Individual differences in the temporal relationship between sleep and agitation: a single-subject study in nursing home residents with dementia experiencing sleep disturbance and agitation

References

• Ancoli-Israel, S., Clopton, P., Klauber, M. R., Fell, R., & Mason, W. (1997). Use of wrist activity for monitoring sleep/wake in demented nursing-home patients. Sleep, 20(1), 24–27. https://doi.org/https://doi.org/10.1093/sleep/20.1.24
   PubMed Web of Science ®Google Scholar
• Bankole, A., Anderson, M., Smith-Jackson, T., Knight, A., Oh, K., Brantley, J., Barth, A., & Lach, J. (2012). Validation of noninvasive body sensor network technology in the detection of agitation in dementia. American Journal of Alzheimer’s Disease & Other Dementias®, 27(5), 346–354. https://doi.org/https://doi.org/10.1177/1533317512452036
   PubMed Web of Science ®Google Scholar
• Barlow, D. H., & Nock, M. K. (2009). Why can’t we be more idiographic in our research? Perspectives on Psychological Science: A Journal of the Association for Psychological Science, 4(1), 19–21. https://doi.org/https://doi.org/10.1111/j.1745-6924.2009.01088.x
   PubMedGoogle Scholar
• Blaauw, F. J., Schenk, H. M., Jeronimus, B. F., van der Krieke, L., de Jonge, P., Aiello, M., & Emerencia, A. C. (2016). Let’s get physiqual - An intuitive and generic method to combine sensor technology with ecological momentary assessments. Journal of Biomedical Informatics, 63, 141–149. https://doi.org/https://doi.org/10.1016/j.jbi.2016.08.001
   PubMed Web of Science ®Google Scholar
• Bliwise, D. L., Carroll, J. S., Lee, K. A., Nekich, J. C., & Dement, W. C. (1993). Sleep and “sundowning” in nursing home patients with dementia. Psychiatry Research, 48(3), 277–292. https://doi.org/https://doi.org/10.1016/0165-1781(93)90078-U
   PubMed Web of Science ®Google Scholar
• Booij, S. H., Bos, E. H., de Jonge, P., & Oldehinkel, A. J. (2016). The temporal dynamics of cortisol and affective states in depressed and non-depressed individuals. Psychoneuroendocrinology, 69, 16–25. https://doi.org/https://doi.org/10.1016/j.psyneuen.2016.03.012
   PubMed Web of Science ®Google Scholar
• Box, G. E. P., Jenkins, G. M., Reinsel, G. C., & Ljung, G. M. (2016). Time series analysis: Forecasting and control (5th ed.). John Wiley & Sons.
   Google Scholar
• Brandt, P. T., & Williams, J. T. (2007). Multiple time series models. Sage Publications.
   Google Scholar
• Brimelow, R. E., Wollin, J. A., Byrne, G. J., & Dissanayaka, N. N. (2019). Prescribing of psychotropic drugs and indicators for use in residential aged care and residents with dementia. International Psychogeriatrics, 31(06), 837–847. https://doi.org/https://doi.org/10.1017/S1041610218001229
   PubMedGoogle Scholar
• Brown, D. T., Westbury, J. L., & Schüz, B. (2015). Sleep and agitation in nursing home residents with and without dementia. International Psychogeriatrics, 27(12), 1945–1955. https://doi.org/https://doi.org/10.1017/S1041610215001568
   PubMed Web of Science ®Google Scholar
• Cohen-Mansfield, J., & Marx, M. S. (1990). The relationship between sleep disturbances and agitation in a nursing home. Journal of Aging and Health, 2(1), 42–57. https://doi.org/https://doi.org/10.1177/089826439000200104
   Google Scholar
• Cohen-Mansfield, J., Marx, M. S., & Rosenthal, A. S. (1989). A description of agitation in a nursing home. Journal of Gerontology, 44(3), M77–M84. https://doi.org/https://doi.org/10.1093/geronj/44.3.M77
   PubMedGoogle Scholar
• Cohen-Mansfield, J., Werner, P., & Freedman, L. (1995). Sleep and agitation in agitated nursing home residents: An observational study. Sleep, 18(8), 674–680. https://doi.org/https://doi.org/10.1093/sleep/18.8.674
   PubMed Web of Science ®Google Scholar
• Cummings, J. L. (1997). The neuropsychiatric inventory: Assessing psychopathology in dementia patients. Neurology, 48(5 Suppl 6), S10–S16. https://doi.org/https://doi.org/10.1212/wnl.48.5_suppl_6.10s
   PubMed Web of Science ®Google Scholar
• De Jonghe, J. F., & Kat, M. G. (1996). Factor structure and validity of the Dutch version of the Cohen-Mansfield Agitation Inventory (CMAI-D). Journal of the American Geriatrics Society, 44(7), 888–889. https://doi.org/https://doi.org/10.1111/j.1532-5415.1996.tb03762.x
   PubMed Web of Science ®Google Scholar
• Eggermont, L. H. P., & Scherder, E. J. A. (2006). Physical activity and behaviour in dementia: A review of the literature and implications for psychosocial intervention in primary care. Dementia, 5(3), 411–428. https://doi.org/https://doi.org/10.1177/1471301206067115
   Google Scholar
• Emerencia, A. C., van der Krieke, L., Bos, E. H., de Jonge, P., Petkov, N., & Aiello, M. (2016). Automating vector autoregression on electronic patient diary data. IEEE Journal of Biomedical and Health Informatics, 20(2), 631–643. https://doi.org/https://doi.org/10.1109/JBHI.2015.2402280
   PubMed Web of Science ®Google Scholar
• Figueiro, M. G., Plitnick, B., Roohan, C., Sahin, L., Kalsher, M., & Rea, M. S. (2019). Effects of a tailored lighting intervention on sleep quality, rest-activity, mood, and behavior in older adults with Alzheimer disease and related dementias: A randomized clinical trial. Journal of Clinical Sleep Medicine: JCSM: Official Publication of the American Academy of Sleep Medicine, 15(12), 1757–1767. https://doi.org/https://doi.org/10.5664/jcsm.8078
   PubMed Web of Science ®Google Scholar
• Finkel, S. I., Lyons, J. S., & Anderson, R. L. (1992). Reliability and validity of the Cohen-Mansfield agitation inventory in institutionalized elderly. International Journal of Geriatric Psychiatry, 7(7), 487–490. https://doi.org/https://doi.org/10.1002/gps.930070706
   Web of Science ®Google Scholar
• Gehrman, P. R., Martin, J. L., Shochat, T., Nolan, S., Corey-Bloom, J., & Ancoli-Israel, S. (2003). Sleep-disordered breathing and agitation in institutionalized adults with Alzheimer disease. The American Journal of Geriatric Psychiatry: Official Journal of the American Association for Geriatric Psychiatry, 11(4), 426–433. https://doi.org/https://doi.org/10.1097/00019442-200307000-00005
   PubMed Web of Science ®Google Scholar
• Granger, C. W. J. (1969). Investigating causal relations by econometric models and cross-spectral methods. Econometrica, 37(3), 424–438. https://doi.org/https://doi.org/10.2307/1912791
   Web of Science ®Google Scholar
• Hamaker, E. L., Dolan, C. V., & Molenaar, P. C. M. (2005). Statistical modeling of the individual: Rationale and application of multivariate stationary time series analysis. Multivariate Behavioral Research, 40(2), 207–233. https://doi.org/https://doi.org/10.1207/s15327906mbr4002_3
   PubMed Web of Science ®Google Scholar
• Honaker, J., King, G., & Blackwell, M. (2011). Amelia II: A program for missing data. Journal of Statistical Software, 45(7), 1–47. https://doi.org/https://doi.org/10.18637/jss.v045.i07
   Web of Science ®Google Scholar
• Hughes, C. P., Berg, L., Danziger, W. L., Coben, L. A., & Martin, R. L. (1982). A new clinical scale for the staging of dementia. The British Journal of Psychiatry: The Journal of Mental Science, 140(6), 566–572. https://doi.org/https://doi.org/10.1192/bjp.140.6.566
   PubMed Web of Science ®Google Scholar
• Husebo, B. S., Ballard, C., Fritze, F., Sandvik, R. K., & Aarsland, D. (2014). Efficacy of pain treatment on mood syndrome in patients with dementia: A randomized clinical trial. International Journal of Geriatric Psychiatry, 29(8), 828–836. https://doi.org/https://doi.org/10.1002/gps.4063
   PubMed Web of Science ®Google Scholar
• IBM Corp. (2017). IBM SPSS statistics for Windows (Version 25) [Computer software]. IBM Corp.
   Google Scholar
• Juva, K., Sulkava, R., Erkinjuntti, T., Ylikoski, R., Valvanne, J., & Tilvis, R. (1995). Usefulness of the clinical dementia rating scale in screening for dementia. International Psychogeriatrics, 7(1), 17–24. https://doi.org/https://doi.org/10.1017/s1041610295001815
   PubMedGoogle Scholar
• Khan, S. S., Ye, B., Taati, B., & Mihailidis, A. (2018). Detecting agitation and aggression in people with dementia using sensors – A systematic review. Alzheimer’s & Dementia, 14(6), 824–832. https://doi.org/https://doi.org/10.1016/j.jalz.2018.02.004
   PubMed Web of Science ®Google Scholar
• Khan, S. S., Zhu, T., Ye, B., Mihailidis, A., Iaboni, A., Newman, K., Wang, A. H. & Martin, S. L. (2017). DAAD: A framework for detecting agitation and aggression in people living with dementia using a novel multi-modal sensor network [Paper presentation]. In R. Gottumukkala, X. Ning, G. Dong, V. Raghavan, S. Aluru, G. Karypis, L. Miele, & X. Wu (Eds.), Proceedings of the 2017 IEEE International Conference on Data Mining Workshops (ICDMW) (pp. 703–710). The Institute of Electrical and Electronics Engineers. https://doi.org/https://doi.org/10.1109/ICDMW.2017.98
   Google Scholar
• Knuff, A., Leung, R. H., Seitz, D. P., Pallaveshi, L., & Burhan, A. M. (2019). Use of actigraphy to measure symptoms of agitation in dementia. The American Journal of Geriatric Psychiatry: Official Journal of the American Association for Geriatric Psychiatry, 27(8), 865–869. https://doi.org/https://doi.org/10.1016/j.jagp.2019.02.013
   PubMed Web of Science ®Google Scholar
• Lange, R. T., Hopp, G. A., & Kang, N. (2004). Psychometric properties and factor structure of the Neuropsychiatric Inventory Nursing Home version in an elderly neuropsychiatric population. International Journal of Geriatric Psychiatry, 19(5), 440–448. https://doi.org/https://doi.org/10.1002/gps.1108
   PubMed Web of Science ®Google Scholar
• Lütkepohl, H. (2005). New introduction to multiple time series analysis. Springer-Verlag.
   Google Scholar
• Miller, R. J., Snowdon, R., & Vaughan, R. (1995). The use of the Cohen-Mansfield Agitation Inventory in the assessment of behavioral disorders in nursing homes. Journal of the American Geriatrics Society, 43(5), 546–549. https://doi.org/https://doi.org/10.1111/j.1532-5415.1995.tb06104.x
   PubMed Web of Science ®Google Scholar
• Molenaar, P. C. M., & Campbell, C. G. (2009). The new person-specific paradigm in psychology. Current Directions in Psychological Science, 18(2), 112–117. https://doi.org/https://doi.org/10.1111/j.1467-8721.2009.01619.x
   Web of Science ®Google Scholar
• Münch, M., Schmieder, M., Bieler, K., Goldbach, R., Fuhrmann, T., Zumstein, N., Vonmoos, P., Scartezzini, J.-L., Wirz-Justice, A., & Cajochen, C. (2017). Bright light delights: Effects of daily light exposure on emotions, restactivity cycles, sleep and melatonin secretion in severely demented patients. Current Alzheimer Research, 14(10), 1063–1075. https://doi.org/https://doi.org/10.2174/1567205014666170523092858
   PubMed Web of Science ®Google Scholar
• Nagels, G., Engelborghs, S., Vloeberghs, E., van Dam, D., Pickut, B. A., & de Deyn, P. P. (2006). Actigraphic measurement of agitated behaviour in dementia. International Journal of Geriatric Psychiatry, 21(4), 388–393. https://doi.org/https://doi.org/10.1002/gps.1483
   PubMed Web of Science ®Google Scholar
• Pfaff, B. (2008). VAR, SVAR and SVEC models: Implementation within R package vars. Journal of Statistical Software, 27(4), 1–32. https://doi.org/https://doi.org/10.18637/jss.v027.i04
   Web of Science ®Google Scholar
• R Core Team. (2019). R: A language and environment for statistical computing [Computer software]. https://www.R-project.org/
   Google Scholar
• Rosmalen, J. G. M., Wenting, A. M. G., Roest, A. M., de Jonge, P., & Bos, E. H. (2012). Revealing causal heterogeneity using time series analysis of ambulatory assessments: Application to the association between depression and physical activity after myocardial infarction. Psychosomatic Medicine, 74(4), 377–386. https://doi.org/https://doi.org/10.1097/PSY.0b013e3182545d47
   PubMed Web of Science ®Google Scholar
• Shah, A., Evans, H., & Parkash, N. (1998). Evaluation of three aggression/agitation behavior rating scales for use on an acute admission and assessment psychogeriatric ward. International Journal of Geriatric Psychiatry, 13(6), 415–420. https://doi.org/https://doi.org/10.1002/(sici)1099-1166(199806)13:6 < 415::aid-gps788 > 3.0.co;2-a
   PubMed Web of Science ®Google Scholar
• Tanev, K. S., Winokur, A., & Pitman, R. K. (2017). Sleep patterns and neuropsychiatric symptoms in hospitalized patients with dementia. The Journal of Neuropsychiatry and Clinical Neurosciences, 29(3), 248–253. https://doi.org/https://doi.org/10.1176/appi.neuropsych.16090166
   PubMed Web of Science ®Google Scholar
• Trull, T. J., & Ebner-Priemer, U. (2013). Ambulatory assessment. Annual Review of Clinical Psychology, 9, 151–176. https://doi.org/https://doi.org/10.1146/annurev-clinpsy-050212-185510
   PubMed Web of Science ®Google Scholar
• van der Krieke, L., Emerencia, A. C., Bos, E. H., Rosmalen, J. G. M., Riese, H., Aiello, M., Sytema, S., & de Jonge, P. (2015). Ecological momentary assessments and automated time series analysis to promote tailored health care: A proof-of-principle study. JMIR Research Protocols, 4(3), e100. https://doi.org/https://doi.org/10.2196/resprot.4000
   PubMed Web of Science ®Google Scholar
• van Duinen-van den IJssel, J. C. L., Mulders, A. J. M. J., Smalbrugge, M., Zwijsen, S. A., Appelhof, B., Zuidema, S. U., de Vugt, M. E., Verhey, F. R. J., Bakker, C., & Koopmans, R. T. C. M. (2018). Nursing staff distress associated with neuropsychiatric symptoms in young-onset dementia and late-onset dementia. Journal of the American Medical Directors Association, 19(7), 627–632. https://doi.org/https://doi.org/10.1016/j.jamda.2017.10.004
   PubMed Web of Science ®Google Scholar
• Vitiello, M. V., & Borson, S. (2001). Sleep disturbances in patients with Alzheimer’s disease: Epidemiology, pathophysiology and treatment. CNS Drugs, 15(10), 777–796. https://doi.org/https://doi.org/10.2165/00023210-200115100-00004
   PubMed Web of Science ®Google Scholar
• Volicer, L., Simard, J., Heartquist Pupa, J., Medrek, R., & Riordan, M. E. (2006). Effects of continuous activity programming on behavioral symptoms of dementia. Journal of the American Medical Directors Association, 7(7), 426–431. https://doi.org/https://doi.org/10.1016/j.jamda.2006.02.003
   PubMed Web of Science ®Google Scholar
• Werth, E., Savaskan, E., Knoblauch, V., Fontana Gasio, P., van Someren, E. J. W., Hock, C., & Wirz-Justice, A. (2002). Decline in long-term circadian rest-activity cycle organization in a patient with dementia. Journal of Geriatric Psychiatry and Neurology, 15(1), 55–59. https://doi.org/https://doi.org/10.1177/089198870201500111
   PubMed Web of Science ®Google Scholar
• Wetzels, R. B., Zuidema, S. U., de Jonghe, J. F. M., Verhey, F. R. J., & Koopmans, R. T. C. M. (2010). Determinants of quality of life in nursing home residents with dementia. Dementia and Geriatric Cognitive Disorders, 29(3), 189–197. https://doi.org/https://doi.org/10.1159/000280437
   PubMed Web of Science ®Google Scholar
• Ye, B., Khan, S. S., Chikhaoui, B., Iaboni, A., Schindel Martin, L., Newman, K., Wang, A., & Mihailidis, A. (2019). Challenges in collecting big data in a clinical environment with vulnerable population: Lessons learned from a study using a multi-modal sensors platform. Science and Engineering Ethics, 25(5), 1447–1466. https://doi.org/https://doi.org/10.1007/s11948-018-0072-y
   PubMed Web of Science ®Google Scholar
• Zuidema, S. U., de Jonghe, J. F. M., Verhey, F. R. J., & Koopmans, R. T. C. M. (2007). Neuropsychiatric symptoms in nursing home patients: Factor structure invariance of the dutch nursing home version of the neuropsychiatric inventory in different stages of dementia. Dementia and Geriatric Cognitive Disorders, 24(3), 169–176. https://doi.org/https://doi.org/10.1159/000105603
   PubMed Web of Science ®Google Scholar
• Zuidema, S. U., Derksen, E., Verhey, F. R. J., & Koopmans, R. T. C. M. (2007). Prevalence of neuropsychiatric symptoms in a large sample of Dutch nursing home patients with dementia. International Journal of Geriatric Psychiatry, 22(7), 632–638. https://doi.org/https://doi.org/10.1002/gps.1722
   PubMed Web of Science ®Google Scholar