Lots of discussion & opinions about human trials to test efficacy of vaccines. They provide key data to answer a Q that normal phase 3 trials can't:
Does the vaccine reduce infectiousness?
However, they have imp. limitations & carry risks.
Thread. theguardian.com/world/2020/sep…
), reduce probability of infection, or reduce infectiousness/transmission. WHO criteria include all 3 of these as possible endpoints for vaccine efficacy. who.int/blueprint/prio…
FDA criteria for efficacy include infection and disease (mild or severe), but nothing about infectiousness. This is problematic b/c we might think a vaccine is ineffective b/c it doesn't stop infection or reduce disease even if it reduces infectiousness enormously.
Many studies show no correlation b/w viral loads & disease severity, so this isn't an abstract possibility: doi.org/10.1038/s41591…
In a normal phase 3 trial with 30-60K people, one can't (easily) swab each person daily to get viral load data for the 150 infected people that constitute the endpoint. One could get daily viral load after symptom onset if participants seek testing at 1st symptom.
But, given importance of pre-symptomatic transmission (see our recent paper showing how it extends further into past if incubation period is longer:
Challenge trials, with a small set of dozens of people, can easily measure viral loads on each day following infection, which is critical to determine if vaccination reduces infectiousness which could be completely missed by normal phase 3 trials.
Human challenge studies can also examine several factors phase 3 trials can't that are highly likely to be important: time of infection relative to vaccination, dose, etc. For dose effects see paper by @ecoevo_kel @mlipsitch @mgmgomes1 nature.com/articles/s4159…
However, challenge trials aren't perfect: they are very limited in only including young healthy people, so they can't assess efficacy in older/sick people. They also certainly carry risks - COVID19 can (rarely) cause severe disease w/ lasting symptoms in young healthy people.
Many smart people are opposed to them for this reason
I acknowledge this risk, but believe it is outweighed by knowledge gained from trials.
Some argue that normal phase 3 clinical trials provide the critical needed data on efficacy in older/sick people & simultaneously efficacy data in young people w/out ethical issue of deliberately infecting people.
But it's not clear to me that Phase 3 trials will provide this data; it's not clear the vaccine trial stopping criteria require a set of events in older people - do they @EricTopol@nataliexdean?). If not, they could stop w/out any info on efficacy in old/sick people.
So normal phase 3 trials and challenge trials might provide similar data. Why might we want to use both?
Phase 3 trials are difficult b/c you have to wait for enough people to accidentally get infected & get sick & come to doctor. To get efficacy they can take a long time, especially if transmission falls where you start a trial, as occurs very often.
Current trials focus on reducing mild illness which clearly isn't reason we urgently need vaccine for COVID. @EricTopol argues this is poor strategy b/c vaccine that prevents mild illness may have no effect on severe illness: nytimes.com/2020/09/22/opi…
If we want phase 3 trial that assesses efficacy in preventing severe infections or specifically for old people, this will likely take many months.
In contrast, human trials can be completed in shorter time, once details of study are worked out (dose, timing relative to vaccination) & challenge virus is purified. Planned trials will take ~1 month to assess efficacy.
I believe human challenge trials are highly complementary to phase 3 trials and very valuable. They provide information on efficacy in reducing infectiousness that normal trials can't. They do carry risks. I support them.
Note: There are many many more vaccines in the pipeline (see article by @HelenBranswell), so just b/c some are in phase 3 now does not mean challenge trials won't be useful. statnews.com/2020/09/24/her…
For very careful detailed discussion on pros/cons see paper from @mlipsitch from earlier this year:
How to mislead in science: hide raw data in supp material (SM).
Just had a dept-wide reading group of a recent Science paper on latitudinal/temperature trends in predation pressure (10.1126/science.abc4916). Paper claims simple clean patterns (fig) but where are the data???
Panel A (L) in main text. Raw data & regional analysis in SM. Paper makes simplistic & general claim: predation increases w/ Temp. But data tell v different story. Instead of clear increase in Bait Consumption w/ Temp, pattern is absent in 2/4 region, strong in 1/4, weak in 1/4.
Same for Fig 2B. Fig in main text (L) shows clean pattern. Actual data (R) show that pattern is mostly just in 1 type of animal (solitary tunicates) while other taxa show opposite pattern (Enc Bryozoans) or no pattern at all (most other taxa).
COVID-19 vs Shark attack
There was a shark attack yesterday where I free dive frequently (abc7news.com/lovers-point-b…). A friend asked what's more dangerous, COVID-19 or swimming/free diving with sharks in the ocean?
Just for fun, here's a rough calculation.
tl;dr COVID-19 by a mile.
Chance of COVID-19 infection? Depends on many things: occupation, household size, behavior, exposure of household members etc. But in US roughly 60% of US has been exposed in last 2 years (webmd.com/lung/news/2022…). So crude estimate of yearly chance of infection 37%.
Chance of COVID-19 death given infection? Depends on age; for me, about 0.72%, pre-vaccination for the original SARS-CoV-2 variant.
So chance of infection & death ~1 in 375 pre-vaccination and 10-50x lower now (variant, vaccine doses, time since booster) medrxiv.org/content/10.110…
Why would Amazon workers vote against union & why aren't union dues progressive like taxes (i.e. lowest for lowest income)?
I've read several stories (nytimes.com/2022/05/02/tec…) about workers at 2nd Staten Island plant voting strongly against union but none of the articles say why.
Union dues would be $5/week for full time employees (amazonlaborunion.org), so if earning $15/hr, this is 0.33 hrs/week or 0.8% of salary which seems pretty cheap, & is even less than some large unions (e.g. Teamsters = 2.5 hr/mo or ~0.55hr/wk).
If union negotiated a 1% increase in pay that'd pay for union dues. That seems like a pretty low bar for a goal & doesn't include negotiating for better working conditions, etc. What are other reasons not to unionize or is it simply b/c of known cost & unknown benefits?
Florida Manatees: doomed to extinction or actually doing pretty well?
A simple data analysis story.
Some of you may have seen this article in NYTimes 10d ago: nytimes.com/2022/04/09/us/…
The article suggests Florida manatees are on their way out with quotes like this:
The perilous status of manatees is supported by claims like:
"In all of last year, 1,100 Florida manatees died, a record."
The article does acknowledge in some places manatees are doing better. But the overall tone is one of despair for a species on its way to extinction.
#epitwitter
Need help w/ UK seroprevalence data
I recall previously seeing estimates of for SARS-CoV-2 infection for UK, but now I can only find estimates for exposure to spike protein which is infection OR vaccination (fig from ons.gov.uk/peoplepopulati…)
but...
I want seroprevalence for infection so need data on antibodies to nucleocapsid protein or other non-spike protein. Does this exist?
I also can't find info on the response rate for survey. This page has response rates, but they are old (from July 2020) & they are very low (<15%). What is current response rate for serosurvey? ons.gov.uk/peoplepopulati…
US COVID-19 deaths US >2000/day & continue to rise.
I can't help but wonder if focus on Omicron's mildness contributed to size of surge & deaths occurring now.
Difference in severity was small relative to higher infectiousness. Latter should have been singular focus of messaging.
Obviously it would have been far worse if omicron had been as severe as Delta. But focus on mildness of Omicron by scientists, media, government, CDC, etc. contributed to people being less safe than they should have & now thousands are dying/day & many more w/ long covid
Biggest failure, in my opinion, was lackluster efforts to roll out 3rd dose boosters, which played huge role in much smaller impact of Omicron on deaths in UK & elsewhere.
In US, many scientists argued against need for boosters, possibly b/c of global vaccine equity issues.