Every year, we run an MSc session on the dynamics of monkeypox transmission, and our team have worked a lot on contact tracing & transmission chain analysis for a range of infections. So a few thoughts on current MPX outbreak… 1/
When MPX was first reported in the 1970s, it spread against a background of cross-protective immunity from smallpox vaccination, so the reproduction number R was initially very small (pubmed.ncbi.nlm.nih.gov/6249508/ & pubmed.ncbi.nlm.nih.gov/2850277/)… 2/
But remember R = R0 x S, where R0 is transmissibility in fully susceptible population and S is proportion susceptible. So R has increased in the years since discontinuation of smallpox vaccination and hence increase in S (pnas.org/doi/10.1073/pn…). 3/
Even if R is below 1 in mostly susceptible population, can still see large 'stuttering' outbreaks occasionally. So important to disentangle effects of:

A) chance events
B) change in virus characteristics (e.g. via evolution)
C) change in population in which virus spreading.
4/
For both Ebola in 2014 and Zika in 2016 we saw viruses that had circulated for decades finding new niches and exhibiting novel features (e.g. larger urban outbreaks, new transmission routes). 5/
Estimation of transmissibility can be further hindered by potential for superspreading, which may skew early estimates, and fact that the group at risk of initial spillover is often not same as group most at risk of human-to-human transmission (e.g. journals.plos.org/ploscompbiol/a…). 6/
So what about potential for rapid outbreak control? It's useful to refer to this classic paper by @ChristoPhraser @SRileyIDD et al: pnas.org/doi/10.1073/pn…. Adapted version of key figure below - based on historical patterns we'd expect MPX to sit at 'easier to control' end. 7/
In particular, historical evidence of distinctive symptoms, long-ish serial interval (i.e. delay between symptoms appearing in case & people they infect), and transmission mostly after symptoms suggest isolation + contact tracing can be very effective for MPX. 8/
In which case, the main variable influencing control would be the % of contacts of cases that can be traced. And if targeted vaccination planned (e.g. in a ring strategy like smallpox eradication), effectiveness of this approach will also depend on % contacts traced... 9/
For Ebola, we found narrow window where ring vaccination would give large extra benefit - if contact tracing working well, vaccination would have limited extra impact; if not working, could get continued transmission among missed contacts. More: ncbi.nlm.nih.gov/pmc/articles/P… 10/
In discussions of vaccination as measure for MPX, it's also worth referring to this piece from 2003 by @bugwonk on smallpox planning (using earlier generation vaccines), and the importance of considering potential for containment via other means: pnas.org/doi/abs/10.107…. 11/
Also, despite a longer MPX incubation period being useful for contact tracing, can hinder symptom screening (e.g. at travel hubs), because cases less likely to be symptomatic at arrival. More in analysis with @KatieMG and others from a few years ago: elifesciences.org/articles/05564. 12/
Incoming data will soon help firm up estimates of current MPX incubation period, per-contact transmission risk and symptom profile relative to infectiousness - which will help distinguish reasons for unusual pattern of cases, and implications for containment. 13/13

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More from @adamjkucharski

May 19
Note to COVID Twitter commentators suddenly pivoting to MPX: if you hadn't heard of monkeypox until very recently, please step away from the keyboard and read up a bit before speculating wildly.
Lots of people in public health agencies are working hard to piece together the situation, but here's some background in the meantime:
And some more outbreak reports from past decade:
ncbi.nlm.nih.gov/pmc/articles/P…

thelancet.com/journals/lanin…
Read 4 tweets
May 3
It's easy to forget many crucial early insights into COVID came from outside China, because reported data there was patchy. A problem with ongoing inconsistency is that it's much harder to answer 'what if?' questions about possible exit scenarios... reuters.com/world/china/sh… 1/
For example, early exported cases provided indication of outbreak size (imperial.ac.uk/mrc-global-inf…), while Diamond Princess and evacuation flights enabled estimates of fatality risk (eurosurveillance.org/content/10.280… & thelancet.com/journals/lanin… & nature.com/articles/s4159…)... 2/
In above, international data helped provide a denominator, i.e. how many infections were really out there, and what was the relationship to cases/deaths? These relationships were important for working out what could happen in future... 3/
Read 4 tweets
Apr 29
If we want sensible discussions about how to tackle future COVID waves, will need to acknowledge the substantial role of immunity-to-same-variant in bringing down recent Omicron waves in many countries... 1/

Pretty much all the proposals I’ve seen for ongoing control measures - even quite disruptive ones - wouldn’t have been sufficient alone to suppress transmission of Omicron variants (i.e. get R below 1).... 2/
So post-infection immunity will still be playing a major role in epidemic dynamics, as also happens for other pathogens that evolve to escape pre-existing immunity against infection, like influenza... 3/

Read 4 tweets
Apr 16
I think it's useful to split ongoing COVID measures into 3 categories:
A. Surveillance/preparedness governments need to keep doing in background
B. Things that were emergency measures and shouldn't be kept indefinitely
C. Things that would be useful to have indefinitely

1/
Under (A), we have work that individuals in the population may not notice on day-to-day basis (e.g. community infection surveys, variant tracking, scenario planning, local capacity development), but is needed to make sure damage is limited if variants take turn for the worse. 2/
Under (B), we have things like gathering limits, venue & border restrictions, mask wearing in all public spaces, which were used to reduce impact during earlier waves. However, if countries aren't planning to keep these indefinitely, what are criteria for keeping them now? 3/
Read 6 tweets
Feb 20
If COVID immunity can wane, what will happen after large epidemics peak? Some thoughts on post-epidemic 'honeymoon periods'... 1/
As immunity accumulates in a population (specifically immunity that protects against becoming infected/infectious), R will decrease. When R drops below 1, the epidemic peaks and starts to decline. But what might happen next? 2/
When R drops below 1, the epidemic doesn't magically end - it will continue to cause infections (and hence immunity) as it declines, meaning that the epidemic 'overshoots' the level of immunity required to get R below 1, potentially by quite a lot. 3/
Read 12 tweets
Feb 4
There are many problems with below study, but what's striking is how many people sharing 'lockdowns do nothing' claims unquestioningly don't seem to realise that paper at the same time concludes mandated mask wearing has a substantial effect... 1/
Despite the headline claim about 'lockdown' being essentially based on a single study (because it's weighted so heavily in the estimates – see thread above), the authors note the mask result (which apparently contradicts their main conclusion) is based 'on only two studies'... 2/
'Lockdown' is one of those terms that has meant many different things to many different people during pandemic, from Wuhan-style stay at home measures to any restriction at all. Above study uses any mandatory measure to mean 'lockdown' in main analysis... 3/
Read 6 tweets

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