I think there's perhaps been some confusion regarding transmissibility vs immune escape in Omicron. The apparent rapid increase in frequency of Omicron in Gauteng does not mean that Omicron is necessarily more intrinsically transmissible than Delta. 1/15
This diagram shows estimated increase in intrinsic transmissibility from work by @marlinfiggins () along with fold drop in neutralization titer compiled from Uriu et al (biorxiv.org/content/10.110…) and similar papers. 2/15
We see that previous variants have showed only modest potential for escape from immunity engendered by vaccination or infection with circulating SARS-CoV-2 viruses, but have varied considerably in their intrinsic transmissibility with Delta outpacing others. 3/15
These variants have generally had 8-10 mutations in the S1 domain of spike protein, while Omicron has perhaps 25 or 30. Extremely rough, but I'd guess that this could translate into something like a 20 (or perhaps 30)-fold drop in titer. 4/15
However, given that Omicron lacks so many of the non-spike mutations that have seemed to contribute to Delta's increased fitness (medrxiv.org/content/10.110…), I wouldn't be surprised if its intrinsic transmissibility is similar to Gamma, etc... as shown here. 5/15
I'd like to emphasize that the above placement of Omicron is guesswork at the moment and should be taken as such. Here, my main purpose is to illustrate how immune escape plays out in terms of transmission rate. 6/15
Person-to-person transmission potential can be quantified with Rt as the number of secondary infections caused by an index case by a particular variant in a particular context and depends on both intrinsic transmissibility and immune escape. 7/15
However, given high levels of population immunity to the original strain, partial immune escape can cause more rapid spread than increased intrinsic transmissibility. 8/15
This plots Rt as a function of intrinsic transmissibility and immune escape. With high levels of population immunity, a hypothetical Omicron virus with modest R0 but partial immune escape will spread faster than a Delta-like virus with high R0 but little immune escape. 9/15
This concept is explained with more mathematical rigor by @C_Althaus, where he infers a potentially sizable level of immune escape based on observed rate of displacement of Delta by Omicron in South Africa. 10/15
Note that these estimates of current fitness advantage of Omicron are very likely to get lower in the coming days as bias from preferential sequencing eases as more surveillance samples are sequenced. 11/15
Critically, even if Omicron has a significant immune escape phenotype, infection by Omicron should elicit Omicron-specific immunity. It's not like antibiotics where the bacteria becomes broadly resistant. 12/15
Instead, the virus can change its shape and escape from existing antibodies, but this new shape can still be targeted by antibodies from infection or vaccination (with an updated formulation). 13/15
Additionally, it's possible for Omicron to show significant immune escape from infection resulting in rapid spread but that immunity to severe outcomes remains more robust (the same dichotomy we saw with waning immunity). 14/15
We'll see as this unfolds, but I expect contributions of intrinsic transmissibility vs immune evasion to be distinguished via:
1. neutralization assays
2. variant-specific vaccine effectiveness
3. modeling approaches along the lines of those above by @C_Althaus
15/15

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More from @trvrb

1 Dec
Following up here with speculative estimates of the rate of spread of Omicron and a stab at how to apportion this rapid rate of spread between intrinsic transmissibility and immune escape. 1/18
Monday's post was mainly meant to emphasize that observed rapid spread of Omicron can be influenced by both intrinsic transmissibility and immune escape. Here, I'll try to put (speculative) numbers on this rate of spread. 2/18
Key datapoints include rapid displacement of existing Delta viruses by Omicron in Gauteng and South Africa. Estimates of logistic growth rate here by @TWenseleers imply Omicron has ~5X current transmission rate of Delta. 3/18
Image
Read 18 tweets
26 Nov
There have been a number of overview threads on the emerging variant designated as @PangoNetwork lineage B.1.1.529, @nextstrain clade 21K and @WHO Variant of Concern Omicron. I'm not going to attempt to be comprehensive here, but will highlight a few aspects of the data. 1/16
Global systems for identifying novel variants and rapidly sharing data are working well with 91 genomes from Omicron viruses shared to @GISAID from specimens collected between Nov 11 and Nov 23 from Botswana, South Africa and Hong Kong. 2/16
These viruses are visible on @nextstrain as "21K (Omicron)" shown here in red (nextstrain.org/ncov/gisaid/af…). They do not descend from previously identified "variant" viruses and instead their closest evolutionary connection is to mid-2020 viruses. 3/16
Read 16 tweets
22 Nov
Did vaccination drive the evolution of variant (Alpha, Beta, etc...) SARS-CoV-2 viruses? This is a legitimate scientific question, but after looking into it I don't believe this to be the case. 1/19
Grenfell et al. 2004 (science.org/doi/10.1126/sc…) lays out the conceptual foundations for thinking about this problem. This figure is a bit hard to parse, but basically vaccination will increase population immunity and move rightward on the x-axis. 2/19
This will increase the strength of selection for immune escape (blue line), but will decrease viral abundance (red line). The rate of viral adaptation (black line) depends on both selection and abundance and so is maximized at an intermediate level of population immunity. 3/19
Read 19 tweets
17 Nov
I support making boosters broadly available for those 18 and older. Even if breakthrough cases are generally mild in younger age groups, there is significant societal benefit to reducing circulation. 1/6
nytimes.com/2021/11/16/us/…
Currently Washington State is seeing almost 30% of cases as breakthrough cases (doh.wa.gov/Portals/1/Docu…). 2/6
Here, I think of @alexismadrigal's piece on the implications of a positive COVID test (theatlantic.com/health/archive…). It's crazy to me that we're saying to healthy younger individuals they must isolate for 10 days after a positive test, but that they're not eligible for a booster. 3/6
Read 6 tweets
15 Nov
The evolution of SARS-CoV-2 in the past year has been remarkable with Delta increasing transmissibility by perhaps 2.2X over "non-variant" viruses. 1/14
We should expect this evolution to slow as SARS-CoV-2 continues to adapt to the human host, but when should we expect this? Here, I propose that we've already seen slowing between 2020 and today. 2/14
One very important concept here that I keep coming back to in thinking about evolution is @GreatDismal's quote that "the future is already here. It's just not evenly distributed yet". 3/14
Read 14 tweets
13 Oct
I've meaning to write a "COVID endgame" thread for a while and I apologize this is somewhat delayed compared to media interviews like science.org/content/articl… and statnews.com/2021/09/20/win… and to recent seminars like . 1/17
Here, I've been trying to think about what COVID will look like in its endemic state, ie once the (more or less entire) population has immunity to the virus, blunting transmission and disease relative to the pandemic state. 2/17
I expect endemicity to be achieved at different times throughout the world due to inequities in vaccine distribution and I expect this to be a soft transition rather than a sudden flip of a switch. 3/17
Read 17 tweets

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