The exact Igbo word equivalents for some English words were lacking during the translation of the WHODAS 2.0 which was resolved by using Igbo phrases that retained the conceptual meaning in the original items. This could be because Igbo language may be more adapted to colloquial speech than scientific writing [29]. Indeed, English is the official written language of instruction in Nigeria which may explain why literate Igbo Nigerians prefer to read/write English but speak Igbo informally. It was found that some Igbo words/phrases had multiple meanings depending on the context, which was resolved by using Igbo phrases with all possible meanings reflecting the original items.
The WHODAS 2.0 was straight forward to cross-culturally adapt, comprehend and was acceptable, as suggested by previous adaptations [30–32]. The cross-cultural adaptation confirmed its face and content validity. The lack of an Igbo word for ‘emotion’ in item D6.5 may reflect the unclear emotional concept in this culture where emotional distress is often expressed through somatisation [19, 33], which has been found in other non-western settings [34, 35]. ‘Affected your heart or spirit’ was therefore used to achieve conceptual equivalence.
Cronbach’s alpha of Igbo-WHODAS and its subscales ranging between 0.75–0.97 concurs with the original measure [15], and other adaptations [36–38]. However, the Cronbach’s alpha was slightly higher in the original measure possibly due to different population characteristics such as literacy.
Igbo-WHODAS and its subscales demonstrated reliability with ICCs that were very good to excellent (0.81–0.93). The good agreement shown in the Bland-Altman plots mirrors the original measure [15], and other adaptations [37, 38].
Regarding the appropriateness of the SEM and MDC, 19% (Japan) to 51% (Nigeria) reduction in WHODAS is clinically important [15]. This corresponds to between 4.8 and 12.97 of Igbo-WHODAS mean of 25.44. Therefore, SEM of 5.05, MDC of 13.99 and limits of agreement of -8.58 to 9.54 of Igbo-WHODAS appear suitable.
Igbo-WHODAS and its subscales correlated at least moderately (rs ≥ 0.3) with performance-based disability, self-reported back pain specific disability (Igbo-RMDQ), and pain intensity (BS-11), except for the cognition and getting along subscales. There was a weak (rs = 0.19) but statistically significant correlation between the cognition subscale of the Igbo-WHODAS and performance-based disability. There was no correlation between the getting along subscale of the Igbo-WHODAS and performance-based disability. This lack of association could be because the getting along with people subscale of the Igbo-WHODAS appears to reflect the psychosocial aspect of the biopsychosocial disability model whereas the back-performance scale measures the biomedical aspect of the biopsychosocial disability model. In contrast to the Igbo-WHODAS which fully captures the multidimensional biopsychosocial disability concept including impairments, activity limitations and participation restrictions, performance-based disability is impairment focused. Impairment represents abnormalities or loss of body structure and function and conceptualises disability at the level of the body only [1]. Impairment does not automatically imply disability, as people with impairment may not experience disability, or do so at varying levels depending on personal, physical and social barriers/facilitators in different contexts [39]. Evidence suggests that performance-based disability characterise impairment-focused biomedical variables (e.g. leg strength, leg velocity), whereas patient-reported disability represent both impairment and psychosocial aspects of disability [40]. This agrees with our findings showing the greatest correlations between Igbo-WHODAS, and its mobility, participation, and life activities subscales, with back pain specific disability (Igbo-RMDQ) and pain intensity (BS-11) which are patient-reported outcomes. Furthermore, these subscales represent the construct within back pain specific measures. Cognitive dysfunction may be less important than limitations in mobility, life activities (difficulties in performing specific actions, tasks or activities related to household activities and work/school activities) and participation (difficulties of individuals to participate in community activities within specific societies) in mobility-related disability in this population. As expected, the mobility subscale of the Igbo-WHODAS had one of the strongest correlations with the BPS which measures mobility-related disability [16]. These findings support the construct validity of the Igbo-WHODAS 2.0.
A seven-factor solution of the Igbo-WHODAS was produced similar to adaptations in European languages [37] and Chinese [38]; in contrast to the six factors in the original measure [15]. Most Igbo-WHODAS items loaded on their corresponding factor in the original measure except for participation. The participation subscale of the original WHODAS 2.0 (meant to reflect the impact of participants’ back pain on their participation in society) was the least precise with only two of the original eight items (‘drain on financial resources’ and ‘problem to family’) loading on factor 5. The other items in the original participation subscale loaded on all other factors except self-care. Differences could be due to high illiteracy resulting in high measurement error or different population characteristics, although the latter is more likely to be the case.
Factor 1 of the Igbo-WHODAS can be termed life activities, community involvement and functional independence factor as it reflects the difficulties participants may have in: performing daily household/work/school activities, joining in community activities, doing things or staying by oneself. The rural dwellers from whom the factor structure of the Igbo-WHODAS was derived were mostly involved in informal self-employed occupations within the community [12, 19, 22] which could explain why work activities, community involvement and staying/doing things for oneself loaded as one factor. Factor 2 of the Igbo-WHODAS can be retained as the getting along factor as in the original subscale. The additional loading of one item of the original participation subscale D6.3 and one item of the original cognition subscale D1.5 suggests that living with dignity due to the action of others and understanding what people say are key to people living with CLBP getting along with others in the community.
Factor 3 of the Igbo-WHODAS can be named mobility and concern factor since two additional items from the original participation subscale (time spent on back pain D6.4, and emotional effects of back pain D6.5) loaded on it. This suggests that participants are less likely to be mobile when they spend time worrying about their back pain. This concurs with qualitative results from this population showing that people with CLBP often spend time alone in bed thinking and worrying about their condition [19]. This explains why the two items ‘time spent on back pain’ and emotional effects of back pain are loaded together. The designation for factor 4 can be retained as cognition as in the original cognition subscale despite one of the original items (understanding what people say D1.5) loaded on the getting along factor. Understanding what people say may be more related to getting along with people than cognition in this population with CLBP.
Factor 5 can be termed financial impact as it had only two items (back pain drained financial resources D6.6 and back pain caused family problems D6.7), which were in the original participation subscale loading on it. Qualitative research evidence [19] from this population suggests that reduction of financial resources due to work-related disability from CLBP had a great negative effect on family relationships causing family problems as indicated by participant comments:
“…It means that you are not able to do the work that supports your existence. With that you will see that there will be no money, there will be no food until I recover and start going to work...’’ (P3, Male, aged 42 years). “…brings problems into the home...because the money isn’t enough…“(P17, Male, aged 46 years) [19].
Factor 6 is entitled self-care as in the original self-care subscale despite having one missing item (staying by yourself for a few days D3.4) that loaded on factor 1 (life activities, community involvement and functional independence factor). Notably, this item D3.4 in the original self-care subscale appears very similar to item D6.8 problem doing things by oneself for relaxation/pleasure in the original participation subscale. These concepts appear to belong to one construct and should be examined in future studies. Factor 7 can be seen as redundant as it had only one major item D6.2 (barriers and hindrances in the world around one due to back pain) from the original participation subscale. However, factor 7 had secondary loadings from two items, D6.3 (problem living with dignity due to attitudes/actions of others) and D4.2 (difficulties maintaining a friendship), both of which loaded primarily on factor 2 (getting along with people). This suggests that the barriers and hindrances that people with CLBP in rural Nigeria face in the world around them could be related to problems they have living with dignity due to attitudes/actions of others and difficulties maintaining a friendship. These findings require further exploration. Moreover, further research is required to confirm the factor structure of the Igbo-WHODAS.
The Igbo-WHODAS 2.0 did not have floor and ceiling effects. However, the floor effects observed in the cognition, self-care and getting along subscales could also mean that these are not the major domains affected in CLBP-disability in rural Nigeria where emphasis appear to be on pain intensity, mobility, work activities and participation in society [19, 22].
This study enabled the development of a valid and reliable generic measure of disability for Igbo speaking populations. This is important since non-English speaking rural Nigerians are often neglected clinically and during research despite having one of the highest disability rates. The demonstrated complexity of developing a valid and reliable measure for this population could be related to cultural, linguistic and literacy issues.
Despite acceptable validity and reliability levels, high sample variability and measurement errors were probably introduced by low literacy rates, interviewer- administration and data collection by several raters. This is important as MDC not only depends on the inherent measurement error of an instrument, but varies across populations and contexts [41, 42]. Hence, sensitivity-to-change studies of the Igbo-WHODAS 2.0 is required in populations of varying literacy levels, with single raters, and using more rigorous analysis such as receiver operating characteristic (ROC) curves, which includes patients’ own global impression of change [43]. Furthermore, these studies need to confirm the MDC of the Igbo-WHODAS, and determine the proportion of people that achieve it. Bilingual assessment of the agreement between the original WHODAS and Igbo-WHODAS 2.0, including item by item agreement in a population with adequate literacy levels to enable comprehension of the English and Igbo versions is also necessary.
The lack of rigorous investigation of item redundancy in this study can be explored in future studies. Redundancy could be demonstrated in terms of items that are too similar which spuriously inflate reliability [44], or items that are not applicable in this particular culture or population [45]. Reducing redundancy involves excluding items that are not applicable in a population following assessment by a team of content experts from a culture. Items rated by a single team member as irrelevant, or by two or more members as questionably relevant should be eliminated, whereas items obtaining one rating of questionable relevance should be reconsidered for inclusion. Re-assessment of internal consistency would then be needed when any item is removed from a measure to ensure that an acceptable Cronbach’s alpha (> 0.60) is maintained [45]. Following the elimination of redundancy, multi-group confirmatory factor analyses may be needed to compare and determine the factor structures with the best fit indices in rural Nigeria, assess if the same items assess the same construct in different populations in rural Nigeria, whether the items of a given factor are equally significant within different cultures in rural Nigeria or are too different; and if items are more biased towards some cultural groups than others. Using item response theory, items with different functioning may be eliminated so that groups are comparable, in which case the measure becomes somewhat different from the original or considered differently in separate groups to maintain equivalence between scores [44].
The acceptable internal consistency of the Igbo-WHODAS 2.0 suggest that items were sufficiently independent but were adequately similar. However, Principal Components Analysis (PCA), a data reduction technique which identifies and discards highly correlated items may be required in future studies involving the Igbo-WHODAS 2.0. As PCA is a large sample evaluation requiring at least five times the number of items in a questionnaire being analysed, a much larger sample size than the one used in this study will be required in future studies. This is more so when only a few items are expected to load onto each component, and when variable communalities (percentage of variance in an observed variable that is accounted for by the retained components) are low [46]. Furthermore, confirmatory factor analyses would require a sample size of at least 300 when there are only a few high factor loading scores (> 0.80) [47]. This should be the focus of future research.
Other strengths of this study include the validation of Igbo-WHODAS 2.0 with both self-reported and performance-based disability as well as pain intensity measures, with established correlations which are in line with the literature, supporting its validity.