- ICH GCP
- US Clinical Trials Registry
- Clinical Trial NCT06032091
Digital Phenotyping for Changes in Activity at the End of Life in People With Dementia (DIPHDEM)
Digital Phenotyping for Changes in Activity at the End of Life in People With Dementia: an Observational Trial Based on Sensing Technology
Background:
Almost 90% of people with dementia develop serious symptoms such as apathy, agitation, pain, and sleep disturbances. Movement and participation in daily activities also decrease dramatically over time. Traditional measures for these symptoms are usually in the form of a questionnaire and are not very accurate. Technology, such as a smartwatch, can be an effective tool for complementing traditional measures. Currently, there are few studies which look at activity and symptom measurements at the end-of-life. This makes results from this study extremely valuable for future care decisions, especially for people which may not be able to communicate their needs during the end-of-life period.
Method/Design:
DIgital PHenotyping in DEMentia (DIPH.DEM), a 3-year cross-sectional observational study (N=50), will look at activities, apathy, agitation, and sleep disturbances using sensing technologies to monitor participants at the end of life. The objective of the study is to use a smartwatch and wireless radar (bedside) device (Somnofy), in addition to validated assessment tools to describe the activity patterns for patients with dementia at the end of life (baseline and every 6.months). We hypothesize that this will enable better estimation of time of death, facilitating discussion surrounding improvement of end-of-life interventions and directives.
Discussion:
The use of sensors (smartwatch and wireless beside device) can provide valuable knowledge on living and dying with dementia, improve end-of-life directives, and provide guidance for timely, appropriate interventions, including referral to palliative services.
Impact on society:
DIPH.DEM has the potential to enable more timely, precise, and quality care for people with dementia living at home, in nursing homes, and hospitals.
Study Overview
Detailed Description
Study Type
Enrollment (Estimated)
Contacts and Locations
Study Contact
- Name: Lydia Dawn Boyle, MSc, DPT
- Phone Number: +4740518081
- Email: lydia.boyle@uib.no
Study Contact Backup
- Name: Monica Patrascu, Eng, PhD
- Phone Number: +4755588501
- Email: monica.patrascu@uib.no
Study Locations
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Vestland
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Bergen, Vestland, Norway, 5043
- Recruiting
- Bergen Røde Kors Sykehjem AS
-
Contact:
- Morten Amundsen
- Phone Number: +4755397700
- Email: postmottak@brks.no
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-
Participation Criteria
Eligibility Criteria
Ages Eligible for Study
- Older Adult
Accepts Healthy Volunteers
Sampling Method
Study Population
Description
Inclusion Criteria:
- People with dementia or who have a likely diagnosis of dementia
- Hospital (admitted for >3 days)
- Nursing home resident
- >64 years old
- Score of <4 on the 4 A's Test for Delirium (4AT) will be required for inclusion (no delirium)
Exclusion Criteria:
- People without dementia or cognitive impairment
- People that are considered already in a health status emergency (< 6 weeks to live)
- People that are not living in the nursing home
Study Plan
How is the study designed?
Design Details
Cohorts and Interventions
Group / Cohort |
Intervention / Treatment |
|---|---|
|
Participants
Persons with dementia
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The study is observational and will not include any specific interventions other than the regular care practice that the participants receive from their care providers.
The study will use a wrist-mounted smartwatch for monitoring.
Previous studies show acceptability toward wearable devices among persons with dementia; however, if the care staff recognize discomfort or distress caused by the device, it will be immediately removed.
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What is the study measuring?
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Activities of Daily Living (ADL) - Physical Self Maintenance Scale (PSMS), Lawton and Brody, 1969.
Time Frame: Baseline and every 6.months (up to one year)
|
Personal functional daily activities such as toileting, eating, self-care, movement/ambulation, transfers, bathing.
6 sections - scoring 1-5 on each, higher score indicates greater disability.
|
Baseline and every 6.months (up to one year)
|
|
Digital biomarker estimations for apathy, agitation, pain, and sleep disturbances
Time Frame: Baseline and every 6.months (up to one year), continuous up to 12 weeks if a serious health event occurs
|
Estimation of activity changes and selected behavioral disturbances resulting from the combined digital phenotype modeling; these estimations are experimental and "scores" will be based on analysis of found data after data collection period.
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Baseline and every 6.months (up to one year), continuous up to 12 weeks if a serious health event occurs
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Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Digital secondary outcomes
Time Frame: Baseline and every 6.months (up to one year)
|
Device-native scores for activity and sleep.
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Baseline and every 6.months (up to one year)
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Edmonton Symptom Assessment System (ESAS++)
Time Frame: Baseline and every 6.months (up to one year)
|
Symptom assessment for palliative care period and the end of life period, with added items: death rattle, dyspnea, sleep disturbances, emesis specific to end of life.
Likert scale 0-10; 0 indicating no symptoms and 10 is worst symptom.
|
Baseline and every 6.months (up to one year)
|
|
Neuropsychiatric Inventory - Nursing Home Version (NPI-NH)
Time Frame: Baseline and every 6.months (up to one year)
|
Validated in Norwegian nursing homes, measuring symptoms of behavioral and psychological symptoms of dementia (BPSD) such as: apathy, agitation, depression, anxiety, sleep disturbance, and appetite/eating.
Gives scores 1-4 (higher numbers being daily occurance) for amount, 1-3 for intensity and burden of care related to symptom for caregiver (1-5) for each symptom.
|
Baseline and every 6.months (up to one year)
|
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Mobilization, Observation, Behavioral, Intensity Dementia (MOBID-2)
Time Frame: Baseline and every 6.months (up to one year)
|
Measurement of pain specific to a dementia population; visual analog scale alongside likert scale 0-10, 0 being no pain and 10 being the worst pain, validated with persons with dementia
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Baseline and every 6.months (up to one year)
|
|
InterRai-Palliative Care (InterRai-PC)
Time Frame: Baseline and every 6.months (up to one year)
|
Oral health section only/specific of the InterRai-PC, assessment of symptoms
|
Baseline and every 6.months (up to one year)
|
Other Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
General Medical Health Rating Scale (GMHR)
Time Frame: Baseline
|
Mortality risk measure for general wellbeing, medical comorbidity, degree of somatic illness; top 2 scores are good, bottom 2 indicate serious illness with comorbidities.
Bedside measure validated in NH with people with dementia.
|
Baseline
|
|
4 A's Test for Delirium (4AT)
Time Frame: Baseline
|
Distinction between dementia and delirium for inclusion to study, >4 indicates delirium; will be used as an exclusion criteria (particpants must score <4)
|
Baseline
|
|
Clinical Frailty Scale (CFS)
Time Frame: Baseline
|
Mortality risk measure for general wellbeing, higher scores indicate greater disability (1-9)
|
Baseline
|
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Chart review
Time Frame: Baseline
|
A medication list will be compiled according to the Anatomical Therapeutic Chemical classification (ATC codes) and the Defined Daily Dose (DDD) of regularly scheduled treatments.
|
Baseline
|
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Clinical Dementia Rating (CDR)
Time Frame: Baseline
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Classification of cognitive impairment, 0 no cognitive impairment, 0.5 questionable impairment, 1 mild cognitive impairment, 2 moderate cognitive impairment, 3 severe cognitive impairment.
|
Baseline
|
Collaborators and Investigators
Sponsor
Collaborators
Investigators
- Study Director: Bettina S Husebo, MD, PhD, University of Bergen, Center for Elderly and Nursing Home Medicine, Neuro-SysMed Center
- Study Chair: Lydia Boyle, MSc, DPT, University of Bergen, Center for Elderly and Nursing Home Medicine, Neuro-SysMed Center
- Principal Investigator: Monica Patrascu, Eng, PhD, University of Bergen, Center for Elderly and Nursing Home Medicine, Neuro-SysMed Center
Publications and helpful links
General Publications
- Reisberg B. Functional assessment staging (FAST). Psychopharmacol Bull. 1988;24(4):653-9. No abstract available.
- Puaschitz NG, Jacobsen FF, Mannseth J, Angeles RC, Berge LI, Gedde MH, Husebo BS. Factors associated with access to assistive technology and telecare in home-dwelling people with dementia: baseline data from the LIVE@Home.Path trial. BMC Med Inform Decis Mak. 2021 Sep 15;21(1):264. doi: 10.1186/s12911-021-01627-2.
- Husebo BS, Heintz HL, Berge LI, Owoyemi P, Rahman AT, Vahia IV. Sensing Technology to Monitor Behavioral and Psychological Symptoms and to Assess Treatment Response in People With Dementia. A Systematic Review. Front Pharmacol. 2020 Feb 4;10:1699. doi: 10.3389/fphar.2019.01699. eCollection 2019. Erratum In: Front Pharmacol. 2020 Mar 06;11:254.
- Faeo SE, Husebo BS, Bruvik FK, Tranvag O. "We live as good a life as we can, in the situation we're in" - the significance of the home as perceived by persons with dementia. BMC Geriatr. 2019 Jun 6;19(1):158. doi: 10.1186/s12877-019-1171-6.
- Sallnow L, Smith R, Ahmedzai SH, Bhadelia A, Chamberlain C, Cong Y, Doble B, Dullie L, Durie R, Finkelstein EA, Guglani S, Hodson M, Husebo BS, Kellehear A, Kitzinger C, Knaul FM, Murray SA, Neuberger J, O'Mahony S, Rajagopal MR, Russell S, Sase E, Sleeman KE, Solomon S, Taylor R, Tutu van Furth M, Wyatt K; Lancet Commission on the Value of Death. Report of the Lancet Commission on the Value of Death: bringing death back into life. Lancet. 2022 Feb 26;399(10327):837-884. doi: 10.1016/S0140-6736(21)02314-X. Epub 2022 Feb 1. No abstract available.
- Sandvik RK, Selbaek G, Bergh S, Aarsland D, Husebo BS. Signs of Imminent Dying and Change in Symptom Intensity During Pharmacological Treatment in Dying Nursing Home Patients: A Prospective Trajectory Study. J Am Med Dir Assoc. 2016 Sep 1;17(9):821-7. doi: 10.1016/j.jamda.2016.05.006. Epub 2016 Jun 16.
- Abbott KM, Bangerter LR, Humes S, Klumpp R, Van Haitsma K. "It's important, but...": Perceived Barriers and Situational Dependencies to Social Contact Preferences of Nursing Home Residents. Gerontologist. 2018 Nov 3;58(6):1126-1135. doi: 10.1093/geront/gnx109.
- Vik-Mo AO, Giil LM, Borda MG, Ballard C, Aarsland D. The individual course of neuropsychiatric symptoms in people with Alzheimer's and Lewy body dementia: 12-year longitudinal cohort study. Br J Psychiatry. 2020 Jan;216(1):43-48. doi: 10.1192/bjp.2019.195.
- Vahia IV, Forester BP. Motion mapping in humans as a biomarker for psychiatric disorders. Neuropsychopharmacology. 2019 Jan;44(1):231-232. doi: 10.1038/s41386-018-0205-7. No abstract available.
- Au-Yeung WM, Miller L, Beattie Z, May R, Cray HV, Kabelac Z, Katabi D, Kaye J, Vahia IV. Monitoring Behaviors of Patients With Late-Stage Dementia Using Passive Environmental Sensing Approaches: A Case Series. Am J Geriatr Psychiatry. 2022 Jan;30(1):1-11. doi: 10.1016/j.jagp.2021.04.008. Epub 2021 Apr 22.
- Torrado JC, Husebo BS, Allore HG, Erdal A, Faeo SE, Reithe H, Forsund E, Tzoulis C, Patrascu M. Digital phenotyping by wearable-driven artificial intelligence in older adults and people with Parkinson's disease: Protocol of the mixed method, cyclic ActiveAgeing study. PLoS One. 2022 Oct 14;17(10):e0275747. doi: 10.1371/journal.pone.0275747. eCollection 2022.
- Schuurmans AAT, de Looff P, Nijhof KS, Rosada C, Scholte RHJ, Popma A, Otten R. Validity of the Empatica E4 Wristband to Measure Heart Rate Variability (HRV) Parameters: a Comparison to Electrocardiography (ECG). J Med Syst. 2020 Sep 23;44(11):190. doi: 10.1007/s10916-020-01648-w.
- Toften S, Pallesen S, Hrozanova M, Moen F, Gronli J. Validation of sleep stage classification using non-contact radar technology and machine learning (Somnofy(R)). Sleep Med. 2020 Nov;75:54-61. doi: 10.1016/j.sleep.2020.02.022. Epub 2020 Mar 6.
- Jorm AF. The Informant Questionnaire on cognitive decline in the elderly (IQCODE): a review. Int Psychogeriatr. 2004 Sep;16(3):275-93. doi: 10.1017/s1041610204000390.
- Evensen S, Hylen Ranhoff A, Lydersen S, Saltvedt I. The delirium screening tool 4AT in routine clinical practice: prediction of mortality, sensitivity and specificity. Eur Geriatr Med. 2021 Aug;12(4):793-800. doi: 10.1007/s41999-021-00489-1. Epub 2021 Apr 4.
- Thorpe O, McCabe E, Herrero EM, Doyle WO, Dillon A, Edge L, Flynn S, Mullen A, Davis A, Molamphy A, Kirwan A, Briggs R, Lavan AH, Shields D, McMahon G, Hennessy A, Kennedy U, Staunton P, Kidney E, Yeung SJ, Glynn D, Horgan F, Cunningham C, Romero-Ortuno R. Scoring the Clinical Frailty Scale in the Emergency Department: The Home FIRsT Experience. J Frailty Sarcopenia Falls. 2022 Jun 1;7(2):95-100. doi: 10.22540/JFSF-07-095. eCollection 2022 Jun.
- Lyketsos CG, Galik E, Steele C, Steinberg M, Rosenblatt A, Warren A, Sheppard JM, Baker A, Brandt J. The General Medical Health Rating: a bedside global rating of medical comorbidity in patients with dementia. J Am Geriatr Soc. 1999 Apr;47(4):487-91. doi: 10.1111/j.1532-5415.1999.tb07245.x.
- Hui D, Bruera E. The Edmonton Symptom Assessment System 25 Years Later: Past, Present, and Future Developments. J Pain Symptom Manage. 2017 Mar;53(3):630-643. doi: 10.1016/j.jpainsymman.2016.10.370. Epub 2016 Dec 29.
- Selbaek G, Kirkevold O, Sommer OH, Engedal K. The reliability and validity of the Norwegian version of the Neuropsychiatric Inventory, nursing home version (NPI-NH). Int Psychogeriatr. 2008 Apr;20(2):375-82. doi: 10.1017/S1041610207005601. Epub 2007 Jun 11.
- Husebo BS, Ostelo R, Strand LI. The MOBID-2 pain scale: reliability and responsiveness to pain in patients with dementia. Eur J Pain. 2014 Nov;18(10):1419-30. doi: 10.1002/ejp.507. Epub 2014 May 5.
- Park C, Mishra R, Golledge J, Najafi B. Digital Biomarkers of Physical Frailty and Frailty Phenotypes Using Sensor-Based Physical Activity and Machine Learning. Sensors (Basel). 2021 Aug 5;21(16):5289. doi: 10.3390/s21165289.
- Browne B, Kupeli N, Moore KJ, Sampson EL, Davies N. Defining end of life in dementia: A systematic review. Palliat Med. 2021 Dec;35(10):1733-1746. doi: 10.1177/02692163211025457. Epub 2021 Jun 17.
- Taylor-Rowan M, Nafisi S, Owen R, Duffy R, Patel A, Burton JK, Quinn TJ. Informant-based screening tools for dementia: an overview of systematic reviews. Psychol Med. 2023 Jan;53(2):580-589. doi: 10.1017/S0033291721002002. Epub 2021 May 25.
- Johansen RH, Olsen K, Bergh S, Benth JS, Selbaek G, Helvik AS. Course of activities of daily living in nursing home residents with dementia from admission to 36-month follow-up. BMC Geriatr. 2020 Nov 20;20(1):488. doi: 10.1186/s12877-020-01877-1.
Study record dates
Study Major Dates
Study Start (Actual)
Primary Completion (Estimated)
Study Completion (Estimated)
Study Registration Dates
First Submitted
First Submitted That Met QC Criteria
First Posted (Actual)
Study Record Updates
Last Update Posted (Actual)
Last Update Submitted That Met QC Criteria
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
- F-12829-D10484
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
IPD Plan Description
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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