| Literature DB >> 28859674 |
Anna Kearney1, Anne Daykin2, Alison R G Shaw2, Athene J Lane2, Jane M Blazeby2, Mike Clarke3, Paula Williamson4, Carrol Gamble5.
Abstract
BACKGROUND: The failure to retain patients or collect primary-outcome data is a common challenge for trials and reduces the statistical power and potentially introduces bias into the analysis. Identifying strategies to minimise missing data was the second highest methodological research priority in a Delphi survey of the Directors of UK Clinical Trial Units (CTUs) and is important to minimise waste in research. Our aim was to assess the current retention practices within the UK and priorities for future research to evaluate the effectiveness of strategies to reduce attrition.Entities:
Keywords: Attrition; Clinical trials; Missing data; Missing data strategies; Retention; Study design
Mesh:
Year: 2017 PMID: 28859674 PMCID: PMC5580283 DOI: 10.1186/s13063-017-2132-z
Source DB: PubMed Journal: Trials ISSN: 1745-6215 Impact factor: 2.279
Fig. 1An example of the scoring software used in round 2 of the Delphi survey. Individual participant scores were highlighted in yellow, with percentage of all respondent scores listed beneath each radio button
Fig. 2Cohort of National Institute of Health Research (NIHR) Health Technology Assessment Programme (HTA)-funded trials. A search of the NIHR HTA portfolio website was conducted on 23 September 2014 using a keyword ‘randomised’, limited to primary research
Current causes of missing data within the cohort of Health Technology Assessment Programme (HTA)-funded trials
| Causes of missing data | Number of trials (%) |
|---|---|
| Patients withdrawing | 41 (84%) |
| Losing contact with patients | 30 (61%) |
| Patients not returning questionnaire | 24 (49%) |
| Patient deaths | 23 (47%) |
| Clinicians withdrawing patients | 17 (35%) |
| Patients not attending a visit/clinic | 14 (29%) |
| Missed measurement by clinical staff | 12 (25%) |
| Patient outcomes other than death preventing measurement, e.g. coma, too ill to complete measures | 10 (20%) |
| Data not provided by clinical staff | 10 (20%) |
| Other | 6 (12%) |
| Technology problems | 4 (8%) |
| Laboratory problems | 2 (4%) |
Survey respondents chose all causes of missing data observed in their trial.aOne person did not complete the question
Top five recommended practices to mitigate missing data recommended by chief investigators
| Retention strategy | Number of respondents (%) |
|---|---|
| Monitoring (procedures, methods and systems for monitoring data return and following up outstanding data) | 25 (50%) |
| Good site relationship/regular contact with sites to ensure buy in | 15 (30%) |
| Site training (initiation training and triggered training) | 11 (22%) |
| Multiple methods of data collection | 10 (20%) |
| Well-chosen measures and outcomes | 6 (12%) |
See Additional file 3: Table S7 for complete list of recommend practices
Missing data interventions and reported evaluations into their effectiveness (registered Clinical Trial Unit (CTU) survey Questions 6 and 7)
| Missing data intervention | Respondents who have used the intervention (% of all survey respondents, | Used routinely (% of all survey respondents, | Used occasionally (% of all survey respondents, | No response for frequency of use (% of respondents who used intervention) | Before/after evaluation (informal) | Nested RCT evaluation (formal) | Total evaluations |
|---|---|---|---|---|---|---|---|
| Newslettersa | 30 (91%) | 23 (70%) | 5 (15%) | 2 (7%) | 2 | 2 | 4 |
| A timeline of participant visits for sites | 24 (73%) | 19 (58%) | 4 (12%) | 1 (4%) | 0 | 0 | 0 |
| Inclusion of prepaid envelope (questionnaires)b | 28 (85%)c | 19 (58%) | 6 (18%) | 1 (4%) | 0 | 1 | 1 |
| Telephone reminders | 28 (85%) | 18 (55%) | 9 (27%) | 1 (4%) | 2 | 1 | 3 |
| Data collection scheduled with routine care | 25 (76%) | 18 (55%) | 6 (18%) | 1 (4%) | 1 | 1 | 2 |
| Site initiation training on missing data | 19 (58%) | 18 (55%) | 0 (0%) | 1 (5%) | 0 | 0 | 0 |
| Investigator meetings face to face | 22 (67%) | 17 (52%) | 5 (15%) | 0 (0%) | 0 | 1 | 1 |
| Routines site visits by CTU staff | 23 (70%) | 15 (45%) | 8 (24%) | 0 (0%) | 1 | 0 | 1 |
| Targeted recruitment of sites/GPs | 21 (64%) | 15 (45%) | 6 (18%) | 0 (0%) | 0 | 2 | 2 |
| Flexibility in appointment times | 21 (64%) | 15 (45%) | 4 (12%) | 2 (10%) | 1 | 1 | 2 |
| Communication of trial results | 20 (61%) | 15 (45%) | 3 (9%) | 2 (10%) | 1 | 0 | 1 |
| Investigator teleconferences | 22 (67%)d | 15 (45%) | 8 (24%) | 0 (0%) | 0 | 1 | 1 |
| Questionnaires completed in clinicb | 22 (67%) | 15 (45%) | 5 (15%) | 2 (9%) | 1 | 1 | 2 |
| Minimising frequency of questionnairesb | 21 (64%) | 15 (45%) | 3 (9%) | 3 (14%) | 0 | 0 | 0 |
| Short questionnaireb | 24 (73%) | 14 (42%) | 9 (27%) | 1 (4%) | 0 | 1 | 1 |
| Collecting multiple contact details | 22 (67%) | 13 (39%) | 8 (24%) | 1 (5%) | 2 | 1 | 3 |
| Email reminders | 21 (64%) | 13 (39%) | 6 (18%) | 2 (10%) | 4 | 0 | 4 |
| Postal reminders | 23 (70%) | 12 (36%) | 10 (30%) | 1 (4%) | 2 | 2 | 4 |
| Total design method for Questionnairesb | 15 (46%) | 12 (36%) | 3 (9%) | 0 (0%) | 1 | 1 | 2 |
| Re-imbursement of participant expenses | 24 (73%)e | 11 (33%) | 12 (36%) | 0 (0%) | 1 | 1 | 2 |
| Triggered site training on missing data | 23 (70%) | 11 (33%) | 12 (36%) | 0 (0%) | 0 | 0 | 0 |
| Use of routinely collected data | 29 (88%) | 10 (30%) | 17 (52%) | 2 (7%) | 2 | 1 | 3 |
| Contact GPs for missing data/trace patients | 27 (82%) | 10 (30%) | 14 (42%) | 3 (11%) | 0 | 1 | 1 |
| Patient diaries | 26 (79%) | 10 (30%) | 13 (39%) | 3 (12%) | 1 | 0 | 1 |
| Enhanced cover letter (questionnaires)b | 14 (43%) | 9 (27%) | 5 (15%) | 0 (0%) | 1 | 2 | 3 |
| Staggered per patient payments to sites | 20 (61%) | 8 (24%) | 12 (36% | 0 (0%) | 0 | 0 | 0 |
| Patient data entry | 18 (55%) | 8 (24%) | 8 (24%) | 2 (11%) | 0 | 1 | 1 |
| Trial identity cards | 14 (43%) | 8 (24%) | 5 (15%) | 1 (7%) | 0 | 0 | 0 |
| Telephone questionnaires | 20 (61%) | 7 (21%) | 11 (33%) | 2 (10%) | 2 | 1 | 3 |
| Trial website | 18 (55%) | 7 (21%) | 10 (30%) | 1 (6%) | 0 | 0 | 0 |
| Taking contact details for a friend/family | 13 (40%) | 7 (21%) | 6 (18%) | 0 (0%) | 0 | 1 | 1 |
| Long but clear questionnaireb | 10 (31%) | 7 (21%) | 2 (6%) | 1 (10%) | 0 | 0 | 0 |
| Only collecting the primary outcome for patients with missing data | 17 (52%) | 6 (18%) | 10 (30%) | 1 (6%) | 2 | 1 | 3 |
| Gift | 18 (55%) | 6 (18%) | 10 (30%) | 2 (11%) | 1 | 1 | 2 |
| ONS flagging | 16 (49%)e | 6 (18%) | 7 (21%) | 2 (13%) | 0 | 0 | 0 |
| Flexibility in appointment locations | 14 (43%) | 6 (18%) | 6 (18%) | 2(14%) | 1 | 0 | 1 |
| Money/gift voucher given on completion of a milestone | 17 (52%) | 5 (15%) | 12 (36%) | 0 (0%) | 1 | 0 | 1 |
| Contacting patients between visits | 13 (40%) | 4 (12%) | 9 (27%) | 0 (0%) | 0 | 0 | 0 |
| Christmas and birthday cards | 13 (40%) | 4 (12%) | 9 (27%) | 0 (0%) | 0 | 1 | 1 |
| Freephone number for updating contact | 7 (22%) | 4 (12%) | 3 (9%) | 0 (0%) | 0 | 0 | 0 |
| Follow-up through patient notes only | 19 (58%)e | 3 (9%) | 15 (45%) | 0 (0%) | 0 | 0 | 0 |
| Transport to and from appointments | 8 (25%) | 3 (9%) | 4 (12%) | 1 (13%) | 0 | 0 | 0 |
| SMS text reminders | 16 (49%)e | 2 (6%) | 13 (39%) | 0 (0%) | 3 | 1 | 4 |
| Trial certificate | 8 (25%) | 2 (6%) | 6 (18%) | 0 (0%) | 0 | 0 | 0 |
| Medical questions first in questionnaireb | 2 (7%) | 2 (6%) | 0 (0%) | 0 (0%) | 0 | 0 | 0 |
| Generic questions first in questionnaireb | 3 (10%) | 2 (6%) | 0 (0%) | 1 (33%) | 0 | 0 | 0 |
| Questionnaires sent less than 3 weeks after a visitb | 2 (7%) | 2 (6%) | 0 (0%) | 0 (0%) | 0 | 0 | 0 |
| Other (questionnaires) b | 2 (7%) | 2 (6%) | 0 (0%) | 0 (0%) | 0 | 0 | 0 |
| Money/gift voucher given regardless | 8 (25%) | 1 (3%) | 7 (21%) | 0 (0%) | 1 | 2 | 3 |
| Case management | 3 (10%) | 1 (3%) | 2 (6%) | 0 (0%) | 0 | 0 | 0 |
| Other | 2 (7%) | 1 (3%) | 1 (3%) | 0 (0%) | 0 | 0 | 0 |
| Personal touch (questionnaires)b | 9 (28%) | 1 (3%) | 8 (24%) | 0 (0%) | 0 | 0 | 0 |
| Questions about health issue first in questionnaireb | 1 (4%) | 1 (3%) | 0 (0%) | 0 (0%) | 1 | 0 | 1 |
| Questionnaires sent before clinic visitb | 5 (16%) | 1 (3%) | 4 (12%) | 0 (0%) | 0 | 1 | 1 |
| Prize draw limited to trial participants | 6 (19%) | 0 (0%) | 6 (18%) | 0 (0%) | 0 | 0 | 0 |
| Social media | 5 (16%)e | 0 (0%) | 3 (9%) | 1 (20%) | 0 | 0 | 0 |
| Priority or recorded post (questionnaires)b | 4 (13%) | 0 (0%) | 3 (9%) | 1 (25%) | 0 | 0 | 0 |
| Crèche service | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 0 | 0 | 0 |
| Behavioural motivation | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 0 | 0 | 0 |
| Charity donation | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 0 | 0 | 0 |
| National lottery ticket or similar public draw | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 0 | 0 | 0 |
| Total | 35 | 31 | 66 | ||||
| Number of strategies that have been evaluated (% of all strategies, | 23 (39%) | 26 (44%) | 36 (61%) | ||||
aOne case where the newsletters were used with patients only, nine cases where newsletters were used with both patients and research sites, and 20 cases where they were only used with research sites. bStrategies used to enhance questionnaire response rates from Question 7 of the registered CTU survey cTwo respondent stated that they would not use this intervention again. dOne person reported both occasional and routine use. eOne respondent stated that they would not use this intervention again
CTU Clinical Trial Unit, GP general practitioner, ONS Office for National Statistics, RCT randomised controlled trial, SMS short message service
Delphi survey research priorities for assessing the effectiveness of missing data interventions
| Scores | Round 1 | Round 2 | Ranking | ||||
|---|---|---|---|---|---|---|---|
| Missing data intervention | %1–3 | %4–6 | %7–9 | %1–3 | %4–6 | %7–9 | |
| Site initiation training on missing dataa | 6% | 19% | 75% | 6% | 11% | 83% | 1 |
| Frequency of patient contact during the triala | 3% | 31% | 66% | 0% | 21% | 79% | 2 |
| Use of routinely collected dataa | 6% | 22% | 72% | 6% | 17% | 77% | 3 |
| Frequency and timing of remindersa | 0% | 34% | 66% | 0% | 24% | 76% | 4 |
| Triggered site training on missing dataa | 6% | 31% | 64% | 3% | 23% | 74% | 5 |
| Length/time needed to complete the questionnairea | 11% | 28% | 61% | 9% | 17% | 74% | 6 |
| Frequency of contact between central trial staff and investigators | 11% | 31% | 58% | 6% | 26% | 69% | 7 |
| Impact of site recruitment rates on data collection | 9% | 31% | 60% | 9% | 23% | 69% | 8 |
| Postal or online questionnaires | 3% | 39% | 58% | 3% | 31% | 66% | 9 |
| Frequency of questionnaires | 6% | 36% | 58% | 6% | 29% | 66% | 10 |
| Data collection scheduled with routine care | 8% | 31% | 61% | 9% | 26% | 66% | 11 |
| ONS flagging of patients | 15% | 27% | 58% | 16% | 19% | 66% | 12 |
| Impact of local site researcher/clinical staff continuity | 6% | 34% | 60% | 3% | 32% | 65% | 13 |
| Telephone reminders | 9% | 34% | 57% | 9% | 26% | 65% | 14 |
| Contacting GPs for missing data or to trace patients | 17% | 31% | 51% | 9% | 26% | 65% | 14 |
| Only collecting the primary outcome for patients with missing primary and secondary data | 6% | 32% | 62% | 6% | 30% | 64% | 16 |
| Email reminders | 0% | 45% | 55% | 3% | 34% | 63% | 17 |
| Patient data entry, e.g. use of mobile phone applications (apps), online data or other systems | 9% | 34% | 57% | 6% | 32% | 62% | 18 |
| Staggered per patient payments based on patient progress and data collection | 9% | 29% | 63% | 9% | 29% | 62% | 19 |
| A timeline reminder of participant visits for sites | 11% | 37% | 51% | 9% | 32% | 59% | 20 |
| Flexibility in appointment times, e.g. data collection window | 6% | 42% | 53% | 6% | 37% | 57% | 21 |
| Site selection strategies | 11% | 37% | 51% | 11% | 31% | 57% | 22 |
| Questionnaires completed in the presence of researchers/clinical staff | 11% | 39% | 50% | 11% | 31% | 57% | 22 |
| Case management, e.g. arranging appointments and helping patients access health care | 19% | 35% | 45% | 20% | 23% | 57% | 24 |
| Re-imbursement of participant expenses | 11% | 37% | 51% | 6% | 38% | 56% | 25 |
| Postal reminders | 11% | 40% | 49% | 9% | 35% | 56% | 26 |
| Questionnaires returned to local sites vs central office, e.g. is monitoring of response rates and follow-up of missing questionnaires best performed by local sites or central trial offices | 9% | 37% | 54% | 9% | 35% | 56% | 26 |
| Data collected by phoning the patient | 11% | 37% | 51% | 9% | 37% | 54% | 28 |
| Inclusion of prepaid envelope | 22% | 36% | 42% | 23% | 26% | 51% | 29 |
| SMS text reminders | 12% | 45% | 42% | 13% | 38% | 50% | 30 |
| Teleconference meetings with investigators | 11% | 42% | 47% | 9% | 43% | 49% | 31 |
| Clinician/researcher-collected outcomes versus PROMS (patient-reported outcome measures) | NA | NA | NA | 13% | 41% | 47% | 32 |
| Location where questionnaires are completed, e.g. home or clinic | 8% | 42% | 50% | 9% | 46% | 46% | 33 |
| Retention and withdrawal information within the Patient Information Sheets | 14% | 42% | 44% | 14% | 40% | 46% | 34 |
| Follow-up through patient notes only | 14% | 43% | 43% | 9% | 47% | 44% | 35 |
| Research nurse teleconferences or face-to-face meetings | NA | NA | NA | 3% | 54% | 43% | 36 |
| Use of social media to contact participants | 13% | 47% | 41% | 10% | 48% | 42% | 37 |
| Flexibility in appointment locations, e.g. home or clinic | 14% | 39% | 47% | 14% | 46% | 40% | 38 |
| Site newsletters | 11% | 44% | 44% | 14% | 49% | 37% | 39 |
| Availability of blinded outcome assessors to ensure data availability and quality | NA | NA | NA | 29% | 35% | 35% | 40 |
| Routine site visits by CTU staff | 8% | 53% | 39% | 3% | 63% | 34% | 41 |
| Timing of sending questionnaires, e.g. before or shortly after a visit | 11% | 51% | 37% | 9% | 57% | 34% | 42 |
| Collecting multiple contact details for participants | 24% | 38% | 38% | 24% | 42% | 33% | 43 |
| Face-to-face meetings with investigators | 6% | 58% | 36% | 6% | 63% | 31% | 44 |
| Patient diaries to collect data | 11% | 50% | 39% | 14% | 54% | 31% | 45 |
| Total Design Method (Dillman [ | 16% | 44% | 41% | 16% | 53% | 31% | 46 |
| Behavioural motivation strategies, e.g. workshop for patients to help facilitate completion of intervention and follow-up | 24% | 45% | 30% | 30% | 42% | 27% | 47 |
| Format of newsletters and mode of delivery | NA | NA | NA | 12% | 62% | 26% | 48 |
| Offer of trial results for participants | 11% | 58% | 31% | 11% | 63% | 26% | 49 |
| Frequency of newsletters | 8% | 64% | 28% | 6% | 74% | 20% | 50 |
| Question order, e.g. health-related, generic or medical questions first | 11% | 61% | 28% | 6% | 74% | 20% | 50 |
| Patient newsletters | 16% | 59% | 25% | 13% | 68% | 19% | 52 |
| Open trial design | 41% | 44% | 15% | 42% | 45% | 13% | 53 |
| Timing of monetary/gift voucher for participants, e.g. given conditionally on completion of assessment or unconditionally at the beginning or end of trial | 29% | 47% | 24% | 27% | 61% | 12% | 54 |
| Monetary incentives or gift voucher incentives for participants | 29% | 44% | 26% | 30% | 58% | 12% | 55 |
| Transport to and from appointments | 14% | 63% | 23% | 15% | 76% | 9% | 56 |
| Taking contact details for friends/family of participants | 31% | 50% | 19% | 32% | 61% | 6% | 57 |
| Gift for participant | 42% | 45% | 13% | 42% | 52% | 6% | 58 |
| Prize draw limited to trial participants | 41% | 44% | 16% | 34% | 59% | 6% | 59 |
| Enhanced cover letter | 24% | 55% | 21% | 21% | 73% | 6% | 60 |
| Trial certificate | 44% | 50% | 6% | 50% | 44% | 6% | 61 |
| Trial website | 31% | 53% | 17% | 26% | 69% | 6% | 62 |
| The use of a Freephone number for updating participant’s contact details | 35% | 58% | 6% | 40% | 57% | 3% | 63 |
| Trial identity cards | 39% | 52% | 10% | 42% | 55% | 3% | 64 |
| Use of social media to contact site staff | 33% | 55% | 12% | 38% | 59% | 3% | 65 |
| Gift for site staff | 45% | 52% | 3% | 36% | 61% | 3% | 66 |
| Christmas and/or birthday cards for participants | 48% | 45% | 6% | 64% | 33% | 3% | 67 |
| Type of post used, e.g. priority, standard or recorded post | 34% | 54% | 11% | 29% | 68% | 3% | 68 |
| Personal touch, e.g. handwritten letter or addition of post it notes | 26% | 71% | 3% | 27% | 73% | 0% | 69 |
| Offer of a crèche service | 50% | 46% | 4% | 57% | 43% | 0% | 70 |
| Christmas cards for site staffb | 67% | 33% | 0% | 82% | 18% | 0% | 71 |
aConsensus was achieved that the future research was of critical importance. bConsensus was achieved that future research was not important
CTU Clinical Trial Unit, GP general practitioner, NA not applicable, ONS Office for National Statistics, SMS short message service