Brain Under Fatigue - Can Perceived Fatigability in Multiple Sclerosis Be Seen on the Level of Functional Brain Network Architecture?
Fatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural underpinnings of physical and mental fatigue in MS are still vague. The aim of our study was to investigate the functional architecture of resting-state...
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Published in | Frontiers in human neuroscience Vol. 16; p. 852981 |
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Main Authors | , , , , , , , , , , |
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Abstract | Fatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural underpinnings of physical and mental fatigue in MS are still vague. The aim of our study was to investigate the functional architecture of resting-state networks associated with fatigue in patients with MS.
The sum of 107 high-functioning patients underwent a resting-state scanning session and filled out the 9-item Fatigue Severity Scale (FSS). Based on the FSS score, we identified patients with different levels of fatigue using the cluster analysis. The low-fatigue group consisted of
= 53 subjects, while the high-fatigue group
= 48. The neuroimaging data were analyzed in terms of functional connectivity (FC) between various resting-state networks as well as amplitude of low-frequency fluctuation (ALFF) and fractional amplitude of low-frequency fluctuations (fALFF).
Two-sample
-test revealed between-group differences in FC of posterior salience network (SN). No differences occurred in default mode network (DMN) and sensorimotor network (SMN). Moreover, differences in fALFF were shown in the right middle frontal gyrus and right superior frontal gyrus, however, no ALFF differences took place.
Current study revealed significant functional network (FN) architecture between-group differences associated with fatigue. Present results suggest the higher level of fatigue is related to deficits in awareness as well as higher interoceptive awareness and nociception. |
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AbstractList | Fatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural underpinnings of physical and mental fatigue in MS are still vague. The aim of our study was to investigate the functional architecture of resting-state networks associated with fatigue in patients with MS.
The sum of 107 high-functioning patients underwent a resting-state scanning session and filled out the 9-item Fatigue Severity Scale (FSS). Based on the FSS score, we identified patients with different levels of fatigue using the cluster analysis. The low-fatigue group consisted of
= 53 subjects, while the high-fatigue group
= 48. The neuroimaging data were analyzed in terms of functional connectivity (FC) between various resting-state networks as well as amplitude of low-frequency fluctuation (ALFF) and fractional amplitude of low-frequency fluctuations (fALFF).
Two-sample
-test revealed between-group differences in FC of posterior salience network (SN). No differences occurred in default mode network (DMN) and sensorimotor network (SMN). Moreover, differences in fALFF were shown in the right middle frontal gyrus and right superior frontal gyrus, however, no ALFF differences took place.
Current study revealed significant functional network (FN) architecture between-group differences associated with fatigue. Present results suggest the higher level of fatigue is related to deficits in awareness as well as higher interoceptive awareness and nociception. Background: Fatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural underpinnings of physical and mental fatigue in MS are still vague. The aim of our study was to investigate the functional architecture of resting-state networks associated with fatigue in patients with multiple sclerosis. Methods: The sum of 107 high-functioning patients underwent a resting-state scanning session and filled out the 9-item Fatigue Severity Scale. Based on the FSS score, we identified patients with different levels of fatigue using the cluster analysis. The low-fatigue group consisted of n=53 subjects, while the high-fatigue group n=48. The neuroimaging data were analyzed in terms of Functional Connectivity between various resting-state networks as well as Amplitude of Low-Frequency Fluctuation and Fractional ALFF. Results: Two-sample t-test revealed between-group differences in FC of posterior Salience Network. No differences occurred in Default Mode Network and Sensorimotor Network. Moreover, differences in fALFF were shown in the right middle frontal gyrus and right superior frontal gyrus, however, no ALFF differences took place. Conclusions: Current study revealed significant functional network architecture between-group differences associated with fatigue. Present results suggest the higher level of fatigue is related to deficits in awareness as well as higher interoceptive awareness and nociception. BackgroundFatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural underpinnings of physical and mental fatigue in MS are still vague. The aim of our study was to investigate the functional architecture of resting-state networks associated with fatigue in patients with MS. MethodsThe sum of 107 high-functioning patients underwent a resting-state scanning session and filled out the 9-item Fatigue Severity Scale (FSS). Based on the FSS score, we identified patients with different levels of fatigue using the cluster analysis. The low-fatigue group consisted of n = 53 subjects, while the high-fatigue group n = 48. The neuroimaging data were analyzed in terms of functional connectivity (FC) between various resting-state networks as well as amplitude of low-frequency fluctuation (ALFF) and fractional amplitude of low-frequency fluctuations (fALFF). ResultsTwo-sample t-test revealed between-group differences in FC of posterior salience network (SN). No differences occurred in default mode network (DMN) and sensorimotor network (SMN). Moreover, differences in fALFF were shown in the right middle frontal gyrus and right superior frontal gyrus, however, no ALFF differences took place. ConclusionCurrent study revealed significant functional network (FN) architecture between-group differences associated with fatigue. Present results suggest the higher level of fatigue is related to deficits in awareness as well as higher interoceptive awareness and nociception. Background Fatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural underpinnings of physical and mental fatigue in MS are still vague. The aim of our study was to investigate the functional architecture of resting-state networks associated with fatigue in patients with MS. Methods The sum of 107 high-functioning patients underwent a resting-state scanning session and filled out the 9-item Fatigue Severity Scale (FSS). Based on the FSS score, we identified patients with different levels of fatigue using the cluster analysis. The low-fatigue group consisted of n = 53 subjects, while the high-fatigue group n = 48. The neuroimaging data were analyzed in terms of functional connectivity (FC) between various resting-state networks as well as amplitude of low-frequency fluctuation (ALFF) and fractional amplitude of low-frequency fluctuations (fALFF). Results Two-sample t -test revealed between-group differences in FC of posterior salience network (SN). No differences occurred in default mode network (DMN) and sensorimotor network (SMN). Moreover, differences in fALFF were shown in the right middle frontal gyrus and right superior frontal gyrus, however, no ALFF differences took place. Conclusion Current study revealed significant functional network (FN) architecture between-group differences associated with fatigue. Present results suggest the higher level of fatigue is related to deficits in awareness as well as higher interoceptive awareness and nociception. |
Author | Wnuk, Marcin Slowik, Agnieszka Fafrowicz, Magdalena Nowak, Klaudia Marona, Monika Zyrkowska, Aleksandra Marek, Tadeusz Ceglarek, Anna Sobczak, Anna Maria Zur-Wyrozumska, Kamila Bohaterewicz, Bartosz |
AuthorAffiliation | 1 Department of Cognitive Neuroscience and Neuroergonomics, Institute of Applied Psychology, Jagiellonian University , Kraków , Poland 2 Department of Psychology of Individual Differences, Psychological Diagnosis, and Psychometrics, Institute of Psychology, University of Social Sciences and Humanities , Warsaw , Poland 6 Department of Neurology, 5th Military Hospital , Kraków , Poland 4 Department of Neurology, University Hospital in Krakow , Kraków , Poland 5 Department of Medical Education, Jagiellonian University Medical College , Kraków , Poland 3 Department of Neurology, Jagiellonian University Collegium Medicum , Kraków , Poland |
AuthorAffiliation_xml | – name: 4 Department of Neurology, University Hospital in Krakow , Kraków , Poland – name: 5 Department of Medical Education, Jagiellonian University Medical College , Kraków , Poland – name: 3 Department of Neurology, Jagiellonian University Collegium Medicum , Kraków , Poland – name: 1 Department of Cognitive Neuroscience and Neuroergonomics, Institute of Applied Psychology, Jagiellonian University , Kraków , Poland – name: 2 Department of Psychology of Individual Differences, Psychological Diagnosis, and Psychometrics, Institute of Psychology, University of Social Sciences and Humanities , Warsaw , Poland – name: 6 Department of Neurology, 5th Military Hospital , Kraków , Poland |
Author_xml | – sequence: 1 givenname: Anna Maria surname: Sobczak fullname: Sobczak, Anna Maria organization: Department of Cognitive Neuroscience and Neuroergonomics, Institute of Applied Psychology, Jagiellonian University, Kraków, Poland – sequence: 2 givenname: Bartosz surname: Bohaterewicz fullname: Bohaterewicz, Bartosz organization: Department of Psychology of Individual Differences, Psychological Diagnosis, and Psychometrics, Institute of Psychology, University of Social Sciences and Humanities, Warsaw, Poland – sequence: 3 givenname: Anna surname: Ceglarek fullname: Ceglarek, Anna organization: Department of Cognitive Neuroscience and Neuroergonomics, Institute of Applied Psychology, Jagiellonian University, Kraków, Poland – sequence: 4 givenname: Aleksandra surname: Zyrkowska fullname: Zyrkowska, Aleksandra organization: Department of Cognitive Neuroscience and Neuroergonomics, Institute of Applied Psychology, Jagiellonian University, Kraków, Poland – sequence: 5 givenname: Magdalena surname: Fafrowicz fullname: Fafrowicz, Magdalena organization: Department of Cognitive Neuroscience and Neuroergonomics, Institute of Applied Psychology, Jagiellonian University, Kraków, Poland – sequence: 6 givenname: Agnieszka surname: Slowik fullname: Slowik, Agnieszka organization: Department of Neurology, University Hospital in Krakow, Kraków, Poland – sequence: 7 givenname: Marcin surname: Wnuk fullname: Wnuk, Marcin organization: Department of Neurology, University Hospital in Krakow, Kraków, Poland – sequence: 8 givenname: Monika surname: Marona fullname: Marona, Monika organization: Department of Neurology, University Hospital in Krakow, Kraków, Poland – sequence: 9 givenname: Klaudia surname: Nowak fullname: Nowak, Klaudia organization: Department of Neurology, University Hospital in Krakow, Kraków, Poland – sequence: 10 givenname: Kamila surname: Zur-Wyrozumska fullname: Zur-Wyrozumska, Kamila organization: Department of Neurology, 5th Military Hospital, Kraków, Poland – sequence: 11 givenname: Tadeusz surname: Marek fullname: Marek, Tadeusz organization: Department of Cognitive Neuroscience and Neuroergonomics, Institute of Applied Psychology, Jagiellonian University, Kraków, Poland |
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CitedBy_id | crossref_primary_10_1007_s10548_024_01053_3 crossref_primary_10_1016_j_neurobiolaging_2023_03_006 crossref_primary_10_1038_s41598_023_40327_x |
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Copyright | Copyright © 2022 Sobczak, Bohaterewicz, Ceglarek, Zyrkowska, Fafrowicz, Slowik, Wnuk, Marona, Nowak, Zur-Wyrozumska and Marek. 2022. This work is licensed under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. Copyright © 2022 Sobczak, Bohaterewicz, Ceglarek, Zyrkowska, Fafrowicz, Slowik, Wnuk, Marona, Nowak, Zur-Wyrozumska and Marek. 2022 Sobczak, Bohaterewicz, Ceglarek, Zyrkowska, Fafrowicz, Slowik, Wnuk, Marona, Nowak, Zur-Wyrozumska and Marek |
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Keywords | multiple sclerosis (MS) functional network (FN) ALFF/fALFF fatigue resting-state fMRI (rs-fMRI) |
Language | English |
License | Copyright © 2022 Sobczak, Bohaterewicz, Ceglarek, Zyrkowska, Fafrowicz, Slowik, Wnuk, Marona, Nowak, Zur-Wyrozumska and Marek. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
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Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 Edited by: Cornelia Laule, University of British Columbia, Canada Reviewed by: Thorsten Rudroff, The University of Iowa, United States; Panagiotis G. Simos, University of Crete, Greece This article was submitted to Brain Health and Clinical Neuroscience, a section of the journal Frontiers in Human Neuroscience |
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Snippet | Fatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural... Background Fatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural... Background: Fatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural... BackgroundFatigue is one of the most common symptoms of multiple sclerosis (MS), significantly affecting the functioning of the patients. However, the neural... |
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SubjectTerms | ALFF/fALFF Brain architecture Brain research Fatigue Frontal gyrus functional network (FN) Human Neuroscience Immune system Multiple sclerosis multiple sclerosis (MS) Neural networks Neuroimaging Pain perception Questionnaires resting-state fMRI (rs-fMRI) Sensorimotor system |
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Title | Brain Under Fatigue - Can Perceived Fatigability in Multiple Sclerosis Be Seen on the Level of Functional Brain Network Architecture? |
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