Calibration equations Quadratic equations were used for the calibration of self-reported weight and height against clinical measures. Clinically measured parameters were considered criterion and self-reported parameters were treated as predictor variables. The constants and coefficients were obtained from clinical assessments at baseline which included both clinically measured and selfreported parameters. They were then used to calibrate weight from self-reported measures at the 18-month and the 10-year follow-up. Due to implausible differences between self-reported and measured height, however, possibly caused by confusion about metric and imperial measures by some participants, we used the clinically measured baseline height for the 18month follow-up. For the self-reported measure at the 10y follow-up, the calibrated value was used, except when the difference between self-reported and latest objectively measured height was larger than 3cm; these observations were replaced with the latest available clinical measure without calibration. weightc= -0.209 + 1.036 * weightsr -0.002 * (weightsr)2 , rmse = 2.59 kg heightc= 7.387+ 0.926* heightsr + 0.0002 * (heightsr)2 , rmse = 1.02 cm (Abbreviations: subscript c- clinical measure; subscript sr- self-reported; rmse- root mean square error) In addition, we conducted individual calibration (where applicable) of self-reported weight and height using the following non-quadratic equations and there were no observable differences from the quadratic regression estimates: weightc= weightsr +offset, with mean (SD) for offset of 1.19 (2.59) kg heightc= heightsr +offset, with mean (SD) for offset of -1.56 (2.98) cm Supplementary table 1 Baseline characteristics of the participants by physical activity category; the EPIC-Norfolk study Men Women Inactive Moderately inactive Moderately active Active N Age (years) Body weight (kg) Body mass index (kg/m2) Daily energy intake (kJ) 3586 62.24 (9.06) 81.39 (12.17) 26.98 (3.54) 8864.06 (2772.92) 2858 59.05 (9.46) 80.63 (11.46) 26.47 (3.25) 9008.12 (2605.11) 2660 57.64 (8.87) 79.61 (11.11) 26.24 (3.18) 9299.95(2755.34) Alcohol intake (g/week) Cigarette smoking 11.29 (15.83) 13.29 (16.77) 11.61 (14.84) 2502 56.37 (8.64) 79.45 (10.88) 26.23 (3.13) 9835.84 (3766.40) 13.11 (17.05) current former never Social class professional manager skilled non-manual skilled manual semi-skilled unskilled Educational level none/less than O level O level A level Degree Self-reported stroke Self-reported MI Self-reported CA Self-reported DM 499 (14.04) 2063 (58.06) 991 (27.89) 299 (10.54) 1523 (53.66) 1016 (35.80) 314 (11.87) 1413 (53.42) 918 (34.71) 293 (11.77) 1285 (51.63) 911 (36.60) 245 (6.99) 1348 (38.45) 552 (15.74) 810 (23.10) 445 (12.69) 100 (2.85) 322 (11.39) 1292 (45.72) 411 (14.54 ) 483 (17.09) 259 (9.16) 43 (1.52) 184 (7.00) 950 (36.14) 258 (9.81) 740 (28.15) 394 (14.99) 97 (3.69) 124 (5.02) 767 (31.03) 204 ( 8.25) 851 (34.43 ) 424 (17.15) 97 (3.92 ) 1298 (36.29) 337 (9.42) 1475 (41.24) 467 (13.06) 99 (2.76) 283 (7.91) 163 (4.55) 172 (4.80) 746 (26.10) 267 (9.34) 1253 (43.84) 592 (20.71) 54 (1.89) 142 (4.97) 112 (3.92) 81 (2.84) 743 (27.93) 216 (8.12) 1286 (48.35) 415 (15.60) 40 (1.50) 107 (4.02) 97 (3.65) 66 (2.48) 747 (29.86) 186 (7.43) 1263 (50.48) 306 (20.23) 13 (0.52) 82 (3.28 ) 69 (2.76) 44 (1.76) N Age (years) Body weight (kg) Body mass index (kg/m2) Daily energy intake (kJ) 4277 62.28 (9.21) 69.34 (12.38) 27.03 (4.73) 7990.78 (2614.99) Alcohol intake (g/week) Cigarette smoking current former never Social class professional manager skilled non-manual skilled manual semi-skilled unskilled Educational level none/less than O level O level A level Degree Self-reported stroke Self-reported MI Self-reported CA Self-reported DM 4.70 (7.95) 4493 58.05 (9.15) 67.78 (11.61) 26.14 (4.25) 8088.58 (2405.94) 5.81 (8.65) 3117 59.02 (8.52) 67.03 (11.33) 25.74 (4.13) 8131.31 (2433.94) 5.90 (8.54) 2147 54.96 (8.19) 66.86 (10.76) 25.54 (3.82) 8427.291 (2645.84) 6.10 (8.58) 1023 (13.18) 3505 (45.14) 3236 (41.68) 786 (10.78) 2908 (39.88) 3597 (49.33) 676 (11.78) 2351 (40.96) 2713 (47.26) 499 (10.79) 2908 (43.20) 2127 (46.01) 419 (5.51) 2604 (34.23) 1524 (20.03) 1687 (22.17) 1040 (13.67) 306 (4.02) 637 (8.77) 2926 (40.30) 1332 (18.35) 1377 ( 18.97) 799 (11.01) 160 (2.20 ) 435 (7.63) 2110 (37.03) 763 (13.39) 1376 (24.15) 778 (13.65) 223 (3.91) 263 (5.74) 1518 (33.12) 520 (11.34 ) 1331 (29.04 ) 744 (16.23 ) 186 (4.28) 2171 (50.87) 453 (10.61) 1366 (32.01) 278 (6.51) 74 (1.73) 113 (2.64) 351 (8.21) 113 (2.64) 1768 (39.35) 551 (12.26) 1636 (36.41) 538 (11.97) 38 (0.85) 65 (1.45) 290 (6.46) 65 (1.45) 1161 (37.26) 378 (12.13) 1129 (36.23) 448 (14.38) 12 (0.67) 22 (0.80) 205 (6.58) 25 (0.80) 820 (38.21) 234 (10.90) 847 (39.47) 245 (11.42) 21 (0.56) 17 (0.79) 108 (5.04) 17 (0.79) p-value1 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001 0.004 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001 <0.001 MI-myocardial infarction; DM-diabetes mellitus type 2; CA-cancer; 1Test for trend and χ2-test were conducted. Continuous variables are shown as mean (SD). Categorical variables are shown as n (%). <0.001 <0.001 <0.001 <0.001 Supplementary table 2 Age-adjusted proportions of inactive people in the EPIC-Norfolk by BMIcategory Men BMI category <20 kg/ m2 N (% within BMI category) of inactive people in the EPICNorfolk at baseline 80 (55.6) Normal (20-25 kg/ m2) 1887 (50.8) Overweight (25-30 kg/m2) 3495 (64.8) Obese (>30 kg/m2) 982 (69.7) Women BMI category N (% within BMI category) in EPICNorfolk at baseline <20 kg/ m2 260 (62.0) Normal (20-25 kg/ m2) 3327 (57.4) Overweight (25-30 kg/m2) 3508 (56.6) Obese (>30 kg/m2) 1675 (62.3) Age-adjusted proportion1 of inactive people, % (95% CI) 57.9 (51.9-63.9) 55.2 (54.0-56.5) 58.2 (57.3-59.2) 61.9 (60.1-63.6) Age-adjusted proportion of inactive people, % (95% CI) 66.8 (63.7-70.0) 62.4 (61.5-63.4) 65.9 (65.0-66.9) 70.8 (69.4-72.2) BMI- body mass index 1 Estimates were obtained from mixed model with random effects taking into account 3 assessments of physical activity and BMI Supplementary table 3 Predicted national prevalence of physical inactivity in 2009 and 2020 BMI category Men <20 kg/ m2 Normal (20-25 kg/ m2) Overweight (25-30 kg/m2) Obese (>30 kg/m2) Women <20 kg/ m2 Normal (20-25 kg/ m2) Overweight (25-30 kg/m2) Obese (>30 kg/m2) 1 Prevalence1 of inactivity % (95% CI) 2009 2020 1.16 (1.15-1.17) 17.67 (17.49-17.84) 25.61 (25.35-25.87) 13.62 (13.50-13.74) Total: 58.04 (57.73-58.36) 0.59 (0.58-0.60) 7.33 (7.25-7.40) 23.76 (23.52-24.00) 27.79 (27.56-28.02) Total: 59.46 (59.13-59.80) 1.34 (1.33-1.35) 25.59 (25.37-25.81) 21.74 (21.56-21.94) 16.99 (16.85-17.13) Total: 65.65 (65.33-65.97) 2.02 (2.01-2.04) 16.39 (16.24-16.52) 21.30 (21.12-21.47) 27.17 (26.95-27.39) Total: 66.89 (66.56-67.21) Monte Carlo simulations with 10000 observations and 1000 repetitions were used to calculate the prevalence of physical inactivity in 2009 and 2020