Trevor Bedford Profile picture
May 28, 2022 12 tweets 5 min read Read on X
We now have enough co-circulation of Omicron sub-lineages BA.4, BA.5 and BA.2.12.1 in the US to make an assessment of relative fitness between these viruses. 1/12
Pango lineages BA.4 and BA.5, corresponding to @nextstrain clades 22A and 22B, were first described in South Africa by @Tuliodna et al and possess key spike mutations L452R and F486V. 2/12
Initial spread of Pango lineage BA.2.12.1, corresponding to @nextstrain clade 22C, centered on New York and the Northeast, but has since spread more widely in the US and elsewhere. It possesses key spike mutation L452Q. 3/12
Previously, we could observe relative fitness based on frequency increase in South Africa of BA.4 and BA.5 and separately, relative fitness in the US of BA.2.12.1. But comparisons across geographies of frequency growth rate are not fully reliable. 4/12
Ideally, we want to compare frequency growth rate in the same geography. Focusing on the US, we see that BA.2.12.1 currently has a logistic growth rate of 0.05 per day, while BA.4 and BA.5 have logistic growth rates of 0.09 and 0.14 per day. 5/12
This suggests BA.4 and BA.5 are fitter than BA.2.12.1 as one might expect given the additional spike F486V mutation (plus mutations elsewhere in the genome), and that we expect BA.4 and BA.5 to continue to increase in frequency on the background of BA.2 and BA.2.12.1. 6/12
We can assess variant-specific Rt using method developed by @marlinfiggins (bedford.io/papers/figgins…), where we observe current Rt for BA.2.12.1 of ~1.0, compared to Rt of BA.4 of ~1.2 and BA.5 of ~1.5. 7/12
This along with current frequency of BA.2.12.1 indicates that rise in current case counts can be at least in part attributed to BA.2.12.1 epidemic and we additionally see growing epidemics of BA.4 and BA.5 in absolute case counts. 8/12
This pattern is mirrored across other countries where we see growing epidemics of BA.2.12.1, BA.4 and BA.5, particularly in Portugal where BA.5 got an early start and is beginning to push cases past BA.2 levels. 9/12
More detailed plotting of variant circulation across countries is viewable at github.com/blab/rt-from-f… and across states is viewable at github.com/blab/rt-from-f…. 10/12
There is a notable drop in neutralization titer against BA.4 and BA.5 viruses in boosted individuals and individuals with BA.1 breakthrough infections (figure from Qian Wang, David Ho and colleagues biorxiv.org/content/10.110…). 11/12
Thus, we expect at least some portion of the BA.4 / BA.5 epidemics to be driven by increased vaccine breakthrough and increased reinfection relative to current BA.2 circulation. 12/12

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More from @trvrb

Dec 5, 2022
Currently, the US is reporting about 54k daily cases of COVID-19 (16 per 100k per capita) and the UK is reporting about 4k (6 per 100k). This seems comfortingly low compared to even this summer's BA.5 wave and let alone last winter's BA.1 wave. Figure from @OurWorldInData. 1/16
However, at this point, nearly all infections will be in individuals with prior immunity from vaccination or infection and this combined with a roll back in testing makes it unclear how to interpret current case counts compared to previous time periods. 2/16
We're interested in the case detection rate or the ratio of underlying new infections compared to reported cases. Throughout much of 2020 and 2021, I had a working estimate of 1 infection in ~3.5 getting reported as a case. 3/16
Read 16 tweets
Aug 16, 2022
Largely through partial immune escape, lineage BA.5 viruses resulted in sizable epidemics throughout much of the world. However, in most countries these epidemics are now beginning to wind down. What do we expect after BA.5? 1/10
Lineage BA.2.75 (aka 'Centaurus') has been high on watch lists due to sustained increase in frequency in India combined with the presence of multiple mutations to spike protein. We now have enough sampled BA.2.75 viruses from outside India to make some initial conclusions. 2/10
If we look at frequency data we see sustained logistic growth of BA.2.75 in India, Japan, Singapore and the US. Critically, in India it is clearly displacing BA.5. 3/10
Read 10 tweets
Aug 3, 2022
Based on the experience in winter 2020/2021, seasonal influence on SARS-CoV-2 transmission is quite clear, but much of the Northern Hemisphere is currently experiencing large summer epidemics driven the spread of evolved BA.5 viruses. 1/11
It's necessarily fraught to try to make predictions of seasonal circulation patterns going forwards, but we can gain some intuition from simple epidemiological models. 2/11
In particular, we can use an SIRS system in which individuals go from Susceptible to Infected to Recovered, and then return to the Susceptible class due to immune waning / antigenic drift of the virus. 3/11
Read 12 tweets
Jul 20, 2022
There seems to be a worry that telling people we've exited the "pandemic phase" will lead to further reduced precautions. As always however, I think it's best not to conduct messaging for intended behavioral effect and just try to make scientifically accurate statements. 1/5
Given vaccination and infection, the US and global population now has widespread immunity to SARS-CoV-2 and deaths per-infection are about 10 times lower than they were pre-immunity in 2020 with a ballpark IFR of 0.05% (though this will vary by immunity and age demographics). 2/5
You can see this reduction in mortality rate in looking at projections of deaths from lagged-cases keyed to early case fatality rate. 3/5
Read 5 tweets
Jun 27, 2022
The @US_FDA VRBPAC committee will be meeting tomorrow to discuss variant-specific COVID-19 vaccines (fda.gov/advisory-commi…). Based on present observations, I would argue that the most important metric to optimize are titers against BA.4/BA.5 viruses. 1/10
We've seen repeated replacement of SARS-CoV-2 variants during 2022, first of Delta by Omicron BA.1 and then by sub-lineages of Omicron, with BA.2 replacing BA.1 and now with BA.4/BA.5 replacing BA.2. 2/10
Viruses have been evolving to be higher fitness through both increases in intrinsic transmissibility (seen in BA.2 vs BA.1) as well as escape from existing population immunity (seen in Omicron vs Delta as well as BA.4/BA.5 vs BA.2). 3/10
Read 10 tweets
Jun 3, 2022
Global monkeypox confirmed and suspected cases compiled by @globaldothealth show initial rapid increase as case-based surveillance comes online, followed by slower continued growth. 1/10
This is data from github.com/globaldothealt… and has had a 7-day smoothing applied and all y-axes are shown on a log scale. 2/10
If we focus on the last 11 days, we can see steady exponential growth in global cases with a ~7.7 day doubling. 3/10
Read 11 tweets

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