genomic epidemiology

molecular epidemiology using whole genome sequencing

source tracking

transmission chains

adaptation and genotype/phenotype links using GWAS

the emergence and spread of AMR

within hospitals

within the environment

pattern of transmission and phylogeography on global, national and local scales: how quickly is the strain spreading and to what degree are local variants genetically distinct from each other

identifying the date and location of clonal origin

when and where did the strain emerge?

how fast is it evolving (mutation rate)?

can we identify triggers leading to the emergence of a new virulent strain?

changes in resistance and virulence properties

reconstructing the genetic events leading to the phenotypic changes underlying increased risk to public health

the virulence/transmission trade-off is complex

not necessarily the case that pathogens evolve to become less virulent

what is molecular epidemiology useful for?

the advantages of whole genome sequencing for molecular epidemiology

patterns of transmission and phylogeography on global, national and local scales

how quickly is the strain spreading and to what degree are local variants genetically distinct from each other?

how much mixture of stains do we see in one location eg. hospital

identifying the date and location of clonal origin

when and where did a strain emerge?

how fast is it evolving (mutation rate)?

can we identify triggers leading to the emergence of a new virulent strain?

is there anything about the host population that might be naive or resistant to a particular strain?

changes in resistance and virulence properties

reconstructing the genetic events leading to the phenotypic changes underlying increased risk to public health

use all available evidence - whole genome data only shows so much of the story

conflict between what a strain IS and what its CAPABLE OF DOING

lots of characteristics that can create clusters, not evolutionary consistent but a method of taxonomy nonetheless

core genome

used to build the phylogeny, tell us about evolutionary relatedness

transmission dynamics

outbreak source

non core genome

accessory genome

what does it do

how does it transmit

is it resistant

phenotypic predictions based on the presence of virulence and resistance determinants

all other epidemiological and clinical metadata. abundance data.

examine an outbreak of tuberculosis in BC canada

used WGS, other molecular methods, contact tracing, social network analysis

found a link to a few users of crack cocaine - super spreaders

super spreader = single source responsible for a large number of cases

reproduction number (R0)

tells us something about how quickly a pathogen is liable to spread through a population

given we know the period of infectiousness

an average number so does not reveal anything about the pattern of spread

dispersal index is an important component of R0 (average number of infections one infected individual will cause

R0 = 3 may mean all infected individuals infect three other people

more likely most infected people infect 0 or 1 other people but a few super spreaders pass it on to many more

particular settings where there were super spreader events

asymptomatic carriage

Mary mallon - Irish born American cook who was possibly born carrying salmonella typhi

persisted in working as a cook, exposing others to the disease - was forcibly quanrantined

died after 30y in isolation

estimated to have infected at least 122 people including 5 dead

identification of high risk clones or variants of concern

the identification and surveillance of strains of increased danger to public health

may cause more serious disease (have heightened virulence)

may be more difficult to treat or prevent (eg. resistance to antibiotics or vaccine escape)

may be more transmissible (eg. through increased rate of replication, or through better colonisation of the host, or survival outside of the host, such as on surfaces)

zoonoses: animal -> human

anthroponoses: human -> animal

antigenic turnover

often seen for seasonal coronaviruses and flu

circulating viruses give rise to new variants that escape prior immunity against infection, immunity builds against these new variants, then these in turn spawn new variants

when infections evolve to escape immunity, we typically end up with an evolutionary tree that looks like a lopsided ladder as new variants sequentially replace their parent variant lineages

tend to emerge in australian winter and migrate to northern hemisphere for our winter - we get a bit of a heads up

the emergence of eMRSA-15 (ST22)

for bacteria, we can identify, for most key pathogenic species, particularly dangerous strains that have a high level of antibiotic resistance, or are highly virulent (high risk clones)

when one hiric replaces another it is called 'clonal' replacement

eMRSA-15 emerged in the uk, became the most rapidly spreading mrsa clone in europe

lots of strains are given st numbers - refers to legacy technique from before the capacity for wgs

MLST

st stands for sequence type and is derived from multi locus sequence typing (used prior to wgs)

based on the variation of multiple genes (typically 7)

genes chose typically encode core metabolic enzymes (housekeeping genes) as these are likely to be under stabilising selection

not used very much anymore

with advent of wgs you tend to group similar variations together in one strain

major spread in early 2000 almost completely down to ST22 strain

two different dynamics

local spreading within one hospital

longer distance transmission which creates more distinct strains

emerged in Birmingham area from a methicillin susceptible population of st22 by the acquisition of a type IVh SCCmec cassette

also acquired resistance to fluoroquinolones through two point mutations generating amino acid substitutions Ser8oPhe in topoisomerase IV (GrlA) and Ser84Leu in gyrase A (GyrA)

co-incident with the first preclinical trials of fluoroquinolones in the same place

acquired resistance to methicillin and then to fluoroquinolons (antibiotics given pre-surgery) - resistance to fq is probably what gave it such a high selective advantage

comet shaped phylogenetic tree = big explosion with tail of initial strain

high risk clones of mrsa - st239

at its peak the most common mrsa strain - accounts for 90% of mrsa cases in mainland Asia and is also very common in South America and eastern europe

multiply resistant (exhibits a large SCCmec element) and is only found within the hospital environment

relates to concept of fitness cost

see hospitals as an ecological niche, exposure to antibiotics, unique surfaces, routes of transmission through contact

bacteria adapt to the niche, mrsa is a massively adapted bacterium

mr is a massive gene that takes up a lot of the genome - lots of the consequences that come with it

like a suit of amour in a medieval battle - great for the setting but very impractical anywhere else

hence only being found in hospitals (specifically niche)

epidemiological and experimental evidence for increased virulence and transmissibility of ST239 within hospitals

wgs on a collection of 62 st239 isolates

42 from europe, north and South America, Asia, Australia 20 year temporal range

20 strains from a single hospital in northern Thailand collected over a single year

examine global spread and potential for local epidemiology

illustrates 2 concepts

how to measure mutation rate (and hence date of emergence) and

click to edit

of the 4310 sites exhibiting an SNP, 38 were homoplasmic, meaning they occurred independently on different lineages in the tree

conflict with the tree

tree is based on commonality of snps

things close on the tree are close bc they have more snps in common

homoplasy - same things happening independently on different branches

what's going on - the mutation is random, it doesn't care, but selection does

if a particular mutation confers a strong adaptive advantage and occurs independently, we're likely to see it at multiple points in the population

notably many of the homoplasic saps were inn genes involved in drug resistance, with 10 corresponding to mutations known to confer resistance

many homoplasmic mutations observed in the Sars-CoV2 genomes that have a role in immune evasion and/or increased transmissibility

Klebsiella pneumoniae

kp is a major cause of hospital acquired infections and neonatal sepsis

ha infections

can lead to pneumonia, wound, soft tissue and urinary tract infections

tend to be more resistant as exposed to abs as selective pressure

similar to e coli

community acquired infections

tends to be more virulent

can lead to pyogenic liver abscess, pneumonia, meningitis

causes commercially important livestock disease eg. bovine mastitis

commonly isolated from the guts of humans and other mammals, vertebrates and invertebrates, from soil and water, and plants

doesn't replicate great in water but can survive for a long time

ecological generalist

high priority AMR pathogen

AMR in Kp is typically plasmid borne

Kp can carry beta lactamases (broad and extended spectrum with lactamase inhibitors)

CTX-M

SHV

TEM

carbapenems among the last-line drugs used for enterobacteriaceae infections

most important mechanism of carbapenem resistance is the production of carbapenemase enzymes

kpc

ndm

vim

oxa-48

carbapenemase genes associated with a small number of widespread kp clones, mostly responsible for hospital-acquired infections

ST258/512

ST307

usually carried on plasmids

burden of carbapenem resistant k pneumoniae increased by a factor of 6-16 times in terms of number of infections and number of deaths, between 2007 -> 2015

virulence in the context of one health

key virulence genes of klebsiella spp.

gene clusters associated with heightened virulence

seems the more individual genes the strain has the more virulent it is

access to iron is critical for pathogenicity

yersiniabactin

aerobactin

salmochelin

colibactin (toxin)

the regulators of mucoid phenotype

rmpA

rmpA2

both up regulate capsule production

hypervirulent lineages contain all 4 siderophores plus rmpA and rmpA2 eg. CG23 in Kp

associated with community-acquired infection resulting in liver abscesses

the "EuScape" Study

epidemic of carbapenem-resistant klebsiella pneumoniae in europe is driven by nosocomial spread

analysed the genome sequences and epidemiological data of >1,700 K. pneumoniae samples isolated from patients in 244 hospitals in 32 countries over a 6 month period in 2014

477 of 682 (69.9%) carbapenemase-positive isolates are concentrated in four clonal lineages, sequence types 11, 15, 101, 258/512 and their derivatives

more highly resistant K pneumoniae are more likely to spread through the health-care network

carbapenemase-positive isolates have the highest transmissibility

over half of the hospitals that contributed carbapenemase-positive isolates probably experienced within-hospital transmission, and inter hospital spread is far moe frequent within, rather than between countries

oxo-48 plasmid - almost identical in each strain across many bacteria - conserved but doesn't seem to confer resistance

non resistant plasmid found in sampling nowhere near any carbapenem resistant outbreaks

could transfer easily into a bug

cryptic resistance gene - biding its time before it transfers and is able to confer resistance

susceptible isolates show no geographical structure

isolates from a single hospital are phylogenetically divergent

carbpenemase producing isolates show strong geographical structure, and tend to correspond to a single major clone within hospital or local region

one health: the intersection of human health, animal health and environmental health

combines human and veterinary medicine in response to zoonoses

one health and amr

mopping the floor with the tap wide open

fear is that hospital adapted clones will also adapt to life outside of hospitals

have to consider all strains emerging from places like wastewater treatment plants or evolving due to agricultural methods

one health priorithy research agenda for AMR

a joint initiative of the food and agriculture organisation of the un, the un environment programme, the world organisation for animal health, and WHO, collectively known as the quadripartite

a guide to one health AMR to help policymakers, researchers and a multidisciplinary scientific community work together to mitigate AMR within the one health approach

surveilllance

interventions

transmission

economics and policy

behavioural insights

accessible methodologies to identify sources and drivers of AMR between one health sectors

impact of infection prevention and control practices on mitigating AMR

how does AMR transmission across one health sectors in HICs vary from LICs/LMICs? and according to antibiotic/pathogen?

the one health confusogram

there are likely to be plenty of opportunities for bacteria/plasmids to transmit from one setting to another

is this flow impended by ecological barriers? that is, does local adaptation limit to the competitiveness of migrants entering a new setting or niche?

understanding which of these routes is the most important is key

not just opportunity, but capability and likelihood - ecological dimensions

eg. how much are bacteria found in pigs adapted to pigs vs. adapted to survival in humans

WHAT LIMITS TRANSMISSION BETWEEN DIFFERENT SETTINGS?

opportunity

the means by which bacteria can move from one compartment to another is limited. seems unlikely

ecology

different strains are adapted to specific niches, and they are unlikely to thrive or expand in the wrong niche

a key example of ecological adaptation is specialisation to different hosts

spillover refers to when a pathogen jumps from one host to another

the ecological and evolutionary dynamics are very complex, but have direct relevance to one health

host specialism

interactions between species

phylogenetic distance between host species

environmental factors

source host factors

recipient host factors

intermediate host factors

characteristics of the pathogens

clinically important kp clones are commonly isolated from a range of animals, for example, ST11 from poultry, ST15 from companion animals, ST23 from non-human primates and horses and ST25 from pigs

could be a single sporadic with no onward transmission and little risk

alternatively, inter host transmission might result in the bacteria spreading within the new host

greater levels of host specialism may reduce the chance of successful spillover

transmission opportunity, ecology, use of antibiotics. setting-specific drivers (eg. animal husbandry, wastewater treatment processes)

sporadic transmission/infection of environmental strains

cycling/enrichment of known high-risk AMR strains

emergence and spread of novel AMR strains in the environment (most esoteric risk)

how do we interpret data on the presence/absence of clinically important genes/strains in non clinical settings, with respect to risk, or the likelihood of these outcomes?

review of AMR and one health with a focus on carbapenemase producing genes

carbapenemase genes have been reported in the environment on almost every continent

current reservoirs

hospital and municipal wastewater

drinking water

natural waterways

sediments

recreational waters

companion animals

wildlife

agricultural environemnts

food animals

retail food products

ESBLs and the plasmid mediated AmpC gene in e coli

considering te contribution of various sources to asymptomatic carriage of these genes within the community

source attribution model on a large aggregated dataset on the prevalence of these genes in the Netherlands from 2005-2017

conclusion that two thirds of the cases of acquisition of these AMR genes by the community reflects spread from within the community itself - do not dismiss the contribution of other sources such as food, animal contact and the enivornemnt (particularly water)

without input from non human sources the rate of transmission (R0) would not be sufficiently high within the community for these genes to be maintained. this implies that it should in principle be possible to mitigate the seemingly inexorable spread of AMR genes

WGS to compare e coli isolates from human bloodstream infections in the UK with isolates collected from farms and the food chain in the east of the country

limited evidence of transmission of strains between animals and humans

limited evidence of the transfer of resistance genes between animals and humans

substantial evidence of clonal spread within single farms

however the livestock and human samples were not exact like fro like - they were sampled from different places at different times

no carbapenemase genes isolated outside of healthcare settings and very few in species other than k pneumoniae (isolates were not selected for resistance)

detecting transmission by phylogenetic/clustering analysis: example of cow to human transmission

are environmental and animal niches important in the transmission of st307 and other high risk clones of klebsiella

most acquisition by humans of klebsiella is derived from other humans

AMR AND VIRULENCE ARE CONVERGING IN K PNEUMONIAE

virulence and resistance genes in kp tend to be harboured on large conjugative incFIB or incFII plasmids

high risk clones have historically tended to be either resistant (hospital acquired) or virulent (community acquired)

many convergent clones have recently been described that combine both AMR and virulence traits

the majority of reports of convergence come from clinical settings in Asia, particularly china

convergence of virulent and resistance can arise through the presence of virulence and resistance plasmids in the same celll, or by the emergence of hybrid plasmids that carry both traits

is it the strains or the genes that matter - one health implications

whether for multi host bacteria such as s aueus, horizontally transferred genes follow the distribution of the bacterial cell that harbor them or create their own distribution

should we be considering the overlap in strains between different hosts or the overlap of specific genes? in this case antibiotic resistance and virulence genes

WIDESPREAD GENE SHARING BETWEEN BACTERIAL STRAINS COLONIZING DIFFERENT ANIMAL HOSTS

recombination can play a key role in host adaptation

GWAS describes a number of statistical approaches to identifying the genetic changes responsible for notable bacterial phenotypes

virulence

toxicity

adhesion

transmissibility

immune evasion

tissue specificity

antibiotic resistance

host specificity/adaptation

bottom up approach

starts with DNA sequence (genes) and tests the effect on the phenotype

top down approach

starts with phenotype and associates it with particular genomic elements

genotype can refer to any genetic change

snp in core genome

kmers

gene presence/absence in accessory genome

genome rearrangement

changes in gene expression

why have only two diseases been eradicated

smallpox

rindepest

how did rinderpest vaccination provide immunity against PPRV