Nicholas A. Christakis Profile picture
Sep 21, 2020 32 tweets 14 min read Read on X
Inventing a #COVID19 vaccine is just a first step. For it to make a material difference in the pandemic, we must also manufacture and distribute it, and people must take it (with confidence that it's safe). Let’s talk about the often-overlooked, unsexy problem of DISTRIBUTION. 1/
There are many efforts afoot using diverse biological approaches to develop a vaccine. I think it is likely one will be invented – though how safe and effective it will be, and when it will appear, are still far from certain. 2/
As discussed in #APOLLOSARROW, out on October 27 amazon.com/Apollos-Arrow-…, the many steps necessary before widespread vaccination takes place may mean it does not arrive before we reach herd immunity anyway, in 2022 or so. So a vaccine may not materially shorten the pandemic. 3/
On the many vaccine development efforts, see this terrific recent review: nature.com/articles/d4157… 4/
On vaccine manufacturing efforts, note that many pharmaceutical companies, and @BillGates himself (to his great credit), have said they will build factories even before a vaccine is invented. See: businessinsider.com/bill-gates-fac… 5/
On vaccine acceptance, public interest has fluctuated – with 60-70% saying they would get a shot. See, for example: news.gallup.com/poll/317018/on…

This is not a terrible level for herd immunity, but we would need to actually reach it, and reach it fast, and the higher the better. 6/
But what about DISTRIBUTION? How will billions of doses of #COVID19 vaccine that get manufactured get from factories to our arms – especially if every dose must stay refrigerated from time of manufacture until injection? This is known as a “cold chain” sciencedirect.com/science/articl… 7/
Any interruption in the refrigeration of a vaccine that must stay refrigerated (e.g., being accidentally left for an hour on a loading dock or in a vial on a counter) can inactivate it. It requires a lot of effort to prevent such breaks in the cold chain. 8/
Even the number and placement of ice packs in the boxes containing the shipped vaccines is important. journals.sagepub.com/doi/pdf/10.117… 9/
The necessity of monitoring the exposure of vaccines to heat during transport and storage has led to many innovations, including temperature-sensitive vaccine vial monitors and distributed internet-enabled sensors. sciencedirect.com/science/articl… 10/
There are cases where vaccines sent to developing world have been rendered useless. For example, a measles outbreak in Micronesia in 2014 was probably due to cold chain failure cdc.gov/mmwr/preview/m… and of polio in Oman in 1988 likely for same reason sciencedirect.com/science/articl… 11/
And surveys of cold chains often find problems in both the developing world (e.g., India scielosp.org/article/bwho/2…) and the developed world (e.g., UK bmj.com/content/bmj/30…). 12/
Plus, TOO COLD a temperature is also a problem! It can inactivate a vaccine. Vaccine exposure to temperatures BELOW recommended ranges occurred during shipments in 38% of studies from higher income countries and 19% in lower income countries. sciencedirect.com/science/articl… 13/
It turns out that two of the frontrunners for a #COVID19 vaccine require a cold chain: fiercepharma.com/manufacturing/… 14/
Indeed, most (if not all) of the likely #COVID19 vaccines will need some sort of cold chain (with specific tolerances for requisite cold temperature or for permissible time at room temperature). supplychaindive.com/news/coronavir… #coldchain 15/
According to @iata, by 2022, world sales of cold-chain drugs will likely top $416 billion, in a global biopharma market >$1.43 trillion. iata.org/contentassets/…

At present, perhaps 25% of vaccines reach their destination degraded because of incorrect shipping. 16/
So, indeed, many (or all!) #COVID19 #SARSCOV2 vaccines will face the important and demanding challenge of requiring a #coldchain. 17/
But the problem of transporting an agent for vaccination in a way that protects its efficacy is not a new one!

Let’s take this thread in a fascinating historical direction? bbc.com/news/world-asi… 18/
Edward Jenner proved the utility of vaccination in 1798, by taking the pus from someone with cowpox (a mild disease) and injecting it into another person, so as to make them immune to the much deadlier disease of smallpox (en.wikipedia.org/wiki/Edward_Je…). 19/
As discussed in #APOLLOSARROW, Jenner’s key innovation was to do a *challenge trial*: after putting cowpox pus into the arms of 8-year-old James Phipps, he later deliberately infected him with smallpox!

Some have proposed this for COVID19, too. sciencemag.org/news/2020/07/c… 20/
But how could this cascade from person-to-person be maintained for early vaccination against smallpox, two centuries ago, when there was no refrigeration? 21/
It was possible to take lymph from a person who recovered from cowpox, put it between two sealed glass plates, and ship it somewhere else for use, but it often degraded and was ineffective. There was no cold chain. 22/
An alternative was to transport the vaccine "arm-to-arm." The first person would be vaccinated by smearing vaccine onto their arm with a needle. A week later, when a cowpox pustule developed, a doctor would cut into it and transfer pus on to arm of another person. And so on. 23/
And such people could move, by ship, over a period of weeks, from, say, the UK to India, in a human chain, serving as vessels for the pathogen. 24/
The journey of the vaccine to the arm of the young Wadiyar queen in this image (on the right) probably began, in India at least, with the three-year-old daughter of a British servant named Anna Dusthall. bbc.com/news/world-asi… [thread continues] 25/
On June 14, 1802, Anna Dusthall became the first person in India to be successfully vaccinated for smallpox. Little else is known about her.  But all vaccination in India began with her. The following week, five children in Bombay were vaccinated with pus from Dusthall's arm. /26
From there, the vaccine travelled, most often arm-to-arm, across India to various British bases – Hyderabad, Cochin, Tellicherry, Chingleput, Madras and eventually, to the royal court of Mysore, where it may have wound up in the arm of the young queen, Devajammani. 27/
Queen Devajammani agreed to the painting in part to help change attitudes towards vaccination among her subjects.

For scholarship on this painting, entitled Dancing Girls, Madras, c. 1805, by Irish artist Thomas Hickey, see: cambridge.org/core/services/… 28/
This action by the queen in 1805 also highlights another ongoing challenge, beyond vaccine distribution, that will be relevant to confronting COVID19: public health education. People will have to be encouraged to take a vaccine on a huge scale, and persuaded that it is safe. 29/
And this historical case highlights another broader idea, which is one theme of APOLLO’S ARROW: The Profound and Enduring Impact of Coronavirus on the Way We Live @littlebrown amazon.com/Apollos-Arrow-…: the challenges posed by epidemics have always been a part of our history. 30/
Plagues are not new to our species. They are just new to *us*. 31/
For another "human chain" of "orphan children" assigned the task of being sequentially infected with cowpox during a long ocean journey, for the purpose of transporting the vaccine against smallpox a great distance, see: outono.net/elentir/2020/0… via @CarlosHdezy 32/

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More from @NAChristakis

Jul 2
In new work from #HNL in @NatureComms, we explore the ability of simple AI to affect the capacity of creativity of human groups. This work continues a stream of work we inaugurated in 2017, studying “hybrid systems” of humans and machines. 1/ nature.com/articles/s4146…
The primary obstacle to finding good ideas is normally not that innovations are hard to evaluate, but rather that coming up with an original idea that pushes the boundary of available ideas is hard. This is a challenge that groups can both mitigate and amplify. Distinctly, since AI can alter group behavior, AI might also affect creativity. 2/
Innovative ideas can enhance the immediate welfare of a population and even modify the course of human evolution. However, finding such valuable ideas often involves exploring a large pool of possibilities – which can be a challenging process for both individuals and groups. 3/
Read 17 tweets
Jul 1
Human beings have both friends and enemies, and they can track such connections. Why? It’s not hard to see why we evolved the capacity for friendship, but why do we have a capacity for animosity, and how might it shape our social networks, potentially for the better? 1/
In new work in @PNASNews, @Amir_Ghasemian and I explore “The Structure and Function of Antagonistic Ties in Village Social Networks.”

At the population level, the existence of antagonism has important implications for the overall structure and function of human groups. #HNL 2/

pnas.org/doi/10.1073/pn…Image
Just as friendship ties can impose costs (ranging from the demands our friends place on us to the risk of infection that social connections entail), antagonistic ties can offer benefits (ranging from enhancing our overall access to novel information or reducing our membership in overly siloed groups). We show how this plays out. 3/

pnas.org/doi/10.1073/pn…Image
Read 15 tweets
May 3
Social contagion is a powerful force.

People copy the thoughts, feelings, & actions of those to whom they are connected. Understanding social network structure & function makes it possible to use social contagion to intervene in the world to improve health, wealth, & learning.Image
In a large randomized controlled field trial in 24,702 people in 176 isolated villages in Honduras, published in @ScienceMagazine on May 3, 2024, we showed how social contagion can be used to improve human welfare. #HNL @eairoldi science.org/doi/10.1126/sc…
Image
To exploit social contagion, tools are needed to eficiently identify individuals who are better able to initiate cascades. To be maximally useful, such tools should be deployable without having to actually map face-to-face social network interactions. science.org/doi/10.1126/sc…
Read 18 tweets
Apr 30
I have some thoughts on this fine statement by @Yale President Peter Salovey regarding desire by some students to impose "ideological litmus test" for access to a shared Yale space.

Salovey said: “Those protestors asked individuals who wished to pass through or enter their area, which is a shared campus space, to agree with their political viewpoints. This action is unacceptable and antithetical to the very purpose of a university.”

It’s is quite right to reject this impulse, but where might students have got this sort of idea?

The background for this statement is pro-Palestinian protests and certain recent actions by some protestors.

For the removal of doubt, I wholly support the right to protest and am sympathetic both to Israel and the civilians suffering horribly in Gaza. I have no problem with the tents or public art.

But protest that stops others from using the campus crosses line into civil disobedience and is distinct from free expression.

and
The problem with the otherwise commendable statement by President Salovey is that the students’ impulse to have a litmus test is part of a broader pattern of such actions at Yale (violating its liberal tenets). We have procedures and bureaucracies that do just this -- which may have given the students this very idea!
Read 7 tweets
Dec 12, 2023
How will AI affect the way we treat each other?

In "hybrid systems" of humans and machines, how will AI (whether simple or complex) affect not just human-machine interactions, but human-human interactions in the presence of machines?

Will AI change human ethical behavior? 1/
In new work in @PNASNews, we showcase a novel cyber-physical system of people driving cars via the internet in an experimental diorama. This system allows us to explore how forms of AI affect existing human norms of cooperation and coordination. 2/ pnas.org/doi/10.1073/pn…
Image
Hiro Shirado (), @shn_kasa, and I tested how AI might affect norms of reciprocity using a novel cyber-physical lab experiment where online subjects (N=300 in 150 dyads) drove robotic vehicles remotely in a game of CHICKEN. #HNL 3/ shirado.net
pnas.org/doi/10.1073/pn…
Read 14 tweets
Nov 26, 2023
If you hide people's wealth, you can make the economic gradient in happiness go away, in part by making poor people relatively happier.

New (somewhat dispiriting) experiments spearheaded by @Nishi_Akihiro in @NatMentHealth #HNL 1/ nature.com/articles/s4422…
Image
A lot of the economic gradient in subjective well being (SWB) with respect to wealth has to do with the invidious comparisons people can make with those around them. 2/
One classic study reported that most people prefer to choose A (current yearly income is $50,000 and others earn $25,000) over B (current yearly income is $100,000 and others earn $200,000).

People would rather be relatively rich and absolutely poor!

3/sciencedirect.com/science/articl…
Read 10 tweets

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