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. 2023 Sep 28;20(9):e1004282. doi: 10.1371/journal.pmed.1004282

Table 4. RRs for NHS WM referral within adults eligible for WM referral in England with at least 2 years of follow-up data in CPRD GOLD (2007–2020)a (MODEL A).

Eligible for a WM referral (N =) Had a WM referral recorded (N =) (% of those eligible) Crude RR (95% CI) P value Adjusted RR (95% CI)b P value
Total 1,751,385 53,270 (3.04) 1,751,385c 1,228,024d
Sex e
Male 795,602 17,896 (2.25) 0.61 (0.60,0.62) <0.001 0.69 (0.68,0.71) <0.001
Female 955,783 35,374 (3.70) 1.0 1.0
Age group at diagnosis with overweight or obesity
18–24 107,515 2,464 (2.29) 0.54 (0.52,0.57) <0.001 0.52 (0.49,0.55) <0.001
25–34 206,868 5,342 (2.58) 0.61 (0.59,0.63) <0.001 0.59 (0.57,0.62) <0.001
35–44 295,335 12,174 (4.12) 0.98 (0.96,1.00) 0.072 0.95 (0.93,0.98) 0.001
45–54 351,288 14,796 (4.21) 1.0 1.0
55–64 338,340 11,998 (3.55) 0.84 (0.82,0.86) <0.001 0.91 (0.89,0.94) <0.001
65–74 269,041 5,695 (2.12) 0.50 (0.49,0.52) <0.001 0.60 (0.58,0.62) <0.001
75+ 182,998 801 (0.44) 0.10 (0.10,0.11) <0.001 0.15 (0.13,0.16) <0.001
Strategic Health Authority of GP practice
North East 39,114 1,397 (3.57) 1.24 (1.17,1.31) <0.001 1.60 (1.50,1.70) <0.001
North West 271,163 7,826 (2.89) 1.0 1.0
Yorkshire and the Humber 63,586 751 (1.18) 0.41 (0.38,0.44) <0.001 0.61 (0.56,0.65) <0.001
East Midlands 62,955 1,825 (2.90) 1.00 (0.96,1.06) 0.863 1.61 (1.52,1.70) <0.001
West Midlands 237,361 12,828 (5.40) 1.87 (1.82,1.92) <0.001 2.17 (2.10,2.24) <0.001
East of England 169,466 1,762 (1.04) 0.36 (0.34,0.38) <0.001 0.43 (0.41,0.46) <0.001
South West 196,943 4,613 (2.34) 0.81 (0.78,0.84) <0.001 0.98 (0.94,1.02) 0.235
South Central 237,355 6,566 (2.77) 0.96 (0.93,0.99) 0.010 1.21 (1.17,1.26) <0.001
London 214,783 5,836 (2.72) 0.94 (0.91,0.97) <0.001 1.11 (1.06,1.15) <0.001
South East Coast 258,659 9,866 (3.81) 1.32 (1.28,1.36) <0.001 1.64 (1.59,1.70) <0.001
Rural–urban classification of GP practice
Urban 1,196,702 35,217 (2.94) 1.0 1.0
Rural 180,091 4,376 (2.43) 0.83 (0.80,0.85) <0.001 0.88 (0.85,0.90) <0.001
Data missing/not recorded 374,592 13,677 (3.65) - -
Year of diagnosis with overweight/obesity
2007 531,157 16,637 (3.13) 1.0 1.0
2008 271,624 7,842 (2.89) 0.92 (0.90,0.95) <0.001 0.95 (0.93,0.98) 0.003
2009 192,610 5,447 (2.83) 0.90 (0.88,0.93) <0.001 0.93 (0.89,0.96) <0.001
2010 154,843 3,807 (2.46) 0.78 (0.76,0.81) <0.001 0.85 (0.81,0.88) <0.001
2011 131,933 3,352 (2.54) 0.81 (0.78,0.84) <0.001 0.89 (0.85,0.93) <0.001
2012 123,252 3,380 (2.74) 0.88 (0.84,0.91) <0.001 0.97 (0.93,1.01) 0.176
2013 108,539 3,696 (3.41) 1.09 (1.05,1.13) <0.001 1.27 (1.22,1.32) <0.001
2014 83,549 3,088 (3.70) 1.18 (1.14,1.23) <0.001 1.31 (1.25,1.37) <0.001
2015 64,674 2,455 (3.80) 1.21 (1.16,1.26) <0.001 1.25 (1.19,1.32) <0.001
2016 43,212 1,664 (3.85) 1.23 (1.17,1.29) <0.001 1.36 (1.28,1.44) <0.001
2017 33,218 1,388 (4.18) 1.33 (1.26,1.41) <0.001 1.25 (1.17,1.34) <0.001
2018 12,774 514 (4.02) 1.28 (1.18,1.40) <0.001 1.34 (1.21,1.49) <0.001
BMI category (kg/m 2 ) at diagnosis with overweight/obesity
23.0–24.9 (B&A only) 29,158 178 (0.61) 0.45 (0.39,0.52) <0.001 0.36 (0.30,0.43) <0.001
25.0–29.9 1,006,478 13,529 (1.34) 1.0 1.0
30.0–34.9 444,510 17,240 (3.88) 2.89 (2.82,2.95) <0.001 2.83 (2.75,2.90) <0.001
35.0–40.0 162,595 10,025 (6.17) 4.59 (4.47,4.70) <0.001 4.20 (4.07,4.33) <0.001
40.0 + 83,901 8,436 (10.05) 7.48 (7.29,7.68) <0.001 6.19 (5.99,6.40) <0.001
Medical codes 24,743 3,862 (15.61) 11.61 (11.23,12.01) <0.001 8.88 (8.53,9.25) <0.001
Ethnic group
White 1,322,847 42,347 (3.20) 1.0 1.0
Asian 70,014 1,723 (2.46) 0.77 (0.73,0.81) <0.001 0.99 (0.93,1.05) 0.726
Black 42,712 1,520 (3.56) 1.11 (1.06,1.17) <0.001 1.19 (1.12,1.26) <0.001
Mixed 12,009 355 (2.96) 0.92 (0.83,1.02) 0.129 1.01 (0.89,1.14) 0.926
Other 19,647 576 (2.93) 0.92 (0.84,0.99) 0.033 0.92 (0.84,1.02) 0.101
Unknown 284,156 6,749 (2.38) 0.74 (0.72,0.76) <0.001 0.71 (0.68,0.74) <0.001
IMD
1 (least deprived) 290,170 7,017 (2.42) 1.0 1.0
2 288,664 8,374 (2.90) 1.20 (1.16,1.24) <0.001 1.13 (1.09,1.16) <0.001
3 279,202 7,219 (2.59) 1.07 (1.04,1.10) <0.001 0.99 (0.96,1.03) 0.665
4 259,566 7,875 (3.03) 1.25 (1.22,1.30) <0.001 1.10 (1.06,1.13) <0.001
5 (most deprived) 235,220 8,696 (3.70) 1.53 (1.48,1.58) <0.001 1.16 (1.13,1.20) <0.001
Data missing/not recorded 398,563 14,089 (3.53) - -
Smoking status
Nonsmoker 802,920 26,526 (3.30) 1.0 1.0
Current smoker 330,257 11,084 (3.36) 1.02 (0.99,1.04) 0.156 0.93 (0.91,0.95) <0.001
Ex-smoker 453,803 13,763 (3.03) 0.92 (0.90,0.94) <0.001 1.00 (0.97,1.02) 0.798
Data missing/not recorded 164,405 1,897 (1.15) -
Presence of comorbidities f
Type 2 diabetes 262,713 8,951 (3.41) 1.14 (1.12,1.17) <0.001 0.92 (0.90,0.95) <0.001
Hypertension 483,016 12,870 (2.66) 0.84 (0.82,0.85) <0.001 0.78 (0.76,0.80) <0.001
Coronary heart disease 219,434 4,426 (2.02) 0.63 (0.61,0.65) <0.001 0.83 (0.80,0.86) <0.001
Obstructive sleep apnoea 27,969 2,305 (8.24) 2.79 (2.68,2.90) <0.001 1.63 (1.55,1.70) <0.001
Asthma 271,421 9,759 (3.60) 1.22 (1.20,1.25) <0.001 1.01 (0.98,1.03) 0.623
Chronic musculoskeletal condition 381,461 13,248 (3.47) 1.19 (1.17,1.21) <0.001 1.21 (1.18,1.24) <0.001
Gastro-oesophageal reflux disease 485,268 17,286 (3.56) 1.25 (1.23,1.28) <0.001 1.14 (1.11,1.16) <0.001
Liver disease 37,430 1,325 (3.54) 1.17 (1.11,1.23) <0.001 1.02 (0.97,1.08) 0.435
Polycystic ovarian syndrome 25,879 1,598 (6.17) 2.06 (1.96,2.16) <0.001 1.29 (1.22,1.37) <0.001
Fertility problems 41,151 1,763 (4.28) 1.42 (1.36,1.49) <0.001 1.11 (1.06,1.18) <0.001
Depression 456,930 19,164 (4.19) 1.59 (1.56,1.62) <0.001 1.17 (1.14,1.19) <0.001
Anxiety 337,680 13,148 (3.89) 1.37 (1.35,1.40) <0.001 1.07 (1.05,1.10) <0.001
Idiopathic intracranial hypertension 1,635 146 (8.93) 2.94 (2.52,3.43) <0.001 1.31 (1.11,1.56) 0.002

Text in italics indicates the reference group for the Poisson regression model.

B&A, Black and Asian ethnic groups; BMI, body mass index; CI, confidence interval; CPRD, Clinical Practice Research Datalink; GP, general practitioner; IMD, Index of Multiple Deprivation; NHS, National Health Service; RR, rate ratio; T2DM, type 2 diabetes mellitus; WM, weight management.

aPatients without “research quality” data excluded (N = 18,935).

bVariables included in adjusted model include sex, age group at diagnosis with overweight/obesity, Strategic Health Authority of GP practice, rural–urban classification of GP practice, year of diagnosis with overweight/obesity, BMI category at diagnosis with overweight/obesity, ethnic group, IMD, smoking status, presence of comorbidities (each of 13 comorbidities included individually in the model).

cNumber of individuals included in the crude analysis.

dNumber of individuals with complete data for all variables included in the adjusted analysis.

eIndeterminate and unknown sex excluded due to small numbers (n = 18).

fCompared with not having comorbidity.