| Literature DB >> 27252245 |
Chris Salisbury1, Alicia O'Cathain2, Clare Thomas3, Louisa Edwards3, Daisy Gaunt4, Padraig Dixon3, Sandra Hollinghurst3, Jon Nicholl2, Shirley Large5, Lucy Yardley6, Tom Fahey7, Alexis Foster2, Katy Garner3, Kimberley Horspool2, Mei-See Man3, Anne Rogers8, Catherine Pope8, Alan A Montgomery9.
Abstract
OBJECTIVE: To assess whether non-clinical staff can effectively manage people at high risk of cardiovascular disease using digital health technologies.Entities:
Mesh:
Year: 2016 PMID: 27252245 PMCID: PMC4896755 DOI: 10.1136/bmj.i2647
Source DB: PubMed Journal: BMJ ISSN: 0959-8138

Fig 1 Flow of participants through trial comparing Healthlines cardiovascular disease intervention with usual care
Baseline characteristics of participants allocated to usual care or Healthlines intervention. Values are percentages (numbers) unless otherwise stated
| Characteristics | Usual care (n=316) | Intervention (n=325) |
|---|---|---|
| Mean (SD) age at CVD assessment (years) | 67.3 (4.7) | 67.5 (4.9) |
| Women | 21 (66) | 18 (60) |
| White ethnicity | 99 (313) | 99 (321) |
| Current employment situation: | n=311 | n=316 |
| Full time | 13 (39) | 17 (54) |
| Part time | 14 (43) | 9 (29) |
| Unemployed | 1 (4) | 1 (2) |
| Unable to work: long term illness/disability | 2 (7) | 1 (3) |
| Unable to work: carer | 1 (3) | 1 (2) |
| Retired | 63 (196) | 66 (210) |
| Homemaker | 1 (3) | 1 (4) |
| Other | 5 (16) | 4 (12) |
| Occupation (most recent or current): | n=294 | n=294 |
| Administrative or secretarial | 11 (31) | 10 (29) |
| Associate professional or technical | 15 (45) | 12 (35) |
| Elementary* | 10 (28) | 5 (16) |
| Managers or senior officials | 19 (55) | 22 (65) |
| Personal services† | 2 (5) | 3 (9) |
| Process, plant, and machine operatives | 5 (15) | 6 (17) |
| Professionals | 19 (57) | 22 (64) |
| Sales and customer services | 4 (11) | 4 (13) |
| Skilled trades | 16 (47) | 16 (46) |
| Highest education qualification: | n=307 | n=318 |
| Degree or higher degree | 21 (65) | 23 (72) |
| A levels or equivalent | 19 (58) | 17 (53) |
| GCSEs/O levels or equivalent | 45 (137) | 43 (136) |
| No qualifications | 15 (47) | 18 (57) |
| Accommodation: | n=315 | n=323 |
| Own accommodation or buying with mortgage | 84 (264) | 87 (281) |
| Part rented or rented | 15 (46) | 12 (40) |
| Live rent-free | 2 (5) | 1 (2) |
| Mean (SD) index of multiple deprivation | 16.7 (12.6) | 15.5 (11.3) |
| Clinical data: | ||
| Mean (SD) QRISK2 score | 30.8 (9.5) | 31.1 (10.2) |
| Mean (SD) systolic blood pressure (mm Hg) | 148.1 (17.6) | 147.6 (16.2) |
| Mean (SD) diastolic blood pressure (mm Hg) | 80.0 (10.4) | 81.2 (9.6) |
| Mean weight (SD) | 91.9 (18.9) | 93.2 (17.3) |
| Mean (SD) body mass index | 30.9 (5.7) | 31.2 (5.4) |
| Mean (SD) total cholesterol level (mmol/L) | 4.9 (1.2); n=315 | 4.9 (1.2);n=324 |
| Mean (SD) total cholesterol:HDL ratio | 4.2 (1.4); n=315 | 4.2 (1.5); n=323 |
| Smoking status: | ||
| Non-smoker | 33 (103) | 35 (114) |
| Former smoker | 47 (148) | 50 (163) |
| Light smoker | 9 (30) | 8 (25) |
| Moderate smoker | 5 (17) | 5 (16) |
| Heavy smoker | 6 (18) | 2 (7) |
| Taking antihypertensive | 61 (193) | 64 (209) |
| Taking lipid lowering drug | 49 (153/312) | 49 (158/322) |
| Diabetes | 20 (62) | 24 (77) |
| Chronic kidney disease | 11 (34) | 6 (20) |
| Atrial fibrillation | 6 (20) | 7 (23) |
| Rheumatoid arthritis | 3 (8) | 2 (6) |
CVD=cardiovascular disease; GCSE=general certificate of secondary education; HDL=high density lipoprotein cholesterol.
*Jobs not needing qualifications, such as cleaners.
†For example, care worker, teaching assistant.
Improving or maintaining cardiovascular risk as a binary outcome. Values are percentages (No/total No) unless stated otherwise
| Primary outcome | Usual care* | Intervention† | Adjusted odds ratio (95% CI) | P value |
|---|---|---|---|---|
| Primary analysis: | ||||
| Improved/maintained QRISK2 after 12 months | 43 (124/291) | 50 (148/295) | 1.3 (1.0 to 1.9) | 0.08 |
| Secondary analysis: | ||||
| Improved/maintained QRISK2 after 6 months | 46 (137/296) | 48 (145/301) | 1.1 (0.8 to 1.5) | 0.65 |
| Sensitivity analyses of improved/maintained QRISK2 after 12 months: | ||||
| Assuming all participants were one year older | 45 (130/291) | 52 (153/295) | 1.3 (1.0 to 1.9) | 0.01 |
| Simple imputation, assuming missing binary outcome is non-response | 40 (124/316) | 46 (148/325) | 1.3 (0.9 to 1.8) | 0.11 |
| Multiple imputation | 44 (139/316) | 50 (163/325) | 1.3 (0.9 to 1.8) | 0.11 |
| Not including general practice as random effect | 43 (124/291) | 50 (148/295) | 1.3 (1.0 to 1.9) | 0.08 |
| Adjusted by days since randomisation to primary outcome assessment | 43 (124/291) | 50 (148/295) | 1.3 (1.0 to 1.9) | 0.09 |
All analyses adjusted by site (Bristol, Sheffield, or Southampton) and baseline QRISK2 score. Analyses are further adjusted by other covariates if specified. General practice included as random effect unless specified otherwise.
*n=296 at six months; n=291 at 12 months; n=316 for imputed data.
†n=301 at six months; n=295 at 12 months; n=325 for imputed data.
Subgroup analyses of primary outcome
|
| Improving or maintaining QRISK2 at 12 month follow-up | Adjusted odds ratio* (95% CI) | Interaction P value | |
|---|---|---|---|---|
| Usual care (n=291) | Intervention (n=295) | |||
| Baseline CVD assessment age group: | ||||
| 40-59 | 54 (7/13) | 61 (11/18) | 1.5 (0.3 to 6.6) | |
| 60-69 | 44 (78/177) | 49 (75/152) | 1.2 (0.8 to 1.9) | |
| ≥70 | 39 (39/101) | 50 (62/125) | 1.6 (0.9 to 2.8) | 0.71 |
| Men | 46 (105/227) | 51 (125/243) | 1.2 (0.9 to 1.8) | |
| Women | 30 (19/64) | 44 (23/52) | 1.8 (0.8 to 4.0) | 0.37 |
| Baseline QRISK2 score: | ||||
| 17.3-24.9 | 37 (37/101) | 45 (44/98) | 1.4 (0.8 to 2.5) | |
| 25.0-29.9 | 38 (26/68) | 44 (35/79) | 1.2 (0.6 to 2.4) | |
| ≥30.0 | 50 (61/122) | 58 (69/118) | 1.4 (0.8 to 2.4) | 0.95 |
| Baseline modifiable risk factor: | ||||
| Systolic blood pressure <140 mm Hg | 33 (30/90) | 41 (35/85) | 1.5 (0.8 to 2.8) | |
| Systolic blood pressure ≥140 mm Hg | 47 (94/201) | 54 (113/210) | 1.3 (0.9 to 1.9) | 0.73 |
| Body mass index <30.0 | 50 (65/131) | 52 (67/129) | 1.1 (0.6 to 1.8) | |
| Body mass index ≥30.0 | 37 (59/160) | 49 (81/166) | 1.7 (1.1 to 2.6) | 0.20 |
| Current smoker | 51 (29/57) | 53 (23/43) | 1.1 (0.5 to 2.5) | |
| Not current smoker | 41 (95/234) | 50 (125/252) | 1.4 (1.0 to 2.1) | 0.55 |
All analyses adjusted by site (Bristol, Sheffield, or Southampton), baseline outcome, and baseline QRISK2 score. General practice included as random effect.
*Odds ratio comparing intervention with usual care.
Secondary outcomes: QRISK2 score as a continuous outcome and individual modifiable cardiovascular risk factors of blood pressure, cholesterol level, weight, and body mass index
|
| Usual care* | Intervention† | Adjusted difference in means (95% CI) | P value | ||
|---|---|---|---|---|---|---|
| Unadjusted mean (SD) | No | Unadjusted mean (SD) | No | |||
| QRISK2 score as continuous variable: | ||||||
| 6 months | 31.0 (9.5) | 296 | 31.4 (10.3) | 301 | 0.1 (−0.2 to 0.4) | 0.49 |
| 12 months | 31.2 (10.3) | 291 | 31.3 (10.7) | 295 | −0.4 (−1.2 to 0.3) | 0.27 |
| Systolic blood pressure (mm Hg): | ||||||
| 6 months | 141.4 (15.4) | 296 | 141.0 (15.1) | 301 | 0.0 (−1.9 to 1.9) | 0.10 |
| 12 months | 142.2 (16.1) | 291 | 139.6 (14.0) | 295 | −2.7 (−4.7 to −0.6) | 0.01 |
| Diastolic blood pressure (mm Hg): | ||||||
| 6 months | 78.0 (9.7) | 296 | 78.2 (9.9) | 301 | −0.6 (−1.8 to 0.6) | 0.34 |
| 12 months | 78.7 (9.9) | 291 | 76.6 (9.2) | 295 | −2.8 (−4.0 to −1.6) | <0.001 |
| Total cholesterol level (mmol/L)‡: | ||||||
| 12 months | 4.7 (1.1) | 288 | 4.6 (1.2) | 295 | −0.1 (−0.2 to 0.0) | 0.17 |
| Total cholesterol:HDL ratio: | ||||||
| 12 months | 4.0 (1.5) | 287 | 4.0 (1.7) | 294 | −0.1 (−0.2 to 0.1) | 0.45 |
| Weight (kg): | ||||||
| 6 months | 91.1 (18.4) | 296 | 91.7 (17.7) | 301 | −0.9 (−1.5 to −0.2) | 0.006 |
| 12 months | 91.2 (19.1) | 291 | 91.3 (17.5) | 293 | −1.0 (−1.8 to −0.3) | 0.008 |
| Body mass index (kg/m2): | ||||||
| 6 months | 30.6 (5.4) | 296 | 30.7 (5.5) | 301 | −0.3 (−0.5 to −0.1) | 0.006 |
| 12 months | 30.8 (5.7) | 291 | 30.5 (5.4) | 293 | −0.4 (−0.6 to −0.1) | 0.008 |
HDL=high density lipoprotein cholesterol.
All analyses adjusted by site (Bristol, Sheffield, or Southampton), baseline QRISK2 score, and baseline outcome. General practice included as random effect.
*n=296 at six months; n=291 at 12 months.
†n=301 at six months; n=295 at 12 months.
‡Cholesterol was not remeasured after six months. Baseline cholesterol measurement was used to calculate QRISK2 at six months.
Secondary outcome: smoking. Values are percentages (numbers) unless stated otherwise
| Smoker status | Usual care* | Intervention† | Adjusted odds ratio (95% CI) | P value |
|---|---|---|---|---|
| Smoker at 6 months: | ||||
| Yes | 18 (52/296) | 15 (45/301) | ||
| No | 82 (244/296) | 85 (256/301) | 0.3 (0.1 to 1.2) | 0.01 |
| Smoker at 12 months: | ||||
| Yes | 18 (52/291) | 17 (49/295) | ||
| No | 82 (239/291) | 83 (246/295) | 0.4 (0.2 to 1.0) | 0.06 |
All analyses adjusted by site (Bristol, Sheffield, or Southampton), baseline QRISK2 score, and baseline smoking category (non-smoker, former smoker, light smoker, moderate smoker, heavy smoker). General practice included as random effect.
*n=296 at six months; n=291 at 12 months.
†n=301 at six months; n=295 at 12 months.
Secondary outcomes at 12 month follow-up
|
| Usual care (n=300) | Intervention (n=300) | Adjusted difference in means (95% CI) | P value | ||
|---|---|---|---|---|---|---|
| Unadjusted mean (SD) | No | Unadjusted mean (SD) | No | |||
| Quality of life (EQ-5D-5L) | 0.78 (0.2) | 297 | 0.81 (0.2) | 295 | 0.01 (−0.01 to 0.03) | 0.41 |
| Patient behaviours: | ||||||
| Exercise behaviour (heiQ subscale: health directed behaviour’)* | 2.9 (0.8) | 294 | 3.0 (0.8) | 297 | 0.1 (0.0 to 0.2) | 0.003 |
| Diet (starting the conversation questionnaire)* | 10.3 (2.1) | 299 | 10.9 (2.1) | 300 | 0.6 (0.4 to 0.9) | <0.001 |
| Patient experience: | ||||||
| Satisfaction with treatment*† | 3.7 (0.8) | 215 | 3.9 (0.7) | 244 | 0.1 (0.0 to 0.3) | 0.03 |
| Satisfaction with amount of support received*† | 2.8 (0.6) | 207 | 3.1 (0.5) | 260 | 0.3 (0.2 to 0.4) | <0.001 |
| Perceived access to care*† | 5.5 (1.7) | 293 | 5.8 (1.3) | 287 | 0.3 (0.0 to 0.5) | 0.02 |
| Self management skills and self efficacy (heiQ): | ||||||
| Self monitoring and insight* | 3.2 (0.4) | 295 | 3.3 (0.4) | 295 | 0.1 (0.0 to 0.1) | 0.07 |
| Constructive attitudes and approaches* | 3.3 (0.5) | 296 | 3.4 (0.5) | 295 | 0.0 (0.0 to 0.1) | 0.63 |
| Skill and technique acquisition* | 3.1 (0.5) | 297 | 3.2 (0.5) | 295 | 0.1 (0.1 to 0.2) | <0.001 |
| Health services navigation* | 3.1 (0.6) | 296 | 3.2 (0.5) | 297 | 0.0 (0.0 to 0.1) | 0.27 |
| Drug adherence (Morisky)*: | ||||||
| Anti-hypertensives‡ | 3.8 (0.5) | 194 | 3.9 (0.3) | 203 | 0.1 (0.0 to 0.2) | 0.01 |
| Statins‡ | 3.6 (0.8) | 165 | 3.8 (0.5) | 169 | 0.2 (0.1 to 0.3) | 0.005 |
| Health literacy (eHEALs)* | 3.9 (0.7) | 296 | 4.0 (0.7) | 295 | 0.1 (0.0 to 0.2) | 0.13 |
| Care coordination (Haggerty): | ||||||
| Role clarity and coordination* | 2.9 (0.5) | 247 | 3.0 (0.3) | 263 | 0.1 (0.0 to 0.1) | 0.02 |
| Evidence of care plan* | 3.8 (2.1) | 209 | 4.9 (2.0) | 236 | 1.2 (0.8 to 1.5) | <0.001 |
| Overall experience of organisation of healthcare* | 3.6 (0.9) | 296 | 3.8 (0.7) | 296 | 0.1 (0.0 to 0.2) | 0.04 |
| Self organisation of healthcare* | 3.9 (1.1) | 283 | 3.8 (1.0) | 287 | −0.1 (−0.2 to 0.1) | 0.37 |
| Use of telehealth*†‡: | ||||||
| Online searching | 1.6 (0.7) | 297 | 1.6 (0.7) | 296 | 0.1 (−0.0 to 0.2) | 0.10 |
| Online forum or group | 1.1 (0.3) | 295 | 1.1 (0.4) | 298 | 0.0 (−0.0 to 0.1) | 0.29 |
All analyses adjusted by site (Bristol, Sheffield, or Southampton), baseline outcome (if measured), and baseline QRISK2 score. General practice included as random effect.
*Higher score is more positive (less access difficulties, greater satisfaction).
†Based on scales generated before main trial analysis using principal components analysis and incorporating questions taken from existing validated questionnaires or constructed for this research.
‡Only applicable to those taking antihypertensives or statins.
§Five level ordered categorical variable (never/almost never to daily/almost daily).
Complier average causal effect analysis of primary outcome. Values are unadjusted odds ratios (95% confidence intervals) unless stated otherwise
| Amount of intervention received (No of encounters) | Maintenance/reduction in QRISK2 at 12 month follow-up | Partial compliers classified as non-compliers | Partial compliers classified as full compliers | ||
|---|---|---|---|---|---|
| Usual care (n=291) | Intervention (n=293) | Intervention | Intervention | ||
| None (0-2) | 43 (124/291) | 29 (4/14) | |||
| Partial (3-11) | 44 (77/177) | ||||
| Full (12-13) | 65 (66/102) | 2.4 (1.4 to 4.3) | 1.4 (1.0 to 1.9) | ||
Three participants who never received Healthlines intervention and two participants who only received unscheduled non-encounter calls are categorised as receiving none of the intervention. Two intervention arm participants had missing data on encounters.
Treatment optimisation: cardiovascular risk related drug prescriptions over trial. Values are percentages (numbers) unless stated otherwise
| Measure of treatment optimisation | Usual care (n=316) | Intervention (n=325) | Adjusted odds ratio (95% CI): intervention | P value |
|---|---|---|---|---|
| Experienced at least one change in drugs over 12 month period*: | ||||
| Antihypertensive | 32 (100) | 38 (123) | 1.3† (0.9 to 1.8) | 0.12 |
| Cholesterol drugs, including statins | 22 (71) | 26 (84) | 1.2† (0.8 to 1.7) | 0.33 |
| Self reported use of drugs over 12 month period‡: | ||||
| Antihypertensive | 68 (196/289) | 70 (202/287) | ||
| Statin | 57 (165/297) | 57 (166/290) | ||
| Prescribed at least one drug over trial period*: | ||||
| Antiplatelet | 18 (57) | 19 (62) | ||
| Cholesterol drugs, including statins | 61 (192) | 62 (201) | ||
| Smoking cessation | 1 (3) | 2 (5) | ||
| Obesity drugs | 1 (2) | 1 (4) | ||
| Antihypertensive | 70 (222) | 73 (236) | ||
| Prescribed antihypertensive by drug class over trial period*: | ||||
| ACE inhibitors or ARBs | 50 (159) | 52 (170) | ||
| β blockers | 18 (58) | 16 (52) | ||
| Calcium channel blockers | 36 (114) | 40 (129) | ||
| Diuretics | 29 (90) | 29 (93) | ||
| Other | 8 (26) | 8 (26) |
ACE=angiotensin converting enzyme; ARBs=angiotensin receptor blockers.
*Medical records data.
†Only these between treatment group comparisons are analysed because treatment optimisation was a key aspect of the intervention. Analyses are adjusted by site (Bristol, Sheffield, or Southampton) and baseline QRISK2 score. General practice included as random effect.
‡Questionnaire data.