Trevor Bedford Profile picture
Oct 11, 2021 9 tweets 4 min read Read on X
I realize this is rather late to the party, but I wanted to provide a look at the prospects of Mu variant virus. I believe we can conclude that Mu appears more transmissible than all circulating variants except for Delta, but Delta is substantially fitter than Mu. 1/9
If we look within Colombia, we see Mu becoming predominant around May 2021, outcompeting other endogenous South American variants Gamma and Lambda. However, recent sequencing suggests that Delta is successfully invading on this Mu background (nextstrain.org/ncov/gisaid/so…). 2/9 Image
In neighboring Ecuador, we see a heterogeneous mix of Alpha, Gamma, Iota, Lambda and Mu by June 2021. Delta has been successfully displacing most of this diversity since July 2021, while Mu has remained relatively stable (nextstrain.org/ncov/gisaid/so…). 3/9 Image
A more rigorous analysis of variant-specific Rt by @marlinfiggins that partitions @CDCgov case counts across states in the US by sequencing data from @GISAID shows that Mu was maintaining Rt > 1 in most states in July 2021 when Alpha, Beta and Gamma had dropped below 1. 4/9 Image
However, Rt of Delta is substantially greater than that of Mu and if we estimate variant-specific transmission advantage relative to ancestral non-variant viruses we see that Delta > Mu > other variant viruses. 5/9 Image
Here, each point is an estimate for a particular state analyzed independently, so that consistency of these estimates across states gives some degree of confidence in the results. 6/9
Model results by @ftzo et al (medrxiv.org/content/10.110…) show a similar pattern with Mu viruses assigned a higher fitness than non-Delta variants (nextstrain.org/ncov/gisaid/gl…). 7/9 Image
A couple broader thoughts here:
1. I still expect Delta to sweep through the global virus population.
2. Mu's estimated transmission advantage suggests that it would have spread widely had Delta not interfered
8/9
At this point, focus of genomic surveillance should be to identify sub-lineages of Delta bearing mutations that contribute to further transmissibility or to antigenic drift. So far, there is little signal here, but I expect such sub-lineages to emerge in the coming months. 9/9

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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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