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Pandemic phylogenetics and reporting in 2020
Áine O’Toole
Rambaut Group
University of Edinburgh
200,001: A tree-space odyssey
Thank you!
28th January 2020
Early 2020 outbreak investigations
Royal Infirmary Edinburgh
Early 2020 outbreak investigations
Royal Infirmary Edinburgh
Genomes actionable information
Crucial for information to be fed back within a
time frame useful to public health
Defining lineages
Lineage
Intro to distinct geographic area
Lineage
Intro to distinct geographic area
Evidence of onward transmission
ASM.org | 13
pangolin
phylogenetic assignment of named global outbreak lineages
Representative guide tree
- 1 basal representative
- Maximise diversity
- All SNPs > 10% frequency
represented
- Minimise N content
Manually curated lineages
JT McCrone
pangolin 1.0
Maximum likelihood assignment
Emily Scher
pangolin 2.0
Machine Learning assignment AKA pangoLEARN
Train model:
- Multinomial logistic regression
- Decision tree
- Hierarchical logistic regression
Manually curated lineages
Anthony
Underwood
ASMNGS20
TALK!
328,965
unique sequences
assigned
Early 2020 outbreak investigations
B.1.5
B.1.47
B.1
B.1.1
B.2.1
Rebecca Dewar
Early 2020 outbreak investigations
B.1.5
B.1.47
B.1
B.1.1
B.2.1
Rebecca Dewar
Phylogenetics of SARS-CoV-2 in DRC
Placide Mbala
Summary information about what
lineages were circulating in DRC
Pulled out local trees, ruled out linkage
Early 2020 surveillance
Placide Mbala
Downloading from GISAID
QC filters
Downsampling non DRC
Masking UTRs
Run pangolin
Alignment
Tree building w sensible outgroup
Annotated tree with location
Parsimony reconstruct ancestral states
Introductions- manual and with parsimony
for upper bound
Phylogenetics of SARS-CoV-2 in DRC
Early 2020 surveillance
Not real time
This same analysis could be
done locally and quickly with
the right tools
Placide Mbala
Early 2020 surveillance
Phylogenetics of SARS-CoV-2 in DRC
126 countries with SARS-CoV-2 genome sequences
C llec i Da e
bmi i n
20 , 4
1 1 33 1,175
,6
15,617
35,6 3
57,450
75,551
3,0 0
131,417
24-D
EC
31-D
EC
31-JA
29-FEB
31-
A
30-A
31-
A
30-J
31-J
L
31-A
G
30-
E
20-
209k
How do you get
useful information
out of >200,000
sequences?
Downsampling
Big tree modelDownsampling
Big tree model
Flexible
Best-practice
Central resources
No time lag
Big tree model
Virus phylogenetics:
SARS-CoV-2 Best-practices
Virus phylogenetics
Low quality/ missing data
Homoplasies
Heuristic searching
Virus phylogenetics
Low quality/ missing data
Homoplasies
Heuristic searching
True tree
Virus phylogenetics
SARS-CoV-2 lack of diversity
Foregone bootstrapping
34
Figure by Andrew Rambaut
SARS-CoV-2 &
bat/Yunnan/RaTG13
Pro:
Ancestral viruses
Ben Jackson
Local
sequencing
centres
Local
bioinformatics
Local metadata/
patient linkage
Local
sequencing
centres
Local
bioinformatics
Local metadata/
patient linkage
Majora
Sam Nicholls
ASMNGS
TALK!
Local
sequencing
centres
Local
bioinformatics
Local metadata/
patient linkage
Majora
Sam Nicholls
Grapevine
Ben Jackson
Rachel Colquhoun
C llec i Da e
bmi i n
20 , 1
1 1 33 1,175
,6
15,617
35,6 3
57,450
75,551
3,0 0
131,417
24-D
EC
31-D
EC
31-JA
29-FEB
31-
A
30-A
31-
A
30-J
31-J
31-A
G
30-
E
17-
204kMany
Grapevine
D614G
A222V
Y453F
cogconsortium.uk
24hr
ASM.org | 47
civet
cluster investigation & virus epidemiology tool
civet
cluster investigation & virus epidemiology tool
Verity Hill
Ben Jackson
Local trees
Clustering in space
Clustering in time
Spatial context
Stefan Rooke
snipit
63
civet –fm country=DRC
Placide Mbala
Phylogenetics of SARS-CoV-2 in DRC
Summary of each local tree
How many local subtrees
Lineage assignment & summarize SNPs
64
civet –fm country=DRC
Placide Mbala
Phylogenetics of SARS-CoV-2 in DRC
Summary of each local tree
How many local subtrees
Lineage assignment & summarize SNPs
llama: local lineage & monophyly assessment
ASM.org | 66
polecat
phylogenetic overview & local epidemiological cluster analysis tool
Andrew Rambaut
polecat
phylogenetic overview & local epidemiological cluster analysis tool
Andrew Rambaut
polecat
phylogenetic overview & local epidemiological cluster analysis tool
Summary statistics:
- Recency
- Growth rate
- Age
- Location count
… and many more
stem
length
adm2
count
stem length
stem
length
adm2
count
stem length
Growth rate
cog-uk.github.io/polecat
cog-uk.github.io/polecat
cog-uk.github.io/polecat
JT McCrone
cog-uk.github.io/polecat
cog-uk.github.io/polecat
cogconsortium.uk
24hr
University of Edinburgh
Andrew Rambaut
Verity Hill
JT McCrone
Ben Jackson
Rachel Colquhoun
Emily Scher
Stefan Rooke
Shawn Yu
Thank you!

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