Trevor Bedford Profile picture
14 Apr, 16 tweets, 5 min read
Since their recognition in the UK, South Africa and Brazil in Dec 2020 and Jan 2021, the variant of concern lineages B.1.1.7, B.1.351 and P.1 have continued to spread throughout the world with B.1.1.7 so far the most successful of the three. 1/15
These lineages first received attention due to large numbers of mutations to the spike protein along with rapid increases in frequency in the UK, South Africa and Manaus, Brazil, but much subsequent attention has focused on key mutations E484K and N501Y. 2/15
This figure shows genotype at sites 484 and 501 mapped onto a reference phylogeny of ~4k viruses sampled from all over the world with 484K viruses in light orange, 501Y viruses in blue (including B.1.1.7) and 484K+501Y viruses in dark orange (including B.1.351 and P.1). 3/15
It also shows frequency trajectory in this reference set alongside geographic distribution in the past 3 months, where viruses with 484K or 501Y now predominate in South America, Europe and Africa. An interactive version is available at nextstrain.org/ncov/global?c=…. 4/15
Although these VOC viruses are remarkable in their degree of evolution, their constituent mutations have appeared repeatedly in other circulating viruses. In addition to E484K and N501Y, mutation P681H has frequently emerged and spread on other genetic backgrounds. 5/15
Plots for mutations L18F and Q677H are shown here, but many other sites in spike protein show similar patterns of convergent evolution. 6/15
The point here is that it's not that B.1.1.7, B.1.351 and P.1 have unique mutations not present in other circulating viruses, it's that these VOC lineages have acquired some of the most extensive suites of spike S1 mutations seen in circulating viruses. 7/15
Since January, there has been frequent emergence of competing lineages with large numbers of spike mutations, but by-and-large B.1.1.7, B.1.351 and P.1 have remained at the forefront. 8/15
Examples of competing lineages of note include B.1.525 (with spike mutations Q52R, 69-70del, 144del, E484K, Q677H and F888L, common in Nigeria outbreak.info/location-repor…) and B.1.617 (with spike mutations E154K, L452R, E484Q and P681R, common in India outbreak.info/location-repor…). 9/15
Though there haven't been obviously superior competitors to B.1.1.7, variant viruses are continuing to emerge across the world. Genomic surveillance should also be global in its endeavor. 10/15
As discussed previously (), the currently observed rate of evolution in S1 is rapid compared to the equivalent domain in influenza virus owing to accumulation of S1 mutations in the VOC viruses. 11/15
The million dollar question here is, of course, whether this pace of evolution will be sustained year-after-year. I don't have a good answer to this. 12/15
On one hand, convergence would suggest that in ~1-2 year's time SARS-CoV-2 will have arrived at its destination having stacked up all the relevant mutations that are currently emerging. 13/15
On the other hand, currently selected mutations are arising in a context of population immunity engendered to original "wild-type" viruses and immunity raised to antigenic drifted viruses like B.1.351 may push evolution in a new direction. 14/15
This continual cat-and-mouse scenario is what plays out with seasonal influenza, where new viruses emerge and spread, but leave a wake of population immunity that creates pressure for further evolutionary innovation. 15/15
(Sorry I've been absent during the past ~2 months. I needed a break from Twitter. I'll try to provide more frequent updates going forward.)

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More from @trvrb

18 Feb
After a ~2 month plateau from mid-Nov to mid-Jan, the US #COVID19 epidemic has undergone a steady week after week decline and is now back to daily case counts last seen in late October. A thread on what we might expect going forwards. 1/13
Working with case counts from @COVID19Tracking and Rt estimates from epiforecasts.io, I'm showing US confirmed cases broken out by state alongside transmission rate as measured by Rt through time. 2/13
Generally, Rt > 1 in Nov and Dec corresponding to rising cases and drops below 1 in Jan corresponding to falling cases. We've seen a steady decline in Rt from Nov to Feb. Thus, current decline is not a sudden shift in circumstance, but resulted from reaching Rt < 1. 3/13
Read 13 tweets
3 Feb
With emerging variants of SARS-CoV-2 and initial evidence of antigenic evolution, I've seen comparisons here to seasonal influenza and its rate of evolution. In this thread, I want to ground these comparisons with some data. 1/18
If we follow a transmission chain of SARS-CoV-2 from person to person, we'll generally see one mutation occur across the viral genome roughly every two weeks. 2/18
Here I use data from @nextstrain and @GISAID to compare sampling date to the number of mutations across the SARS-CoV-2 genome relative to initial genomes from Wuhan. This shows a steady accumulation of mutations through time with the average virus now bearing ~24 mutations. 3/18 Image
Read 19 tweets
20 Jan
Important new study by Wibmer et al (biorxiv.org/content/10.110…) of neutralization by convalescent sera on wildtype vs 501Y.V2 variant viruses circulating in South Africa. It shows that mutations present in 501Y.V2 result in reduced neutralization capacity. 1/10
Here, I've replotted data from the preprint to make effect size a bit more clear. Each line is sera from one individual tested against wildtype virus on the left and 501Y.V2 variant virus on the right. Note the log y axis (as is common with this type of data). 2/10
It's clear that 501Y.V2 often results in reductions of neutralization titer, quantified as "fold-reduction" where, for example, a 2-fold reduction in titer would mean that you need twice as much sera to neutralize the same amount of virus in the assay. 3/10
Read 10 tweets
18 Jan
At this point, the countries with most genomic data to analyze spread of the variant virus belonging to cov-lineages.org B.1.1.7 lineage or @nextstrain clade 20I/501Y.V1 are the UK, Denmark and the USA. Here I compare growth rates of B.1.17 across these countries. 1/13
Working from @GISAID data, the UK has 18776 genomes, Denmark has 6089 genomes and the USA has 3093 genomes from specimens collected after Dec 15, 2020. Here, I'm looking at daily genomes with collection dates up to Jan 6 that were not pre-screened by "S dropout". 2/13
For the UK, we can see a steady increase in the frequency of sequenced variant viruses belonging to the B.1.1.7 lineage, reaching ~70% frequency at the end of December. Solid line is a 7 day sliding window average. 3/13
Read 14 tweets
14 Jan
After ~10 months of relative quiescence we've started to see some striking evolution of SARS-CoV-2 with a repeated evolutionary pattern in the SARS-CoV-2 variants of concern emerging from the UK, South Africa and Brazil. 1/19
In SARS-CoV-2, the viral spike protein and in particular the receptor binding domain (RBD) is a locus for important viral evolution and is the primary target for the human immune response (figure from science.sciencemag.org/content/367/64…). 2/19 Image
There had been little evolution in the RBD until ~Oct 2020 when we saw RBD mutations start to spread. Perhaps chief among mutations of interest are E484K and N501Y which mutate nearby sites in the RBD. The evolution of these sites can be seen here: nextstrain.org/ncov/global?c=…. 3/19 Image
Read 19 tweets
29 Dec 20
With data that has emerged in the last week, I'm now 80-90% convinced that infections by the UK variant virus (Pangolin lineage B.1.1.7, @nextstrain clade 20B/501Y.V1) result in, on average, more onward infections, ie are more transmissible. 1/10
My thinking primarily comes from three data points:
1. rapid increase in frequency of variant over wildtype
2. higher secondary attack rate of variant than wildtype
3. increased viral loads of variant over wildtype as measured by Ct
2/10
For point 1 (increase in frequency) we have pretty much the same data as of a week ago, where we see increasing frequency of variant over wildtype across the UK. This can be readily seen in this analysis by @TWenseleers. 3/10
Read 11 tweets

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