiden3fiedusingCR50andCS50cutoffs,where50%ormoreofanAMRgroup(5of10mutants)displayedCRorCS,respec3vely,toagivendrug.Ciprofloxacinresistantmutantsdisplayedthemajorityofconservedcollateralsuscep3bilitychanges.
-10
-5
0
5
10AMXAZT CAZ CHL CIP COL SXT ETP FOSGENMECNITTMPTEMTET TGC
Ciprofloxacinmutants
-10
-5
0
5
10AMXAZT CAZ CHL CIP COL SXT ETP FOSGENMECNIT TMPTEMTET TGC
Mecillinammutants
-10
-5
0
5
10AMXAZT CAZ CHL CIP COL SXT ETP FOSGENMECNIT TMPTEMTET TGC
Nitrofurantoinmutants
-10
-5
0
5
10AMXAZT CAZ CHL CIP COL SXT ETP FOSGENMECNIT TMPTEMTET TGC
Trimethoprimmutants
RDA1(36.15%)
MLST Origin CIPresistancemechanism
GEN CHL ETP CAZ AMXTEMMECTMP SXT FOS AZT NIT COL CIP TGC TET
ST73 Greece GyrAandParCMuta3ons 0,31 0,84 0,75 0,82 0,79 1,05 0,91 1,67 1,33 0,92 0,66 0,92 0,86 1117,09 1,13 0,92
ST12 Greece GyrAMdtKEfflux
0,25 1,67 0,67 1,53 1,67 7,47 2,37 2,44 1,10 0,55 0,80 0,30 0,53 128,00 0,63 0,50
ST420 Greece 0,29 8,00 1,00 4,00 1,56 9,00 2,20 9,33 3,67 0,67 3,50 1,22 0,75 149,33 3,20 3,56
ST100 Greece GyrA,MdtKAcrAB-TolCEfflux(soxR)
0,34 2,56 1,29 3,64 1,25 5,82 5,93 6,79 4,57 0,43 2,00 0,61 4,44 250,00 0,80 1,02
ST127 Portugal
GyrA,MdtKAcrAB-TolC(marR)
0,49 2,78 0,44 1,90 1,10 4,00 0,42 1,38 1,11 0,50 1,44 1,50 0,79 321,43 1,23 1,33
ST550 Sweden 0,50 6,00 0,39 1,09 1,00 2,00 0,88 7,33 2,67 0,43 3,20 0,91 2,86 400,00 1,25 0,90
ST104 Portugal 0,35 4,00 0,78 1,50 1,33 6,67 5,20 1,13 0,90 2,00 0,17 0,52 1,04 80,00 0,72 0,68
ST69 UK 0,28 2,21 0,67 2,00 1,56 6,86 1,83 1,38 1,50 0,28 0,31 0,78 0,58 145,83 0,25 0,42
ST95 Sweden GyrA,MdtKAcrAB-TolC(marR,acrR)
2,18 2,86 1,57 7,33 4,44 10,67 29,63 3,60 3,11 1,67 1,94 0,90 0,69 279,27 1,36 2,15
ST1235 UK 1,29 22,59 4,57 11,43 9,43 13,71 27,43 3,00 3,27 0,74 10,18 3,00 0,73 400,00 9,14 9,33
FoldChangeInIC90
0,23 0,49 0,74 1 1,6 2,2 4 8,2 16,2 33
-4 -2 -1.5 1 1.5 2 4 8 16 32
CONCLUSIONS
§ Collateralchangesinsuscep,bilitywerefoundin47%ofcases□ Ciprofloxacinresistancegreatlyaltersthesuscep3bilitytomanydiversean3microbials,andCRismorefrequentthanCS.
□ Ertapenem,fosfomycinandgentamicinsuscep3bili3eswerelargelymaintainedorincreasedacrossallAMRgroups.
□ Collateralchangesinan3microbialsuscep3blyaffectthespanofthemuta3onselec3onwindow.
§ Collateralchangesinsuscep,bilityaredependentonthegene,cmechanismofresistance
¨ Collateraleffectsappearindependentofthegene3cbackgroundbutinsteadarelikelyrelatedtheAMRmechanism.
¨ CRisfrequentinisolateswithincreasedeffluxexpression.-3 -2 -1 0 1
-1.5
-1.0
-0.5
0.0
0.5
1.0
1.5
2.0
Multivariate Redundancy Analysis of Fold Change by Resistance Group
RDA1 (36.15%)
RD
A2
(30.
05%
)
Ciprofloxacin
Mecillinam
Nitrofurantoin
Trimethoprim
AMX
AZM
CAZCHLCOL
SXT
ETP
FOS
GEN
TEM
TET
TGC