Literature DB >> 34285609

Using the Apriori Algorithm to Explore Caregivers' Depression by the Combination of the Patients with Dementia and Their Caregivers.

Cheng-Chen Chang1,2, Wen-Fu Wang3,4, Yi-Ying Li5, Yu-An Chen1, Yen-Jen Chen1, Yi-Cheng Liao1, Kai-Ming Jhang3, Hsin-Hung Wu5,6,7.   

Abstract

PURPOSE: The purpose of this study was to identify the caring scenarios that result in severe depression in caregivers caring for dementia patients. PATIENTS AND METHODS: A cross-sectional study with 1111 dementia patients and their caregivers in Taiwan from October 2015 to January 2020 was conducted. Gender, age, type of dementia, clinical dementia rating, walking ability, mood symptoms, behavioral symptoms, and psychological symptoms were the variables from the dementia patients. Age, relation to the patient, employment, type of primary care, frequency of care, mood symptoms, and the score from the Center for Epidemiologic Studies Depression Scale were the variables from the caregivers. A comprehensive viewpoint of both dementia patients and their caregivers was evaluated by the Apriori algorithm to find the attributes resulting in different caregiving depressions.
RESULTS: Forty-seven rules were found with 18 rules of mild depressive symptomatology, 17 rules of moderate depressive symptomatology, and 12 rules of severe depressive symptomatology. A total of 7 general rules were summarized to be the severe depressive symptomatology. The results showed that an unemployed or retired caregiver with the mood symptoms such as helplessness, anger, emotional liability, or anxiety who took care of AD patients or AD patients with a moderate severity would have severe depression. Increased care frequencies (≥6 days per week) and multiple mood problems from caregivers result in severe depression. The composition of adult children, patients' aggression, and caregivers' helplessness as well as the combinations of male patients aged 75-84 years with the caregiver's mood of helplessness or nervousness and hopelessness were highly associated with severe depression.
CONCLUSION: For those caring for AD patients, severe depression was associated with the combination of different parameters to constitute each of these seven scenarios. Unlike previous studies which often evaluated one or two variables related to caregiver's depression, this study provided a more comprehensive viewpoint that enabled the collaborative team to efficiently identify and manage different scenarios by summarizing the rules of caregivers with severe depression from a systematic viewpoint.
© 2021 Chang et al.

Entities:  

Keywords:  Alzheimer’s disease; Apriori algorithm; Center for Epidemiologic Studies Depression Scale; behavioral and psychological symptoms of dementia; caregiver; caregiver’s mood; caring scenario; depressive symptomatology; patient with dementia

Year:  2021        PMID: 34285609      PMCID: PMC8286245          DOI: 10.2147/RMHP.S316361

Source DB:  PubMed          Journal:  Risk Manag Healthc Policy        ISSN: 1179-1594


  39 in total

Review 1.  The problem with "problem behaviors": a systematic review of the association between individual patient behavioral and psychological symptoms and caregiver depression and burden within the dementia patient-caregiver dyad.

Authors:  Katherine Ornstein; Joseph E Gaugler
Journal:  Int Psychogeriatr       Date:  2012-05-22       Impact factor: 3.878

2.  Effects of individual and family hardiness on caregiver depression and fatigue.

Authors:  Patricia C Clark
Journal:  Res Nurs Health       Date:  2002-02       Impact factor: 2.228

3.  Validation of 30- and 12-item versions of the Chinese Health Questionnaire (CHQ) in patients admitted for general health screening.

Authors:  M Y Chong; G Wilkinson
Journal:  Psychol Med       Date:  1989-05       Impact factor: 7.723

4.  Depression and associated factors of informal caregivers versus professional caregivers of demented patients.

Authors:  Megumi Takahashi; Katsutoshi Tanaka; Hitoshi Miyaoka
Journal:  Psychiatry Clin Neurosci       Date:  2005-08       Impact factor: 5.188

5.  Associations of stressors and uplifts of caregiving with caregiver burden and depressive mood: a meta-analysis.

Authors:  Martin Pinquart; Silvia Sörensen
Journal:  J Gerontol B Psychol Sci Soc Sci       Date:  2003-03       Impact factor: 4.077

6.  Depression in the Family of Patients With Dementia in Korea.

Authors:  Sung-In Jang; Hong-Chul Bae; Jaeyong Shin; Suk-Yong Jang; Seri Hong; Kyu-Tae Han; Eun-Cheol Park
Journal:  Am J Alzheimers Dis Other Demen       Date:  2016-02-16       Impact factor: 2.035

7.  Characteristics Predicting a High Caregiver Burden in Patients with Vascular Cognitive Impairment: Using the Apriori Algorithm to Delineate the Caring Scenario.

Authors:  Kai-Ming Jhang; Wen-Fu Wang; Hsin-Fang Chang; Ming-Che Chang; Hsin-Hung Wu
Journal:  Risk Manag Healthc Policy       Date:  2021-03-30

8.  Association between patients with dementia and high caregiving burden for caregivers from a medical center in Taiwan.

Authors:  Guei-Jhen Yan; Wen-Fu Wang; Kai-Ming Jhang; Che-Wei Lin; Hsin-Hung Wu
Journal:  Psychol Res Behav Manag       Date:  2019-01-17

9.  Sex and gender differences in caregiving burden experienced by family caregivers of persons with dementia: A systematic review.

Authors:  Chen Xiong; Melissa Biscardi; Arlene Astell; Emily Nalder; Jill I Cameron; Alex Mihailidis; Angela Colantonio
Journal:  PLoS One       Date:  2020-04-20       Impact factor: 3.240

10.  Care Needs of Community-Residing Male Patients with Vascular Cognitive Impairment.

Authors:  Kai-Ming Jhang; Wen-Fu Wang; Hao-Fang Chang; Yu-Huei Liu; Ming-Che Chang; Hsin-Hung Wu
Journal:  Neuropsychiatr Dis Treat       Date:  2020-11-03       Impact factor: 2.570

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  1 in total

Review 1.  Depression among caregivers of patients with dementia: Associative factors and management approaches.

Authors:  Si-Sheng Huang
Journal:  World J Psychiatry       Date:  2022-01-19
  1 in total

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