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Highly Discriminatory 
Diagnostic Primer Design 
From Whole Genome Data 
Leighton Pritchard1;3;4, Sonia Humphris2;3, Nicola Holden2;3;4 and Ian Toth2;3;4 
1Information and Computational Sciences, 
2Cellular and Molecular Sciences, 
3Centre for Human and Animal Pathogens in the Environment, 
4Dundee Eector Consortium, 
The James Hutton Institute, Invergowrie, Dundee, Scotland, DD2 5DA
Table of Contents 
Introduction 
The Insidious Dickeya Menace 
Primer Design 
Standard qPCR Primer Design 
qPCR Primer Design From Whole Genomes 
Results 
Dickeya Diagnostic Primer Performance 
E. coli Diagnostic Primer Performance 
Primer Design Software 
Acknowledgements 
Without Whom. . .
Dickeya spp. 
 Dickeya spp.1 are virulent enterobacterial soft-rotting 
pathogens of ornamental and crop plants 
 Eight species now assigned. 
 Quarantine organism (zero tolerance in Scotland) 
1 
formerly Erwinia chrysanthemi
Dickeya on crops and ornamentals 
2 3 
2 
Landesanst. f. P
anzenbau und P
anzenschutz, Mainz Archive 
3 
Florida Division of Plant Industry Archive
Dickeya spp. are a threat in Europe 
 D. dianthicola is established across Europe 
 D. solani is an emerging, encroaching threat
Why Dickeya qPCR diagnostics? 
 To legislate for, or quarantine contaminated materials, one 
has to be able to identify the pathogen 
 qPCR is still cheaper, quicker and easier than bacterial 
genome sequencing (for now, anyway. . . ) 
 No qPCR primers existed to distinguish among Dickeya spp. 
 Having sequenced 25 Dickeya isolates, we were approached to 
develop diagnostic primers at the species/isolate level
Table of Contents 
Introduction 
The Insidious Dickeya Menace 
Primer Design 
Standard qPCR Primer Design 
qPCR Primer Design From Whole Genomes 
Results 
Dickeya Diagnostic Primer Performance 
E. coli Diagnostic Primer Performance 
Primer Design Software 
Acknowledgements 
Without Whom. . .
qPCR In a Nutshell
Standard qPCR Primer Design 
The goal is to identify a region to be ampli
ed that is: 
 suciently similar in all target organisms to be ampli
ed by 
your primer/oligo set 
 suciently dierent (or absent) in all o-target organisms 
that it is not ampli
ed by your primer/oligo set 
This is harder to do manually, the more similar the target and 
o-target organisms 
Frequent choices: 
 intergenic transcribed spacers (ITS) 
 ribosomal DNA 
 housekeeping or virulence genes
qPCR Primer Design Problems 
 Which permutation of 
protocol choice? 
 Is ampli
ed region 
diagnostic? 
 Are primers/oligos speci
c 
in a sample? 
 Are primers/oligos ecient 
across positives (SNPs)?
A Brute Force Approach 
1. Design large numbers of primers to (draft) genomes from the 
target groups 
2. Test cross-hybridisation of primer sets in silico against target 
and o-target groups 
3. Screen primers against broader set of o-target sequences 
4. Classify primer sets according to in silico speci
city 
5. Evaluate speci
city against unseen panel of target/o-target 
organisms
qPCR Primer Design: 1 
1. If needed, convert drafts to (pseudo)chromosomes and 
identify CDS 
2. De
ne target and related o-target groups 
3. De
ne classes within target groups 
targets 
o-targets 
classication 
V 
IV 
III 
II 
I 
genomes
qPCR Primer Design: 2 
1. Bulk predict primer sets on all chromosomes (Primer3) 
2. Design only thermodynamically plausible primers 
3. Over 1000 primer sets per chromosome 
targets 
o-targets 
classication 
V 
IV 
III 
II 
I 
genomes

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Highly Discriminatory Diagnostic Primer Design From Whole Genome Data

  • 1. Highly Discriminatory Diagnostic Primer Design From Whole Genome Data Leighton Pritchard1;3;4, Sonia Humphris2;3, Nicola Holden2;3;4 and Ian Toth2;3;4 1Information and Computational Sciences, 2Cellular and Molecular Sciences, 3Centre for Human and Animal Pathogens in the Environment, 4Dundee Eector Consortium, The James Hutton Institute, Invergowrie, Dundee, Scotland, DD2 5DA
  • 2. Table of Contents Introduction The Insidious Dickeya Menace Primer Design Standard qPCR Primer Design qPCR Primer Design From Whole Genomes Results Dickeya Diagnostic Primer Performance E. coli Diagnostic Primer Performance Primer Design Software Acknowledgements Without Whom. . .
  • 3. Dickeya spp. Dickeya spp.1 are virulent enterobacterial soft-rotting pathogens of ornamental and crop plants Eight species now assigned. Quarantine organism (zero tolerance in Scotland) 1 formerly Erwinia chrysanthemi
  • 4. Dickeya on crops and ornamentals 2 3 2 Landesanst. f. P anzenbau und P anzenschutz, Mainz Archive 3 Florida Division of Plant Industry Archive
  • 5. Dickeya spp. are a threat in Europe D. dianthicola is established across Europe D. solani is an emerging, encroaching threat
  • 6. Why Dickeya qPCR diagnostics? To legislate for, or quarantine contaminated materials, one has to be able to identify the pathogen qPCR is still cheaper, quicker and easier than bacterial genome sequencing (for now, anyway. . . ) No qPCR primers existed to distinguish among Dickeya spp. Having sequenced 25 Dickeya isolates, we were approached to develop diagnostic primers at the species/isolate level
  • 7. Table of Contents Introduction The Insidious Dickeya Menace Primer Design Standard qPCR Primer Design qPCR Primer Design From Whole Genomes Results Dickeya Diagnostic Primer Performance E. coli Diagnostic Primer Performance Primer Design Software Acknowledgements Without Whom. . .
  • 8. qPCR In a Nutshell
  • 9. Standard qPCR Primer Design The goal is to identify a region to be ampli
  • 10. ed that is: suciently similar in all target organisms to be ampli
  • 11. ed by your primer/oligo set suciently dierent (or absent) in all o-target organisms that it is not ampli
  • 12. ed by your primer/oligo set This is harder to do manually, the more similar the target and o-target organisms Frequent choices: intergenic transcribed spacers (ITS) ribosomal DNA housekeeping or virulence genes
  • 13. qPCR Primer Design Problems Which permutation of protocol choice? Is ampli
  • 14. ed region diagnostic? Are primers/oligos speci
  • 15. c in a sample? Are primers/oligos ecient across positives (SNPs)?
  • 16. A Brute Force Approach 1. Design large numbers of primers to (draft) genomes from the target groups 2. Test cross-hybridisation of primer sets in silico against target and o-target groups 3. Screen primers against broader set of o-target sequences 4. Classify primer sets according to in silico speci
  • 18. city against unseen panel of target/o-target organisms
  • 19. qPCR Primer Design: 1 1. If needed, convert drafts to (pseudo)chromosomes and identify CDS 2. De
  • 20. ne target and related o-target groups 3. De
  • 21. ne classes within target groups targets o-targets classication V IV III II I genomes
  • 22. qPCR Primer Design: 2 1. Bulk predict primer sets on all chromosomes (Primer3) 2. Design only thermodynamically plausible primers 3. Over 1000 primer sets per chromosome targets o-targets classication V IV III II I genomes
  • 23. qPCR Primer Design: 3 1. Predict cross-ampli
  • 24. cation in silico (primersearch) 2. Classify primers by cross-ampli
  • 26. le 3. Additional screen against o-target database (BLAST) targets o-targets classication V IV III II I genomes I II III IV V
  • 27. qPCR Primer Design: 4 1. Select diagnostic primer sets 2. Evaluate in vitro against panel of previously unseen isolates of known class 3. Report performance metrics targets classication o-targets V IV III II I primer sets validation gels I II III IV V III IV V +ve -ve III IV V +ve -ve III IV V +ve -ve III IV V +ve -ve II V I III
  • 28. Table of Contents Introduction The Insidious Dickeya Menace Primer Design Standard qPCR Primer Design qPCR Primer Design From Whole Genomes Results Dickeya Diagnostic Primer Performance E. coli Diagnostic Primer Performance Primer Design Software Acknowledgements Without Whom. . .
  • 29. Dickeya primer evaluation Primers designed to 29 sequenced Dickeya isolates Evaluated against panel of 70 unseen isolates 100% sensitivity; 0-4% FDR 4 4 Pritchard et al. (2013) Plant Path. 62: 587-596. doi:10.1111/j.1365-3059.2012.02678.x
  • 30. E. coli diagnostic primers Summer 2011, E. coli EHEC O104:H4 outbreak Unprecedented scale: 3950 aected, 53 deaths Rapid production of sequence data, crowd-sourcing5 6 5 https://github.com/ehec-outbreak-crowdsourced/BGI-data-analysis/wiki 6 Kwan et al. (2011) http://precedings.nature.com/documents/6663/version/1
  • 31. E. coli primer evaluation Primers designed to nine crowdsourced draft outbreak E. coli O104:H4 assemblies 21 clinical outbreak, 32 HUSEC/EPEC isolates Combined primers speci
  • 32. c at sub-serotype level 100% sensitivity, 9-22% FDR for individual primers; 100% speci
  • 33. city and sensitivity for paired primers 7 7 Pritchard et al. (2012) PLoS One 7: e34498. doi:10.1371/journal.pone.0034498
  • 34. find differential primers.py Software freely available at GitHub8 Installs as Python script, takes con
  • 35. g
  • 36. le, and runs from command-line (or Makefile) 8 https://github.com/widdowquinn/find_differential_primers
  • 37. Table of Contents Introduction The Insidious Dickeya Menace Primer Design Standard qPCR Primer Design qPCR Primer Design From Whole Genomes Results Dickeya Diagnostic Primer Performance E. coli Diagnostic Primer Performance Primer Design Software Acknowledgements Without Whom. . .
  • 38. Acknowledgements James Hutton Institute Nicola Holden Sonia Humphris Ian Toth Emma Campbell GitHub Benjamin Leopold Michael Robeson FERA Valerie Bertrand John Elphinstone Neil Parkinson SASA Gerry Saddler University of Munster Martina Bielaszewska Helge Karch