Unraveling the Relationship between Motor Symptoms, Affective States and Contextual Factors in Parkinson's Disease: A Feasibility Study of the Experience Sampling Method

Martijn P G Broen, Vera A M Marsman, Mark L Kuijf, Robert J Van Oostenbrugge, Jim van Os, Albert F G Leentjens, Martijn P G Broen, Vera A M Marsman, Mark L Kuijf, Robert J Van Oostenbrugge, Jim van Os, Albert F G Leentjens

Abstract

Background: In Parkinson's disease (PD), the complex relationship between motor symptoms, affective states, and contextual factors remains to be elucidated. The Experience Sampling Method provides (ESM) a novel approach to this issue. Using a mobile device with a special purpose application (app), motor symptoms, affective states and contextual factors are assessed repeatedly at random moments in the flow of daily life, yielding an intensive time series of symptoms and experience. The aim of this study was to study the feasibility of this method.

Method: We studied the feasibility of a five-day period of ESM in PD and its ability to objectify diurnal fluctuations in motor symptom severity and their relation with affect and contextual factors in five PD patients with motor fluctuations.

Results: Participants achieved a high compliance, with 84% of assessment moments completed without disturbance of daily activities. The utility of the device was rated 8 on a 10-point scale. We were able to capture extensive diurnal fluctuations that were not revealed by routine clinical assessment. In addition, we were able to detect clinically relevant associations between motor symptoms, emotional fluctuations and contextual factors at an intra-individual level.

Conclusions: ESM represents a viable and novel approach to elucidate relationships between motor symptoms, affective states and contextual factors at the level of individual subjects. ESM holds promise for clinical practice and scientific research.

Conflict of interest statement

Competing Interests: M. Broen, V. Marsman, M. Kuijf and R. Van Oostenbrugge have nothing to disclose. J. van Os has potential financial competing interests since he received unrestricted investigator-led research grants or recompense for presenting research at meetings from Eli Lilly, Bristol-Myers Squibb, Lundbeck, Organon, Takeda, Janssen-Cilag, GlaxoSmithKline, AstraZeneca, Pfizer and Servier. This does not alter the authors' adherence to PLOS ONE policies on sharing data and materials. A.F.G. Leentjens has potential financial competing interests since he received research grants from the Michael J Fox Foundation and the Stichting Internationaal Parkinson Fonds, as well as royalties from Reed-Elsevier, de Tijdstroom and Van Gorcum publishers. In addition he receives payment from Elsevier Inc as Editor-in-Chief of the Journal of Psychosomatic Research. This does not alter the authors' adherence to PLOS ONE policies on sharing data and materials.

Figures

Fig 1. Screenshot of the question “Ik…
Fig 1. Screenshot of the question “Ik voel me opgewekt”(“I feel cheerful”) on a 7 point Likert scale.
A score of 1 indicates “niet” (“not at all”), a score of 4 “matig” (“moderate”) and a score of 7 “Zeer” (“Very much so”).
Fig 2
Fig 2
a and b. Cross-sectional overall daily assessment (Fig 2a) versus real-time measurements (Fig 2b) of motor symptoms in subject 4. Legend: Y-axis: item score (1 = not all, 7 = very much); X-axis: time. Blue solid line: Tremor; Orange line: Dyskinesia; Red line: Trouble Walking; Green line: Rigidity.
Fig 3. Example of real time assessment…
Fig 3. Example of real time assessment of tremor and positive affect in subject 1.
Fig 4. Example of real time assessment…
Fig 4. Example of real time assessment of tremor and positive affect in subject 4.
Fig 5. Clustered column diagram of motor…
Fig 5. Clustered column diagram of motor symptom severity in subject 1.
Legend: Y-axis: item score (1 = not all, 7 = very much); X-axis: motor symptoms.

References

    1. Nissenbaum H, Quinn NP, Brown RG, Toone B, Gotham AM, Marsden CD. Mood swings associated with the 'on-off' phenomenon in Parkinson's disease. Psychol Med. 1987;17(4):899–904.
    1. Richard IH, Justus AW, Kurlan R. Relationship between mood and motor fluctuations in Parkinson's disease. J Neuropsychiatry Clin Neurosci. 2001;13(1):35–41.
    1. Cantello R, Gilli M, Riccio A, Bergamasco B. Mood changes associated with "end-of-dose deterioration" in Parkinson's disease: a controlled study. J Neurol Neurosurg Psychiatry. 1986;49(10):1182–90.
    1. Leentjens AF, Dujardin K, Marsh L, Martinez-Martin P, Richard IH, Starkstein SE. Anxiety and motor fluctuations in Parkinson's disease: a cross-sectional observational study. Parkinsonism Relat Disord. 2012;18(10):1084–8. 10.1016/j.parkreldis.2012.06.007
    1. Delespaul P. Assessing Schizophrenia in Daily Life The Experience Sampling Method. Delespaul P, editor. Maastricht: Maastricht University Press; 1995.
    1. Myin-Germeys I, Oorschot M, Collip D, Lataster J, Delespaul P, van Os J. Experience sampling research in psychopathology: opening the black box of daily life. Psychol Med. 2009;39(9):1533–47. 10.1017/S0033291708004947
    1. Sotgiu I, Rusconi ML. Investigating emotions in Parkinson's disease: what we know and what we still don't know. Front Psychol. 2013;4:336 10.3389/fpsyg.2013.00336
    1. Walz LC, Nauta MH, Aan Het Rot M. Experience sampling and ecological momentary assessment for studying the daily lives of patients with anxiety disorders: a systematic review. J Anxiety Disord. 2014;28(8):925–37. 10.1016/j.janxdis.2014.09.022
    1. van Os J, Delespaul P, Barge D, Bakker RP. Testing an mHealth momentary assessment Routine Outcome Monitoring application: a focus on restoration of daily life positive mood states. PLoS One. 2014;9(12):e115254 10.1371/journal.pone.0115254
    1. van Os J, Delespaul P, Wigman J, Myin-Germeys I, Wichers M. Beyond DSM and ICD: introducing "precision diagnosis" for psychiatry using momentary assessment technology. World Psychiatry. 2013;12(2):113–7. 10.1002/wps.20046
    1. Hartmann JA, Wichers M, Menne-Lothmann C, Kramer I, Viechtbauer W, Peeters F, et al. Experience sampling-based personalized feedback and positive affect: a randomized controlled trial in depressed patients. PLoS One. 2015;10(6):e0128095 10.1371/journal.pone.0128095
    1. Dunton GF, Liao Y, Intille S, Huh J, Leventhal A. Momentary assessment of contextual influences on affective response during physical activity. Health Psychol. 2015;34(12):1145–53. 10.1037/hea0000223
    1. Mujagic Z, Leue C, Vork L, Lousberg R, Jonkers DM, Keszthelyi D, et al. The Experience Sampling Method—a new digital tool for momentary symptom assessment in IBS: an exploratory study. Neurogastroenterol Motil. 2015;27(9):1295–302. 10.1111/nmo.12624
    1. Houtveen JH, Sorbi MJ. Prodromal functioning of migraine patients relative to their interictal state—an ecological momentary assessment study. PLoS One. 2013;8(8):e72827 10.1371/journal.pone.0072827
    1. de Rijk MC, Rocca WA, Anderson DW, Melcon MO, Breteler MM, Maraganore DM. A population perspective on diagnostic criteria for Parkinson's disease. Neurology. 1997;48(5):1277–81.
    1. Csikszentmihalyi M, Larson R. Validity and reliability of the Experience-Sampling Method. J Nerv Ment Dis. 1987;175(9):526–36.
    1. .
    1. Fahn S, Elton RL. Members of the UPDRS Committee. Unified Parkinson's Disease Rating Scale In: Fahn S, Marsden CD, Goldstein M, Calne DB, editors. Recent Developments in Parkinson's Disease. Florham Park, NJ: MacMillan Health Care; 1987. p. 153–63.
    1. Rahman S, Griffin HJ, Quinn NP, Jahanshahi M. Quality of life in Parkinson's disease: the relative importance of the symptoms. Mov Disord. 2008;23(10):1428–34. 10.1002/mds.21667
    1. Jacobs N, van Os J, Derom C, Thiery E, Delespaul P, Wichers M. Neuroticism explained? From a non-informative vulnerability marker to informative person-context interactions in the realm of daily life. Br J Clin Psychol. 2011;50(1):19–32. 10.1348/014466510X491397
    1. Wichers MC, Barge-Schaapveld DQ, Nicolson NA, Peeters F, de Vries M, Mengelers R, et al. Reduced stress-sensitivity or increased reward experience: the psychological mechanism of response to antidepressant medication. Neuropsychopharmacology. 2009;34(4):923–31. 10.1038/npp.2008.66
    1. Wichers M, Simons CJ, Kramer IM, Hartmann JA, Lothmann C, Myin-Germeys I, et al. Momentary assessment technology as a tool to help patients with depression help themselves. Acta Psychiatr Scand. 2011;124(4):262–72. 10.1111/j.1600-0447.2011.01749.x
    1. Hoehn MM, Yahr MD. Parkinsonism: onset, progression and mortality. Neurology. 1967;17(5):427–42.
    1. Folstein MF, Folstein SE, McHugh PR. "Mini-mental state". A practical method for grading the cognitive state of patients for the clinician. J Psychiatr Res. 1975;12(3):189–98.
    1. Beck AT, Steer RA, Ball R, Ranieri W. Comparison of Beck Depression Inventories -IA and -II in psychiatric outpatients. J Pers Assess. 1996;67(3):588–97.
    1. Leentjens AF, Dujardin K, Pontone GM, Starkstein SE, Weintraub D, Martinez-Martin P. The Parkinson Anxiety Scale (PAS): Development and validation of a new anxiety scale. Mov Disord. 2014;29(8):1035–43. 10.1002/mds.25919
    1. Jenkinson C, Fitzpatrick R, Peto V, Greenhall R, Hyman N. The Parkinson's Disease Questionnaire (PDQ-39): development and validation of a Parkinson's disease summary index score. Age Ageing. 1997;26(5):353–7.
    1. Richard IH, Frank S, McDermott MP, Wang H, Justus AW, LaDonna KA, et al. The ups and downs of Parkinson disease: a prospective study of mood and anxiety fluctuations. Cogn Behav Neurol. 2004;17(4):201–7.
    1. Hufford MR, Shiffman S, Paty J, Stone AA. Ecological momentary assessment: Real-world, real-time measurement of subject experience In: Fahrenberg J, Myrtek M, editors. Progress in ambulatory assessment: Computer-assisted pscyhological and psychophysiological methods in monitoring and field studies. Seattle, WA: Hogrefe & Huber; 2001. p. 69–92.
    1. Peeters F, Berkhof J, Delespaul P, Rottenberg J, Nicolson NA. Diurnal mood variation in major depressive disorder. Emotion. 2006;6(3):383–91.
    1. Kizilbash AH, Vanderploeg RD, Curtiss G. The effects of depression and anxiety on memory performance. Arch Clin Neuropsychol. 2002;17(1):57–67.
    1. van de Leemput IA, Wichers M, Cramer AO, Borsboom D, Tuerlinckx F, Kuppens P, et al. Critical slowing down as early warning for the onset and termination of depression. Proc Natl Acad Sci U S A. 2014;111(1):87–92. 10.1073/pnas.1312114110
    1. Kramer I, Simons CJ, Hartmann JA, Menne-Lothmann C, Viechtbauer W, Peeters F, et al. A therapeutic application of the experience sampling method in the treatment of depression: a randomized controlled trial. World Psychiatry. 2014;13(1):68–77. 10.1002/wps.20090
    1. Mulvaney SA, Ho YX, Cala CM, Chen Q, Nian H, Patterson BL, et al. Assessing adolescent asthma symptoms and adherence using mobile phones. J Med Internet Res. 2013;15(7):e141 10.2196/jmir.2413
    1. Odawara M, Hashizume M, Yoshiuchi K, Tsuboi K. Real-Time Assessment of the Effect of Biofeedback Therapy with Migraine: A Pilot Study. Int J Behav Med. 2015.
    1. Barge-Schaapveld DQ, Nicolson NA. Effects of antidepressant treatment on the quality of daily life: an experience sampling study. J Clin Psychiatry. 2002;63(6):477–85.
    1. Benka Wallen M, Franzen E, Nero H, Hagstromer M. Levels and Patterns of Physical Activity and Sedentary Behavior in Elderly Individuals With Mild to Moderate Parkinson Disease. Phys Ther. 2015.
    1. Louter M, Maetzler W, Prinzen J, van Lummel RC, Hobert M, Arends JB, et al. Accelerometer-based quantitative analysis of axial nocturnal movements differentiates patients with Parkinson's disease, but not high-risk individuals, from controls. J Neurol Neurosurg Psychiatry. 2015;86(1):32–7. 10.1136/jnnp-2013-306851
    1. de Vries M. The Experience of Psychopathology: Investigating Mental Disorders in their Natural Settings. Cambridge: Cambridge University Press; 2006.

Source: PubMed

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