Background
Methods
Prescribed medications
Explanatory variables
Statistical methods
Results
Descriptive statistics | Age 69 | |
---|---|---|
Sample Size | 2122 | |
Female Gender | 1084 (51.1%) | |
Education Status |
2011
| |
None | 627 (31.2%) | |
Vocational / O-Level | 569 (28.3%) | |
A-Level / Higher | 815 (40.5%) | |
Social Class |
2108
| |
Manual Social Class | 589 (27.9%) | |
Non-Manual Social Class | 1519 (72.1%) | |
Number of Doctor Diagnosed Chronic Diseases |
2120
| |
0 | 532 (25.1%) | |
1 | 725 (34.2%) | |
2 | 427 (20.1%) | |
3+ | 436 (20.6%) | |
Disease Severity |
2120
| |
No limiting conditions | 1554 (73.3%) | |
Presence of a limiting condition | 566 (26.7%) | |
Medication Data | Age 69 | Percentage Changea |
Medication Use From Specific BNF Chapter | ||
(1) Gastrointestinal | 519 (24.5%) | + 7.3% |
(2) Cardiovascular | 1171 (55.2%) | + 13.4% |
(3) Respiratory | 268 (12.6%) | + 1.3% |
(4) Central Nervous System | 460 (21.7%) | + 1.6% |
(5) Anti-Infective Agents | 53 (2.5%) | -0.8% |
(6) Endocrine | 453 (21.4%) | + 3.2% |
(7) Obs, Gynae & Urinary | 148 (7.0%) | + 2.8% |
(8) Malignancy & Immune | 44 (2.1%) | + 1.0% |
(9) Nutrition & Blood | 241 (11.2%) | + 1.3% |
(10) Musculoskeletal | 194 (9.1%) | -3.1% |
(11) Ophthalmic | 95 (4.5%) | + 1.6% |
(12) Ear, Nose & Throat | 60 (2.8%) | - 0.9% |
(13) Dermatology | 61 (2.9%) | - 0.4% |
Number of Medications Used | ||
0 | 430 (20.3%) | - 8.6% |
1 to 4 | 1209 (57.0%) | + 5.5% |
5 to 8 (Polypharmacy) | 384 (18.1%) | + 2.3% |
9+ (Excessive Polypharmacy) | 99 (4.7%) | + 0.8% |
Cardiological Polypharmacy | ||
None | 951 (44.8%) | - 13.4% |
1 (Monotherapy) | 379 (17.9%) | + 4.0% |
2 to 4 (Polypharmacy) | 684 (32.2%) | + 9.2% |
5+ (Extreme Polypharmacy) | 108 (5.1%) | + 0.2% |
Non-Cardiological Polypharmacy | ||
None | 802 (37.8%) | - 4.5% |
1 (Monotherapy) | 505 (23.8%) | + 0.6% |
2 to 4 (Polypharmacy) | 643 (30.3%) | + 2.7% |
5+ (Extreme Polypharmacy) | 172 (8.1%) | + 1.2% |
Medication use at age 69
Change in medication use since age 60–64
Variation in polypharmacy by gender, socioeconomic factors and disease burden
Gender Adjusted Relative Risk Ratios | Model One | Model Two | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
RRR | 95% LCI | 95% UCI |
p
| RRR | 95% LCI | 95% UCI |
p
| RRR | 95% LCI | 95% UCI |
p
| |
No Medication |
(reference)
|
(reference)
|
(reference)
| |||||||||
No Polypharmacy (1–4 Meds) | ||||||||||||
Gender | ||||||||||||
Male |
(reference)
| 0.870 |
(reference)
| 0.496 |
(reference)
| 0.125 | ||||||
Female | 1.0 | 0.8 | 1.2 | 0.9 | 0.7 | 1.2 | 0.8 | 0.6 | 1.1 | |||
Educational Qualifications by Age 26 | ||||||||||||
None |
(reference)
| 0.011 |
(reference)
| 0.010 |
(reference)
| 0.017 | ||||||
Vocational or O-Level Level | 1.0 | 0.7 | 1.3 | 1.0 | 0.7 | 1.3 | 1.0 | 0.7 | 1.4 | |||
A-Level or Higher | 0.7 | 0.5 | 0.9 | 0.7 | 0.5 | 0.9 | 0.7 | 0.5 | 0.9 | |||
Social Class (age 53) | ||||||||||||
Manual |
(reference)
| 0.624 |
(reference)
| 0.592 |
(reference)
| 0.498 | ||||||
Non-Manual | 0.9 | 0.7 | 1.2 | 1.1 | 0.8 | 1.5 | 1.1 | 0.8 | 1.5 | |||
Number of Diagnosed Diseases | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
One | 3.2 | 2.5 | 4.2 | 3.1 | 2.4 | 4.1 | ||||||
Two | 6.9 | 4.6 | 10.2 | 6.5 | 4.3 | 9.6 | ||||||
Three or More | 9.9 | 5.7 | 17.4 | 8.9 | 5.1 | 15.7 | ||||||
Disease Severity | ||||||||||||
No Limiting Conditions |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
Limiting Condition | 2.7 | 1.9 | 3.9 | 2.1 | 1.4 | 3.0 | ||||||
Polypharmacy (5–8 Meds) | ||||||||||||
Gender | ||||||||||||
Male |
(reference)
| 0.937 |
(reference)
| 0.595 |
(reference)
| 0.044 | ||||||
Female | 1.0 | 0.7 | 1.3 | 0.9 | 0.7 | 1.2 | 0.7 | 0.5 | 1.0 | |||
Educational Qualifications by Age 26 | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||
Vocational or O-Level Level | 0.8 | 0.5 | 1.0 | 0.7 | 0.5 | 1.1 | 0.7 | 0.5 | 1.2 | |||
A-Level or Higher | 0.3 | 0.2 | 0.5 | 0.4 | 0.2 | 0.5 | 0.3 | 0.2 | 0.5 | |||
Social Class (age 53) | ||||||||||||
Manual |
(reference)
| 0.001 |
(reference)
| 0.290 |
(reference)
| 0.853 | ||||||
Non-Manual | 0.6 | 0.4 | 0.8 | 0.8 | 0.6 | 1.2 | 1.0 | 0.6 | 1.4 | |||
Number of Diagnosed Diseases | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
One | 6.6 | 4.0 | 10.8 | 5.8 | 3.5 | 9.5 | ||||||
Two | 22.0 | 12.4 | 39.0 | 18.1 | 10.1 | 32.3 | ||||||
Three or More | 93.0 | 47.4 | 82.3 | 67.0 | 33.8 | 132.9 | ||||||
Disease Severity | ||||||||||||
No Limiting Conditions |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
Limiting Condition | 7.7 | 5.2 | 11.4 | 4.6 | 3.0 | 7.0 | ||||||
Extreme Polypharmacy (9 + Meds) | ||||||||||||
Gender | ||||||||||||
Male |
(reference)
| 0.496 |
(reference)
| 0.499 |
(reference)
| 0.072 | ||||||
Female | 0.9 | 0.5 | 1.3 | 0.9 | 0.5 | 1.4 | 0.6 | 0.4 | 1.0 | |||
Educational Qualifications by Age 26 | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||
Vocational or O-Level Level | 0.5 | 0.3 | 0.8 | 0.5 | 0.3 | 1.0 | 0.6 | 0.3 | 1.1 | |||
A-Level or Higher | 0.2 | 0.1 | 0.4 | 0.3 | 0.1 | 0.5 | 0.2 | 0.1 | 0.5 | |||
Social Class (age 53) | ||||||||||||
Manual |
(reference)
| < 0.001 |
(reference)
| 0.046 |
(reference)
| 0.390 | ||||||
Non-Manual | 0.4 | 0.2 | 0.6 | 0.6 | 0.4 | 1.0 | 0.8 | 0.4 | 1.4 | |||
Number of Diagnosed Diseases | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
One | 2.1 | 0.6 | 7.0 | 1.6 | 0.5 | 5.6 | ||||||
Two | 19.0 | 6.5 | 55.7 | 13.6 | 4.5 | 40.5 | ||||||
Three or More | 201.9 | 70.7 | 576.7 | 109.9 | 37.6 | 321.1 | ||||||
Disease Severity | ||||||||||||
No Limiting Conditions |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
Limiting Condition | 21.8 | 12.6 | 38.0 | 10.6 | 5.9 | 19.3 |
Gender Adjusted Relative Risk Ratios | Model One | Model Two | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
RRR | 95% LCI | 95% UCI |
p
| RRR | 95% LCI | 95% UCI |
p
| RRR | 95% LCI | 95% UCI |
p
| |
No Medication |
(reference)
|
(reference)
|
(reference)
| |||||||||
Monotherapy (1 Med) | ||||||||||||
Gender | ||||||||||||
Male |
(reference)
| 0.303 |
(reference)
| 0.245 |
(reference)
| 0.043 | ||||||
Female | 0.9 | 0.7 | 1.1 | 0.9 | 0.7 | 1.1 | 0.8 | 0.6 | 1.0 | |||
Educational Qualifications by Age 26 | ||||||||||||
None |
(reference)
| 0.008 |
(reference)
| 0.003 |
(reference)
| 0.004 | ||||||
Vocational or O-Level Level | 0.6 | 0.5 | 0.9 | 0.6 | 0.4 | 0.8 | 0.6 | 0.4 | 0.8 | |||
A-Level or Higher | 0.7 | 0.5 | 0.9 | 0.6 | 0.4 | 0.8 | 0.6 | 0.4 | 0.8 | |||
Social Class (age 53) | ||||||||||||
Manual |
(reference)
| 0.933 |
(reference)
| 0.189 |
(reference)
| 0.116 | ||||||
Non-Manual | 1.0 | 0.8 | 1.3 | 1.2 | 0.9 | 1.7 | 1.3 | 0.9 | 1.8 | |||
Number of Diagnosed Diseases | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
One | 1.7 | 1.2 | 2.3 | 1.7 | 1.3 | 2.4 | ||||||
Two | 1.9 | 1.3 | 2.8 | 2.0 | 1.4 | 3.0 | ||||||
Three or More | 4.9 | 3.2 | 7.4 | 0.9 | 1.7 | 5.4 | 3.5 | 8.3 | ||||
Disease Severity | ||||||||||||
No Limiting Conditions |
(reference)
| 0.950 |
(reference)
| 0.090 | ||||||||
Limiting Condition | 1.0 | 0.7 | 1.4 | 0.8 | 0.6 | 1.0 | ||||||
Polypharmacy (2–4 Meds) | ||||||||||||
Gender | ||||||||||||
Male |
(reference)
| < 0.001 |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||
Female | 0.7 | 0.5 | 0.8 | 0.6 | 0.5 | 0.8 | 0.5 | 0.4 | 0.6 | |||
Educational Qualifications by Age 26 | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
|
(reference)
| < 0.001 | |||||||
Vocational or O-Level Level | 0.7 | 0.5 | 0.9 | 0.7 | 0.5 | 0.9 | < 0.001 | 0.7 | 0.5 | 1.0 | ||
A-Level or Higher | 0.5 | 0.4 | 0.7 | 0.5 | 0.4 | 0.7 | 0.5 | 0.4 | 0.7 | |||
Social Class (age 53) | ||||||||||||
Manual |
(reference)
| 0.027 |
(reference)
| 0.880 |
(reference)
| 0.626 | ||||||
Non-Manual | 0.8 | 0.6 | 1.0 | 1.0 | 0.8 | 1.3 | 1.1 | 0.8 | 1.4 | |||
Number of Diagnosed Diseases | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
One | 7.4 | 5.0 | 10.8 | 7.2 | 4.9 | 10.6 | ||||||
Two | 13.4 | 8.8 | 20.2 | 13.3 | 8.8 | 20.2 | ||||||
Three or More | 40.2 | 25.6 | 63.2 | 39.5 | 24.8 | 62.3 | ||||||
Disease Severity | ||||||||||||
No Limiting Conditions |
(reference)
| < 0.001 |
(reference)
| 0.923 | ||||||||
Limiting Condition | 1.8 | 1.5 | 2.3 | 1.0 | 0.8 | 1.3 | ||||||
Extreme Polypharmacy (5+ Meds) | ||||||||||||
Gender | ||||||||||||
Male |
(reference)
| < 0.001 |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||
Female | 0.4 | 0.2 | 0.6 | 0.4 | 0.2 | 0.6 | 0.3 | 0.2 | 0.4 | |||
Educational Qualifications by Age 26 | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||
Vocational or O-Level Level | 0.4 | 0.2 | 0.6 | 0.4 | 0.2 | 0.7 | 0.4 | 0.2 | 0.8 | |||
A-Level or Higher | 0.3 | 0.2 | 0.4 | 0.3 | 0.2 | 0.5 | 0.3 | 0.2 | 0.5 | |||
Social Class (age 53) | ||||||||||||
Manual |
(reference)
| 0.001 |
(reference)
| 0.305 |
(reference)
| 0.852 | ||||||
Non-Manual | 0.5 | 0.3 | 0.7 | 0.8 | 0.5 | 1.3 | 1.0 | 0.6 | 1.6 | |||
Number of Diagnosed Diseases | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
One | 3.2 | 1.1 | 9.2 | 3.0 | 1.0 | 8.6 | ||||||
Two | 13.6 | 5.0 | 36.6 | 11.8 | 4.3 | 32.2 | ||||||
Three or More | 86.5 | 33.1 | 226.3 | 66.8 | 25.0 | 178.5 | ||||||
Disease Severity | ||||||||||||
No Limiting Conditions |
(reference)
| < 0.001 |
(reference)
| 0.056 | ||||||||
Limiting Condition | 4.0 | 2.6 | 6.2 | 1.6 | 1.0 | 2.6 |
Gender Adjusted Relative Risk Ratios | Model One | Model Two | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
RRR | 95% LCI | 95% UCI | p | RRR | 95% LCI | 95% UCI | p | RRR | 95% LCI | 95% UCI | p | |
No Medication |
(reference)
|
(reference)
|
(reference)
| |||||||||
Monotherapy (1 Med) | ||||||||||||
Gender | ||||||||||||
Male |
(reference)
| 0.013 |
(reference)
| 0.018 |
(reference)
| 0.034 | ||||||
Female | 1.3 | 1.1 | 1.7 | 1.3 | 1.1 | 1.7 | 1.3 | 1.0 | 1.6 | |||
Educational Qualifications by Age 26 | ||||||||||||
None |
(reference)
| 0.123 |
(reference)
| 0.325 |
(reference)
| 0.433 | ||||||
Vocational or O-Level Level | 1.0 | 0.7 | 1.3 | 1.0 | 0.7 | 1.4 | 1.0 | 0.7 | 1.4 | |||
A-Level or Higher | 0.8 | 0.6 | 1.0 | 0.8 | 0.6 | 1.1 | 0.9 | 0.6 | 1.2 | |||
Social Class (age 53) | ||||||||||||
Manual |
(reference)
| 0.056 |
(reference)
| 0.201 |
(reference)
| 0.302 | ||||||
Non-Manual | 0.8 | 0.6 | 1.0 | 0.8 | 0.6 | 1.1 | 0.9 | 0.6 | 1.1 | |||
Number of Diagnosed Diseases | ||||||||||||
None |
(reference)
| < 0.001 |
(reference
)
| < 0.001 | ||||||||
One | 1.6 | 1.2 | 2.1 | 1.5 | 1.1 | 2.0 | ||||||
Two | 2.4 | 0.7 | 3.3 | 2.2 | 1.5 | 3.1 | ||||||
Three or More | 2.3 | 1.6 | 3.4 | 2.0 | 1.3 | 2.9 | ||||||
Disease Severity | ||||||||||||
No Limiting Conditions |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
Limiting Condition | 2.3 | 1.7 | 3.1 | 2.0 | 1.5 | 2.7 | ||||||
Polypharmacy (2–4 Meds) | ||||||||||||
Gender | ||||||||||||
Male |
(reference)
| < 0.001 |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||
Female | 1.7 | 1.4 | 2.1 | 1.7 | 1.3 | 2.1 | 1.6 | 1.3 | 2.0 | |||
Educational Qualifications by Age 26 | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| 0.001 |
(reference)
| 0.005 | ||||||
Vocational or O-Level Level | 0.8 | 0.6 | 1.1 | 0.9 | 0.6 | 1.1 | 0.9 | 0.6 | 1.2 | |||
A-Level or Higher | 0.6 | 0.5 | 0.8 | 0.6 | 0.5 | 0.8 | 0.6 | 0.5 | 0.8 | |||
Social Class (age 53) | ||||||||||||
Manual |
(reference)
| 0.038 |
(reference)
| 0.593 |
(reference)
| 0.885 | ||||||
Non-Manual | 0.8 | 0.6 | 1.0 | 0.9 | 0.7 | 1.2 | 1.0 | 0.8 | 1.4 | |||
Number of Diagnosed Diseases | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
One | 2.2 | 1.6 | 3.0 | 2.0 | 1.5 | 2.7 | ||||||
Two | 3.9 | 2.8 | 5.6 | 3.4 | 2.4 | 4.8 | ||||||
Three or More | 6.5 | 4.5 | 9.3 | 4.8 | 3.3 | 7.0 | ||||||
Disease Severity | ||||||||||||
No Limiting Conditions |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
Limiting Condition | 3.9 | 3.0 | 5.2 | 3.0 | 2.3 | 4.0 | ||||||
Extreme Polypharmacy (5+ Meds) | ||||||||||||
Gender | ||||||||||||
Male |
(reference)
| < 0.001 |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||
Female | 2.2 | 1.6 | 3.1 | 2.2 | 1.5 | 3.1 | 2.2 | 1.5 | 3.3 | |||
Educational Qualifications by Age 26 | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||
Vocational or O-Level Level | 0.6 | 0.4 | 0.9 | 0.7 | 0.4 | 1.0 | 0.7 | 0.4 | 1.1 | |||
A-Level or Higher | 0.3 | 0.2 | 0.4 | 0.3 | 0.2 | 0.5 | 0.3 | 0.2 | 0.5 | |||
Social Class (age 53) | ||||||||||||
Manual |
(reference)
| < 0.001 |
(reference)
| 0.102 |
(reference)
| 0.791 | ||||||
Non-Manual | 0.5 | 0.3 | 0.7 | 0.7 | 0.5 | 1.1 | 0.9 | 0.6 | 1.5 | |||
Number of Diagnosed Diseases | ||||||||||||
None |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
One | 3.0 | 1.5 | 6.0 | 2.4 | 1.1 | 4.9 | ||||||
Two | 6.6 | 3.2 | 13.7 | 4.6 | 2.2 | 9.6 | ||||||
Three or More | 29.5 | 15.0 | 57.9 | 15.1 | 7.5 | 30.4 | ||||||
Disease Severity | ||||||||||||
No Limiting Conditions |
(reference)
| < 0.001 |
(reference)
| < 0.001 | ||||||||
Limiting Condition | 14.2 | 9.6 | 21.0 | 9.0 | 6.0 | 13.6 |