Affective and Physical Symptom Experiences in Type 2 Diabetes: An Evaluation of Bidirectionality using Ecological Momentary Assessment and Qualitative Analysis
Description
Doctoral dissertation, PhD / Open Access
Abstract
Abstract
Background: Physical symptoms (SXS) are commonly reported among adults with type 2
diabetes (T2D) and have a significant impact on functioning and diabetes self-management.
Although there is evidence that symptom reporting and symptom attribution (SA) are closely
linked to the experience of negative affect (NA), the directionality of this relationship remains
unclear. This study used ecological momentary assessment (EMA) and qualitative interviewing
to evaluate potential bidirectional associations of NA with SXS and SA among adults with sub-
optimally controlled T2D.¶
Methods: The present study is a secondary analysis of EMA and qualitative data from a diverse
sample of adults with T2D (N = 61; Age = 55.6 (9.6 years); Women = 64.5%; Black = 61%;
Latino = 36%; HbA1c = 8.6(2.3)) that participated in a pilot study assessing affective states,
physical symptoms, and diabetes self-management behaviors 3-times daily over a 14-day period
via EMA. Path modeling (within same day) and cross-lagged path analyses (survey to survey,
day to day, over full study period) were used to evaluate directional relationships of total number
(range: 0-13) of SXS reported and subsequent levels of NA (range: 0-5), and vice-versa. SA was
evaluated used using 2 questions following reports of SXS which asked the extent to which
participants attributed their SXS to diabetes or diabetes medications on a scale of 0-4. Thematic
analysis was conducted to evaluate qualitative exit interviews, highlighting the potential impact
of NA, SXS, and SA from the patient perspective.¶
Results: The directional pathway from NA to SXS was shown to be significant on both the
same-day and lagged levels, in both fixed effects within-persons and between-persons analyses.
Same-day analyses demonstrated that, on a within-persons level, a 1-point increase in NA from
one’s personal mean was associated with a 0.42-point increase in subsequent physical symptom
experience within the same day (95% CI: 0.25-0.59, p <.01). Cross-lagged path analysis
demonstrated a 1-point increase in NA from one’s personal mean was associated with a 0.14-
point increase in subsequent symptom experience (95% CI: 0.03 - 0.25, p <.01). Similar trends
were found on the between-persons level. The directional pathway from SXS to NA was shown
to be significant for both same-day within-person fixed effects, and between-person fixed effects
levels. Same-day analyses demonstrated that, on a within-persons level, a 1-point increase in
SXS from one’s personal mean was associated with a 0.12-point increase in subsequent NA
within the same day (95% CI: 0.08 - 0.17, p <.01); on a between-persons level, a 1-point increase in SXS from one’s personal mean was associated with a 0.52-point increase in subsequent NA within the same day (95% CI: 0.31 - 0.69, p <.01). Day-level results indicate bidirectionality, with pathway significance identified in both the NA to SXS and SXS to NA directions. The NA to symptom attribution to T2D pathway was found to be significant as a 1-point increase in NA from one’s personal mean was associated with a 0.16-point increase in attribution score (95%CI: 0.01 - 0.32, p <.01) between-persons. Moderation analyses demonstrated that symptom attribution did not significantly moderate the relationship between symptom experience and NA, such that attributing symptoms to diabetes and/or diabetes medication was not predictive of a significant increase in NA. Qualitative analysis supported similar patterns to those observed in quantitative findings with participants reporting impactful connection between NA and SXS, though direct illustration of the bidirectional relationship between symptom experience and affect could not be concluded. ¶
Discussion: Results showed a bidirectional pathway between NA and SXS, on the day-level,
with the NA to SXS pathway further supported in cross-lagged analyses. Pathways illustrated
that an increase in NA was related to an increase in SXS as next time point both overtime and
within same day. The reverse relationship was seen within same day, but not overtime. The
salience of the relationships between NA and SXS was also observed through qualitative
analysis of exit interviews with participants. These findings from predominantly ethnic minority
adults with T2D largely supported hypotheses. If these associations are causal, these results
suggest that interventions that reduce negative affect would also reduce the experience of
physical symptoms and vice versa. Given prior evidence linking these NA and SXS to self-
management, functioning, and health outcomes in T2D, such interventions could have a
substantial impact. The current study’s findings contribute to the literature supporting
relationships among NA, SXS, and SA and also demonstrate the necessity for future research to
understand the complexities of influence among the examined variables to inform future
intervention design.
Permanent Link(s)
https://hdl.handle.net/20.500.12202/8329Citation
Fishman, S. R. (2022, May). Affective and Physical Symptom Experiences in Type 2 Diabetes: An Evaluation of Bidirectionality using Ecological Momentary Assessment and Qualitative Analysis (Publication No. 29260406) [Doctoral dissertation, Yeshiva University]. ProQuest Dissertations & Theses Global
*This is constructed from limited available data and may be imprecise.
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