| n (%) | Minimally adjusted modela | Fully adjusted modelb | Fully adjusted model plus adjustment for disease severityc | |||
---|---|---|---|---|---|---|---|
GMR (95% CI) | p value | GMR (95% CI) | p value | GMR (95% CI) | p value | ||
Sociodemographic, occupational and lifestyle factors | |||||||
 Age (years) | |||||||
  < 30 | 50 (2.8%) | 1.00 |  | 1.00 |  | 1.00 |  |
  30 to < 40 | 124 (7.0%) | 0.96 (0.80–1.15) | 0.68 | 0.95 (0.78–1.16) | 0.62 | 0.97 (0.81–1.16) | 0.71 |
  40 to < 50 | 257 (14.5%) | 0.98 (0.83–1.16) | 0.83 | 1.00 (0.82–1.22) | 0.97 | 1.05 (0.88–1.25) | 0.60 |
  50 to < 60 | 445 (25.1%) | 0.96 (0.82–1.12) | 0.60 | 1.00 (0.82–1.22) | 1.00 | 1.05 (0.88–1.25) | 0.59 |
  60 to < 70 | 575 (32.4%) | 0.94 (0.80–1.10) | 0.45 | 1.04 (0.84–1.27) | 0.74 | 1.11 (0.92–1.33) | 0.28 |
  ≥ 70 | 323 (18.2%) | 0.94 (0.80–1.11) | 0.46 | 1.05 (0.85–1.31) | 0.64 | 1.14 (0.94–1.39) | 0.18 |
  p for trend |  |  | 0.46 |  | 0.21 |  | 0.02 |
 Sex | |||||||
  Female | 1234 (69.6%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Male | 540 (30.4%) | 1.00 (0.95–1.05) | 0.93 | 0.95 (0.90–1.00) | 0.07 | 0.94 (0.89–1.00) | 0.03 |
 Ethnicity | |||||||
  White | 1672 (94.3%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Black, African, Caribbean or Black British | 11 (0.6%) | 1.11 (0.96–1.28) | 0.14 | 1.09 (0.93–1.27) | 0.30 | 1.07 (0.92–1.25) | 0.36 |
  South Asiand | 35 (2.0%) | 1.19 (1.01–1.40) | 0.03 | 1.22 (1.04–1.44) | 0.02 | 1.23 (1.04–1.47) | 0.02 |
  Mixed, multiple or other ethnic groups | 56 (3.2%) | 1.33 (0.93–1.91) | 0.12 | 1.15 (0.78–1.71) | 0.48 | 1.20 (0.81–1.77) | 0.37 |
 Housing | |||||||
  Owns own home | 1021 (57.6%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Mortgage | 515 (29.0%) | 1.12 (1.04–1.20) | 0.002 | 1.08 (1.00–1.15) | 0.05 | 1.06 (0.99–1.14) | 0.08 |
  Privately renting | 112 (6.3%) | 1.07 (0.96–1.20) | 0.22 | 1.00 (0.89–1.13) | 0.96 | 0.99 (0.89–1.10) | 0.84 |
  Renting from council | 61 (3.4%) | 1.05 (0.92–1.21) | 0.47 | 1.00 (0.86–1.16) | 1.00 | 1.01 (0.87–1.17) | 0.90 |
  Other | 65 (3.7%) | 1.17 (0.97–1.41) | 0.09 | 1.14 (0.94–1.38) | 0.19 | 1.13 (0.94–1.35) | 0.20 |
 Number of people per bedroom | |||||||
  ≤ 0.5 | 611 (34.7%) | 1.00 |  | 1.00 |  | 1.00 |  |
  > 0.5 to < 1 | 521 (29.6%) | 1.03 (0.97–1.09) | 0.36 | 1.01 (0.95–1.07) | 0.86 | 1.00 (0.94–1.05) | 0.92 |
  1 to < 2 | 593 (33.7%) | 1.05 (0.99–1.12) | 0.12 | 1.03 (0.96–1.10) | 0.37 | 1.03 (0.96–1.09) | 0.43 |
  ≥ 2 | 36 (2.0%) | 1.26 (1.00–1.60) | 0.05 | 1.20 (0.94–1.54) | 0.15 | 1.22 (0.96–1.54) | 0.10 |
  p for trend |  |  | 0.04 |  | 0.19 |  | 0.19 |
 IMD rank | |||||||
  Quartile 1 (least wealthy) | 432 (24.4%) | 0.99 (0.93–1.06) | 0.87 | 0.95 (0.88–1.02) | 0.16 | 0.96 (0.90–1.03) | 0.30 |
  Quartile 2 | 428 (24.2%) | 1.04 (0.97–1.12) | 0.26 | 1.01 (0.94–1.08) | 0.88 | 1.02 (0.95–1.09) | 0.65 |
  Quartile 3 | 444 (25.1%) | 0.93 (0.87–0.99) | 0.03 | 0.91 (0.86–0.97) | 0.004 | 0.93 (0.87–0.99) | 0.02 |
  Quartile 4 (most wealthy) | 465 (26.3%) | 1.00 |  | 1.00 |  | 1.00 |  |
  p for trend |  |  | 0.41 |  | 0.62 |  | 0.84 |
 Frontline worker | |||||||
  No | 1402 (79.0%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Health or social care | 166 (9.4%) | 1.33 (1.20–1.48) | < 0.001 | 1.24 (1.11–1.39) | < 0.001 | 1.19 (1.07–1.33) | 0.001 |
  Other | 206 (11.6%) | 1.08 (0.99–1.17) | 0.07 | 1.05 (0.97–1.14) | 0.26 | 1.03 (0.95–1.11) | 0.51 |
 Highest educational level attained | |||||||
  Primary or secondary | 209 (11.8%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Higher or further education (A levels or BTEC) | 255 (14.4%) | 0.93 (0.84–1.03) | 0.16 | 0.95 (0.86–1.05) | 0.29 | 0.97 (0.89–1.06) | 0.53 |
  College or university | 805 (45.4%) | 0.93 (0.85–1.01) | 0.09 | 0.95 (0.88–1.04) | 0.29 | 0.97 (0.90–1.06) | 0.51 |
  Postgraduate degree | 504 (28.4%) | 0.94 (0.85–1.02) | 0.15 | 0.96 (0.87–1.05) | 0.36 | 0.97 (0.89–1.06) | 0.46 |
  p for trend |  |  | 0.22 |  | 0.50 |  | 0.53 |
 Tobacco smoking status | |||||||
  Never-smoker | 969 (54.6%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Ex-smoker | 728 (41.0%) | 1.06 (1.01–1.12) | 0.02 | 1.06 (1.00–1.11) | 0.03 | 1.04 (0.99–1.09) | 0.12 |
  Current smoker | 77 (4.3%) | 0.97 (0.86–1.09) | 0.59 | 0.90 (0.80–1.02) | 0.09 | 0.91 (0.82–1.02) | 0.10 |
 Actual sleep (hours per night) | |||||||
  ≤ 5 | 169 (9.5%) | 1.14 (1.03–1.26) | 0.01 | 1.09 (0.98–1.22) | 0.10 | 1.05 (0.95–1.16) | 0.36 |
  6 | 419 (23.6%) | 1.01 (0.96–1.07) | 0.80 | 1.00 (0.94–1.06) | 0.99 | 1.00 (0.94–1.06) | 0.99 |
  7 | 728 (41.1%) | 1.00 |  | 1.00 |  | 1.00 |  |
  ≥ 8 | 457 (25.8%) | 1.03 (0.97–1.09) | 0.42 | 1.02 (0.96–1.08) | 0.60 | 1.01 (0.95–1.07) | 0.74 |
  p for trend |  |  | 0.03 |  | 0.30 |  | 0.70 |
 Vigorous physical exercise (hours per week) | |||||||
  0 | 714 (40.3%) | 1.00 |  | 1.00 |  | 1.00 |  |
  1–3 | 635 (35.9%) | 0.94 (0.89–0.99) | 0.03 | 0.98 (0.92–1.04) | 0.43 | 0.98 (0.93–1.04) | 0.49 |
  ≥ 4 | 422 (23.8%) | 0.97 (0.91–1.04) | 0.38 | 1.01 (0.94–1.08) | 0.87 | 1.01 (0.95–1.08) | 0.72 |
  p for trend |  |  | 0.26 |  | 0.95 |  | 0.79 |
 Light physical exercise (hours per week) | |||||||
  0–4 | 659 (37.2%) | 1.00 |  | 1.00 |  | 1.00 |  |
  5–9 | 631 (35.6%) | 0.93 (0.88–0.98) | 0.01 | 0.96 (0.91–1.02) | 0.24 | 0.98 (0.93–1.04) | 0.58 |
  ≥ 10 | 483 (27.2%) | 1.00 (0.93–1.06) | 0.90 | 1.03 (0.96–1.10) | 0.44 | 1.03 (0.97–1.10) | 0.34 |
  p for trend |  |  | 0.70 |  | 0.51 |  | 0.38 |
 Lower-impact physical activity (hours per week) | |||||||
  0 | 1048 (59.2) | 1.00 |  | 1.00 |  | 1.00 |  |
  1 | 331 (18.7) | 0.95 (0.89–1.01) | 0.11 | 0.97 (0.91–1.03) | 0.29 | 0.97 (0.92–1.04) | 0.42 |
  ≥ 2 | 390 (22.0) | 0.95 (0.89–1.00) | 0.07 | 0.98 (0.92–1.05) | 0.53 | 0.99 (0.93–1.05) | 0.69 |
  p for trend |  |  | 0.04 |  | 0.44 |  | 0.60 |
 Number of visits to shops and other indoor public places (per week) | |||||||
  0 | 237 (13.4) | 1.00 |  | 1.00 |  | 1.00 |  |
  1–2 | 591 (33.3) | 1.02 (0.94–1.11) | 0.57 | 1.06 (0.98–1.16) | 0.16 | 1.05 (0.97–1.14) | 0.22 |
  2–4 | 428 (24.1) | 1.08 (0.99–1.18) | 0.07 | 1.12 (1.02–1.22) | 0.02 | 1.12 (1.03–1.22) | 0.01 |
  ≥ 5 | 518 (29.2) | 1.12 (1.02–1.22) | 0.02 | 1.12 (1.02–1.23) | 0.02 | 1.12 (1.02–1.22) | 0.01 |
  p for trend |  |  | 0.004 |  | 0.01 |  | 0.01 |
 Number of public transport journeys per week | |||||||
  0 | 1569 (88.7) | 1.00 |  | 1.00 |  | 1.00 |  |
  1–5 | 139 (7.9) | 1.05 (0.97–1.15) | 0.24 | 1.04 (0.95–1.13) | 0.44 | 1.02 (0.94–1.11) | 0.60 |
  ≥ 6 | 60 (3.4) | 1.15 (1.00–1.31) | 0.05 | 1.09 (0.95–1.26) | 0.21 | 1.05 (0.93–1.18) | 0.44 |
  p for trend |  |  | 0.03 |  | 0.17 |  | 0.38 |
 Travel to place of work or study in past week | |||||||
  No | 697 (39.6%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 1064 (60.4%) | 1.07 (1.01–1.12) | 0.01 | 1.02 (0.97–1.08) | 0.44 | 1.03 (0.98–1.08) | 0.24 |
 Travel outside of the UK between November 2019, and February 2021e | |||||||
  No | 955 (53.8%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 602 (33.9%) | 1.08 (1.02–1.13) | 0.004 | 1.11 (1.05–1.16) | < 0.001 | 1.09 (1.04–1.15) | 0.001 |
Diet and supplemental micronutrient intake | |||||||
 Multivitamin supplement | |||||||
  No | 1377 (77.6%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 397 (22.4%) | 1.08 (1.02–1.16) | 0.01 | 1.08 (1.01–1.15) | 0.02 | 1.09 (1.02–1.16) | 0.009 |
 Iron (only) supplement | |||||||
  No | 1713 (96.6%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 61 (3.4%) | 1.17 (0.99–1.38) | 0.07 | 1.16 (0.99–1.37) | 0.07 | 1.15 (0.98–1.35) | 0.09 |
 Zinc (only) supplement | |||||||
  No | 1673 (94.3%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 101 (5.7%) | 0.91 (0.83–1.00) | 0.06 | 0.94 (0.85–1.03) | 0.18 | 0.92 (0.84–1.02) | 0.10 |
 Selenium (only) supplement | |||||||
  No | 1754 (98.9) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 20 (1.1) | 0.87 (0.73–1.03) | 0.10 | 0.86 (0.72–1.03) | 0.11 | 0.86 (0.74–1.01) | 0.07 |
 Fruit, vegetable, or salad intake per day | |||||||
  0–2 | 266 (15.1%) | 1.00 |  | 1.00 |  | 1.00 |  |
  3–4 | 559 (31.7%) | 0.94 (0.87–1.02) | 0.12 | 0.94 (0.86–1.02) | 0.12 | 0.94 (0.87–1.01) | 0.11 |
  5 | 374 (21.2%) | 0.93 (0.86–1.02) | 0.11 | 0.92 (0.85–1.01) | 0.07 | 0.92 (0.85–1.00) | 0.06 |
  ≥ 6 | 567 (32.1%) | 0.92 (0.86–1.00) | 0.05 | 0.91 (0.84–0.99) | 0.03 | 0.90 (0.84–0.98) | 0.01 |
  p for trend |  |  | 0.09 |  | 0.05 |  | 0.02 |
 Portions of dairy products or calcium-fortified alternatives per day | |||||||
  0–1 | 491 (27.8%) | 1.00 |  | 1.00 |  | 1.00 |  |
  2 | 485 (27.4%) | 1.07 (1.00–1.14) | 0.04 | 1.08 (1.01–1.15) | 0.02 | 1.09 (1.02–1.16) | 0.01 |
  3–5 | 407 (23.0%) | 1.10 (1.03–1.19) | 0.01 | 1.12 (1.04–1.20) | 0.002 | 1.10 (1.03–1.18) | 0.01 |
  ≥ 6 | 386 (21.8%) | 1.06 (0.99–1.14) | 0.08 | 1.09 (1.01–1.17) | 0.03 | 1.08 (1.00–1.16) | 0.04 |
  p for trend |  |  | 0.04 |  | 0.01 |  | 0.02 |
Medical conditions and medication use | |||||||
 Self-reported general health | |||||||
  Excellent | 341 (19.2%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Very good | 701 (39.5%) | 1.03 (0.96–1.10) | 0.42 | 0.99 (0.93–1.06) | 0.83 | 0.99 (0.93–1.06) | 0.80 |
  Good | 474 (26.7%) | 1.02 (0.95–1.09) | 0.67 | 0.98 (0.91–1.06) | 0.61 | 0.97 (0.90–1.05) | 0.46 |
  Fair | 198 (11.2%) | 1.07 (0.97–1.18) | 0.18 | 1.01 (0.91–1.12) | 0.80 | 0.99 (0.90–1.09) | 0.86 |
  Poor | 59 (3.3%) | 1.18 (1.00–1.39) | 0.05 | 1.14 (0.95–1.36) | 0.17 | 1.05 (0.87–1.27) | 0.62 |
  p for trend |  |  | 0.07 |  | 0.47 |  | 0.96 |
 BMI, kg/m2 | |||||||
  < 25 | 764 (43.2%) | 1.00 |  | 1.00 |  | 1.00 |  |
  25–30 | 626 (35.4%) | 1.05 (1.00–1.11) | 0.07 | 1.04 (0.98–1.10) | 0.19 | 1.03 (0.98–1.09) | 0.28 |
  > 30 | 379 (21.4%) | 1.11 (1.04–1.19) | 0.003 | 1.10 (1.02–1.19) | 0.01 | 1.07 (1.00–1.15) | 0.06 |
  p for trend |  |  | 0.002 |  | 0.008 |  | 0.05 |
 Diabetes or pre-diabetes | |||||||
  No diabetes | 1636 (92.3%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Pre-diabetes | 52 (2.9%) | 1.03 (0.89–1.19) | 0.70 | 0.97 (0.85–1.11) | 0.65 | 0.99 (0.87–1.13) | 0.88 |
  Type 1 | 12 (0.7%) | 1.00 (0.77–1.30) | 0.99 | 0.95 (0.71–1.27) | 0.73 | 0.99 (0.73–1.34) | 0.96 |
  Type 2 | 72 (4.1%) | 1.14 (0.98–1.32) | 0.09 | 0.97 (0.82–1.15) | 0.71 | 0.96 (0.82–1.12) | 0.59 |
 Asthma/atopy | |||||||
  No/no | 1178 (66.4) | 1.00 |  | 1.00 |  | 1.00 |  |
  No/yes | 305 (17.2) | 0.95 (0.89–1.01) | 0.10 | 0.95 (0.89–1.01) | 0.09 | 0.95 (0.90–1.00) | 0.07 |
  Yes/no | 145 (8.2) | 1.00 (0.91–1.10) | 0.98 | 0.97 (0.88–1.07) | 0.55 | 0.95 (0.87–1.05) | 0.33 |
  Yes/yes | 146 (8.2) | 0.99 (0.91–1.08) | 0.82 | 0.99 (0.90–1.09) | 0.87 | 1.00 (0.91–1.10) | 0.97 |
 COPD | |||||||
  No | 1728 (97.4%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 46 (2.6%) | 1.22 (1.01–1.49) | 0.04 | 1.12 (0.93–1.35) | 0.23 | 1.08 (0.91–1.29) | 0.39 |
 Reported feeling anxious or depressed at baseline | |||||||
  No | 1294 (73.0%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 479 (27.0%) | 0.95 (0.90–1.00) | 0.07 | 0.92 (0.87–0.97) | 0.003 | 0.91 (0.87–0.97) | 0.002 |
 Anticholinergics | |||||||
  No | 1685 (95.0%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 89 (5.0%) | 1.16 (1.01–1.34) | 0.04 | 1.15 (0.99–1.32) | 0.06 | 1.16 (1.00–1.33) | 0.04 |
 Beta blockers | |||||||
  No | 1659 (93.5%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 115 (6.5%) | 1.12 (1.01–1.25) | 0.04 | 1.09 (0.98–1.22) | 0.10 | 1.12 (1.01–1.24) | 0.03 |
 Metformin | |||||||
  No | 1720 (97.0%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 54 (3.0%) | 1.23 (1.04–1.47) | 0.02 | 1.13 (0.91–1.42) | 0.28 | 1.17 (0.95–1.43) | 0.14 |
 Statins | |||||||
  No | 1487 (83.8%) | 1.00 |  | 1.00 |  | 1.00 |  |
  Yes | 287 (16.2%) | 1.07 (0.99–1.15) | 0.07 | 1.04 (0.96–1.13) | 0.31 | 1.04 (0.97–1.13) | 0.28 |
Follow-up duration (days) |  | 0.001 (0.001–0.001) | < 0.001 | 0.001 (0.001–0.002) | < 0.001 | 0.001 (0.001–0.001) | < 0.001 |
COVID-19 severityg | |||||||
 Asymptomatic | 1242 (70.6%) | 1.00 |  |  |  | 1.00 |  |
 Symptomatic, not hospitalised | 473 (26.9%) | 1.29 (1.22–1.36) | < 0.001 |  |  | 1.25 (1.18–1.33) | < 0.001 |
 Hospitalised | 44 (2.5%) | 2.13 (1.70–2.67) | < 0.001 |  |  | 1.92 (1.54–2.40) | < 0.001 |
 p for trend |  |  | < 0.001 |  |  |  | < 0.001 |