Al Haddrell Profile picture
Dec 28 22 tweets 6 min read Read on X
I was asked to walk through why the work published earlier in the year by the Lund group is so important. I’ve put together a thread to walk through some of my thoughts.
First, here’s a link to the study.
nature.com/articles/s4159…
Let’s start with some context. Airborne viral transmission is exceedingly complex, but can be broken down into 3 general processes: production, transport and exposure. To estimate transmission and to design effective mitigation strategies, you must understand these processes. Image
Each of these broader processes contain within them various factors. In short, these processes explore how much infectious virus is exhaled, what happens to the infectious virus once it’s in the air, and how much is required to cause an infection (and where). Image
While my research is focused on what happens to the virus when it’s in the air, I would argue that the most important factor to understand is HOW MUCH infectious virus is actually exhaled. Everything else is downstream of this absolute quantity. Image
For example, if in a single exhalation a person exhaled 1,000,000,000,000,000 infectious virions, then this would have a massive effect on everything else. For example, it would mean that masks would have to be >99.999999% effective to work since the initial viral load is so high
Anti-maskers use this type of argument (plus they don’t seem to know that vapour is not aerosol…). Again, how you feel about risk and mitigation strategies is largely informed on what you think is the initial exhaled dose. Image
It also has a massive effect on how we figure out the infectious dose. There have been human exposure studies where subjects are intranasally inoculated with the virus in part to estimate the infectious dose. This isn't how people are exposed in the world.
nature.com/articles/s4158…
Aerosol deposition in a different part of the lungs may require far less virus. Meaning, to figure out the infectious dose, we need some way of quantifying the initial exhaled dose, and estimate the exposure from there. Image
There have been many studies measuring the numbers of aerosol that are exhaled by people during different activities such as breathing, exercising and singing. What is unknown is how these absolute numbers of aerosol particles equates to infectious virions
tandfonline.com/doi/full/10.10…
There have been numerous studies that report viral RNA (as measured by PCR). There are many reasons for this. 1st, the detection limit for RNA is very low. 2nd, RNA breaks down slowly relative to infectious virus
academic.oup.com/cid/article/76…
3rd, the air can be sampled for longer time periods without concerns for loss of signal due to the virus RNA breaking down in the sampler itself. In short, it’s easier to measure airborne RNA than actual infectious virus.
There are problems with solely measuring RNA and not the infectious virus. Here’s just a few concerns I have:
1) RNA isn’t infectious virus, therefore you can’t use it directly to estimate risk.
2) RNA breaks down very slowly when compared to infectivity. Thus, measuring RNA in a given sample doesn’t necessarily equate to risk.
3) The initial ratio between RNA and infectious virus is unknown. It is estimated to be 1:1000, but that can vary in time, disease state, etc.
4) RNA last longer everywhere. Meaning, the ratio of infectious virus to RNA will change in the respiratory fluids as well.
Essentially, measuring RNA to estimate transmission risk is like using the size of a graveyard to estimate the population of London. They are related, but there’s a lot more involved. And if you focus on studies that solely measure RNA you may end up missing a lot of the picture
Thus, to fully understand transmission, it is critical to know how much infectious virus is exhaled in a single breath (not just RNA). The assumption has been that the aerosol mass is proportional to the amount of infectious virus.
Essentially, one ought to be able to estimate the airborne viral load from just the concentration of the virus in the respiratory fluid and the mass of aerosol exhaled: Image
But is this true? To know, it needs to be measured. This is what the Lund team have done. And what they found was interesting. For example, the amoutn of RNA did not track with the amount of infectious virus. Image
They also found that the initial exhaled viral load is higher than what would be expected based solely on the aerosol size. The team then used this new information to model the risk of transmission. They found that transmission can occur quickly in poorly ventilated spaces. Image
I can not stress enough how difficult this study would be to set up. The team is not infecting people. Rather, they have a mobile unit they have built that will go to people that either first test positive, or begin to show some symptoms of infection. Logistically, this is HARD!
Anyway, those are some thoughts of mine on this very impressive and important study. I was bummed out to see shade being thrown at the authors earlier this week. Let's all try to do better in the New Year.

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More from @ukhadds

Dec 8
Thanks for your interest in our work. You’ve asked a lot of “out of the box” questions here, and I’ll address some of them.
Exhaled aerosol has a water activity of ~0.995. The RHof fog could be higher: the the aerosol would simply take up water from the gas phase. For viruses such as influenza, where the salt concentration seems to be very important, this would lead to an reduction in the decay rate. Image
This is a good question that we need to explore. Understanding airborne microbe decay is highly dependent on understanding the aerosol dynamics. And the pH dynamics in an aerosol is very complicated and need of a lot of study. Image
Read 11 tweets
Nov 1
A study came out last month looking at how long influenza remains viable in the air.

In the article, it highlights some of my larger concerns in what is happening in the field of airborne viral decay.

First off, here’s the article:

frontiersin.org/journals/micro…
Out of the gate, the article is fine.

My largest critique is the assertion that 99% decay means something. Why 99%? Why not 98%? Or 97… or 92… 87%? 83.5%?
While it sounds like I’m being coy, I’m not. 99% is an arbitrary number. That’s okay, but don’t act like it’s an agreed upon value. It isn’t.

Anyway, this is a minor issue (of someone in the field). The general trends presented by the authors is supported by their work. Image
Read 16 tweets
Oct 5
How does humidity affect the transmission of SARS-CoV-2?

There's a lot of confusion around this question. Is dry air or wet air better? Somewhere in between? In this explainer video I dive into this and go into what we know, and what we don't.
This is the first part of a (what I expect to be) a two part series. In this video I discuss how humdity affects transmission. In the followup I will dive into why humdity does, or does not, have an effect.
This is the second video on my channel (like and subscribe!).

If you found this one interesting, you may also find my other one interesting as well.
Read 4 tweets
Sep 16
Are respiratory aerosol liquid, solid, neither or both? What about the virus, where does it go? Let's get into this.
We published some work on this previously where we studied how respiratory aerosol changes once it is exhaled.

tandfonline.com/doi/full/10.10…
Once exhaled, the aerosol will begin to lose water. The rate in which the aerosol loses water will depend on the humidity (loses size faster in dry air). The humidity will also determine both the final size and particle structure. Image
Read 6 tweets
Sep 15
There's been a lot of discussion about the size of exhaled aerosol that contains the most virus. For the most part, it's thought to be in the ~1 to ~5 micron range. There's a little bit of variation between studies, but that's roughly the size of concern (“Viral”).
Image
If you are curious, this is due to a combination of the size distribution of exhaled aerosol and maximum conc that the virus can grow in the respiratory fluid. Here we looked at aerosol size, others have looked into the viral load as a function of size.tandfonline.com/doi/full/10.10…
So, N95 masks work well in filtering out the aerosol size region that is most associated with airborne viral transmission. The key really does come down to fit.

hse.gov.uk/respiratory-pr…
Read 6 tweets
Aug 14
Huge paper exploring the relationship between exhalation aerosol counts and CO2 has just been published.

Take home message: CO2 and aerosol strongly correlate in silence. Vocalisation causes this relationship to breakdown (way more aerosol than CO2).
pubs.acs.org/doi/10.1021/ac…
This has huge implications on how CO2 can be used to estimate the aerosol counts in a room. Noise matters!!

I've mentioned this work previously, it's great to see it finally published so everyone can have a good look. Image
I mentioned this work in a previous thread where I discussed the many ways in which CO2 is associated with Covid transmission.

Read 8 tweets

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