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Erschienen in: BMC Infectious Diseases 1/2022

Open Access 06.11.2022 | COVID-19-Impfung | Research

High vaccine effectiveness against severe COVID-19 in the elderly in Finland before and after the emergence of Omicron

verfasst von: Ulrike Baum, Eero Poukka, Tuija Leino, Terhi Kilpi, Hanna Nohynek, Arto A. Palmu

Erschienen in: BMC Infectious Diseases | Ausgabe 1/2022

Abstract

Background

The elderly are highly vulnerable to severe COVID-19. Waning immunity and emergence of Omicron have caused concerns about reduced effectiveness of COVID-19 vaccines. The objective was to estimate vaccine effectiveness (VE) against severe COVID-19 among the elderly.

Methods

This nationwide, register-based cohort analysis included all residents aged 70 years and over in Finland. The follow-up started on December 27, 2020, and ended on March 31, 2022. The outcomes of interest were COVID-19-related hospitalization and intensive care unit (ICU) admission timely associated with SARS-CoV-2 infection. VE was estimated as one minus the hazard ratio comparing the vaccinated and unvaccinated and taking into account time since vaccination. Omicron-specific VE was evaluated as the effectiveness observed since January 1, 2022.

Results

The cohort included 896,220 individuals. Comirnaty (BioNTech/Pfizer) VE against COVID-19-related hospitalization was 93% (95% CI 89–95%) and 85% (95% CI 82–87%) 14–90 and 91–180 days after the second dose; VE increased to 95% (95% CI 94–96%) 14–60 days after the third dose. VE of other homologous and heterologous three dose series was similar. Protection against severe COVID-19 requiring ICU treatment was even better. Since January 1, 2022, Comirnaty VE was 98% (95% CI 92–99%) and 92% (95% CI 87–95%) 14–90 and 91–180 days after the second and 98% (95% CI 95–99%) 14–60 days after the third dose.

Conclusions

VE against severe COVID-19 is high among the elderly. It waned slightly after two doses, but a third restored the protection. VE against severe COVID-19 remained high even after the emergence of Omicron.
Hinweise

Supplementary Information

The online version contains supplementary material available at https://​doi.​org/​10.​1186/​s12879-022-07814-4.
Ulrike Baum and Eero Poukka contributed equally to this work.

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Abkürzungen
VE
Vaccine effectiveness
ICU
Intensive care unit
CI
Confidence interval
Q4
Fourth calendar quarter
Q1
First calendar quarter

Background

The elderly are highly vulnerable to severe coronavirus disease 2019 (COVID-19) [1] and, therefore, protecting them is essential to reduce the disease burden caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). COVID-19 vaccinations prevent SARS-CoV-2 infections and decrease the number of COVID-19 hospitalizations in a population [27].
As many other European countries, Finland has mainly used two mRNA COVID-19 vaccines, Comirnaty and Spikevax, and one adenovirus vector COVID-19 vaccine, Vaxzevria (Table 1). In September 2021, Finland started its booster vaccination campaign to improve the protection especially for the elderly [8]. The initial recommendation was to adhere to homologous vaccine series, but lately with increasing evidence of good effectiveness [9, 10], heterologous series have also been encouraged.
Table 1
COVID-19 vaccines under study
Trade name
International nonproprietary name
Trial name
Manufacturer
Vaccine type
Available in Finland
Comirnaty
Tozinameran
BNT162b2
BioNTech/Pfizer
mRNA vaccine
Since December 27, 2020
Spikevax
Elasomeran
mRNA-1273
Moderna
mRNA vaccine
Since January 20, 2021
Vaxzevria
ChAdOx1-S [recombinant]
AZD1222
Oxford/AstraZeneca
Adenovirus vector vaccine
From February 10 to November 30, 2021
Vaccine effectiveness (VE) generally describes the protective direct effect of vaccination. In the elderly, VE against severe COVID-19 is high after the second dose, but it decreases during the following six months [4, 1114]. A third dose increased the VE against infection among adults in multiple observational studies [11, 1518]. However, only a few studies have investigated how well the third dose boosts the VE against severe disease among the elderly [17, 19, 20]. Furthermore, VE may decrease because of the recently emerged Omicron variant, which is more capable of evading both natural and vaccine-induced immunity than previous variants [15, 16, 2123]. Knowledge of VE against severe COVID-19 caused by Omicron is still limited [16, 21, 2325] and discussion of the need for further booster doses in the elderly has commenced.
The objective of this study was to estimate the effectiveness of COVID-19 vaccines against severe COVID-19 requiring hospitalization or intensive care unit (ICU) treatment in the elderly in Finland after two and three doses. The effects of time since vaccination, different vaccine series, age and presence of comorbidities on VE were of particular interest. In addition, this study aimed to evaluate the impact of the recently emerged Omicron variant on VE.

Methods

To estimate the effectiveness of COVID-19 vaccines in the elderly population in Finland, we conducted a nationwide, register-based cohort analysis starting on December 27, 2020, and ending on March 31, 2022. The study population was defined as all individuals aged 70 years and over at the beginning of the study and registered in the Population Information System as resident in Finland since January 1, 2020. The unique personal identity code assigned to all permanent residents in Finland allowed linking individual-level data from different sources.
The primary outcome was COVID-19-related hospital admission timely associated with a laboratory-confirmed (by polymerase chain reaction or antigen detection assay) SARS-CoV-2 infection. Using the Care Register for Health Care, which records data on all patients discharged from inpatient care in Finland, we defined COVID-19-related hospitalization as any inpatient encounter with a primary diagnosis of COVID-19 (International Classification of Diseases, 10th revision: U07.1, U07.2), acute respiratory tract infection (J00–J22, J46) or severe complication of lower respiratory tract infections (J80–84, J85.1, J86). A hospitalization was considered timely associated with an infection recorded in the National Infectious Diseases Register if the positive specimen was collected up to 14 days before or seven days after the hospital admission.
The secondary outcome was COVID-19-related ICU admission. ICU admissions were identified from the Finnish Intensive Care Consortium's Quality Register for Intensive Care, which records data on all patients treated in an ICU in Finland. We considered any admission as COVID-19 related if it was marked by the treating physician as due to COVID-19 and if the patient was laboratory-confirmed SARS-CoV-2 positive during the stay.
The exposure was COVID-19 vaccination recorded in the National Vaccination Register, which covers the whole population irrespective of whether they are served by public or private primary health care providers. We distinguished between the three vaccine brands Comirnaty, Spikevax and Vaxzevria and the number of administered doses. The time since vaccination was taken into account by categorizing the time since the last dose using the following cut points: days 21 and 84 after the first dose, days 14, 91 and 181 after the second dose, and days 14 and 61 after the third dose. Thus, a vaccinee’s exposure state changed over time. Being unvaccinated was the reference state.
We considered age, sex, region of residence, residence in a long-term care facility, influenza vaccination in 2019–2020, number of nights hospitalized between 2015 and 2019 and presence of predisposing comorbidities or medical therapies as confounders. The first three confounders were taken from the Population Information System. Information on whether a subject was in long-term care at the beginning of the study or vaccinated against influenza in the last pre-pandemic season were collected from the Care Register for Social Care and the National Vaccination Register, respectively. We used the data in the Care Register for Health Care from 2015 onwards to count the number of nights hospitalized between 2015 and 2019 and to assess the presence of comorbidities or medical therapies that predispose to severe COVID-19 according to a recent study of predictors of COVID-19 hospitalization [26]. We completed the collection of data on predisposing comorbidities and medical therapies with primary health care records and prescription data as outlined in Additional file 1: Tables S1, S2.
Each study subject was considered at risk of the primary and secondary outcomes from the beginning of the study until the first occurrence of any of the following events: outcome of interest, death, day 14 after any laboratory-confirmed SARS-CoV-2 infection, vaccination with an unidentified vaccine, a heterologous second vaccination, vaccination with the third dose prior to the start of the booster campaign (approximated by September 17, 2021), a fourth vaccination, or end of study. All those events other than the outcome of interest led to censoring before or at the end of the study.
Using Cox regression with time in the study as the underlying time scale, we compared the hazard of the two outcomes in vaccinated study subjects with the corresponding hazard in the unvaccinated. The effect measure of interest was VE, quantified as one minus the hazard ratio adjusted for the seven confounders categorized as outlined in Table 2. For each VE estimate, we computed either the 95% Wald confidence interval (CI) or, if there were no cases in one of the two groups, the p-value of the likelihood-ratio test. We stratified the analysis by age group and presence of comorbidities or medical therapies. Because of the emergence of Omicron (Additional file 1: Fig. S1), we also estimated VE by calendar time, conducting a separate regression analysis for each quarter.
Table 2
Distribution of person-years in the study of vaccine effectiveness against COVID-19 hospitalization
 
Not vaccinated, person-years (%)
Vaccinated, person-years (%)
Age in years
70–79
173 830 (24)
535 938 (76)
80–89
57 939 (19)
246 105 (81)
90–115
13 068 (22)
47 634 (78)
Sex
Male
105 628 (23)
350 917 (77)
Female
139 209 (23)
478 761 (77)
Region of residence
Helsinki-Uusimaa
56 435 (22)
202 126 (78)
Åland
1145 (19)
4786 (81)
Northern and Eastern Finland
61 478 (23)
205 852 (77)
Southern Finland
59 279 (23)
197 393 (77)
Western Finland
66 501 (23)
219 521 (77)
In long-term care
No
233 993 (23)
779 369 (77)
Yes
10 844 (18)
50 309 (82)
Influenza vaccination in 2019–2020
No
133 875 (29)
335 681 (71)
Yes
110 963 (18)
493 997 (82)
Nights hospitalized between 2015 and 2019
0
132 975 (24)
429 964 (76)
1–5
50 008 (22)
181 812 (78)
6–20
35 615 (22)
126 826 (78)
21+ 
26 240 (22)
91 077 (78)
Presence of comorbidities or medical therapiesa
No predisposing comorbidities
84 412 (24)
261 428 (76)
Only moderately predisposing comorbidities or medical therapies
65 980 (22)
232 391 (78)
At least one highly predisposing comorbidity or medical therapy
94 445 (22)
335 859 (78)
Presence of particular comorbidities or medical therapiesa
Severe heart disease
93 843 (22)
337 889 (78)
Type 2 diabetes mellitus
52 035 (22)
182 964 (78)
Immunosuppressive medication
35 443 (22)
127 002 (78)
Actively treated cancer
31 410 (22)
114 354 (78)
Severe chronic respiratory disease
26 198 (22)
93 213 (78)
Neurological condition affecting breathing
22 431 (22)
79 939 (78)
Autoimmune disease
17 062 (22)
60 089 (78)
Type 1 diabetes mellitus or adrenal insufficiency
13 627 (23)
46 922 (77)
Sleep apnea
11 867 (21)
43 736 (79)
Severe kidney disease
5548 (22)
19 162 (78)
Psychotic disease
3833 (29)
9282 (71)
Severe chronic liver disease
1165 (25)
3568 (75)
Organ or stem cell transplantation
560 (22)
1962 (78)
Severe disorder of the immune system
398 (23)
1369 (77)
Down syndrome
3 (19)
13 (81)
aSee study of predictors of COVID-19 hospitalization [26] and Additional file 1: Tables S1, S2
This tabulation uses a binary vaccination status without distinguishing between vaccine brands, number of doses and time since vaccination
To rule out residual confounding, we quantified the association between COVID-19 vaccination and a potential negative control outcome: inpatient encounters due to injury, poisoning and certain other consequences of external causes (International Classification of Diseases, 10th revision: S00–T98) recorded in the Care Register for Health Care. Each study subject was considered at risk of this outcome from the beginning of the study until the first occurrence of any of the following events: injury, death, vaccination with an unidentified vaccine or a heterologous two-dose series, vaccination with the third dose prior to September 17, 2021, or with a fourth dose, or end of study. We compared the hazard of the control outcome in vaccinated study subjects with the corresponding hazard in the unvaccinated using Cox regression and expected to find no difference between the groups.
The significance level was set to 5%. The validity of the proportional hazards assumption was examined visually by plotting the cumulative hazards over time. All analyses were performed in R 4.1.2 (R Foundation for Statistical Computing, Vienna, Austria). To reduce the risk for a breach of confidentiality, all non-zero counts which are less than five are suppressed. Results concerning the first dose, less common (less than 2000 person-years) vaccine series and the first two weeks after vaccination are presented in the supplementary data only.

Results

The study cohort included 896,220 individuals aged 70 years and over, and thus 99.8% of the elderly population in Finland (Additional file 1: Tables S3, S4). At the end of the study, only 5% of those still considered at risk of COVID-19 hospitalization were unvaccinated; the majority (6% and 65%) were double- or triple-vaccinated with Comirnaty (Additional file 1: Table S5, Additional file 1: Fig. S2). The median length of the dosing interval between the first and second dose and the second and third dose was 84 (interquartile range, 84–84) and 188 (interquartile range, 181–199) days, respectively. At the end of the study, the triple vaccinated who were still considered at risk of COVID-19 hospitalization had received their third dose, on average, 106 (interquartile range, 93–120) days ago. Table 2 shows the distribution of person-years by vaccination status. The younger and community-dwelling elderly contributed proportionally less vaccinated person-time than older individuals or those in long-term care. The younger and community-dwelling elderly had, however, received their first dose later than older individuals and those in long-term care (Additional file 1: Table S5).
We observed 2234 COVID-19 hospitalizations and 296 ICU admissions, of which 793 and 159 were among the unvaccinated (Table 3, Additional file 1: Fig. S3, Additional file 1: Tables S6, S7). In the first 14–90 days since the second dose of Comirnaty, the VE against hospitalization was 93% (95% CI 89–95%). In the following 90 days, VE decreased to 85% (95% CI 82–87%) and subsequently rose to 95% (95% CI 94–96%) in the first 14–60 days since the third dose (Fig. 1, Additional file 1: Table S8). The point estimates of VE against ICU admission were even higher (Fig. 1, Additional file 1: Table S9). The only vaccine series with a statistically significantly lower VE than the corresponding homologous Comirnaty series was the two-dose homologous Vaxzevria series whose effectiveness against hospitalization was 74% (95% CI 60–83%) in the first 91–180 days.
Table 3
Cases, person-years and cumulative risk (per 100,000) by vaccine, dose and days since last vaccination
 
COVID-19-related hospital admission
COVID-19-related ICU admission
 
Cases
Person-years
Riska
Cases
Person-years
Riska
Not vaccinated
793
244 838
1313
159
244 856
238
Comirnaty + Comirnaty 14–90
33
144 412
108
 < 5
144 413
8
Comirnaty + Comirnaty 91–180
210
158 116
277
26
158 121
29
Comirnaty + Comirnaty 181 + 
200
31 354
457
22
31 360
55
Comirnaty + Comirnaty + Comirnaty 14–60
107
69 468
84
9
69 472
3
Comirnaty + Comirnaty + Comirnaty 61 + 
359
74 262
125
26
74 271
55
Comirnaty + Comirnaty + Spikevax 14–60
28
9222
118
5
9222
13
Comirnaty + Comirnaty + Spikevax 61 + 
39
5601
325
 < 5
5602
4
Spikevax + Spikevax 14–90
5
16 589
201
0
16 589
0
Spikevax + Spikevax 91–180
34
17 796
277
 < 5
17 797
45
Spikevax + Spikevax 181 + 
23
3315
433
 < 5
3316
30
Spikevax + Spikevax + Comirnaty 14–60
6
2167
137
0
2167
0
Spikevax + Spikevax + Comirnaty 61 + 
10
2092
70
0
2092
0
Spikevax + Spikevax + Spikevax 14–60
8
6630
27
0
6630
0
Spikevax + Spikevax + Spikevax 61 + 
41
5948
109
0
5949
0
Vaxzevria + Vaxzevria 14–90
 < 5
8248
16
 < 5
8248
10
Vaxzevria + Vaxzevria 91–180
23
9067
205
5
9067
13
Vaxzevria + Vaxzevria + Comirnaty 14–60
 < 5
3044
24
0
3044
0
Vaxzevria + Vaxzevria + Comirnaty 61 + 
12
2434
363
 < 5
2434
307
aEstimated based on the Kaplan–Meier estimator
Increasing age and comorbidities decreased the VE against hospitalization, yet the observed trend of waning remained unchanged (Additional file 1: Tables S10, S11). In the 14–90 and 91–180 days after the second dose, the effectiveness of Comirnaty was 95% and 87% in 70–79-year-olds and 87% and 81% in 80–89-year-olds. In the 91–180 days after the second dose, the presence of either moderately or highly predisposing comorbidities reduced the VE from 92% to 83% or 82%. In the 14–60 days after the third dose of Comirnaty, the presence of comorbidities lowered the VE from 98% to 95% or 93%.
The effectiveness of Comirnaty was nearly constant over calendar time (Fig. 2, Additional file 1: Fig. S4). In the fourth quarter of 2021 (Q4), the VE against hospitalization was 90% (95% CI 78–96%) in the first 14–90 days since the second vaccination and 96% (95% CI 93–97%) in the first 14–60 days since the third vaccination (Fig. 2, Additional file 1: Table S12). The corresponding estimates for the first quarter of 2022 (Q1), which was dominated by Omicron, were 91% (95% CI 83–95%) and 94% (95% CI 92–95%), respectively (Fig. 2, Additional file 1: Table S13). However, while in Q4 there was almost no difference in point estimates in the 14–90 and 91–180 days after the second dose, in Q1 VE seemed to drop to 75% (95% CI 62–83%) in the 91–180 days after the second dose (Fig. 2). In both quarters, the median times since the second dose among those vaccinated 14–90 days ago (Q4: 63 days; Q1: 59 days) and 91–180 days ago (Q4: 146 days; Q1: 130 days) were similar.
The control outcome, i.e., injuries, occurred 36,747 times in the study cohort. Without differentiating between vaccines, number of doses and time since vaccination, we estimated the hazard ratio at 0.96 (95% CI 0.93–1.00) and, thus, detected no statistically significant difference between the vaccinated and the unvaccinated. However, the hazard of injury in those vaccinated with Spikevax was higher than in the unvaccinated (Additional file 1: Table S14). The cumulative hazards in vaccinated and unvaccinated individuals were proportional over time (Additional file 1: Fig. S5).

Discussion

In this study of a nationwide elderly cohort, the COVID-19 vaccines used in Finland were highly effective against severe COVID-19. After the second and third dose, the VE against COVID-19-related hospitalization and ICU admission was over 90% for both Comirnaty and Spikevax. However, already during the first 6 months after the second dose, we observed signs of waning VE. Although the confidence intervals overlapped, VE against hospitalization appeared to decrease faster than VE against ICU admission. A third dose restored the level of protection to over 90%. Interestingly, the VE was nearly constant during the study period despite the sporadic emergence of new variants. However, the gradual drop in point estimates of VE against hospitalization was more evident in the first quarter of 2022, which might be an indicator of intensified waning after the second dose due to Omicron.
We found no meaningful difference in the effectiveness of the two mRNA vaccines. The effectiveness of Vaxzevria was, however, slightly lower, although it was still better than the average protection observed among the elderly after seasonal influenza vaccination [27, 28]. Nevertheless, individuals who were first vaccinated with two doses of Vaxzevria and later boosted with mRNA vaccine were as well protected as those who received three doses of mRNA vaccine.
The present study is concordant with other studies that were conducted prior to the emergence of Omicron and found limited waning of VE against COVID-19-related hospitalization during the first 6 months after the second dose in the elderly [4, 7, 13, 14, 29]. In England, the VE against hospitalization decreased from initially excellent 98 to 91% within 5 months from the second vaccination with Comirnaty [4]. As in the present study, Vaxzevria did not offer as high protection as Comirnaty and the VE was generally lower among individuals with chronic illnesses [4]. In line with our findings, VE has also been reported to be reduced in the elderly aged 80 years and over compared to the younger elderly [14]. Due to enhanced immunosenescence and illness- or treatment-induced immunosuppression, the protection offered by COVID-19 vaccines may, thus, be weaker among the very fragile elderly, such as residents of long-term facilities.
Recent studies of adult populations have estimated the VE against severe COVID-19 caused by Omicron at 50–90% after the second dose [16, 21, 24, 25, 30] and at approximately 90% after the third dose [16, 21, 25, 30]. Surprisingly, our results from the Omicron-dominated first quarter of 2022 match the upper limits of these estimates, although our study was restricted to elderly adults, in which VE is expected to be lower than that in younger adults [4, 13, 31]. High VE against severe COVID-19 caused by Omicron may partially explain the relatively low hospital burden during the Omicron wave in many European countries despite skyrocketing infection rates [32]. It is difficult to foresee how long the high level of protection will last. However, this study and another analysis [30] showed that the VE against severe COVID-19 remained at approximately 90% for at least 2–3 months after the third vaccination. The decision-making regarding the recommendation of a fourth dose for risk groups, such as the elderly, needs further evidence on the duration of natural and vaccine-induced immunity as well as VE against severe COVID-19 in various epidemiological settings.
Finland is one of the few countries that used an extended dosing interval of 12 weeks between the first and second dose due to shortage of COVID-19 vaccines in the early stage of the vaccination campaign [33]. This interval is considered more immunogenic and might enhance VE against severe disease compared to the standard dosing interval of 3–4 weeks [7, 34, 35]. Therefore, our results of higher VE might be explained by the longer dosing interval.
The present study has three major strengths. First, the nationwide cohort was highly representative as it covered essentially the whole elderly population in Finland. Second, the Finnish setting minimizes the risk of detection bias. Hospital care in Finland is equally accessible to all permanent residents due to the national health insurance resulting in low or no out-of-pocket costs. Hospitalized patients with COVID-19 symptoms have been tested at low threshold irrespective of their vaccination status and the testing capacities in hospitals were at no point exhausted. Therefore, we assume that practically all elderly COVID-19 cases with severe symptoms requiring hospital care were identified as part of routine clinical practice and were thus eligible for inclusion in this study. Furthermore, we were able to exclude cases with concomitant asymptomatic or mild SARS-CoV-2 infection primarily hospitalized for other reasons than COVID-19. Third, we performed a negative control outcome analysis, which demonstrated that residual confounding after covariate adjustment would be negligible. Only those vaccinated with Spikevax had a statistically significantly higher risk of injuries than the unvaccinated indicating the presence of residual confounding due to differential behavior or frailty.
Although the national registers are known to be comprehensive and have been well maintained before and during the COVID-19 pandemic, the accuracy of the data has not been validated and information bias cannot be ruled out. Moreover, we assumed that the study population was randomly mixing so that vaccinated and unvaccinated subjects were equally exposed to the virus. Unfortunately, we have no data to support this assumption and differential vaccine uptake in particularly sheltered subpopulations such as residents of long-term care facilities may have thus led to bias. Although our findings may also apply to other populations of similar age, they do not necessarily apply to other outcomes. VE against mild disease or asymptomatic infection is likely lower than VE against severe disease. Another limitation is that the data do not allow estimation of variant-specific VE. As a surrogate we stratified the analysis by calendar time and used sequencing data to show which variant dominated each quarter.

Conclusions

Since their introduction at the end of 2020, COVID-19 vaccines have been highly effective in preventing severe outcomes, such as COVID-19-related hospitalization and ICU admission, in the elderly, who carry the heaviest disease burden in a population. In our study, we observed signs of waning VE during the first six months after completion of a two-dose series, but a third dose restored the high level of protection for at least 2–3 months. Our analysis of data from the first quarter of 2022 suggests that the third dose still confers high protection against severe COVID-19 even after emergence of Omicron.

Acknowledgements

The authors thank Heini Salo and Toni Lehtonen for the register-based identification of individuals with medical conditions predisposing to severe COVID-19 as well as Dorothée Obach, Eveline Otte im Kampe and Kari Auranen for their valuable comments during the conceptualization of the study (DO, EOiK) and manuscript revision (KA). Additional thanks go to all the colleagues at the Finnish Institute for Health and Welfare (THL) who curate the register data.

Declarations

The Finnish Institute for Health and Welfare (THL) is the national expert institution to carry out surveillance on the impact of vaccinations in Finland (Communicable Diseases Act, https://​www.​finlex.​fi/​en/​laki/​kaannokset/​2016/​en20161227.​pdf). Neither specific ethical approval of this study nor informed consent from the participants was needed (Communicable Diseases Act).
Not applicable.

Competing interests

The Finnish Institute for Health and Welfare (THL) conducts Public–Private Partnership with vaccine manufacturers and has received research funding from Sanofi Inc., Pfizer Inc., and GlaxoSmithKline Biologicals SA for non-COVID-19-related studies. AAP has been an investigator in these studies but has received no personal remuneration. The authors declare that they have no other competing interests.
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Metadaten
Titel
High vaccine effectiveness against severe COVID-19 in the elderly in Finland before and after the emergence of Omicron
verfasst von
Ulrike Baum
Eero Poukka
Tuija Leino
Terhi Kilpi
Hanna Nohynek
Arto A. Palmu
Publikationsdatum
06.11.2022
Verlag
BioMed Central
Erschienen in
BMC Infectious Diseases / Ausgabe 1/2022
Elektronische ISSN: 1471-2334
DOI
https://doi.org/10.1186/s12879-022-07814-4

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