Ryan Hisner Profile picture
Jul 17, 2024 25 tweets 9 min read Read on X
KP.3, w/the unusual Q493E mutation, now dominant globally. To me, it's the first major spike change—involving real structural/epistatic change as opposed to treadmilling, stepwise antibody-evasion mutations merely keeping pace w/population immunity—since JN.1 emerged. 1/23
Most spike mutations affect ACE2 binding similarly in BA.2, XBB.1.5, & JN.1—e.g., Y453F confers a large incr in ACE2 affinity in all—so the XBB.1.5 deep mutational scanning info from @bdadonaite & @jbloom_lab is still invaluable. But Q493E is different. 2/
In both XBB.1.5 and BA.2 spike backgrounds, Q493E imposes a devastating hit to ACE2 affinity—so large that no variant with it could survive & circulate.
Data below from:
Bloom Lab XBB.1.5 DMS -
BA.2 RBD heat map - 3/ dms-vep.org/SARS-CoV-2_XBB…
jbloomlab.github.io/SARS-CoV-2-RBD…
Image
Initially, the bare fact that Q493E existed in JN.1* indicated something more was happening.
Later, @yunlong_cao showed that on a JN.1+F456L background Q493E actually *increases* ACE2 binding & efficiently evades Class 1 Abs—the rare win-win mutation. 4/
I don't think it's known for certain why Q493E has such dramatically different effects on ACE2 affinity and antibody evasion in JN.1 + F456L compared to BA.2 and XBB.1.5, but it's clear some sort of epistasis with JN.1-specific mutations is at work. 5/
So far the only major advance on baseline KP.3 is S:∆S31, a deletion found in KP.3.1.1 (& ~all other growing JN.1* lineages) that adds a glycan (sugar) to N29, increasing Ab evasion.
∆S31 provides a surprisingly potent advantage, as @BenjMurrell's growth chart illustrates. 6/ Image
KP.3's higher ACE2 affinity means it has more "space" to maneuver, i.e. a greater variety of stepwise, Ab-evading spike RBD mutations available. None have yet appeared, but you can be sure they will in the coming months—F456L, now universal, took time to emerge & grow. 7/
There is other evidence Q493E marks a significant departure from all previous JN.1 lineages.

R346T & F456L together give "FLiRT" variants their name. KP.3 is often called a "FLiRT" variant, but it is NOT: it lacks R346T, which is in >90% of non-KP.3 sequences. 8/ Image
With the exception of a few scattered singlets & one 8-seq branch (which also has S:H445R), R346T is entirely absent from KP.3.

Though not absolutely incompatible, it's clear R346T does not work in KP.3, in stark contrast to all other JN.1 lineages. 9/
In some ways, this is a return to normal: JN.1 has N450D, & R346T has always been incompatible with N450D, the only exceptions being small lineages of dying variants—mainly FV.1 (a BA.2.3.20 descendant) and JG.3.2.1 (an EG.5.1 descendant). 10/ Image
It's unclear why R346T & N450D don't mix well, but could Q493E's incompatibility w/R346T provide a clue?
346, 450, & 493 are very near each other.
R346T, N450D, & Q493E all involve increased negative electric charge.
(see up + down RBD in BA.2.86 spike below, PBD 8XLV)
11/
Image
Image
But just as R346T is incompatible with KP.3, I expect some mutations incompatible with FLiRT lineages may be compatible with KP.3, though no major ones have emerged yet.
12/
Clearly Q493E is hugely beneficial for the virus. Why, then, has it not emerged in other JN.1* variants?

Incompatibility with R346T is only a partial explanation; until very recently, a huge number of non-R346T lineages existed. None acquired Q493E.

Why not? 13/
Some highly advantageous mutations never appear simply because they're extremely hard to acquire—esp those requiring 2 or 3 nuc mutations. 2-nuc mutations are extraordinarily rare & usually only emerge amid intense selection pressure. E.g. F486P 14/
Q493E only requires 1 nuc mutation. But some nuc muts are far more common than others.

@richardneher & @jbloom_lab showed this in contexts where AA selection does not operate (b/c no mutation can cause an AA change—i.e. all mutations are synonymous). /15
jbloomlab.github.io/SARS2-mut-spec…
Image
Q493E requires a C->G nucleotide mutation, which is the rarest of all—about 40x less common than C->T mutations in the contexts Neher & Bloom analyzed. /16 Image
In >3400 highly mutated, chronic-infection seqs, I found similar results: compared to C->T, overall C->G mutation rate was 40.2-fold lower.
• Synonymous C->G rate 374-fold lower (unadjusted for contexts)
• Non-synonymous C->G rate 26.4-fold lower (unadjusted)
/17 Image
(Aside: I'm running something to calculate the rates of each nuc mutation in all 16 nuc contexts for each specific sequence, but it might take 2 weeks to complete. Been running 40 hours so far. Some vestige of its beginning remains, but no prospect of an end in sight.) Image
There's been much discussion of the convergent mutations we often see, i.e. the same mutations occurring independently in numerous lineages—R346T and F456L among the most notable.

@dfocosi regularly updates a diagram illustrating this convergence. /18
.@siamosolocani & I recently tried to list convergent C->G mutations. We couldn't think of any. I don't think any exist. So it's not surprising no other JN.1 lineage has gotten Q493E.
(The few non-KP.3 Q493E seqs are IMO all isolated singlets or contamination/recombination) /19
(There is 1 fascinating, maddening, enigmatic C->G mutation that's convergent in the longest, most extreme chronic-infection seqs & @solidevidence's Cryptics. The total lack of other convergent C->G mutations only magnifies its inscrutable allure. Another day, another 🧵) /20
Finally, Q493E may open one other door that's been closed until now. The BA.2 Bloom Lab RBD heat map showed two viable Q493 mutations towered above the rest in ACE2 affinity: Q493A & Q493V.

These have been off-limits (except in a few chronic-infection sequences)... /21 Image
...because each required two rare nuc mutations: the ultra-rare C->G together with an A->C or A->T mutation, both of which are also uncommon. In the case of Q493A, the mutations must occur in the correct order as well since Q493P is not viable. /22
Image
Image
493A & 493V may not confer the same huge increase in ACE2 affinity on a KP.3 background as on a BA.2 background, & they could ruin KP.3 stability or antibody evasion.
But the 2nd Q493A seq ever just appeared—the other was in Oct 2022—so this may be one to watch for. 23/end Image
Screwed up this picture. The bottom caption should NOT have R346T.

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More from @LongDesertTrain

Dec 29, 2025
Very proud to be a co-author on this comprehensive preprint on the novel, growing saltation lineage BA.3.2, together with @Tuliodna, Darren Martin, Dikeledi Kekana, and lead author @graemedor. 1/9
I would normally write a summary 🧵 of the BA.3.2 mutational analysis here, but as much of my contribution parallels my previous BA.3.2 threads I'll just link to those here, w/brief descriptions of each.

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Short thread from June when the first travel BA.3.2 sequences showed up. I think my prediction from back then has pretty much been borne out. 3/9
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Background on MOV: It's a mutagenic drug. Its purpose is to cause so many mutations that the virus becomes unviable & is cleared. But we've long known this often does not happen. Instead, the virus persists in highly mutated form & can be transmitted. 2/
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Dec 22, 2025
The most valuable viral research tools—@nextstrain & CovSpectrum—are being destroyed, not only blocked from new data but now forbidden from even sharing info from the PAST. Why?

Because GISAID is run dictatorially by a con man, paranoid egomaniac, & liar named Peter Bogner. 1/
I use CovSpectrum & Nextstrain every day—& I'm not the only one. Every Covid thread I've ever posted here has relied partly on CovSpectrum & Nextstrain for information & visuals. These vital tools have now been stolen from us by a world-class grifter. 2/ thinkglobalhealth.org/article/to-fin…Image
For years scientists knew something was very, very wrong with GISAID, but the breakout story (from which much of this 🧵is based) came 2 years ago in @ScienceMagazine from @sciencecohen & Martin Enserik. 3/
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3/77 sequences from the latest Netherlands upload are BA.3.2 as well as 4/86 seqs from Queensland, Australia, consistent w/the steady, slow growth we've seen in Germany, the UK, Ireland, & much of Australia.
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One interesting (and possibly coincidental) aspect of the BA.3.2 tree: Two large branches have NSP14 mutations at adjacent AA residues—ORF1b:T1896I and ORF1b:H1897Y. 2/4 Image
I don't have any idea what functional effects either of these mutations would have. They are both C->T mutations, which is the most common type, but they've been relatively uncommon throughout the pandemic, with fewer than 8000 sequences combined. 3/4 Image
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Nov 22, 2025
Fascinating 🧵. The grotesquely mutated spike of this NJ Cryptic binds ACE2 very tightly.

It raises a broader question: Can cryptic wastewater-like lineages transmit?

YES

We knew it happened once. Now we know it's happened at least twice. The results were not pretty. 1/15
The first instance involved a small cluster of sequences that hospitalized several people & resulted in the death of a young child in early 2022. More on this one later. 2/15 Image
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Normally, I would write a thread about such a remarkable sequence, but there were some issues... 3/15 Image
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Slovenia gets its first BA.3.2. Its (slow) geographic spread continues.

Also, 2/4 sequences uploaded from Western Australia (WA) today are BA.3.2.2.

If you're not familiar with BA.3.2, see posts 3 & 4 below for an introduction. 1/4
@StuartTurville has pointed out that WA delayed Covid spread longer than elsewhere in Australia. China has a somewhat similar immune history (as do other SE Asian countries). Perhaps BA.3.2 will do well in China once it arrives there? 2/4
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