Skip to main content
Top
Published in: Neurology and Therapy 4/2023

Open Access 13-06-2023 | Multiple Sclerosis | ORIGINAL RESEARCH

Dietary Patterns and Their Associations with Symptom Levels Among People with Multiple Sclerosis: A Real-World Digital Study

Authors: Lasse Skovgaard, Philipp Trénel, Katrine Westergaard, Astrid Karnøe Knudsen

Published in: Neurology and Therapy | Issue 4/2023

Login to get access

Abstract

Introduction

The objective of the study was to investigate long-term food intake patterns and establish possible associations between the inferred dietary habits and levels of reported symptoms among people with multiple sclerosis (MS) in Denmark.

Methods

The present study was designed as a prospective cohort study. Participants were invited to register daily food intake and MS symptoms and were observed during a period of 100 days. Dropout and inclusion probabilities were addressed using generalized linear models. Dietary clusters were identified among 163 participants using hierarchical clustering on principal component scores. Associations between the dietary clusters and the levels of self-assessed MS symptoms were estimated using inverse probability weighting. Furthermore, the effect of a person’s position on the first and second principal dietary component axis on symptom burden was investigated.

Results

Three dietary clusters were identified: a Western dietary cluster, a plant-rich dietary cluster and a varied dietary cluster. Analyses further indicated a vegetables-fish-fruit-whole grain axis and a red-meat-processed-meat axis. The plant-rich dietary cluster showed reduction in symptom burden in nine pre-defined MS symptoms compared to the Western dietary cluster (between 19 and 90% reduction). This reduction was significant for pain and bladder dysfunction as well as across all nine symptoms (pooled p value = 0.012). Related to the two dietary axes, high intake of vegetables resulted in 32–74% reduction in symptom burden compared to low levels of vegetable intake. Across symptoms, this was significant (pooled p value = 0.015), also regarding walking difficulty and fatigue.

Conclusions

Three dietary clusters were identified. Compared to levels of self-assessed MS-related symptoms, and adjusted for potential confounders, the results suggested less symptom burden with increased intake of vegetables. Although the research design limits the possibilities of establishing causal inference, the results indicate that general guidelines for healthy diet may be relevant as a tool in coping with MS symptoms.
Appendix
Available only for authorised users
Literature
4.
go back to reference Skovgaard L. Use and users of complementary and alternative medicine among people with multiple sclerosis in Denmark. Dan Med J. 2016;63(1):B5159.PubMed Skovgaard L. Use and users of complementary and alternative medicine among people with multiple sclerosis in Denmark. Dan Med J. 2016;63(1):B5159.PubMed
18.
go back to reference Black LJ, Baker K, Ponsonby A-L, van der Mei I, Lucas RM, Pereira G. A higher Mediterranean diet score, including unprocessed red meat, is associated with reduced risk of central nervous system demyelination in a case-control study of Australian adults. J Nutr. 2019;149(8):1385–92. https://doi.org/10.1093/jn/nxz089.CrossRefPubMed Black LJ, Baker K, Ponsonby A-L, van der Mei I, Lucas RM, Pereira G. A higher Mediterranean diet score, including unprocessed red meat, is associated with reduced risk of central nervous system demyelination in a case-control study of Australian adults. J Nutr. 2019;149(8):1385–92. https://​doi.​org/​10.​1093/​jn/​nxz089.CrossRefPubMed
29.
32.
go back to reference Cordeiro F, et al. Barriers and negative nudges: exploring challenges in food journaling. In: Proceedings of the 33rd annual ACM conference on human factors in computing systems—CHI ’15, Seoul. Republic of Korea: ACM Press, pp. 1159–1162 (2015). https://doi.org/10.1145/2702123.2702155 Cordeiro F, et al. Barriers and negative nudges: exploring challenges in food journaling. In: Proceedings of the 33rd annual ACM conference on human factors in computing systems—CHI ’15, Seoul. Republic of Korea: ACM Press, pp. 1159–1162 (2015). https://​doi.​org/​10.​1145/​2702123.​2702155
47.
54.
go back to reference Karnoe AK, Kayser L, Skovgaard L. Development and feasibility test of a scale assessing self-reported scale for assessing symptoms and functions in multiple sclerosis. Manuscript. Karnoe AK, Kayser L, Skovgaard L. Development and feasibility test of a scale assessing self-reported scale for assessing symptoms and functions in multiple sclerosis. Manuscript.
58.
go back to reference Meyer A, Spielmann L, Séverac F. ‘On how to not misuse hierarchical clustering on principal components to define clinically meaningful patient subgroups. Response to: “On using machine learning algorithms to define clinical meaningful patient subgroups” by Pinal-Fernandez and Mammen. Ann Rheum Dis. 2020;79(10):e129. https://doi.org/10.1136/annrheumdis-2019-215868.CrossRefPubMed Meyer A, Spielmann L, Séverac F. ‘On how to not misuse hierarchical clustering on principal components to define clinically meaningful patient subgroups. Response to: “On using machine learning algorithms to define clinical meaningful patient subgroups” by Pinal-Fernandez and Mammen. Ann Rheum Dis. 2020;79(10):e129. https://​doi.​org/​10.​1136/​annrheumdis-2019-215868.CrossRefPubMed
59.
go back to reference Charrad M, Ghazzali N, Boiteau V, Niknafs A. NbClust: an R package for determining the relevant number of clusters in a data set. J Stat Softw. 2014;61:1–36.CrossRef Charrad M, Ghazzali N, Boiteau V, Niknafs A. NbClust: an R package for determining the relevant number of clusters in a data set. J Stat Softw. 2014;61:1–36.CrossRef
60.
go back to reference Brumback BA. Fundamentals of causal inference, with R, vol. New York: CRC Press; 2022. Brumback BA. Fundamentals of causal inference, with R, vol. New York: CRC Press; 2022.
62.
go back to reference Shipley B. Cause and correlation in biology: a user’s guide to path analysis, structural equations and causal inference with R. Cambridge: Cambridge University Press; 2016.CrossRef Shipley B. Cause and correlation in biology: a user’s guide to path analysis, structural equations and causal inference with R. Cambridge: Cambridge University Press; 2016.CrossRef
65.
go back to reference Cinar O, Viechtbauer W. The poolr package for combining independent and dependent p values. J Stat Softw. 2022;101:1–42.CrossRef Cinar O, Viechtbauer W. The poolr package for combining independent and dependent p values. J Stat Softw. 2022;101:1–42.CrossRef
69.
go back to reference Lee JE, Titcomb TJ, Bisht B, Rubenstein LM, Louison R, Wahls TL. A modified MCT-based ketogenic diet increases plasma β-hydroxybutyrate but has less effect on fatigue and quality of life in people with multiple sclerosis compared to a modified paleolithic diet: a waitlist-controlled, randomized pilot study. J Am Coll Nutr. 2020. https://doi.org/10.1080/07315724.2020.1734988.CrossRefPubMed Lee JE, Titcomb TJ, Bisht B, Rubenstein LM, Louison R, Wahls TL. A modified MCT-based ketogenic diet increases plasma β-hydroxybutyrate but has less effect on fatigue and quality of life in people with multiple sclerosis compared to a modified paleolithic diet: a waitlist-controlled, randomized pilot study. J Am Coll Nutr. 2020. https://​doi.​org/​10.​1080/​07315724.​2020.​1734988.CrossRefPubMed
85.
go back to reference Ayobi A. Informing the design of personal informatics technologies for unpredictable chronic conditions. In: Extended abstracts of the 2018 CHI conference on human factors in computing systems, Montreal, QC, Canada: ACM, Apr. 2018, pp. 1–4. https://doi.org/10.1145/3170427.3173025. Ayobi A. Informing the design of personal informatics technologies for unpredictable chronic conditions. In: Extended abstracts of the 2018 CHI conference on human factors in computing systems, Montreal, QC, Canada: ACM, Apr. 2018, pp. 1–4. https://​doi.​org/​10.​1145/​3170427.​3173025.
86.
go back to reference van Oirschoti P, et al. Self-monitoring of mobility, signal processing speed, physical activity and sleep by persons with multiple sclerosis. 2018. van Oirschoti P, et al. Self-monitoring of mobility, signal processing speed, physical activity and sleep by persons with multiple sclerosis. 2018.
87.
Metadata
Title
Dietary Patterns and Their Associations with Symptom Levels Among People with Multiple Sclerosis: A Real-World Digital Study
Authors
Lasse Skovgaard
Philipp Trénel
Katrine Westergaard
Astrid Karnøe Knudsen
Publication date
13-06-2023
Publisher
Springer Healthcare
Published in
Neurology and Therapy / Issue 4/2023
Print ISSN: 2193-8253
Electronic ISSN: 2193-6536
DOI
https://doi.org/10.1007/s40120-023-00505-5

Other articles of this Issue 4/2023

Neurology and Therapy 4/2023 Go to the issue