Marc Johnson Profile picture
Dec 23, 2023 26 tweets 6 min read Read on X
By the Spring of 2021, the early VOCs had largely run their course and it seemed like the pandemic might soon be over. But then a new variant of concern entered the scene: B.1.617.2 (Delta).

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Delta was not particularly immune evasive, but it was fast. Notably, it had the strongest predicted FCS of any variants to date changing 681P to 681R.
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Delta became dominant like no other variant had accomplished previously. It was basically the only lineage in circulation. Many experts believed that all future lineages would be Delta-derived.
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Delta spun off lots of offspring. Delta (B.1.617.2) already had 3 numbers, so all of its offspring got the next available letter: AY.

However, none of the AYs were much better than the others, so we just kept getting more AYs. They made it all the way to AY.134.
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Then in November of 2021 we learned about a new VOC circulating in South Africa that had a ton of changes, many of which were immune evading changes.
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A word about antibodies and escape mutations.

Antibodies are defensive proteins we generate that bind to things we want to get rid of.

If an antibody can inactivate a virus simply by binding it, it is called a neutralizing antibody.
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Not all antibodies that bind Spike are neutralizing. The vast majority (~90%) of the ones that neutralize do so by binding the receptor binding domain (RBD) of Spike.

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If the virus acquires a mutation that prevents a neutralizing antibody from binding/neutralizing, it is called an ‘escape mutation’.
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There are 3 main ‘classes’ of RBD neutralizing antibodies, and each classes has defined escape positions. Thanks to the work of @jbloom_lab @yunlong_cao and many others, we have a pretty good idea of which single mutations are escape mutations, and Omicron had a ton of them.
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At this point in time (early 2022) the immunity against SARS-CoV-2 was relatively ‘homogeneous’. We had generally all been vaccinated or infected with roughly the same virus. This made it a bit ‘easier’ for a lineage like Omicron to be widely successful.
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From the beginning there were 2 lineages of Omicron (B.1.1.519): BA.1 and BA.2. The two were very different, but clearly of a common ancestor.

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I am personally convinced that they both came from the same persistent infection (which had lasted over a year). We know from our studies with persistent infections and cryptic lineages that individuals with persistent infections can carry a vast diversity of lineages.
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BA.1 swept first in most places, but BA.2 had more staying power. BA.1 probably caused more infections than any other lineage ever, but only lasted about 6 months and it spun off no major offspring.

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BA.2 initially caused fewer infections than BA.1, but it had stronger offspring: BA.2.12.1, BA.2.75, CH, and eventually BA.2.86/JN.1.
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Next after BA.2 was BA.4 and 5. No one really knows where these came from. BA.4 and 5 were VERY closely related, and very clearly close relatives of BA.2, but not clear descendants. They were probably recombinants, but it’s never REALLY been sorted out as far as I know.
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It was during this Omicron period when lineages became a variant soup of convergent changes. Patients still had a few antibodies that would neutralize the virus, so all different lineages started picking up the same mutations to evade them.
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I started making these graphs to try to keep up with the convergence, but I couldn’t keep up with it. @dfocosi has done a much better job at keeping these updated.
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Circulating lineages were mostly BA.4/5 descendants through the end of 2022, but a few BA.2 descendants kept hanging on.

Eventually two different BA.2 lineages recombined to make a pretty fit lineage called XBB.
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XBB wasn’t really able to outcompete the BA.4/5 descendants until its kids found a key change: S:486P. This happened many times: XBB.1.5, XBB.1.9, XBB.1.16, etc.
Many of these lineages (and their descendants like EG.5 and HV.1) are still circulating today.
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This summer we got our latest curveball (BA.2.86). This lineage appeared in Israel and was clearly derived from something that circulated over a year ago.

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Personally, I first thought this was just a persistent infection that @shay_fleishon had found. @LongDesertTrain has found scores of these occurrences.

However, within a week the same exact lineage had appeared on three different continents.

It was concerning.

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BA.2.86 did not initially take off like an Omicron. They found that it wasn’t really any more immune evasive than the contemporary lineages like EG.5 or HK.3.
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In fact, it was clear that BA.2.86 was still sensitive to some class 1 antibodies that EG.5 and HK.3 were resistant to. It was also clear that they were resistant was because of the mutations F456L and L455F.
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I was expecting the next step would be for BA.2.86 to pick up one of these.

I was close, it picked up L455S, which created JN.1
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Continued in a 3rd thread.

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More from @SolidEvidence

Apr 30
This is crazy.

Imagine a hole the size of a football field that is 700 feet deep.

Now fill it up with wastewater, and remove a tablespoon.

That was our starting material for this study.

1/ Image
Using an untargeted sequencing approach, we were not only able to identify a single measles patient from that sample, but we were able to confirm that the sequence of the virus specifically matched the virus from that patient.

2/
evidence.nejm.org/doi/pdf/10.105…
Kind of mind boggling, isn’t it?

3/3
Read 4 tweets
Apr 28
BA.3.2 is strange is so many ways.

It's now 17 months old, which is really quite old for a COVID lineage.

Every so often there is a sweeping lineage that displaces everything in circulation, but when that doesn't happen the existing 'clans' fight it out with each other.
1/
The longest running clan is the current one. BA.2.86 emerged around July 2023 and is still going strong.

This is the RBD of the original BA.2.86, and some of its descendants from 17 months later.

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The second longest lasting was the XBB clan. It emerged around August of 2022 and lasted until early 2024.

Again, here is the original RBD and the RBDs 17 months later.

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Read 5 tweets
Apr 4
I’m amazed.
It’s really true: the BA.3.2 COVID lineage is infecting children at a much higher rate than previous lineages.

I’m late to this party, but I couldn’t really believe it was true until I did the analysis for myself.
1/
Most countries do not include patient ages with the sequence, so I restricted my analysis to

1. countries with reliable age info,
2. only included sequences submitted since Dec 2025
3. only included countries with over 50 BA.3.2 sequences.

2/
The country with the most BA.3.2 seqs was Luxembourg.

The fraction of BA.3.2 sequences there coming from kids under 10 was over 4-times higher than the non-BA.3.2 sequences.
3/ Image
Read 10 tweets
Mar 23
A new cryptic lineage popped up in St Louis a few weeks ago.

I’ve been sampling this sewershed (500k people) twice a week for years and the first time I see this cryptic lineage it is 5 years old and makes up 50% of the sample.
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I believe the cryptic is a B.1.1 (circulated until early 2021), but it’s possibly even a B.1.
Clearly pre-Omicron though.
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The genome is ridiculously predictable.
At least part of the sequences had s2m intact with the 29758G fix.

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Read 9 tweets
Jan 24
We found a new (I think) cryptic lineage this week.
I know I say this all the time, but this is really weird.
Warning, this thread is for nerds only.
1/
Here’s what we do. Every week we download all of the new sequences from SRA and run a bunch of screens to look for anachronistic or cryptic lineages.

This new one popped up in 3 different screens.
2/
A good way to spot anachronistic lineages is to look for sequences that have been deleted in contemporary lineages. The virus can only undo a deletion through recombination. If we find seqs that lack the deletions, they have to be old (or contaminated with something old).
3/
Read 16 tweets
Nov 23, 2025
What should we expect this flu season?

Here’s a forecast from a wastewater perspective (because sh*t don’t lie)

1/
Background. The 4 main kinds of influenza circulating among humans (in order of severity) are:
FluA H3N2
FluA H1N1
FluB
FluC (many don’t know this one)

2/
Last season, there was a pretty even split between H1N1 and H3N2, with a little bit of FluB late in the season. At least according to CDC patient data.
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Read 13 tweets

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