Date post: | 22-Feb-2017 |
Category: |
Science |
Upload: | phelim-bradley |
View: | 446 times |
Download: | 1 times |
PowerPoint Presentation
Mykrobe predictor A desktop application identifying species and antibiotic resistance from S. aureus and M. tuberculosis raw genome sequence data.
Phelim Bradley [email protected] Iqbal [email protected]
Wellcome Trust Centre for Human Genetics
1
Mykrobe predictor:WGS to perform susceptibility testing
Implemented:Developed general framework for AMR resistance prediction from WGSSpecific implementations for S. aureus and M. tuberculosis.
Bradley et al (in press.)
2
Drag and drop demo
3
Drag and drop demo
4
Mykrobe predictor is as sensitive and specific as Disc and Phoenix for S. aureus DST .
We achieved an overall sensitivity 99.1% and 99.6% specificity across 12 antibiotics in S. aureus.
FN predict S truth R
FP predict R truth S
5
WGS could increase speed of DST
S. aureus timeline
6
WGS could increase speed of DSTM. tuberculosis timeline
7
Future advances may decrease required culture timesCan we also be robust to decreased culture times?
SequencingCulture
Mykrobe
8
Future advances may decrease required culture timesCan we also be robust to decreased culture times?
SequencingCulture
Mykrobe
9
"Staphylococcus aureus": "169","Coagulase-Negative Staphylococcus": "4
"mecA" : "median_cov": 6,"tetL" : "median_cov": 149" METH -> S TET -> RResistotyping in the context of contaminates can reduce false positives.
10
Minor calls improve sensitivity to 2nd line TB drugs
11
The Future: A sequencer in your USB stick?
PENRERYRCIPRMETHRFUSSCLINR
TETSRIFSGENRMUPSTRIMRVANS
12
Mykrobe predictor is ready for :WindowsMacLinux
Will be tested in 3 UK hospitals in 2015/2016
Mykrobe predictor
Try it out! - you can download it now. mykrobe.com
13
AcknowledgmentsZam Iqbal
Simon Heys, Bill HuangClaire Gordon, Tim Walker, Tim Peto, Sarah Walker, Louise Pankhurst, Antonina Votintseva, Derrick CrookMariateresa deCesare, David Buck, Gil McVean.Stefan Niemann, E Grace Smith, Nazir Ismail, Roland Diel, Shaheed Omar
14
[email protected] [email protected] @phelimb @ZaminIqbal Thanks for listening.
http://mykrobe.com
15
M. Predictor can accurately determine target species. Speciation was tuned to be as sensitive and specific to target species. Sensitivity and specificity to detect S. Aureus -100%, 98.5%Sensitivity and specificity to detect MTBC - 100%,100%
Mykrobe and SeqSphere
Mykrobe and KvarQ
Mykrobe (Sa)SeqSphere (Sa)Mykrobe (Mtb)KvarQ (Mtb)
RAM100Mb8Gb100Mb30Mb
Time/sample on laptop1.5 mins -2.75 mins40 mins
Time/sample on server44 sec19 mins47s23 mins
CPU time (Mtb validation set)--1 day30 days
CPU time (Sa validation set)5.8 hours6.2 days--
Speciation of clinical samplesYesNoYesNo (MTBC only)