16. Genome sequencing to control bacterial infections Flashcards
(71 cards)
What is the current method of bacterial infection diagnosis?
Culture and observation based methods
How does culture based diagnosis of bacterial infection work?
- Collect a patient sample: Blood or urine.
- Grow the sample on selective media to select for specific bacteria.
- Then do phenotypic analysis using gram staining or more likely MALDI TOF.
- The bacteria is then identified.
- Then do antibiotic susceptibility testing on the bacteria which can take weeks.
How long does culture based diagnosis of bacterial infections take?
- 48-72 hours.
- Long for slower growing bacteria
What can be added onto the end of culture-based diagnosis of bacterial infections?
- Molecular typing of the bacteria
- This is done for surveillance or tracking in outbreaks.
What is AST?
Antibiotic susceptibility testing
How could Whole Genome Sequencing be used to diagnose bacterial infections?
- Collect the sample: blood or urine.
- Culture and give a culture based diagnosis
- then extract the DNA and sequence it
- Do whole genome computational analysis
- diagnosis takes about 1-12 hours from DNA extraction
- Can use the sequence to identify the bacteria, predict resistance and doing molecular tracking
What databases could WGS be compared to for bacterial diagnosis?
- Databases that contain all previously sequenced bacteria.
- They can contain sequence metadata.
- They can also compare the genome to all known AMR genes
What are the advantages of using sequence databases in WGS for diagnosis of bacterial infections?
- The databases and information is shared nationally and internationally.
- This is important for molecular tracking.
- This includes tracking outbreaks like COVID-19.
What information can WGS for bacterial diagnosis provide?
- Identity of the species
- The relatedness of the strains/infections.
- The resistance genes present
- The virulence genes present
Why is knowing the relatedness of infections important?
- It is important for outbreak control and molecular tracking.
Why is knowing the presence of specific virulence factors important in infection?
- They can determine the outcome of infection.
- They can determine what treatment is given.
- Eg TSST in S. aureus (only present in about 4% of isolates)
What are the benefits of using WGS in bacterial diagnosis?
- WGS comparisons of bacteria have the highest possible discriminatory power.
- WGS can be used to show the presence of AMR genes and pathogenicity genes.
- Metagenomic next-generation sequencing allows for culture-free identification of a range of pathogens in mixed samples.
Why does WGS have a very high discriminatory power?
- It is directly comparing the genome.
- This means it can detect differences of 1 nucleotide.
- Different SNPs and what they mean can be identified.
How can WGS be used to detect the presence of AMR or pathogenicity genes?
- By using targeted Next-Generation Sequencing.
- It uses data from whole genome sequencing and the antibiotic resistome of a bacterial pathogen.
- This is fed into a machine learning algorithm.
- This can then predict the antimicrobial susceptibility of a pathogen on par with routine culture-based approaches.
What can metagenomic next-generation sequencing be used to do?
- Culture free identification of a range of pathogens in complex polymicrobial samples.
- These samples could be clinical or environmental.
- It is hypothesis free so it is searching for any and all possible pathogens.
- It could be useful for detecting rare pathogens or pathogens that are difficult to culture.
What are the benefits of WGS compared to culture based methods for bacterial diagnosis?
- WGS is much quicker.
- It is more accurate
- It provides more information about the pathogen.
What is the potential steps in WGS sequencing for bacterial diagnosis?
- Extract the DNA and sequence.
- Bioinformatic analysis
- AMR gene detection
- Give the correct antibiotics
- Use to monitor outbreaks
What is Staphylococcus aureus?
- A gram-positive opportunistic pathogen.
- Causes a huge health and economic burden.
- Multidrug resistant
- Colonises the human nasopharynx and the intestine.
- Colonisation is a risk factor for disease.
- The 1st S. aureus genome sequenced in 2001. It took 5 years and millions of dollars
How was WGS tested experimentally for AMR detection in S. aureus?
- 501 S. aureus isolates were sequenced.
- Then interrogated using BLASTn to find known resistance genes within the sequence.
- Resistance to 12 commonly used antimicrobial agents carried on either the chromosome or plasmid.
- These results were then compared to the results of traditional culture-based AST.
How accurate is WGS for S. aureus AMR detection experimentally?
- 87% of the genome sequenced prediction were accurate to the AST results.
- This is good however it needs to be optimised for the incorrect 13%.
How was the WGS for S. aureus AMR detection improved during the study?
- For the 13% of isolates that didn’t match the AST they were tested again.
- The assays were repeated and their genome sequences manually gone through.
- The biggest error was that WGS predicted susceptibility to penicillin, but AST showed it was resistant.
Why is low coverage a problem when using WGS for AMR detection?
- It can show isolates as susceptible to penicillin or others when they are resistant.
- The S. aureus isolates were reported as susceptible as no BlaZ gene was detected in bioinformatic analysis.
- This was because the BlaZ gene was missed due to low coverage and its small sequence contigs.
- If you have low coverage of a gene, you cannot be sure of its identity and confirm its presence/
- This then requires resequencing or manually going through the sequences to confirm the presence of the gene.
What does low coverage mean?
- In optimal sequences each ~1000bp will be sequenced 30-50 times so you can be sure what the bases/gene you think it is.
- For low coverage sequences you get like 5-10 reads for that gene.
- This means you cannot be sure what that gene is.
- In S. aureus areas of low coverage have higher CG content.