evaluation of methods for generation of in vitro mutants ... 15h30-hall-a-ismail... · nabila...
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![Page 1: Evaluation of methods for generation of in vitro mutants ... 15h30-Hall-A-Ismail... · NABILA ISMAIL 1, SHAHEED V OMAR 2, NAZIR A ISMAIL 1,2 AND REMCO PH PETERS 1,3 (1) Department](https://reader031.vdocument.in/reader031/viewer/2022022020/5b9c7d3309d3f2f94c8c9e67/html5/thumbnails/1.jpg)
Evaluation of methods for generation of in vitro mutants
resistant to bedaquiline, clofazimine and linezolid using
Mycobacterium tuberculosis reference strains
NABILA ISMAIL 1, SHAHEED V OMAR 2, NAZIR A ISMAIL 1,2 AND REMCO PH PETERS 1,3
(1) Department of Medical Microbiology, Faculty of Health Sciences, University of Pretoria
(2) Centre for Tuberculosis, WHO Supranational TB Reference Laboratory, National Institute for Communicable Diseases,
National Health Laboratory Service
(3) Department of Medical Microbiology, CAPHRI School of Public Health and Primary Care, Maastricht University Medical
Centre, Maastricht University
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Introduction:
Drug-resistant TB
o 10.4 million new TB cases globally (WHO, 2016)
o Approximately half a million are DR-TB
o DR-TB treatment
o Drug susceptibility testing (DST): expensive and requires infrastructure
o Second-line drugs: more expensive and toxic
o Cure rates low
o Novel and repurposed drugs used in various regimens
o FOCUS: bedaquiline (BDQ), clofazimine (CFZ) and linezolid (LZD)
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Introduction:
Novel and re-purposed drugs
DRUG BEDAQUILINE CLOFAZIMINE LINEZOLID
Type Novel Re-purposed Re-purposed
Class Diarylquinoline Riminophenazine Oxazolidinone
Genes associated
with resistanceatpE, rv0678
rv0678, rv1979c,
rv2535rplC, rrl
DR-TB regimen
incorporation
WHO category 5,
compassionate
use, MDR-TB and
XDR-TB
WHO shorter
MDR-TB regimen
WHO category 5,
reserved use for
MDR-TB and XDR-
TB
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Problem Statement
o Resistance to novel drugs is a constant threat
o Drugs are being used at a limited scale
oRegimens including BDQ, CFZ or LZD are still in clinical trials
o Information around genetic basis of resistance in vivo: lack complete picture
particularly for BDQ and CFZ
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Aim
To evaluate two approaches for generation or
selection of in vitro mutants to BDQ, CFZ and LZD
and to identify resistance associated variants
(RAVs) for each drug
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Objectives
o Apply two approaches and compare mutants obtained
o Levels of resistance generated
oDifference in resistance profiles from reference strains
oTo identify RAVs associated with high MIC values for BDQ, CFZ and LZD
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Methods:
Study Design
o Two different mutant generation approaches
o Serial passaging approach-Induction
o Spontaneous approach- adapted from Luria-Delbrück fluctuation assay
o ATCC reference strains
o ATCC27294 Fully susceptible (WT)
o ATCC35822 Isoniazid resistant (INHR)
o ATCC35827 Kanamycin resistant (KANR)
o ATCC35828 Pyrazinamide resistant (PZAR)
o ATCC35838 Rifampicin resistant (RIFR)
o MGIT960 MIC performed using provisional critical concentrations
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Methods:
Serial passaging approacho Maximum 6 passages
o All 5 ATCC reference strains
o Concentrated inoculum
o Increasing drug concentrations o 0.5x → 8x proposed CC
oPhenotypic confirmation (MGIT960 MIC)oAll mutants after completing 5 to 6 passages
oGenotypic confirmation (WGS)oAll mutants after phenotypic confirmation
Plate 100 µl onto:
Drug-free plates and plates
containing 0.5X proposed
CC of BDQ, CFZ or LZD
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Methods:
Isolation of spontaneous mutants
o PZAR and WT ATCC strains oBest performing strain and control
o12 replicate cultures
oDrug-naïve till one step selection (2x proposed CC)
oThree mutants selected based on size
oPhenotypic confirmationo >36 mutants per drug
oGenotypic confirmationo 3 mutants with low, mid and high MIC values within the range
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G187C
G183T
A83C
A83G (3)
T407C
T131C (2)
C204A
G74A
T2303G
529_543del
T460C (4)
No. of strains 5 5 4
No. of passages 5 5 6
Pre-induction MIC (µg/ml)
MGIT9600.5-1 0.5-1 1-2
Post-induction MIC (µg/ml)
MGIT960>8 4->4 8->8
Results
0
1
2
3
4
5
6
7
atpE rv0678 rv0678 mmpl5 rplC rplV
Nu
mb
er
of
mu
tati
on
s
BDQ
Distribution of RAVs for serial passage mutants
CFZ LZD
G187C
G183T
A83C
A83G (3)
T407C
T131C (2)
C204A
G74A 529_543
del
T460C (4)
T461C
201_206
del
A63T T2303G
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Selection of spontaneous mutants
Drug
mutantATCC Strain
Total
no. of
mutants
Mutation
frequency
Confirmation of resistance in selected putative
mutants
Post-
selection
MIC (µg/ml)
RAV ∆NT ∆AA
BDQ
WT 1 ~6x 10-9 >8 atpE A83T Asp28Val
PZAR 619 ~4x 10-7
4 rv0678 C403G Arg135Gly
8 atpE A83G Asp28Gly
>8 atpE G187C Ala63Pro
CFZ
WT 6937 ~5x 10-5
2 rv0678 193delG Ile67fs
4 rv0678 193delG Ile67fs
4 rv0678A65T Gln22Leu
G61A Gly21Lys
PZAR 12371 ~7x 10-7
1 rv0678 T407C Leu136Pro
2 rv0678 C214T Arg72Trp
4 rv0678 A97G Thr33Ala
LZD
WT 2 ~1x 10-8>8 rplC T460C Cys154Arg
>8 rplC T460C Cys154Arg
PZAR 13 ~1x 10-7
4 rrl G2270C -
4 rrl A2810C -
8 rplC T460C Cys154Arg
>8 rplC T460C Cys154Arg
Results
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Discussion
o RAVs correspond with:
oPreviously described RAVs for in vitro mutants (BDQ and CFZ)
oPreviously described RAVs for in vitro mutants and clinically resistant isolates (LZD)
oSerial passaging method mimics in vivo situation (drug penetration to
granulomas)
o number of passages can be altered to reflect the development of low level resistance
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Limitations
o Number of strains limited for the selection and analysis of spontaneous
mutants
o Laborious and costly
o Cost of sequencing all mutants prohibitive
o PZAR strain in vitro: faster onset of resistance to these three drugs
oComplete the work for various resistance profiles
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Conclusion
Identification of RAVs useful for:
o Learning about the development of drug resistance in vitro
o e.g. efflux pumps vs targeted mutations
o Understanding drug targets and pathways
o Determining hotspots:
o Designing molecular diagnostics
o Regimen design
o Surveillance of drug resistance:
o Informing DST
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Future perspectives
o Perform cross-resistance studies on BDQ and CFZ mutants
o Clinical sample set
o Low passage
o Varying resistance profiles and lineages
o Use the serial passaging approach
o Only use BDQ and CFZ
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Acknowledgements
Supervisors: Prof Remco PH Peters, Dr Shaheed Vally Omar and Dr Nazir Ismail
Project funding Personal funding
Staff at NICD-CTB
Conference bursary
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ReferencesWorld Health Organization. Global Tuberculosis Report 2016. Geneva, 2016
Diacon AH, Pym A, Grobusch M, Patientia R, Rustomjee R, Page-Shipp L, et al. The diarylquinoline TMC207 for multidrug-resistant tuberculosis. N Engl J Med. 2009 Jun
4;360(23):2397-405
Andries K, Verhasselt P, Guillemont J, Gohlmann HW, Neefs JM, Winkler H, et al. A diarylquinoline drug active on the ATP synthase of Mycobacterium tuberculosis. Science. 2005
Jan 14;307(5707):223-7.
WHO. The use of bedaquiline in the treatment of multidrug resistant tuberculosis. In: Report EGM, ed. 2013.
Andries K, Villellas C, Coeck N, Thys K, Gevers T, Vranckx L, et al. Acquired Resistance of Mycobacterium tuberculosis to Bedaquiline. PloS one. 2014;9(7):e102135.
Xavier AS, Lakshmanan M. Delamanid: A new armor in combating drug-resistant tuberculosis. Journal of Pharmacology & Pharmacotherapeutics. 2014 Jul-Sep;5(3):222-4
WHO. The shorter MDR-TB regimen (Internet): WHO Press; 2016 [23 June 2016]. Available from: www.who.int/tb/Short_MDR_regimen_factsheet.pdf.
Hartkoorn RC, Uplekar S, Cole ST. Cross-Resistance between Clofazimine and Bedaquiline through Upregulation of MmpL5 in Mycobacterium tuberculosis. Antimicrobial Agents
and Chemotherapy. 2014;58(5):2979-81.
Huitric E, Verhasselt P, Koul A, Andries K, Hoffner S, Andersson DI. Rates and mechanisms of resistance development in Mycobacterium tuberculosis to a novel diarylquinoline
ATP synthase inhibitor. Antimicrob Agents Chemother. 2010;54(3):1022-8.
Petrella S, Cambau E, Chauffour A, Andries K, Jarlier V, Sougakoff W. Genetic basis for natural and acquired resistance to the diarylquinoline R207910 in mycobacteria. Antimicrob
Agents Chemother. 2006;50(8):2853-6.
Zhang S, Chen J, Cui P, Shi W, Zhang W, Zhang Y. Identification of novel mutations associated with clofazimine resistance in Mycobacterium tuberculosis. J Antimicrob Chemother.
2015;70(9):2507-10.
Zhang S, Chen J, Cui P, Shi W, Shi X, Niu H, et al. Mycobacterium tuberculosis Mutations Associated with Reduced Susceptibility to Linezolid. Antimicrob Agents Chemother.
2016;60(4):2542-4.
Lee M, Lee J, Carroll MW, Choi H, Min S, Song T, et al. Linezolid for treatment of chronic extensively drug-resistant tuberculosis. N Engl J Med. 2012;367(16):1508-18.
Balasubramanian V, Solapure S, Iyer H, Ghosh A, Sharma S, Kaur P, et al. Bactericidal activity and mechanism of action of AZD5847, a novel oxazolidinone for treatment of
tuberculosis. Antimicrob Agents Chemother. 2014;58(1):495-502.
McNeil MB, Dennison DD, Shelton CD, Parish T. In Vitro Isolation and Characterization of Oxazolidinone-Resistant Mycobacterium tuberculosis. Antimicrob Agents Chemother.
2017;61(10).
Richter E, Rusch-Gerdes S, Hillemann D. First linezolid-resistant clinical isolates of Mycobacterium tuberculosis. Antimicrob Agents Chemother. 2007;51(4):1534-6.
Hillemann D, Rusch-Gerdes S, Richter E. In vitro-selected linezolid-resistant Mycobacterium tuberculosis mutants. Antimicrob Agents Chemother. 2008;52(2):800-1.
Somoskovi A, Bruderer V, Homke R, Bloemberg GV, Bottger EC. A mutation associated with clofazimine and bedaquiline cross-resistance in MDR-TB following bedaquiline
treatment. Eur Respir J. 2015;45(2):554-7.
Hoffmann H, Kohl TA, Hofmann-Thiel S, Merker M, Beckert P, Jaton K, et al. Delamanid and Bedaquiline Resistance in Mycobacterium tuberculosis Ancestral Beijing Genotype
Causing Extensively Drug-Resistant Tuberculosis in a Tibetan Refugee. Am J Respir Crit Care Med. 2016;193(3):337-40.
Xu J, Wang B, Hu M, Huo F, Guo S, Jing W, et al. Primary Clofazimine and Bedaquiline Resistance among Isolates from Patients with Multidrug-Resistant Tuberculosis. Antimicrob
Agents Chemother. 2017;61(6).
Villellas C, Coeck N, Meehan CJ, Lounis N, de Jong B, Rigouts L, et al. Unexpected high prevalence of resistance-associated Rv0678 variants in MDR-TB patients without
documented prior use of clofazimine or bedaquiline. J Antimicrob Chemother. 2017;72(3):684-90.
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THANK YOU
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Acquired Resistance of Mycobacterium tuberculosis to Bedaquiline
Koen Andries, Cristina Villellas, Nele Coeck, Anil Koul et al.
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Mutants obtained through serial passaging approach. MIC values determined using MGIT 960 SYSTEM. RAVs identified with WGS.
Drug
mutant
ATCC
strain
Pre-
induction
MIC
(µg/ml)
No. of
passages
Confirmation of resistance in putative mutants
Post- induction
MIC
(µg/ml)
RAVs ∆ NT ∆ AA
BDQ
WT 1 5 >8 atpE G187C Ala63Pro
INHR 1 5 >8atpE A83G Asp28Gly
rv0678 T461C Leu154Pro
KANR 1 5 >8atpE A83C Asp28Ala
rv0678 201_206del Ser68_Thr69del
PZAR 1 5 >8atpE A83G Asp28Gly
atpE G183T Glu61Asp
RIFR 0.5 5 >8atpE A83G Asp28Gly
rv0678 A63T Glu21Asp
CFZ
WT 0.5 5 4mmpl5 T2303G Leu768Trp
rv0678 G74A Gly25Asp
INHR 0.5 5 >4 rv0678 T131C Leu44Pro
KANR 0.5 5 4 rv0678 T407C Leu136Pro
PZAR 1 5 >4 rv0678 C204A Ser68Arg
RIFR 0.5 5 4 rv0678 T131C Leu44Pro
LZD
WT 1 2 2 Not available
INHR 2 6 >8rplC T460C Cys154Arg
rplV 529_543del Lys181_Lys185del
KANR 1 6 8 rplC T460C Cys154Arg
PZAR 2 6 >8 rplC T460C Cys154Arg
RIFR 1 6 8 rplC T460C Cys154Arg20 19
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ATCC Strain Approach Drug mutant
Pre-induction/
selection MIC
(µg/ml)
Post-induction/
selection MIC
(µg/ml)
RAVs ∆NT ∆AA
WT Serial Passage BDQ 1 >8 atpE G187C Ala63Pro
PZAR Serial Passage BDQ 1 >8atpE A83G Asp28Gly
atpE G183T Glu61Asp
WT Spontaneous BDQ 1 >8 atpE A83T Asp28Val
PZAR Spontaneous BDQ 1 4 rv0678 C403G Arg135Gly
PZAR Spontaneous BDQ 1 8 atpE A83G Asp28Gly
PZAR Spontaneous BDQ 1 >8 atpE G187C Ala63Pro
WT Serial Passage CFZ 0.5 4Mmpl5 T2303G Leu768Trp
Rv0678 G74A Gly25Asp
PZAR Serial Passage CFZ 1 >4 rv0678 C204A Ser68Arg
PZAR Spontaneous CFZ 1 1 rv0678 T407C Leu136Pro
PZAR Spontaneous CFZ 1 2 Rv0678 C214T Arg72Trp
PZAR Spontaneous CFZ 1 4 Rv0678 A97G Thr33Ala
WT Spontaneous CFZ 0.5 2 rv0678 193delG Ile67fs
WT Spontaneous CFZ 0.5 4 rv0678 193delG Ile67fs
WT Spontaneous CFZ 0.5 4 rv0678A65T Gln22Leu
G61A Gly21Lys
WT Serial Passage LZD 1 2 NOT AVAILABLE
PZAR Serial Passage LZD 2 >8 rplC T460C Cys154Arg
WT Spontaneous LZD 1 >8 rplC T460C Cys154Arg
WT Spontaneous LZD 1 >8 rplC T460C Cys154Arg
PZAR Spontaneous LZD 2 4 rrl G2270C -
PZAR Spontaneous LZD 2 4 rrl A2810C -
PZAR Spontaneous LZD 2 8b rplC T460C Cys154Arg
PZAR Spontaneous LZD 2 >8c rplC T460C Cys154Arg
Comparison of RAV between mutants from both approaches and to literature
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Literature highlights
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