Is vaccination protection against severe disease higher than against mild disease? Key Q for new variants which may show lower effectiveness against mild cases.
Thread
tl;dr Data do not show higher efficacy against severe disease, but not clearly lower either. It matters.
Background
COVID-19 has reshaped our society for the last year b/c of the 10-20x higher hospitalization rate & fatality compared to the flu.
However, vaccine efficacy trials for COVID-19 have included all "symptomatic infection" which is mostly mild cases. (even for J&J)
This was done b/c mild cases occur more frequently; efficacy could be measured more quickly if mild cases were included. Some (@EricTopol) raised concerns about this design b/c they were worried that vaccines might *only* prevent mild cases & not severe.
nytimes.com/2020/09/22/opi…
Others argued the converse: that protection against severe disease will be higher than protection against mild disease. Very nice article by @nataliexdean w/ some examples of this (although most differences shown were not significant, & just trends).
blogs.bmj.com/bmj/2021/03/05…
Here's thread from @profshanecrotty which assumes higher protection against more severe disease (& raises additional Q of how protection from infection varies w/ protection from disease):
Why does this matter now? Biggest reason to me is that some vaccines have very low efficacy against mild disease w/ new virus variants (e.g. AZ in S Africa: ). Should we assume, as WHO did, that they'll still protect against severe disease?
WHO recommended AZ vaccine still be used in Africa, despite showing essentially no efficacy against mostly mild cases of B.1.351 in S Africa () on the grounds that vaccine would still protect against severe disease from B.1.351.
wsj.com/articles/who-r…
While I know of no data to support WHO's recommendation to use AZ vaccine in Africa despite little protection against mild cases in S Africa, it's worth asking, more broadly, is protection against severe disease higher than protection against mild disease?
One might think tons of data supports this given all the press releases reporting "100% protection against hospitalizations, severe disease & death". But # events usually tiny (e.g. 5,0) so 100% really means 48%-100%. See @hildabast for more: theatlantic.com/health/archive…
Here's the data we have. There are efficacy data for 3 vaccines from RCTs, and 1 effectiveness study on Pfizer vaccine in Israel with data on efficacy or effectiveness against different disease severities. What do studies show?
1st: RCTs: No strong evidence for any vaccine having higher efficacy for severe cases (Fisher's exact test P-values); 2 trending higher, 1 trending lower, all CIs large for severe.
Moderna: DOI: 10.1056/NEJMoa2035389
Pfizer: DOI: 10.1056/NEJMoa2034577
J&J: fda.gov/advisory-commi…
2nd: Effectiveness for Pfizer in Israel (6K events! 369 hosp), w/ 4 disease severities D>Se>H>Sy. After 1st dose, trend? for higher protection for more severe disease, but after 2nd dose trend reversed (no death data post 2nd dose). Again 95% CIs large.
DOI: 10.1056/NEJMoa2101765
What does it mean? To me it means we should not assume protection against severe disease will always be higher than for "symptomatic disease" (which is mostly composed of mild cases). If protection against mild cases is very low, it MAY be equally low for severe disease. Or not.
Specifically, AZ had 10.4% (CI: -77%,+55%) efficacy against "mild-moderate" cases of B.1.351. Would efficacy against severe disease be similarly low (e.g. 10%) or much higher (50%+)? If 10% I wouldn't use AZ anywhere B.1.351 was present. If 50%+ I would.
This will be especially important as we study vaccine effectiveness against new variants that have exhibited some immune escape (e.g. B.1.351, P.1, P.2, those w/ E484K mutation). I hope protection against severe disease is higher than for mild, but I'll need data to convince me.
Caveats:
-efficacy against "symptomatic disease" was very high in some cases (~95%), so hard to be higher than that. But in one case (Pfizer RCT), efficacy almost significantly LOWER for severe disease & in Israel, protection very mixed for 4 categories of severity.
-Better analysis would have been Poisson regression w/ offset for person-years of exposure, but not all RCTs reported this (that I could find). Exposure time same for different disease severity for each RCT, so not huge issue, but power might be different.
Are there other data I've missed? I purposely left out Astrazeneca data from 1st RCT b/c of mixing of dosing, duration; small number of hospitalizations (10,0) would have produced similar results to that shown above for other RCTs - trend for higher protection but not quite sig.

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More from @DiseaseEcology

16 Mar
Visual picture of how invasion of B.1.351 eliminated efficacy of Astrazeneca vaccine in S Africa: placebo rises more quickly through d140 when B.1.351 emerges & difference erased (vaccine ends up higher but pop at risk at end is small).
Paper is now out: nejm.org/doi/full/10.10…
Efficacy before Oct 31 before B.1.351 dominant: 75%
Efficacy against B.1.351: 10.4%
Both have very wide CIs b/c study small (1K in each group) but contrast is stark.
Thankfully, J&J vaccine faired much better, w/ a non-significant diff b/w US & S Africa & Brazil (w/ P.1), despite B.1.351 & P.1 being majority of viruses sequenced. (fda.gov/advisory-commi…)
Read 6 tweets
16 Mar
New paper on reinfections & protection from previous exposure. Study design is crude.
Protection was 82% against infection & 85% against symptomatic reinfection. Half (50%) of reinfections were symptomatic (similar to new infections 58%).
@florian_krammer
academic.oup.com/cid/advance-ar… Image
Current dogma is that protection from reinfections is 80-90% (like this study) but reinfections are mild or asymptomatic (). But here 50% were symptomatic & 5 of 31 symptomatic reinfections needed hospitalization (fraction for new infections not given).
Study design is crude: comparison is pairs of tests >90d apart. Little effort to control for factors that might influence detectability of infections. But no clear diffs in age, etc. of groups testing -/+ at 1st test. Hard to know how biased results might be. Image
Read 4 tweets
15 Mar
Is 6' of space required to keep kids safe in schools, or is 3' enough?
One of the most important questions for re-opening schools safely.
Thread
tl;dr New paper suggests 3' is enough, but paper is fraught with issues & is unconvincing, even though I really wanted it to be right.
Background
SARS-COV-2 transmission in children has been one of the most contentious issues of the pandemic. Schools were closed in most of the world in early 2020 b/c kids play a big role in influenza transmission & without info, same was assumed for SARS-COV-2.
A mountain of evidence now shows that cases/infections in children (especially <10yr) are often (but not always) less likely to be detected than in adults & kids transmit less often. There's many issues w/ these data, but no time for that here (need to write big review thread).
Read 27 tweets
2 Mar
CONFLICTING DATA:
-SARS-CoV-2 variants mutate & evade immune system & cause huge epidemics via re-infection (nytimes.com/2021/03/01/hea…) @nmrfaria
-T-cells play key role in disease severity & are robust to same mutations
@aetarke
@SetteLab @profshanecrotty
Background
With waves of cases subsiding & development of many vaccines for COVID-19, many hoped we'd be past the worst of the pandemic (at least those countries w/ access to vaccines).
nytimes.com/interactive/20…
New SARS-CoV-2 virus variants have thrown a potential monkey wrench in that optimism.
One variant (B.1.1.7) is both more transmissible (medrxiv.org/content/10.110…) & more deadly (medrxiv.org/content/10.110…).
Read 22 tweets
26 Feb
Fantastic summary @profshanecrotty of J&J vaccine.

One important correction (I need to write a full thread about).
NONE of the vaccines are 100% protective effective against hospitalizations & death. We know this from vaccine rollout (DOI: 10.1056/NEJMoa2101765).
(cont)
None of the trials are big enough or long enough to accurately measure efficacy against death or even hospitalizations. In huge J&J trial hospitalization was 16 vs 0 which gives a CI of 74%-100%. 16 events is simply too small to say protection is 100% & we know it's not.
We need to be careful about how we describe these vaccines b/c otherwise the public will wonder: if all vaccines have 100% protection against hospitalization & deaths, then why are some of the 50M vaccinated people getting hospitalized & dying of COVID-19?
Read 4 tweets
25 Feb
New paper on biases in epi studies led by @AccorsiEmma
w/ @mlipsitch & many others.
Paper is extremely valuable in thinking carefully about how to interpret data. Sadly, *most* epi papers have failed to account for most of the biases they discuss.
S thread
link.springer.com/article/10.100…
Two big examples:
1) Efficacy of vaccination from observational studies
2) Studies of susceptibility & infectiousness based on secondary attack rate (SAR) data
1) Randomized control trials are the gold standard for assessing the efficacy of vaccines (& lots of other things, of course), because, theoretically*, people are randomized b/w vaccine & placebo groups.
Observation studies of vaccine efficacy (VE) aren't randomized, so,...
Read 15 tweets

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