Adaptation and immune escape of SARS-CoV-2
Richard Neher @ MCID
Pathogen evolution
Epidemiology
Immunology
MCID – 2023-06-29
Alpha
Delta
Omicron
BA.1
BA.2
BA.5
Waves and variants from the past 3 years
covariants.org
MCID – 2023-06-29
Tracking spread and change of SARS-CoV-2
covariants.org
MCID – 2023-06-29
Ancestral Alpha Beta Delta Omicron
Ancestral
Alpha
Beta
Delta
Omicron
❌
✅
MCID – 2023-06-29
Early 2020: Little population immunity, selection for transmissibility
Outbreak in Europe rapidly dominated by more transmissible D614G variants
MCID – 2023-06-29
December 2020: Variants of Concern
Hill et al, 2022
Alpha
By Christian Althaus
MCID – 2023-06-29
2021: Delta – global dominance
MCID – 2023-06-29
Seroprevalence: by end of 2021 most people had immunity
November 2021: Omicron
Omicron
Delta
Alpha
2019 origin
COG-UK
MCID – 2023-06-29
Emergence of VOCs: probably chronic infections
stepwise and gradual
Chaguza et al, 2023
MCID – 2023-06-29
2022 and ongoing: Variant soup
BA.1
BA.2
BQ.1
BA.4/5
XBB
BA.2.75
Cao et al, 2022
MCID – 2023-06-29
From waves to more continuous circulation
Hospitalization numbers in England (via Our World in Data)
MCID – 2023-06-29
Influenza subtype dynamics
Influenza subtype dynamics in 2009
Pandemic to endemic: example influenza
Influenza surface proteins change rapidly – similar to SARS-CoV-2
Variabilitaet
SARS-CoV-2 vaccine strains
X
X
X
X
ancestral vaccine
2022 boosters
Fall 2023 vaccine
What can we do with 15 million genomes?
MCID – 2023-06-29
Site specific mutation rates and fitness landscapes
4-fold synonymous position
non-synonymous position
MCID – 2023-06-29
Mutation rates and their clade dependence
MCID – 2023-06-29
Mutation rates and their background dependence
MCID – 2023-06-29
MCID – 2023-06-29
Interactive plots:��jbloomlab.github.io/SARS2-mut-fitness/
MCID – 2023-06-29
Example: Fitness costs of mutations in the E protein
MCID – 2023-06-29
Acknowledgements
MCID – 2023-06-29