Pandemic Prediction Checklist: H5N1 (6/14)

By DirectedEvolution @ 2023-02-05T14:56 (+70)

Mink in cages
H5N1 likely has spread among minks, the first major spread from mammal to mammal

Changelog available at bottom of post.


Here's what we can do about it:

Five ways to stop a bird->mink->human H5N1 pandemic

Overall score: 5/14

Note: if you haven't read news on the subject, the two articles linked here are a great starting point.

What is a pandemic prediction checklist?

I write these when a front-page news article raises the prospect of a new pandemic threat. This list collects what I think are the major risk factors for a pandemic. The point is not to predict what will happen, but to create a quantitative metric to track of how serious current conditions are.

I back-tested them on ancient and modern pandemics, such as the black death, various 20th century flu outbreaks, HIV, ebola, and COVID-19. COVID-19 scored a 13/14 during the worst days, but was limited by the fact that it targeted the elderly, meaning that the economy and healthcare system still had a healthy workforce.

Special section: mink farms

Virologists warn that H5N1, now rampaging through birds around the world, could invade other mink farms and become still more transmissible.

“This is incredibly concerning,” says Tom Peacock, a virologist at Imperial College London. “This is a clear mechanism for an H5 pandemic to start.” Isabella Monne, a veterinary researcher at the European Union’s Reference Laboratory for Avian Influenza in Italy, where the samples from Spain were sequenced, calls the finding “a warning bell.”

- Science

There are about 120 mink farms in the US producing 2 million pelts per year. Minks are killed at 6 months, so this suggests 1 million farmed minks in the USA.

50 million minks were produced annually as of 2020, primarily in China, Denmark, and Poland [Netherlands has phased out production since this article was written].

If there are roughly 120 mink farms per million farmed minks, this suggests a global total of around 6,000 mink farms spread across multiple continents.

COVID-19 affected over 450 mink farms, showing that mink farms are vulnerable targets to a disease capable of targeting minks.

Some mink farms appear to be enclosed, which may limit mink-bird contact:

Special report: As coronavirus hits Europe's fur trade, a look inside  China's mink farming industry - EIA
A Chinese mink farm, photograph by EIA international

Other mink farms appear to be open-air, where minks might be able to pull birds into their cages or otherwise come into close contact with infected birds:

Overview of the Fur Farming Industry - Fur Institute of Canada Fur  Institute of Canada
Photograph from the Fur Institute of Canada

The checklist

Transmissibility: efficiency, intra-community spread, inter-community spread, outside view

1. TRANSMISSION ROUTE: is there an efficient transmission route, such as respiratory droplets, airborne transmission or via the bites of common jumping or flying insects?

No.

2. RAPID SPREAD: Does it seem to spread rapidly within affected communities, going from a few cases to a major local emergency within a month? If R0 has been credibly estimated, is the mean of the range higher than 1?

No.

3. GLOBAL SPREAD: Has it achieved community spread in non-endemic countries on at least 3 continents, and in a set of countries comprising 15% of the world population (excluding endemic countries) and a total of 15% of world GDP?

No.

4. SCREENING DIFFICULTIES: Is screening for the disease difficult due to test unavailability/unreliability/slowness, vector-based transmission, or transmissibility that is highest in early/asymptomatic stages?

No

Danger: case fatality rates, overwhelm, economic impacts, treatment

5. CASE FATALITY RATE: If a credible case fatality rate has been estimated, is it 1% or higher? Alternatively, is the number of deaths divided by the number of confirmed cases being reported at around 5% or higher in at least 3 countries with reliable data?

Yes.

6. HEALTHCARE OVERWHELM: Is there a concern about hospital overwhelm or medical supply shortages in industrialized nations?

No.

7. WORKFORCE INFECTION: Does the disease heavily affect career-age people (age 25-65), or frequently leave survivors with lasting disability?

Yes.

8. LACK OF TREATMENTS AND VACCINES: Is there no clearly effective treatment or vaccine?

Yes.

Spread limitations: demographics, geography

9. DEMOGRAPHICS: If some non-age-related demographics are heavily affected and others are not, do the heavily affected demographics amount to 15% or more of the population? If almost the whole population is about equally affected, mark this criteria as met.

Yes

10. GEOGRAPHY: Is the disease potentially transmissible across most of the world population (i.e. does not work via a vector that has a geographically limited range)?

Yes

Social effects: communications, shutdown, research, deaths

11. IN THE NEWS: Has the disease made front page news on at least 3 different days in the New York Times in the last 2 months, and also received the WHO designation "public health emergency of international concern" or the equivalent?

No

12. QUARANTINES: Has there been a quarantine of a city with over 1 million inhabitants? In a country comprising at least 5% of world population or GDP, has there been a cancellation of major public events, or travel restrictions on passengers arriving from or via this country?

No.

13. PHARMA SPRINT: Has the pharmaceutical industry begun a widespread research effort to produce a novel treatment or novel vaccine, and/or has industry begun a major emergency effort to build physical infrastructure or equipment (hospitals, ventilators, etc)?

No.

14. DEATH TOLL: Have the death toll reached at least 2,000?

No.

Changelog


Monica @ 2023-02-06T20:55 (+3)

Thanks for posting this--as I've said elsewhere, I am quite worried.

 

One thing I am confused by in Tufecki's op-ed (and alluded to in the "non-egg" vaccine quote from her article here) is the idea that it is somehow a problem that vaccines are dependent on eggs because layers are susceptible to infection. I disagree with this part--we have tests for birds, there is currently an outbreak now among layers, and lots have been killed, but I see no reason to suspect so many will be killed that we will not have enough eggs to supply the vaccines. Although I support moving away from eggs for animal welfare reasons where possible, I really don't see how this particular limitation will be a problem (though I definitely think the length of time it will take to scale up, including egg-based vaccines, will be too long).

DirectedEvolution @ 2023-02-06T21:20 (+4)

Just to make it more convenient, here's her quote:

Worryingly, all but one of the approved vaccines are produced by incubating each dose in an egg. The U.S. government keeps hundreds of thousands of chickens in secret farms with bodyguards. (It’s true!) But the bodyguards are presumably there to fend off terror attacks, not a virus. Relying on chickens to produce vaccines against a virus that has a 90 percent to 100 percent fatality rate among poultry has the makings of the most unfunny which-came-first, the-chicken-or-the-egg riddle.

I'm going to make an educated guess that these farms are screened off from contact with wild birds. However, it might be a real challenge to scale up production to the levels required to produce the billions of doses of vaccine that would be required for a vax campaign on the scale of COVID-19.

Chickens lay about one egg per day, unless they're broody. If there are half a million chickens in these facilities, it would take them 71 years to produce enough eggs for 13 billion vaccine doses.

Monica @ 2023-02-07T00:01 (+1)
DirectedEvolution @ 2023-02-07T00:31 (+2)

If you read the first sentence of her quote carefully, it does indeed require one egg per dose.

I don’t know how we’d handle the tradeoff between a rampaging 50% fatal bird flu and injecting 8 billion people with vaccine from appropriated and rush converted factory farm eggs, but it seems like an extremely bad choice to have to make.

I’m not even sure the egg supply is the most important bottleneck here. You have to grow virus in the eggs, then harvest, purify, package and distribute. Working in a bio lab myself, I am going to make an educated guess and say that converting a factory farm into a vaccine production facility would be no easy task, especially if H2H bird flu was already widespread.

CNN breaks down the production process:

https://amp.cnn.com/cnn/2020/03/27/health/chicken-egg-flu-vaccine-intl-hnk-scli/index.html

JoshuaBlake @ 2023-02-06T15:11 (+2)

At first glance, the framework looks overfit and over sensitive. Could you please expand on your back testing? What's its sensitivity and specificity like at different thresholds?