Introduction
Methods
Study design
Multimodal data collection
Home blood self-sampling and serological testing
Outcome
Exposure
Ethics and reglementary issues
Statistical analysis
Non-response adjustment weights
Results
National and territorial seroprevalence (Table 1, Fig. 2, Additional file 1: Table S1)
Total | ELISA-S+ ELISA-S ≥ 1.1 | SN+ Neutralisation assay ≥ 40 | ELISA-S+ or SN+ | ELISA-S+/i ELISA-S ≥ 0.7 | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
N | N | %3 | 95% CI3 | N | %3 | 95% CI3 | N | %3 | 95% CI3 | N | %3 | 95% CI3 | |
Mainland France |
12,114
|
785
|
4.5
|
[3.9–5.0]
|
656
|
4.1
|
[3.6–4.7]
|
892
|
5.5
|
[4.8–6.1]
|
1132
|
7.1
|
[6.4–7.8]
|
Quintile of hospitalisation rate | |||||||||||||
1st quintile (lowest rate) | 1017 | 30 | 2.7 | [1.5–3.9] | 24 | 1.9 | [1.1–2.7] | 38 | 3.3 | [2.0–4.6] | 61 | 5.7 | [4.0–7.5] |
2nd quintile | 1228 | 43 | 2.9 | [1.9–3.8] | 37 | 2.4 | [1.5–3.2] | 60 | 3.9 | [2.8–5.0] | 77 | 5.1 | [3.8–6.3] |
3rd quintile | 1170 | 52 | 3.6 | [2.5–4.7] | 50 | 3.6 | [2.5–4.8] | 62 | 4.4 | [3.1–5.6] | 72 | 5.2 | [3.9–6.6] |
4st quintile | 3378 | 148 | 4.1 | [2.9–5.3] | 115 | 4.7 | [3.2–6.2] | 170 | 5.6 | [4.1–7.2] | 245 | 7.2 | [5.5–8.9] |
5st quintile (highest rate) | 5321 | 512 | 9.2 | [7.4–10.9] | 430 | 8.0 | [6.3–9.7] | 562 | 10.0 | [8.2–11.7] | 677 | 12.4 | [10.5–14.3] |
Sextile of death rate | |||||||||||||
1st sextile (lowest rate) | 734 | 19 | 2.3 | [1.1–3.4] | 16 | 1.6 | [0.8–2.5] | 27 | 3.1 | [1.8–4.4] | 40 | 4.8 | [3.1–6.5] |
2nd sextile | 1156 | 26 | 2.7 | [1.6–3.8] | 31 | 2.3 | [1.4–3.1] | 47 | 3.6 | [2.4–4.8] | 67 | 5.4 | [3.8–6.9] |
3rd sextile | 892 | 38 | 3.6 | [2.3–4.9] | 35 | 3.2 | [2.0–4.4] | 49 | 4.4 | [3.0–5.8] | 62 | 5.9 | [4.2–7.5] |
4st sextile | 2393 | 99 | 3.4 | [2.5–4.4] | 71 | 3.8 | [2.5–5.1] | 113 | 4.7 | [3.3–6.1] | 165 | 5.8 | [4.3–7.3] |
5st sextile | 1780 | 91 | 5.3 | [3.5–7.1] | 84 | 5.7 | [3.7–7.6] | 106 | 6.4 | [4.4–8.5] | 134 | 7.7 | [5.5–9.9] |
6st sextile (highest rate) | 5159 | 502 | 9.5 | [7.6–11.3] | 419 | 8.1 | [6.3–9.9] | 550 | 10.3 | [8.4–12.2] | 664 | 12.9 | [10.9–15.0] |
Relationships between contextual living conditions and ELISA-S+ seropositivity (Tables 2 and 3)
N | n | %3 | 95% CI3 | P | |
---|---|---|---|---|---|
Population density in municipality of residence | |||||
Low | 3666 | 219 |
3.4
| [2.6–4.3] | < 0.001 |
Medium | 3562 | 199 |
3.3
| [2.4–4.1] | |
High | 4886 | 367 |
6.4
| [5.3–7.5] | |
Living in a socially deprived neighbourhood | |||||
No | 11,589 | 743 |
4.2
| [3.7–4.8] | 0.021 |
Yes | 525 | 42 |
8.2
| [3.7–12.7] | |
Overcrowded housing4 | |||||
Living alone | 1665 | 74 |
2.1
| [1.3–2.9] | < 0.001 |
Housing not particularly crowded | 9095 | 588 |
4.3
| [3.7–4.9] | |
Crowded housing | 1097 | 100 |
9.2
| [6.1–12.4] | |
Number of people in the household | |||||
1 | 1665 | 74 |
2.1
| [1.3–2.9] | < 0.001 |
2 | 4266 | 203 |
2.7
| [2.1–3.3] | |
3 | 2268 | 173 |
5.2
| [3.8–6.4] | |
4 | 2560 | 210 |
7.1
| [5.4–8.7] | |
5 or more | 1349 | 125 |
8.5
| [5.7–11.3] | |
Suspected COVID cases in the household5 | |||||
Living alone | 1665 | 74 |
2.1
| [1.3–2.9] | < 0.001 |
No reported cases | 8822 | 433 |
4.0
| [3.3–4.7] | |
At least one reported case | 1621 | 278 |
12.9
| [10.4–15.3] | |
Minor living in the household | |||||
Living alone | 1665 | 74 |
2.1
| [1.2–2.9] | < 0.001 |
No minor | 6284 | 344 |
3.8
| [3.1–4.5] | |
At least one minor | 4159 | 367 |
6.9
| [5.6–8.2] | |
Left usual dwelling during lockdown6 | |||||
No | 11,414 | 731 |
4.4
| [3.8–4.9] | 0.17 |
Yes | 700 | 54 |
6.6
| [2.9–10.2] | |
Gender | |||||
Men | 5469 | 321 |
3.9
| [3.1–4.7] | 0.053 |
Women | 6645 | 464 |
5.0
| [4.3–5.8] | |
Age (years) | |||||
15–20 | 928 | 51 |
3.6
| [1.8–5.4] | < 0.001 |
21–29 | 1253 | 81 |
5.7
| [3.6–7.8] | |
30–49 | 4072 | 366 |
6.9
| [5.8–8.1] | |
50–64 | 3375 | 204 |
4.5
| [3.2–5.9] | |
> 64 | 2486 | 83 |
1.3
| [0.9–1.8] | |
Tobacco use | |||||
Daily smoker | 1995 | 69 |
2.8
| [1.8–3.8] | 0.031 |
Occasional smoker | 470 | 33 |
5.1
| [2.6–7.5] | |
Ex-smoker | 3888 | 253 |
4.5
| [3.4–5.7] | |
Non-smoker | 5756 | 430 |
5.1
| [4.2–5.9] | |
Immigration status | |||||
French native | 9546 | 597 |
4.1
| [3.5–4.7] | < 0.001 |
1st-generation immigrant from Europe7 | 374 | 24 |
4.8
| [1.9–7.9] | |
1st-generation immigrant from outside Europe7 | 528 | 55 |
9.4
| [5.5–13.3] | |
2nd-generation immigrant from Europe8 | 706 | 41 | 3.6 | [2.0–5.3] | |
2nd-generation immigrant from outside Europe | 548 | 43 | 6.2 | [3.4–9.0] | |
Occupational status | |||||
Healthcare profession9 | 578 | 74 |
11.4
| [7.7–15.1] | < 0.001 |
Other essential profession10 | 1219 | 99 |
5.2
| [3.6–6.9] | |
Non-essential profession | 4960 | 365 |
5.7
| [4.7–6.7] | |
Not occupation | 5356 | 247 |
3.0
| [2.2–3.8] | |
Highest diploma attained | |||||
< High school | 4236 | 204 |
2.8
| [2.1–3.6] | < 0.001 |
≥ High school and < Bachelor’s degree | 4029 | 282 |
5.8
| [4.7–6.9] | |
≥ Bachelor’s degree | 3849 | 299 |
6.2
| [5.1–7.4] | |
Family income per capita (deciles) | |||||
D01 (lowest) | 798 | 52 |
5.7
| [2.5–8.9] | 0.008 |
D02–D03 | 1430 | 86 |
4.8
| [3.3–6.4] | |
D04–D05 | 1718 | 97 |
3.3
| [2.3–4.3] | |
D06–D07 | 2423 | 128 |
2.9
| [2.1–3.7] | |
D08–D09 | 3332 | 237 |
5.5
| [4.4–6.6] | |
D10 (highest) | 2112 | 159 |
6.0
| [4.5–7.4] | |
Reported testing by PCR | |||||
Tested positive | 83 | 74 |
80.5
| [60.5–< 1] | < 0.001 |
Tested negative | 292 | 22 |
5.9
| [1.1–9.7] | |
Result of test unknown | 21 | 1 |
0.4
| [0.4–10.1] | |
Not tested | 11,696 | 683 |
4.1
| [3.6–4.7] | |
Don’t know if tested | 22 | 5 |
25.3
| [0.3–50.2] |
Univariate analysis3 | Multivatiate analysis3 | ||||||
---|---|---|---|---|---|---|---|
% | ORcr | 95% CI | P | OR adj | 95% CI | P | |
Population density in municipality of usual residence | |||||||
Low |
3.4
| Ref | < 0.001 | Ref | < 0.001 | ||
Medium |
3.3
|
0.9
| [0.7–1.4] |
1.1
| [0.8–1.6] | ||
High |
6.4
|
1.9
| [1.4–2.7] |
1.9
| [1.3–2.7] | ||
Number people in the household | |||||||
1 |
2.1
| Ref | < 0.001 | Ref | < 0.001 | ||
2 |
2.7
|
1.3
| [0.8–2.1] |
1.4
| [0.8–2.3] | ||
3 |
5.2
|
2.5
| [1.5–4.1] |
2.1
| [1.2–3.5] | ||
4 |
7.1
|
3.6
| [2.2–5.8] |
2.5
| [1.4–4.3] | ||
5 or more |
8.5
|
4.4
| [2.5–7.6] |
3.5
| [1.8–6.7] | ||
Gender | 0.13 | ||||||
Men |
3.9
| Ref | 0.053 | Ref | |||
Women |
5.0
|
1.3
| [1.0–1.7] |
1.2
| [0.9–1.6] | ||
Age (years) | |||||||
15–20 |
3.6
|
0.5
| [0.3–0.8] | < 0.001 |
0.5
| [0.3–1.0] | 0.002 |
21–29 |
5.7
|
0.8
| [0.5–1.2] |
0.7
| [0.5–1.1] | ||
30–49 |
6.9
| Ref | ref | ||||
50–64 |
4.5
|
0.6
| [0.5–0.9] |
0.9
| [0.6–1.2] | ||
> 64 |
1.3
|
0.2
| [0.1–0.3] |
0.3
| [0.2–0.6] | ||
Tobacco use | |||||||
Daily smoker |
2.8
| Ref | 0.031 | Ref | 0.015 | ||
Occasional smoker |
5.1
|
1.8
| [1.0–3.5] |
2.0
| [1.0–4.0] | ||
Ex-smoker |
4.5
|
1.6
| [1.0–2.6] |
1.9
| [1.2–3.1] | ||
Non-smoker |
5.1
|
1.8
| [1.2–2.8] |
2.0
| [1.3–3.0] | ||
Immigration status | |||||||
French native |
4.1
| Ref | < 0.001 | Ref | 0.55 | ||
1st gen immigrant from Europe4 |
4.8
|
1.2
| [0.6–2.3] |
1.4
| [0.7–2.9] | ||
1st gen immigrant from outside Europe4 |
9.4
|
2.4
| [1.5–4.0] |
1.6
| [0.9–2.8] | ||
2nd gen immigrant from Europe5 | 3.6 |
0.9
| [0.5–1.5] |
1.0
| [0.6–1.6] | ||
2nd gen immigrant from outside Europe5 | 6.2 |
1.5
| [0.9–2.6] |
1.1
| [0.6–2.0] | ||
Occupational status | |||||||
Healthcare profession6 |
11.4
|
2.1
| [1.4–3.2] | < 0.001 |
2.2
| [1.4–3.3] | 0.002 |
Other essential profession7 |
5.2
|
0.9
| [0.6–1.3] |
1.0
| [0.7–1.5] | ||
Non-essential profession |
5.7
| Ref | Ref | ||||
No occupation |
3.0
|
0.5
| [0.4–0.7] |
0.9
| [0.6–1.3] | ||
Highest diploma attained | |||||||
< High school |
2.8
|
0.5
| [0.3–0.7] | < 0.001 |
0.7
| [0.5–0.9] | 0.034 |
≥ High school and < Bachelor’s degree |
5.8
| Ref | Ref | ||||
≥ Bachelor’s degree |
6.2
|
1.1
| [0.8–1.4] |
0.8
| [0.6–1.1] | ||
Family income per capita (deciles) | |||||||
D01 (lowest) |
5.7
|
2.0
| [1.0–3.9] | 0.008 |
1.6
| [0.8–3.2] | 0.004 |
D02–D03 |
4.8
|
1.7
| [1.1–2.6] |
1.7
| [1.1–2.6] | ||
D04–D05 |
3.3
|
1.1
| [0.7–1.7] |
1.1
| [0.7–1.7] | ||
D06–D07 |
2.9
| Ref | Ref | ||||
D08–D09 |
5.5
|
1.9
| [1.4–2.7] |
1.8
| [1.3–2.6] | ||
D10 (highest) |
6.0
|
2.1
| [1.5–3.1] |
1.9
| [1.3–3.0] |
Relationships between individual characteristics and ELISA-S+ seropositivity (Tables 2, 3, 4)
Immigration status | Relation with serological status adjustement for: contextual factors | Relation with serological statuts adjusted for: individual factors | ||||
---|---|---|---|---|---|---|
OR3 | 95% CI3 | P-value3 | OR3 | 95% CI3 | P-value3 | |
Univariate | Adjusted for diploma | < 0.001 | ||||
French native | Ref |
< 0.001
| Ref |
< 0.001
| ||
1st gen immigrant from Europe4 |
1.2
| [0.6–2.3] |
1.3
| [0.8–1.5] | ||
1st gen immigrant from outside Europe4 |
2.4
| [1.5–4.0] |
2.7
| [1.7–4.4] | ||
2nd gen immigrant from Europe5 |
0.9
| [0.5–1.5] |
1.0
| [0.6–1.6] | ||
2nd gen immigrant from outside Europe5 |
1.5
| [0.9–2.6] |
1.6
| [0.9–2.6] | ||
Adjusted for density | < 0.001 | Adjusted for profession |
< 0.001
| |||
French native | Ref |
0.078
| Ref |
0.002
| ||
1st gen immigrant from Europe |
1.1
| [0.6–2.1] |
1.3
| [0.6–2.5] | ||
1st gen immigrant from outside Europe |
2.0
| [1.2–3.2] |
2.5
| [1.6–4.1] | ||
2nd gen immigrant from Europe |
0.9
| [0.5–1.4] |
0.9
| [0.6–1.6] | ||
2nd gen immigrant from outside Europe |
1.3
| [0.8–2.2] |
1.6
| [1.0–2.7] | ||
Adjusted for household size | < 0.001 | Adjusted for income decile | < 0.001 | |||
French native |
Ref
|
0.078
| Ref |
0.042
| ||
1st gen immigrant from Europe |
1.3
| [0.7–2.5] |
1.4
| [0.7–2.7] | ||
1st gen immigrant from outside Europe |
2.0
| [1.2–3.2] |
2.6
| [1.5–4.5] | ||
2nd gen immigrant from Europe |
0.9
| [0.5–1.5] |
0.9
| [0.5–1.5] | ||
2nd gen immigrant from outside Europe |
1.2
| [0.7–2.1] |
1.7
| [1.0–2.8] | ||
Adjusted for minor in the household | < 0.001 | Adjusted for gender | 0.052 | |||
French native | Ref |
0.034
| Ref |
0.037
| ||
1st gen immigrant from Europe |
1.3
| [0.7–2.5] |
1.2
| [0.6–2.3] | ||
1st gen immigrant from outside Europe |
2.1
| [1.3–3.5] |
2.4
| [1.5–3.9] | ||
2nd gen immigrant from Europe |
0.9
| [0.5–1.5] |
0.9
| [0.5–1.5] | ||
2nd gen immigrant from outside Europe |
1.3
| [0.8–2.2] |
1.5
| [0.9–2.6] | ||
Adjusted for overcrowded housing | < 0.001 | Adjusted for age | < 0.001 | |||
French native | Ref |
0.14
| Ref |
0.024
| ||
1st gen immigrant from Europe |
1.2
| [0.6–2.3] |
1.4
| [0.7–2.7] | ||
1st gen immigrant from outside Europe |
1.9
| [1.1–3.3] |
2.2
| [1.3–3.5] | ||
2nd gen immigrant from Europe |
0.9
| [0.5–1.5] |
1.0
| [0.6–1.6] | ||
2nd gen immigrant from outside Europe |
1.3
| [0.8–2.3] |
1.3
| [0.8–2.2] | ||
Adjusted for deprived neighbourhood | 0.21 | Adjusted for tobacco use | 0.024 | |||
French native | Ref |
0.064
| Ref |
0.002
| ||
1st gen immigrant from Europe |
1.2
| [0.6–2.3] |
1.2
| [0.6–2.3] | ||
1st gen immigrant from outside Europe |
2.2
| [1.2–3.7] |
2.4
| [1.5–3.9] | ||
2nd gen immigrant from Europe |
0.9
| [0.5–1.5] |
0.9
| [0.5–1.5] | ||
2nd gen immigrant from outside Europe |
1.5
| [0.9–2.4] |
1.6
| [0.9–2.6] | ||
Adjusted for density + household size | Adjusted for all individual factors | |||||
French native | Ref |
0.49
| Ref |
0.0102
| ||
1st gen immigrant from Europe |
1.2
| [0.6–2.3] |
1.6
| [0.8–3.2] | ||
1st gen immigrant from outside Europe |
1.5
| [0.9–2.5] |
2.4
| [1.4–4.0] | ||
2nd gen immigrant from Europe |
0.9
| [0.5–1.4] |
1.0
| [0.6–1.7] | ||
2nd gen immigrant from outside Europe |
1.0
| [0.6–1.7] |
1.5
| [0.9–2.5] |