Can BNT162b2 reduces transmission?
Excited to share our study using real world data.
An encouraging thread ๐Ÿงต
๐Ÿ‘‡๐Ÿ‘‡๐Ÿ‘‡
Since Dec 20, Israel has rolled a massive COVID19 vaccination program using the BioNTech/Pfizer. The program initially focused on 60+ individuals and then gradually moved to earlier ages. By now, 77% of 60+ received at least one dose! ๐Ÿ’ช๐Ÿ”ฅ
The Ministry of Health reported that ~31,000 people were tested as positive after receiving at least one jab in various time intervals.

But do we see a lower viral load in these individuals?๐Ÿง
@MyHeritage runs the largest covid19 testing lab in ๐Ÿ‡ฎ๐Ÿ‡ฑ. This facility has tested so far over 2.7 million samples, with approximately 10K-20K tests/day. We use the same qPCR kits and the same procedure, allowing us to compare Ct values across time points.

vimeo.com/431159364/2975โ€ฆ
Ideally, we would love to know the vaccination status of each individual and compare between vaccinated and vaccinated.

But here is the problem: we don't collect health information of individuals!!! We simply have no access to this info.
Idea๐Ÿ’ก: we know the age of the person and the date of the test. Since vaccination was started with 60+, we can compare the average Ct value positives in this age group as a function of time and compare to 40-60 as a control. Here are the results:
[Red: 60+;Blue:40-60]
Do you see something interesting? In all Dec and early Jan, the average Ct values of the two groups is very similar. But by the end of Jan, we start to see a build up of a difference. Specifically, the 60+ positives show a weaker Ct values on average. More formally:
๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
We then created a model that estimated the difference in Ct due to vaccination, taking into account the daily vaccination rates in each group and the effectiveness:
This analysis predicted that the expected viral load
of vaccinated individuals who are positive to SARS-CoV-2 to be between 1.6x to 20x fold lower than
unvaccinated individuals!!!
There are some caveats, but the results are encouraging. Vaccinated individuals have lower viral load, which suggests lower transmission rates! We hope that these results will encourage more young people to vaccinate. They can protect their families and not just themselves.
Final notes. This work started on Thursday and conducted mainly by @PetterElla, which is a true ninja. Ella is a member of the @Myheritage team but also @UCLA first year PhD student. Quite amazing. Authors: @AsafYounger, @dvir_a, Danit Levi, Orna Mor, and Neta Zuckerman.
The paper was uploaded to @biorxiv_bioinfo and you can find it here. Feedback welcome:

github.com/ellapetter/COVโ€ฆ
Also thanks for @segal_eran for valuable discussions!
I had some typos in this thread due to not sleeping in the past three days. Sorry.

In the next tweet, I am reattaching Fig. 1 with the *correct* legend.
Blue: 60+
Red: 40-60.

You can clearly see that only in late Jan positive samples of 60+ individuals who have been vaccinated more => less viral load.
More results came this morning that corroborate our findings! These data by the amazing @RoyKishony is a direct comparison of vaccinated individuals based on qPCR of a different lab. The Ct value difference is in the middle of our estimation ๐Ÿ’ช๐Ÿ”ฅ. Boom!

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More from @erlichya

8 Feb
ืื—ืช ืžื”ืฉืืœื•ืช ื”ื›ื™ ื—ืฉื•ื‘ื•ืช ื‘ื—ื™ืกื•ืŸ ื”ื™ื ื”ืื ืื ืฉื™ื ืฉื”ืชื—ืกื ื• ื•ืงื‘ืœื• ืงื•ืจื•ื ื” ืžื“ื‘ืงื™ื ืคื—ื•ืช! ๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ
ืฉืจืฉื•ืจ๐Ÿงต ื—ื“ืฉ ืขืœ ื”ืžื—ืงืจ ืฉืœื ื• ืžื•ื ื’ืฉ ื‘ืขื‘ืจื™ืช ๐Ÿ‡ฎ๐Ÿ‡ฑ!
๐Ÿ‘‡๐Ÿ‘‡๐Ÿ‘‡
1. ืื ื—ื ื• ื™ื•ื“ืขื™ื ื›ื‘ืจ ืฉื—ืœืง ืžื”ืื ืฉื™ื ืฉืงื™ื‘ืœื• ืืช ื”ื—ื™ืกื•ืŸ ื™ืฆืื• ื—ื™ื•ื‘ื™ื™ื ื‘ื‘ื“ื™ืงืช ืงื•ืจื•ื ื”. ืื‘ืœ ืื ื—ื ื• ืจืฆื™ื ื• ืœื“ืขืช, ื”ืื ืื•ืชื ืื ืฉื™ื ื”ื ื‘ืขืœื™ ืขื•ืžืก ื ื’ื™ืคื™ ื ืžื•ืš ื™ื•ืชืจ ื•ืœื›ืŸ ืคื—ื•ืช ืžื“ื‘ืงื™ื. ื”ื“ื‘ืจ ื”ื–ื” ืœื ื ื‘ื“ืง ืžืขื•ืœื ื‘ื—ื™ืกื•ื ื™ ืงื•ืจื•ื ื” ื‘ืดืขื•ืœื ื”ืืžื™ืชื™ืด ๐Ÿง

2. ื‘ืื•ืคืŸ ืขืงืจื•ื ื™ ื–ื” ืืžื•ืจ ืœื”ื™ื•ืช ืงืœ. @MyHeritage ืžืคืขื™ืœื” ืืช ืžืขื‘ื“ืช ื”ืงื•ืจื•ื ื” ื”ื’ื“ื•ืœื” ื‘ืืจืฅ. ืื– ืคืฉื•ื˜ ืืคืฉืจ ื”ื™ื” ืœืงื—ืช ื“ื’ื™ืžื•ืช ื—ื™ื•ื‘ื™ืช, ืœื—ืœืง ืืช ื–ื” ืœืงื‘ื•ืฆื•ืช ืžืชื—ืกื ื™ื ื•ืœื ืžืชื—ืกื ื™ื ื•ืคืฉื•ื˜ ืœื”ืฉื•ื•ืช ืืช ื›ืžื•ืช ื”ื•ื•ื™ืจื•ืกื™ื ื‘ื‘ื“ื™ืงื•ืช ื” qPCR, ืœื? ืœื.
ืžื™ื”ืจื™ื˜ื’ืณ ืœื ื™ื•ื“ืขืช ืืช ื”ืกื˜ื˜ื•ืก ื”ื—ื™ืกื•ื ื™ ืฉืœ ื”ื‘ื“ื™ืงื•ืช. ืคืจื˜ื™ื•ืช.
Read 14 tweets
9 Jan
ืžืžืฉืœืช ื™ืฉืจืืœ ๐Ÿ‡ฎ๐Ÿ‡ฑ ื—ืฉืคื” ืฉื”ื™ื ืชื—ืœื•ืง ืขื ืคื™ื™ื–ืจ ืดื ืชื•ื ื™ื ืกื˜ื˜ื™ืกื˜ื™ืืด ืœื’ื‘ื™ ื”ื—ื™ืกื•ืŸ. ืกืงืจ ืงืฆืจ ื‘ื˜ื™ื•ื•ื˜ืจ ืžืจืื” ืฉืจื‘ื™ื ืžื›ื ืžืขื•ื ื™ื™ื ื™ื ืœื“ืขืช ืขื•ื“ ืขืœ ืคืจื˜ื™ื•ืช, ืฉื™ืชื•ืฃ ืžื™ื“ืข, ื•ื‘ื™ื’ ื“ืื˜ื”. ื”ืชื—ื•ื ื”ื–ื” ื”ื™ื” ืื—ื“ ืžื ื•ืฉืื™ ื”ืžื—ืงืจ ืฉืœ ื”ืžืขื‘ื“ื” ืฉืœื™.

ืื– ื”ื ื” ื”ืฉืจืฉื•ืจ๐Ÿงต.
ืžืชื—ื™ืœื™ื!
๐Ÿ‘‡๐Ÿ‘‡๐Ÿ‘‡
ื’ื™ืœื•ื™ ื ืื•ืช: ืื ื™ ื›ื•ืชื‘ ื›ืืŸ ืืš ื•ืจืง ื‘ื›ื•ื‘ืข ื”ืืงื“ืžื™ ืฉืœื™. ืื™ืŸ ืœื™ ืฉื•ื ืžื™ื“ืข ืคื ื™ืžื™ ืœื’ื‘ื™ ื”ืขืกืงื” ืขื ืคื™ื™ื–ืจ ื•ืื ื™ ื ื™ื–ื•ืŸ ืจืง ืžืžื” ืฉืื ื™ ืจื•ืื” ื‘ื›ืœื™ ื”ืชืงืฉื•ืจืช.
ื”ืจื‘ื” ืžื”ืฉืจืฉื•ืจ ืžืชื‘ืกืก ืขืœ ื”ืžืืžืจ ืฉืœื™ ื•ืฉืœ @random_walker ื‘ @NatureRevGenet:
nature.com/articles/nrg37โ€ฆ
ื˜ื•ื‘, ืขื›ืฉื™ื• ื‘ืืžืช ืืคืฉืจ ืœื”ืชื—ื™ืœ. ืืžืœืง: ืื ื™ ื‘ืขื“ ื”ืขืกืงื”.
ืงื•ื“ื ื›ืœ ื ื–ื›ื™ืจ ืฉื”ืืคืฉืจื•ืช ืœื—ืœื•ืง ื“ืื˜ื” ื”ื™ื ื ืฉืžืช ืืคื• ืฉืœ ื”ืžื“ืข ื”ืžื•ื“ืจื ื™. ืื™ืš ืคื™ืชื—ื• ืœื›ื ื—ื™ืกื•ืŸ ื›ืœ ื›ืš ืžื”ืจ? ื—ื•ืงืจื™ื ื‘ืกื™ืŸ ืจืฆืคื• ืืช ื”ื•ื™ืจื•ืก ื•*ื—ืœืงื•* ืืช ื”ืžื™ื“ืข ื”ื–ื” ื›ืš ืฉืชื•ืš ื™ื•ืžื™ื™ื ื—ื•ืงืจื™ื ื‘ NIH ื™ื›ืœื• ืœืคืชื— ืขื ืžื•ื“ืจื ื” ืืช ื”ื—ื™ืกื•ืŸ. ืื•ืชื• ื›ื ืดืœ ืœื”ืžื•ืŸ ืžื—ืงืจื™ื ื•ื˜ื™ืคื•ืœื™ื. ืฆืจื™ืš ืœืžืฆื•ื ื“ืจืš ืœื—ืœื•ืง ืžื™ื“ืข ื•ืœื›ื‘ื“ ืืช ื”ืคืจื˜ื™ื•ืช.
Read 23 tweets
1 Jan
Israel is now a population-scale lab to one of the greatest experiments. It is going to be very interesting few months from a scientific perspective.
A thread!
๐Ÿงต๐Ÿ‘‡๐Ÿงต๐Ÿ‘‡๐Ÿงต๐Ÿ‘‡
As of yesterday, >10% (~1M) of the population got the first dose of the @BioNTech_Group vaccine (~half of 60+ already got it).

While vaccine distribution is spectacular, covid19 cases raise fast. On top of that, we already have confirmed community transmission of the b.1.1.7๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿฆ  Image
Israel is going to be the first country wide battling ground between the vaccine and the virus. And it is one of the best places to watch such a battle:
- Israel is among the top 10 countries with tests/capita
- Every citizen is part of one of four HMOs. All have #EHR. Image
Read 5 tweets
31 Dec 20
This year was not the best, but I don't think it was the worst one in the last century. So to make some lemonade out of lemons, here is a short thread with the top 5 good things that 2020 brought us, at least in my perspective. Please add yours! 1/7
1. Biology is everywhere. Many people who otherwise could not care less are now fascinated by the immune system, molecular biology, etc. This will create an Apollo effect. New generations of students and talent will come to the field after this pandemic. 2/7
2. Biotechnology is recognized as a real technology. The amazing speed of accomplishing a vaccine captures the imagination of the public and highlights the power of biotech, a fringe endeavor in the world of entrepreneurship. That means more VCs and funding for biotech. 3/7
Read 7 tweets
31 Dec 20
Israel vaccination operation is impressive not just by the per capita level but also in absolute numbers. This chart is not update to date and by now, Israel vaccinated over 800K people. By the end of the week, we are likely to pass the 1M mark (>10%). Image
Another reason for the swift execution is the Israeli attitude of "organized chaos". I visited two vaccine centers. The process focuses on speed rather than bureaucracy. Arrived early? Good. If there is a gap they will try to squeeze you in. End of the day? They will announce
if there are left over vaccines and first comes first served in order to avoid wasting them. The process is super fast and it takes a few minutes to get in and get out. You don't sign bullshit papers by lawyers. The nurse asks you a few questions, jab, zei gezunt and arrivederci!
Read 6 tweets
3 Sep 20
Israel is now first in the world for daily cases of covid19 per capita.

How the hell did we get here?
A cautionary tale in this long thread >>>
Theoretically, Israel had all necessary components to excel the fight against covid19.
โœ… A small country
โœ… Good nationwide public health system
โœ… Population that is used to emergency situations
โœ… A de-facto island with only one main gate to the world
And we did phenomenally well in March-May (check the green curve). We flattened the curve swiftly and rapidly. In fact, at the end of May, covid19 was almost extinct, with about ONE daily case per million >>>
Read 29 tweets

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