Abstract
World Health Organization Disability Assessment Schedule 2.0 (WHODAS 2.0) is an assessment tool and it has been applied for disability status assessment of Taiwanese dementia patients since July 2012. The aim of this study was to investigate the predicting accuracy of WHODAS 2.0 for institutionalization of dementia patients.
Of these patients, 13,774 resided in a community and 4406 in a long-term care facility. Demographic data and WHODAS 2.0 standardized scores were analyzed using the Chi-square test and independent t test to compare patients with dementia in an institution with those in a community. The receiver operating characteristic (ROC) curve was applied to investigate accuracy in predicting institutionalization, and the optimal cutoff point was determined using the Youden index. Binary logistic regression was used to analyze variables to determine risk factors for the institutionalization of patients with dementia.
WHODAS 2.0 scores in all domains were higher in patients with dementia in a long-term care facility than in those in a community (P < 0.01). The ROC curve showed moderate accuracy for all domains of WHODAS 2.0 (area under curve 0.6∼0.8). Binary logistic regression revealed that the male gender, severity of disease, and standardized WHODAS 2.0 scores surpassing the cutoff values were risk factors for the institutionalization of patients with dementia.
Although the accuracy of WHODAS 2.0 in predicting institutionalization is not considerably high for patients with dementia, our study found that the WHODAS 2.0 scores, the male gender, education status, urbanization level, and severity of disease were risk factors for institutionalization in long-term care facilities.
INTRODUCTION
Dementia is one of the leading causes of disability among elderly people and is a major cause of disability and mortality among older people.1 The progressive course of dementia leads to functional state decline, therefore increasing restrictions in activities of daily living (ADL) and dependence on surrounding resources. The prevalence of dementia in elderly people (aged older than 65 years) is estimated to increase from 4.98% to 8.50% worldwide. As of 2010, 35.6 million people worldwide were diagnosed with dementia, and this number is estimated to nearly double every 20 years, to 65.7 million in 2030 and 115.4 million in 2050.2 In Taiwan, the prevalence of dementia in the elderly population was 4.98% from 2011 to 2012, imposing a substantial economic burden.3
With the progressive loss of cognitive and functional abilities due to dementia, deficit in cognitive function can lead to disablement by restricting social participation and limiting daily activities, thus increasing the burden on caregivers and family members.4,5 Therefore, patients with dementia often require institutionalization when family members and caregivers can no longer cope with the demand of such patients. For effectively planning a care program for patients with dementia, predicting the time to institutionalization is crucial and helpful for the long-term care of patients with dementia and policy setting. A recent longitudinal study found that patients with dementia who had lower cognitive ability, lower functional ability, and more neuropsychiatric symptoms with the use of antipsychotic medication had shorter times to institutionalization.6 Another study indicated that marital status (being single or widowed), higher severity of cognitive impairment, and mobility impairment were predictors of nursing home placement among patients with dementia.7 However, to the best of our knowledge, no quantitative tool for predicting institutionalization among elderly patients with dementia has been developed.
In 2001, the World Health Organization (WHO) developed an integrative biopsychosocial model of the International Classification of Functioning, Disability, and Health (ICF) for comprehensively evaluating functioning and disability in a patient. Furthermore, based on the ICF concept, the WHO Disability Assessment Schedule 2.0 (WHODAS 2.0) was developed for evaluating 6 domains of functioning, including social participation and cognition-related daily activities. WHODAS 2.0 can be applied to all disorders at parity for assessing the levels of function, and it exhibits rigorous validity, reliability, and cross-culture applicability in more than 30 languages.8 It has been applied for assessing disabilities caused by chronic diseases in elderly patients.9 Because it can evaluate patient performance in social participation and cognition-related functional activities, WHODAS 2.0 is a suitable quantitative assessment tool, particularly for patients with dementia.
However, only 1 study has applied WHODAS 2.0 in evaluating patients with dementia, and the study population was limited to those in long-term care facilities.10 WHODAS 2.0 data on patients with dementia in a community are lacking. Therefore, we conducted this nationwide study in Taiwan to analyze the disability status of patients with dementia in a community and long-term care facility by using WHODAS 2.0. Furthermore, we investigated the accuracy of WHODAS 2.0 in predicting the risk of institutionalization among patients with dementia.
METHODS
Participants and Data Collection
In this study, data on patients with dementia were obtained from the Taiwan Data Bank of Persons with Disability (TDPD) between July 2012 and January 2015. In Taiwan, patients with long-term disability can apply for disability evaluation and social welfare support after contracting a disease. Since July 2012, we have been developing a new disability evaluation system (Disability Eligibility Determination Scale 2012 [DES-2012]) according to the biopsychosocial model and concepts of the ICF.11 Disability evaluation by using the DES-2012 was performed by 2 authorized specialists. All of these authorized specialists must receive official training for qualification. Physicians (such as neurologist, neurosurgeon, and physiatrist) who were specialists in particular diseases and impairments evaluated the body function and body structure categories of the ICF and International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) disease codes. Another authorized specialist (physical therapist, occupational therapist, speech pathologist, psychologist, or social worker) evaluated the environmental categories of the ICF and WHODAS 2.0 (translated into traditional Chinese with permission) to investigate patients’ daily activity limitations and social participation restrictions. Data on disability-related diseases, namely dementia (ICD-9-CM diagnostic codes: 290.0–290.1, 294.1) and Alzheimer disease (ICD-9-CM diagnostic codes: 331.7–331.9), were collected in this study. Codes for the ICF categories of body functions and body structures, demographic data such as age, gender, and area of residence (community or institution) as well as work, education, and socioeconomic status, and WHODAS 2.0 scores were obtained from the TDPD. Only patients diagnosed with dementia and disability primarily caused by cognition-related ICF body function categories (b110 consciousness functions, b117 intellectual functions, b122 global psychosocial functions, b140 attention functions, b144 memory functions, and b164 higher-level cognitive functions) were enrolled in this study. Severity of impairment caused by dementia (severity of dementia) was determined according to the highest qualifier of b codes (1 = mild: 5–24% impairment, 2 = moderate: 25–49% impairment, 3 = severe: 50–95% impairment, 4 = extreme: 96–100% impairment). The cognitive deficit related categories classification was based on the evaluation result from clinical and objective assessment tool by physician and this classification method has been performed in Taiwan for years. To protect the privacy of patients, these data were analyzed anonymously, and patient informed consent was waived for this retrospective secondary data analysis study. This study was approved by the Joint Institutional Review Board of Taipei Medical University (Approval No. 201004001 and No. 201205042).
Measurements
The WHODAS 2.0 data were obtained by administering questionnaires to both participants and their proxies (if participants were unable to answer the questions) by trained interviewers. The questionnaire for WHODAS 2.0 is composed of the 6 following domains: cognition (Domain 1: 6 items), mobility (Domain 2: 5 items), self-care (Domain 3: 4 items), getting along with people (Domain 4: 5 items), life activities (Domain 5: 4 items for household activities and 4 items for work and school activities), and participation in society (Domain 6: 8 items) (Appendix 1). Patients with dementia or their proxies were asked to rate the difficulty of performing the activities in the questionnaire by one of the trained interviewers. The items were rated using a 5-point Likert scale (1 = no difficulty, 2 = mild difficulty, 3 = moderate difficulty, 4 = severe difficulty, 5 = extreme difficulty). When participants did not experience difficulty in the items for more than 30 days, the items were recorded as unrated. All scores ranged from 0 (least difficulty) to 100 (most difficulty) for each domain, and higher scores imply more severe disability. According to the WHODAS 2.0 manual, the formula for score computation allows for up to 30% of items to be unrated in each domain, and scores for these items can be substituted by the mean of the domain for the imputation of missing data.8 The sum of the standardized scores in all 6 domains was calculated for each participant. Because all participants were aged older than 65 years, we assumed that they were retired and unemployed, and of the 36 items in the questionnaire, 4 related to disability in work activities were excluded. Finally, we calculated scores for 32 items of WHODAS 2.0 in this study. The internal consistency of the translated traditional Chinese version of WHODAS 2.0 was evaluated using the Cronbach α, reliability was reported to be 0.73 to 0.99, and the intraclass correlation coefficient values were 0.8 to 0.89.12,13
Statistical Analysis
Participants residing in a community or long-term care institution were classified into a community group and an institution group, respectively. Demographic data such as age (65–74, 75–85, and older than 85 years), gender, education status (above collage, senior high school, junior high school, primary education, no formal education), urbanization level (urban, suburban, and rural), and severity of dementia-related impairment (mild, moderate, severe, and extreme) are represented in numbers and percentages. Chi-square analysis was used for comparing the categorical variables of dementia-related disability between community and institution groups. The independent Student t test was used for comparing standardized WHODAS 2.0 scores in 6 domains between community and institution groups. The receiver operating characteristic (ROC) curve for the institutionalization of patients with dementia was generated using standardized WHODAS 2.0 scores in each domain and the sum of scores in 6 domains. The optimal cutoff point on the ROC curve was determined using the Youden index for the highest sensitivity and specificity in predicting residency in a long-term care institution in patients with dementia. For determining risk factors for the institutionalization of elderly patients with dementia, WHODAS 2.0 standardized scores and variables were analyzed using binary logistic regression. Analysis was performed using SAS software (SAS Institute, Inc., Cary, NC). A P-value < 0.05 was considered statistically significant.
RESULTS
We examined 18,180 patients with dementia who had disability (10,993 women and 7187 men) in the TDPD. Of these patients, 13,774 (8496 women) resided in a community and 4406 (2497 women) in a long-term care institution. A statistical difference was observed more percentage of male gender (P < 0.001), older age (P < 0.001), no formal education (P = 0.002), suburban residency (P < 0.001), and severe to extreme severity of dementia (P < 0.001) among patients with dementia residing in a long-term care institution than those residing in a community (Table 1). Higher WHODAS 2.0 scores in all domains indicated more severe disability in patients with dementia in a long-term care institution than in those in a community (P < 0.01) (Table 2). The ROC curve for predicting the institutionalization of patients with dementia revealed that all domains had statistical significance (P < 0.01). Moreover, using the Youden index, we defined the optimal cutoff point and accuracy of WHODAS 2.0 scores for predicting the institutionalization of patients with dementia who had disability. The data of cut-off point, sensitivity, specificity, and area under curve (AUC) of WHODAS 2.0 domains are presented in Table 3. In our study, binary logistic regression analysis revealed that scores higher than 66.5 of WHODAS 2.0 standardized scores (adjusted odds ratio [aOR] = 2.086, 95% confidence interval [CI], 1.926–2.258, P < 0.001), the male gender (aOR = 1.277, 95% CI, 1.183–1.377, P < 0.001), residence in suburban (aOR = 1.183, 95% CI, 1.094–1.281, P < 0.001), education status and severity of dementia were independent factors predicting institutionalization among patients with dementia (Table 4).
TABLE 1.
Sociodemographic Characteristics of Dementia Patients in Taiwan (n = 18,180)

TABLE 2.
Comparison of Overall Disability With Domains Among Subjects With Dementia Based on WHODAS 2.0 Scores in Taiwan (n = 18,180)

TABLE 3.
Predictive Accuracy of WHODAS 2.0 for Institutionalization Among Dementia Patients

TABLE 4.
Logistic Regression of WHODAS 2.0 Scores for Residence Degree of Disability and Basic Characteristics

DISCUSSION
Dementia is the main cause of institutionalization of elderly patients.14 However, most elderly patients with dementia prefer to reside in their home as long as possible because they are more familiar with the surroundings near their home and maintain a social interaction network. Caregivers and family members may find living with patients with dementia stressful. When they can no longer cope with the burden of care for such patients at home, institutionalization is inevitable. The decision of admitting patients with dementia to a long-term care institution is complex, and the process of decision making by the family members and caregivers is multifactorial.15 To establish an effective strategy for prolonging the duration of living at home and, thus, increasing the quality of life of patients with dementia, identifying risk factors for the institutionalization of patients with dementia is crucial. Our study found that WHODAS 2.0 standardized score, male gender, urbanization level, and severity of dementia were independent factors predicting the institutionalization of patients with dementia.
Studies have established functional impairment as a predictor of nursing home placement among patients with dementia.16 Moreover, Gaugler et al17,18 mentioned that ADL dependence of dementia patients can be precipitated before entry of long-term care facilities. However, the component of functional impairment is complicated, and detailed information on which part of daily activities is influenced by dementia has not been described. Hence, in this study, we used WHODAS 2.0, because it provides detailed information and is an objective quantitative tool for measuring functional impairment. Our study found that functional impairment in the mobility domain and total WHODAS 2.0 scores had better accuracy to predict the risk of institutionalization in long-term care facilities. Our study result is consistent with that of previous studies, indicating that mobility impairment can be a risk factor for nursing home placement rather than vision or hearing impairment.7,19
In our study, male patients with dementia had a higher risk of institutionalization compared with female patients after adjustment for other variables. However, our study did not indicate age as an independent risk factor for the institutionalization of patients with dementia. Luppa et al reviewed the previous literature on the sociodemographic and relationship characteristics of patients with dementia and caregivers. They found advanced age and the male gender to be characteristics among patients and caregivers that were associated with a higher risk of a shorter time to nursing home placement.16 However, a recent longitudinal study found that demographic variables did not predict time to institutionalization, except that patients living alone were more likely to be institutionalized.6 Furthermore, another systemic review by Gaugler et al18 indicated that the male gender and age had no significant influence on institutionalization in long-term care facilities. We infer that the inconsistent findings may be attributed to differences in races and culture and other preexisting comorbidities. Furthermore, variables regarding the characteristics of caregivers and the relationship between patients and family were not recorded in our large-scale study. Further investigation is required to clarify the influence of sociodemographic variables predisposing patients with dementia to institutionalization.
Severity of dementia was found to be a strong independent predictor of institutionalization in our study. Gaugler et al reviewed predictors of nursing home admission among patients with dementia. They analyzed indicators of dementia severity and consistently found that these variables had a positive predictive effect among all and high-quality studies.8 Our study provided evidence of an association between severity of dementia and the risk of institutionalization. When concerning the accuracy of predicting institutionalization in long-term care facilities, the WHODAS 2.0 scores of domains related to understanding and communication (Domain 1), getting along with people (Domain 4), and participation in society (Domain 6) were less accurate than mobility domain (Domain 2) and summary WHODAS 2.0 score.
It can be explained by a recent study which investigated the WHODAS 2.0 scores of institutionalized Portuguese patients with dementia, they found that despite high cognitive impairment, the participation domain (Domain 6) was the least affected.10 They hypothesized that formal caregivers mostly focus on the domains related to instrumental activities, such as mobility, self-care, and daily activities, because caregivers mainly manage the disability experienced during ADL rather than social participation among patients with dementia.10
The strength of our study is the large sample size of patients with dementia from a population-based database, who were evaluated using a well-recognized assessment tool for predicting the risk of institutionalization. Nevertheless, this study has several limitations that must be addressed. First, variables related to the burden and stress of caregivers were not included in this study. The burden, life satisfaction, and quality of life of caregivers are associated with the risk of institutionalization in a long-term care facility. However, the burden and stress of caregivers is a multifactorial component including physical, psychological, financial, and social aspects. Thus, it is difficult to thoroughly evaluate these parameters through interviews. They should be included in our future studies. Second, our study design is cross-sectional, and longitudinal follow-up of the WHODAS 2.0 scores of patients with dementia is lacking. We can only analyze the relationship but not the causal effect. Third, this nationwide database study is limited to Taiwan. Differences in culture, race, and medical care systems among countries may influence the risk of institutionalization of patients with dementia. Finally, the bias of WHODAS 2.0 evaluation by questionnaire should be noticed. For mild severity of dementia patients, the WHODAS 2.0 scores could be underestimate if poor insight of these patients. And most patients with dementia who had cognitive impairment could not communicate with interviewers for WHODAS 2.0 evaluation. Hence, the assessment of such patients was dependent on their caregivers. As mentioned, caregivers may pay considerable attention to the domains of mobility, self-care, and daily activities rather than cognitive aspects. However, WHODAS 2.0 was used to evaluate the disability condition in the past 30 days, and this evaluation was dependent on caregivers of patients with dementia who were unable to communicate, because only caregivers could observe their daily performance.
CONCLUSIONS
For patients with dementia, the male gender, education status, severity of disease, and WHODAS 2.0 summary score were risk factors for institutionalization in long-term care facilities. The mobility domain and summary WHODAS 2.0 scores had better accuracy for predicting institutionalization of dementia patients than those domains related to communication, social interaction, and participation. Our study used a quantitative assessment tool to determine which patients with dementia were at a high risk of institutionalization. Furthermore, our study findings can facilitate establishing an effective intervention strategy and health care service for delaying institutionalization. Longitudinal assessment of WHODAS 2.0 scores and the control variables of caregivers of patients with dementia should be performed in future studies.
Acknowledgment
We thank Guan-Yu Chen, Pei-Hsin Chen, and Kai-Hsiang Chuang for helping us prepare this manuscript.
Appendix 1: Content of WHODAS 2.0 Questionnaire


Footnotes
Abbreviations: ADL = activities of daily living, DES-2012 = Disability Eligibility Determination Scale 2012, ICD-9-CM = International Classification of Diseases, Ninth Revision, Clinical Modification, ICF = International Classification of Functioning, Disability, and Health, ROC = receiver operating characteristic, TDPD = Taiwan Data Bank of Persons with Disability, WHODAS 2.0 = World Health Organization Disability Assessment Schedule 2.0.
The authors have no conflicts of interest to disclose.
This study was supported by the Ministry of Health and Welfare, Taiwan (no. 98M8178, 99M4080, 99M4073, 100M4145, 101M4100, 102M4018, and 103M03F4037).
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