Reserve-related activities and MRI metrics in multiple sclerosis patients and healthy controls: an observational study
Schwartz et al. BMC Neurology (2016) 16:108
DOI 10.1186/s12883-016-0624-1
RESEARCH ARTICLE
Open Access
Reserve-related activities and MRI metrics
in multiple sclerosis patients and healthy
controls: an observational study
Carolyn E. Schwartz1,2*, Michael G. Dwyer3,4, Ralph Benedict5, Bianca Weinstock-Guttman5, Niels P. Bergsland3,6,7,
Jei Li1,8, Murali Ramanathan5,9 and Robert Zivadinov3,5,10
Abstract
Background: To examine whether past and current reserve-related activities make the brain less susceptible to MS
pathology (i.e., lesions or disease-related atrophy).
Methods: This secondary analysis of a cohort study included 276 healthy controls (HC), and 65 clinically isolated
syndrome (CIS), 352 relapsing-remitting MS (RR) and 109 secondary- progressive MS (SPMS) patients. Past reserverelated activities comprised educational and occupational attainment. Current reserve-related activities comprised
strenuous and non-strenuous activities. MRI was performed on 3 T scanner. Regression and non-parametric analysis
examined relationships between MRI metrics and reserve-related activities.
Results: Multivariate models (HC as referent) revealed significant interactions in predicting strenuous reserve-related
activities with chronic lesion burden (for CIS), brain- (for RR & SPMS), subcortical- (for CIS, RR, & SPMS) and amygdala(for RR) volumes. Maximal Lifetime Brain Growth was higher for RR patients who engaged in running before and
after diagnosis, rather than only before or never. Residual Brain Volume was higher in RR patients who did
weights-exercise before and after diagnosis, as compared to only before.
Conclusions: Reserve-related activities are related to brain health cross-sectionally in all MS subgroups, and
longitudinally in RR patients. Consistent with reserve theory, RR patients who maintained strenuous activities had higher
Maximal Lifetime Brain Growth and Residual Brain Volume. The study’s limitations are discussed, including the potential
for recall bias and design limitations that preclude causal inference.
Background
A growing body of research suggests that reserve is a key
concept underlying resilience to neurological disease [1].
Conceptualized as a buffer between measurable disease
pathology and actual level of function, reserve can be
studied by investigating brain maintenance [2]. Maintenance theories emphasize neuro-protective mechanisms.
Current conceptualizations of reserve posit that past
enrichment activities and current stimulating leisure activities play an important role in helping an individual to
build and maintain reserve [3]. These “reserve-related activities” in theory bring both history and current activities
* Correspondence:
1
DeltaQuest Foundation, Inc, 31 Mitchell Road, Concord, MA 01742, USA
2
Departments of Medicine and Orthopaedic Surgery, Tufts University Medical
School, Boston, MA, USA
Full list of author information is available at the end of the article
into focus. In recent work, these activities are operationalized in terms of past activities (e.g., educational
and occupational attainment) and current activities that
are considered stimulating [4–7].
Recent research has documented a protective effect of
stimulating leisure activities [6] in a broad range of disability domains in multiple sclerosis (MS) [4], such as
physical, creative, intellectual, spiritual, and cultural enrichment. While both past and current reserve-related
activities had notable cross-sectional and longitudinal
associations with health and well-being, the current
activities trumped past activities in explaining variance
in health outcomes [4, 8]. Reserve-related activities provide a fundamental resource to the individual [9], and
are associated with better health habits, maintaining employment, and living independently [8]. Distinct from
different aspects of insight into one’s condition [10], high
© 2016 The Author(s). Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
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Schwartz et al. BMC Neurology (2016) 16:108
reserve-related activity engagement is associated with
underlying cognitive appraisal processes that focus on
the positive and more controllable aspects of their
condition [11].
Longitudinal data supported a significant buffering
effect of reserve, such that high-reserve individuals
showed slower disability progression over six years of
semi-annual follow-up [4]. These findings support the
idea that symptom burden worsens as damage to the
brain accumulates, and when reserve is exhausted, the
progressive stage of the disease begins [12]. To date,
however, very little research has addressed how these
reserve-related activities relate to MRI metrics of brain
health. Sumowski and colleagues reported that the negative effect of brain atrophy on information processing
efficiency was attenuated at higher levels of reserve operationalized as education, such that MS subjects with higher
levels of education were able to better withstand MS
neuropathology without suffering cognitive impairment
[13]. Further, early life enriching leisure activities were
found to be more protective against memory deficits than
cognitive inefficiency [14]. A retrospective analysis of
neuroimaging data suggested that recreational activities
protect against brain atrophy’s detrimental influence on
cognition [15].
All of these prior studies suffered from small samples
sizes and limited operationalizations of reserve or reserverelated activities. We thus sought to use a large and rich
data set to test the hypothesis that engaging in past or
current reserve-related activities will make the brain less
susceptible to MS pathology in the forms of lesions or
disease-related atrophy. The study data set includes a large
sample with MRI data, including a substantial reference
group of healthy controls who provide important referent
information for the multivariate analyses. It includes a
novel measure estimating residual brain volume, and
includes data on exercise that captured events and pattern
changes before and after MS diagnosis. Building on an
initial descriptive study of differences in reserve-related
activities between healthy individuals and people with MS,
the present work examines how these reserve-related
activities relate to MRI metrics of Maximal Lifetime Brain
Growth and Residual Brain Volume.
Methods
Sample
This secondary analysis utilized data from an ongoing
prospective study of cardiovascular, environmental and
genetic risk factors (...truncated)