COVID-19 and the BCG hypothesis: age group comparison between Italy, Spain, and Portugal. You can get a size sense of herd immunity and individual immunity effect.
This is a supplement analysis of the previous post. Supplement but important because this is the first analysis in the world that quantifies the difference of people who were vaccinated and those who were not in the same countries.
The age group comparison between Italy, Spain, and Portugal should be interesting because three countries had different BCG policies and the same strain, BCG Denmark has been used. Let me look back at and dig into the detail of the BCG policy for each country.
https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/648675
https://twitter.com/uunkotsu/status/1249328986733170688
** http://ibdigital.uib.es/greenstone/collect/medicinaBalear/index/assoc/Medicina/_Balear_/1997v12n/1p033.dir/Medicina_Balear_1997v12n1p033.pdf
https://twitter.com/UNIXX/status/1249336588397502464, https://twitter.com/UNIXX/status/1249336687479545857
*** Looking for a source.
Firstly, the below chart is deaths per 1M population by the age group. You can see Italy is the highest and Portugal is the lowest in all age groups.
![](data:image/png;base64,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)
The timing of the virus arrival may cause the difference but that alone cannot explain the difference between Spain and Portugal. The BCG vaccine may be working.
I am learning immunology through this COVID-19 pandemic for the first time and learned that there are two ways of how the immune system works: herd immunity and individual immunity. The BCG vaccine can work these two ways. You can easily see that Portugal has the lowest deaths per 1M population including the 80+ who were not BCG vaccinated. This is the herd immunity effect. The specialists are now arguing the herd immunity effect may be larger than the individual immunity from the BCG vaccination.
However, I did this age group comparison to identify the difference between those who have got vaccinated and those who have not; in other words, individual immunity.
Then, let me change the above chart to the below; relative deaths per 1M pop by age group, setting 80+ death per 1M population to 100 (80+=100) to compare the age group difference relatively, assuming most of 80+ have not been vaccinated in these three countries.
![](data:image/png;base64,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)
Hey, can you see a drop in ages younger than 79 in Spain and Portugal? To zoom in the younger ages, let me set not only 80+=100 in the three countries but also all age groups in Italy=100. Here is the third chart.![](data:image/png;base64,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)
Wow, you can see an intriguing relative difference between those who were vaccinated and those who were not! Most of 39 to 78 years old were vaccinated in Spain and most of 3 to 78 years old were vaccinated in Portugal. This can be big evidence of individual immunity!
* Under 39 deaths in Italy 47, in Spain 37, and in Portugal 0 as of this analysis. I think this is statistically significant from my business analysis experience.
But remember that the herd immunity looks much larger by looking at 80+ in the first chart. Probably the specialist can quantify from this analysis.
This is the case with the weak strain, BCG Denmark. I guess that the strong strain, BCG Tokyo, would have a larger and longer effect. As Canada used the BCG Tokyo strain until 1960s-1970s, Canada vs the U.S. comparison will be another good set. I can already see that the relative deaths per 1M are small in the 50s to 70s in Canada. But, the U.S. doesn't disclose up-to-date age group data as of now. Let me work on it when the data is ready and I have time.
Sources of this analysis; accessed on 13 Apr.
https://www.worldometers.info/coronavirus/
https://www.populationpyramid.net/
https://en.wikipedia.org/wiki/2020_coronavirus_pandemic_in_Italy
https://en.wikipedia.org/wiki/2020_coronavirus_pandemic_in_Spain
https://en.wikipedia.org/wiki/2020_coronavirus_pandemic_in_Portugal
(Added on 14 Apr)
The U.S. updated its age group data as of 13 Apr.
https://www.cdc.gov/nchs/nvss/vsrr/COVID19/index.htm
So let's compare it with Canadian age group data as of 13 Apr.
https://www.canada.ca/content/dam/phac-aspc/documents/services/diseases/2019-novel-coronavirus-infection/surv-covid19-epi-update-2020-04-13-eng.pdf
Firstly, let's check their BCG policies. Canadian BCG policy is quite complex. And the bad news is that Canada probably had used the BCG Connaught strain, a weak strain, though http://www.bcgatlas.org/ shows the BCG Tokyo strain.
Ireland is simple. You can get the latest data from below. I picked up the latest one of 4 May as this analysis is to compare the relative death rate, not the absolute death rate. More data, the better.
The age group comparison between Italy, Spain, and Portugal should be interesting because three countries had different BCG policies and the same strain, BCG Denmark has been used. Let me look back at and dig into the detail of the BCG policy for each country.
- Italy: never mandatory
- Spain: mandatory from 1965 to 1981 for newborns from http://www.bcgatlas.org/. But the BCG Atlas is incomplete again. Schoolchildren from 6 to 14 years old had vaccinated from 1965 to 1976*. From 1956 to 1965, 80% of children who were 5 to 14 years old were vaccinated**.
-> Spanish from 39 to 78 years old has been vaccinated. - Portugal: mandatory from 1965 to 2017 for newborns from http://www.bcgatlas.org/. And I guess same schoolchildren vaccination for Portuguese as Spainish***.
-> Portuguese from 3 to 78 old have been vaccinated.
https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/648675
https://twitter.com/uunkotsu/status/1249328986733170688
** http://ibdigital.uib.es/greenstone/collect/medicinaBalear/index/assoc/Medicina/_Balear_/1997v12n/1p033.dir/Medicina_Balear_1997v12n1p033.pdf
https://twitter.com/UNIXX/status/1249336588397502464, https://twitter.com/UNIXX/status/1249336687479545857
*** Looking for a source.
Firstly, the below chart is deaths per 1M population by the age group. You can see Italy is the highest and Portugal is the lowest in all age groups.
The timing of the virus arrival may cause the difference but that alone cannot explain the difference between Spain and Portugal. The BCG vaccine may be working.
I am learning immunology through this COVID-19 pandemic for the first time and learned that there are two ways of how the immune system works: herd immunity and individual immunity. The BCG vaccine can work these two ways. You can easily see that Portugal has the lowest deaths per 1M population including the 80+ who were not BCG vaccinated. This is the herd immunity effect. The specialists are now arguing the herd immunity effect may be larger than the individual immunity from the BCG vaccination.
However, I did this age group comparison to identify the difference between those who have got vaccinated and those who have not; in other words, individual immunity.
Then, let me change the above chart to the below; relative deaths per 1M pop by age group, setting 80+ death per 1M population to 100 (80+=100) to compare the age group difference relatively, assuming most of 80+ have not been vaccinated in these three countries.
Hey, can you see a drop in ages younger than 79 in Spain and Portugal? To zoom in the younger ages, let me set not only 80+=100 in the three countries but also all age groups in Italy=100. Here is the third chart.
Wow, you can see an intriguing relative difference between those who were vaccinated and those who were not! Most of 39 to 78 years old were vaccinated in Spain and most of 3 to 78 years old were vaccinated in Portugal. This can be big evidence of individual immunity!
* Under 39 deaths in Italy 47, in Spain 37, and in Portugal 0 as of this analysis. I think this is statistically significant from my business analysis experience.
But remember that the herd immunity looks much larger by looking at 80+ in the first chart. Probably the specialist can quantify from this analysis.
This is the case with the weak strain, BCG Denmark. I guess that the strong strain, BCG Tokyo, would have a larger and longer effect. As Canada used the BCG Tokyo strain until 1960s-1970s, Canada vs the U.S. comparison will be another good set. I can already see that the relative deaths per 1M are small in the 50s to 70s in Canada. But, the U.S. doesn't disclose up-to-date age group data as of now. Let me work on it when the data is ready and I have time.
Sources of this analysis; accessed on 13 Apr.
https://www.worldometers.info/coronavirus/
https://www.populationpyramid.net/
https://en.wikipedia.org/wiki/2020_coronavirus_pandemic_in_Italy
https://en.wikipedia.org/wiki/2020_coronavirus_pandemic_in_Spain
https://en.wikipedia.org/wiki/2020_coronavirus_pandemic_in_Portugal
(Added on 14 Apr)
The U.S. updated its age group data as of 13 Apr.
https://www.cdc.gov/nchs/nvss/vsrr/COVID19/index.htm
So let's compare it with Canadian age group data as of 13 Apr.
https://www.canada.ca/content/dam/phac-aspc/documents/services/diseases/2019-novel-coronavirus-infection/surv-covid19-epi-update-2020-04-13-eng.pdf
Firstly, let's check their BCG policies. Canadian BCG policy is quite complex. And the bad news is that Canada probably had used the BCG Connaught strain, a weak strain, though http://www.bcgatlas.org/ shows the BCG Tokyo strain.
- The U.S.: never mandatory
- Canada: The BCG policy in Canada is complex and may vary by provinces.
- From http://www.bcgatlas.org/, I would read that Canada had a "routine" BCG vaccination program until the 1960s-1970s and Canada uses BCG Tokyo 172 strain.
- https://www.tandfonline.com/doi/pdf/10.3402/ijch.v63i0.17908 says "The vaccine use in Canada dates to 1925, though its widespread use in publicly funded programs dates to 1948" and "BCG vaccine(Connaught, 1948)"
- https://www.sciencedirect.com/science/article/pii/S0264410X17308617 says "In the province of Québec, Canada, the Bacillus Calmette-Guérin (BCG) vaccine was offered to newborns and school-age children from the 1950s to mid-1970s"
- In the fall of 2011, the Sanofi BCG Connaught plant flooded caused supply shortage https://en.wikipedia.org/wiki/BCG_vaccine#Supply_shortage
- -> I assume Canada had its routine BCG program from 1948 to 1960s-1970s and Many Canadians from 40 to 79 years old have been vaccinated.
- -> I guess Canada had used the BCG Connaught strain until the Sanofi plant problem and started to use the BCG Tokyo strain after that.
* https://www.statista.com/statistics/241488/population-of-the-us-by-sex-and-age/
I created the same three charts as I did with Italy, Spain, and Portugal.
The first chart is deaths per 1M population by the age group.
The first chart is deaths per 1M population by the age group.
The second chart is relative deaths per 1M pop by age group, setting 80+ death per 1M population to 100 (80+=100) to compare the age group difference relatively, assuming most of 80+ have not been vaccinated in the U.S. or Canada.
And the third chart is the one setting not only 80+=100 in both countries but also all age groups in the U.S. =100. You can see a big drop of 40-79 Canadian!
![](data:image/png;base64,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)
Canada does not have a statistically enough death number for under 39, only 4 deaths as of 13 Apr. If one or two deaths are added, the shape of the third chart changes a lot. I never hope so, but from the point of probability, death tolls under 39 in Canada will increase a bit.
(Added on 18 Apr)
I checked the latest Canadian report as of 16 Apr and found that death number for under 39 increased from 4 to 5 as I anticipated.
https://www.canada.ca/content/dam/phac-aspc/documents/services/diseases/2019-novel-coronavirus-infection/surv-covid19-epi-update-eng.pdf
* Under 39 deaths in the U.S. is estimated to be 139 as of this analysis.
Comparing with the third chart of Italy and Spain, the BCG Connaught strain looks a bit more effective than the BCG Denmark strain. I don't have biochemical data that can compare the two strains but this is my guess from this analysis.
However, the BCG Connaught strain doesn't look effective as the BCG Tokyo strain. I had thought Canada uses the BCG Tokyo strain from http://www.bcgatlas.org/ and I was opportunistic about Canada, but it was not. I think Canadians should take precautions.
(Added on 6 May)
Let's do the same analysis for the U.K. and Ireland though it would be harder to visualize the gap as there is no non-BCG country among the two.
Firstly, let's check their BCG policies. Canadian BCG policy is quite complex. And the bad news is that Canada probably had used the BCG Connaught strain, a weak strain, though http://www.bcgatlas.org/ shows the BCG Tokyo strain.is a supplement analysis
Canada does not have a statistically enough death number for under 39, only 4 deaths as of 13 Apr. If one or two deaths are added, the shape of the third chart changes a lot. I never hope so, but from the point of probability, death tolls under 39 in Canada will increase a bit.
(Added on 18 Apr)
I checked the latest Canadian report as of 16 Apr and found that death number for under 39 increased from 4 to 5 as I anticipated.
https://www.canada.ca/content/dam/phac-aspc/documents/services/diseases/2019-novel-coronavirus-infection/surv-covid19-epi-update-eng.pdf
* Under 39 deaths in the U.S. is estimated to be 139 as of this analysis.
Comparing with the third chart of Italy and Spain, the BCG Connaught strain looks a bit more effective than the BCG Denmark strain. I don't have biochemical data that can compare the two strains but this is my guess from this analysis.
However, the BCG Connaught strain doesn't look effective as the BCG Tokyo strain. I had thought Canada uses the BCG Tokyo strain from http://www.bcgatlas.org/ and I was opportunistic about Canada, but it was not. I think Canadians should take precautions.
(Added on 6 May)
Let's do the same analysis for the U.K. and Ireland though it would be harder to visualize the gap as there is no non-BCG country among the two.
Firstly, let's check their BCG policies. Canadian BCG policy is quite complex. And the bad news is that Canada probably had used the BCG Connaught strain, a weak strain, though http://www.bcgatlas.org/ shows the BCG Tokyo strain.is a supplement analysis
- The U.K.:
- According to http://www.bcgatlas.org/
- Mandatory from 1953 to 2005 and the timing of vaccination was 12 or 13 yrs old
- The BCG strain is Evans Medical/Medeva that seems to be a weak strain
- ->27 to 80 years old have been vaccinated.
- Ireland:
- According to http://www.bcgatlas.org/
- Mandatory from 1950s to now and the timing of vaccination is at birth
- The BCG strain is Danish SSI 1331 that is a weak strain
- According to https://www.irishtimes.com/news/played-major-role-in-the-fight-against-tb-1.1060781, it seems the BCG vaccination program started before the World War 2.
- ->0 to 80 years old have been vaccinated.
It was hard to find the whole U.K. deaths data by age group. If you google it, you'll know it. The data is separated for England and Whales, Scotland, and Northern Ireland. I guess some regions are still independent countries in the U.K. You can find the whole U.K. data deep in the Excel sheet "UK - Covid-19 - Weekly reg". And it takes two weeks for the data to be updated. So I have to use 24 Apri data. I hope they can corporate efficiently in this urgent time.
https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/datasets/weeklyprovisionalfiguresondeathsregisteredinenglandandwales
https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/datasets/weeklyprovisionalfiguresondeathsregisteredinenglandandwales
Ireland is simple. You can get the latest data from below. I picked up the latest one of 4 May as this analysis is to compare the relative death rate, not the absolute death rate. More data, the better.
Ireland's age bracket is rough for seniors. It has only 65+. Our generation shall not be classified as seniors receiving a pension at 65 years old.
Combining the U.K. and Ireland, I can get four age brackets; under 14, 15-44, 45-64, 65+ though it's not optimal to compare the BCG vaccination effect.
The first chart is deaths per 1M population by the age group. You may think that the difference is relatively small but please be aware that this includes the two-week difference.
The second chart is relative deaths per 1M pop by age group, setting 65+ death per 1M population to 100 (65+=100) to compare the age group difference relatively assuming 65+ segments had BCG vaccinated in the U.K. and Ireland.
And the third chart is the one setting not only 65+=100 in both countries but also all age groups in the U.K. =100.
You can see there is no death under 15 in Ireland. We have seen the same thing for Portugal. If the BCG vaccination has been mandatory, we don't see a death in the younger generation in that country. As a matter of probability, I presume the death rate for 15-44 in the U.K. will increase as the data is updated.
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DeleteThank you for this valuable analysis, I find it very convincing - but I am an outsider.
ReplyDeleteIs there any update if there is any action in this direction? I mean checking if it is safe to vaccinate the elderly in this situation when the epedemic is in progress and if it is safe then start a vaccination program with the best known BCG strain. Also providing sufficient supply.
There are many clinical trials going on now and we have to wait for those results.
Deletehttps://sites.google.com/view/covid-19-bcg-vaccine/home
https://docs.google.com/spreadsheets/d/16ISrVB2OL9pOLLPyTRziciTjSwFH7RI-aVExadCJ25o/edit#gid=821329594
I hope the manufacturers are already starting to increase their production.
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