Effects of an Oral Contraceptive on Dynamic Brain States and Network Modularity in a Serial Single-Subject Study
Hormonal contraceptive drugs are used by adolescent and adult women worldwide. Increasing evidence from human neuroimaging research indicates that oral contraceptives can alter regional functional brain connectivity and brain chemistry. However, questions remain regarding static whole-brain and dyna...
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Published in | Frontiers in neuroscience Vol. 16; p. 855582 |
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Main Authors | , , , , , , |
Format | Journal Article |
Language | English |
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14.06.2022
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Abstract | Hormonal contraceptive drugs are used by adolescent and adult women worldwide. Increasing evidence from human neuroimaging research indicates that oral contraceptives can alter regional functional brain connectivity and brain chemistry. However, questions remain regarding static whole-brain and dynamic network-wise functional connectivity changes. A healthy woman (23 years old) was scanned every day over 30 consecutive days during a naturally occurring menstrual cycle and again a year later while using a combined hormonal contraceptive. Here we calculated graph theory-derived, whole-brain, network-level measures (modularity and system segregation) and global brain connectivity (characteristic path length) as well as dynamic functional brain connectivity using Leading Eigenvector Dynamic Analysis and diametrical clustering. These metrics were calculated for each scan session during the serial sampling periods to compare metrics between the subject’s natural and contraceptive cycles. Modularity, system segregation, and characteristic path length were statistically significantly higher across the natural compared to contraceptive cycle scans. We also observed a shift in the prevalence of two discrete brain states when using the contraceptive. Our results suggest a more network-structured brain connectivity architecture during the natural cycle, whereas oral contraceptive use is associated with a generally increased connectivity structure evidenced by lower characteristic path length. The results of this repeated, single-subject analysis allude to the possible effects of oral contraceptives on brain-wide connectivity, which should be evaluated in a cohort to resolve the extent to which these effects generalize across the population and the possible impact of a year-long period between conditions. |
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AbstractList | Hormonal contraceptive drugs are used by adolescent and adult women worldwide. Increasing evidence from human neuroimaging research indicates that oral contraceptives can alter regional functional brain connectivity and brain chemistry. However, questions remain regarding static whole-brain and dynamic network-wise functional connectivity changes. A healthy woman (23 years old) was scanned every day over 30 consecutive days during a naturally occurring menstrual cycle and again a year later while using a combined hormonal contraceptive. Here we calculated graph theory-derived, whole-brain, network-level measures (modularity and system segregation) and global brain connectivity (characteristic path length) as well as dynamic functional brain connectivity using Leading Eigenvector Dynamic Analysis and diametrical clustering. These metrics were calculated for each scan session during the serial sampling periods to compare metrics between the subject’s natural and contraceptive cycles. Modularity, system segregation, and characteristic path length were statistically significantly higher across the natural compared to contraceptive cycle scans. We also observed a shift in the prevalence of two discrete brain states when using the contraceptive. Our results suggest a more network-structured brain connectivity architecture during the natural cycle, whereas oral contraceptive use is associated with a generally increased connectivity structure evidenced by lower characteristic path length. The results of this repeated, single-subject analysis allude to the possible effects of oral contraceptives on brain-wide connectivity, which should be evaluated in a cohort to resolve the extent to which these effects generalize across the population and the possible impact of a year-long period between conditions. Hormonal contraceptive drugs are used by adolescent and adult women worldwide. Increasing evidence from human neuroimaging research indicates that oral contraceptives can alter regional functional brain connectivity and brain chemistry. However, questions remain regarding static whole-brain and dynamic network-wise functional connectivity changes. A healthy woman (23 years old) was scanned every day over 30 consecutive days during a naturally occurring menstrual cycle and again a year later while using a combined hormonal contraceptive. Here we calculated graph theory-derived, whole-brain, network-level measures (modularity and system segregation) and global brain connectivity (characteristic path length) as well as dynamic functional brain connectivity using Leading Eigenvector Dynamic Analysis and diametrical clustering. These metrics were calculated for each scan session during the serial sampling periods to compare metrics between the subject's natural and contraceptive cycles. Modularity, system segregation, and characteristic path length were statistically significantly higher across the natural compared to contraceptive cycle scans. We also observed a shift in the prevalence of two discrete brain states when using the contraceptive. Our results suggest a more network-structured brain connectivity architecture during the natural cycle, whereas oral contraceptive use is associated with a generally increased connectivity structure evidenced by lower characteristic path length. The results of this repeated, single-subject analysis allude to the possible effects of oral contraceptives on brain-wide connectivity, which should be evaluated in a cohort to resolve the extent to which these effects generalize across the population and the possible impact of a year-long period between conditions.Hormonal contraceptive drugs are used by adolescent and adult women worldwide. Increasing evidence from human neuroimaging research indicates that oral contraceptives can alter regional functional brain connectivity and brain chemistry. However, questions remain regarding static whole-brain and dynamic network-wise functional connectivity changes. A healthy woman (23 years old) was scanned every day over 30 consecutive days during a naturally occurring menstrual cycle and again a year later while using a combined hormonal contraceptive. Here we calculated graph theory-derived, whole-brain, network-level measures (modularity and system segregation) and global brain connectivity (characteristic path length) as well as dynamic functional brain connectivity using Leading Eigenvector Dynamic Analysis and diametrical clustering. These metrics were calculated for each scan session during the serial sampling periods to compare metrics between the subject's natural and contraceptive cycles. Modularity, system segregation, and characteristic path length were statistically significantly higher across the natural compared to contraceptive cycle scans. We also observed a shift in the prevalence of two discrete brain states when using the contraceptive. Our results suggest a more network-structured brain connectivity architecture during the natural cycle, whereas oral contraceptive use is associated with a generally increased connectivity structure evidenced by lower characteristic path length. The results of this repeated, single-subject analysis allude to the possible effects of oral contraceptives on brain-wide connectivity, which should be evaluated in a cohort to resolve the extent to which these effects generalize across the population and the possible impact of a year-long period between conditions. |
Author | Larsen, Søren Vinther McCulloch, Drummond E-Wen Bruzzone, Silvia Elisabetta Portis Fisher, Patrick MacDonald Jensen, Kristian Høj Reveles Olsen, Anders Stevnhoved Frokjaer, Vibe Gedsoe |
AuthorAffiliation | 2 Psychiatric Center Copenhagen , Copenhagen , Denmark 4 Department of Applied Mathematics and Computer Science, DTU Compute , Kongens Lyngby , Denmark 3 Faculty of Health and Medical Sciences, University of Copenhagen , Copenhagen , Denmark 1 Neurobiology Research Unit, Copenhagen University Hospital Rigshospitalet , Copenhagen , Denmark |
AuthorAffiliation_xml | – name: 2 Psychiatric Center Copenhagen , Copenhagen , Denmark – name: 4 Department of Applied Mathematics and Computer Science, DTU Compute , Kongens Lyngby , Denmark – name: 1 Neurobiology Research Unit, Copenhagen University Hospital Rigshospitalet , Copenhagen , Denmark – name: 3 Faculty of Health and Medical Sciences, University of Copenhagen , Copenhagen , Denmark |
Author_xml | – sequence: 1 givenname: Kristian Høj Reveles surname: Jensen fullname: Jensen, Kristian Høj Reveles – sequence: 2 givenname: Drummond E-Wen surname: McCulloch fullname: McCulloch, Drummond E-Wen – sequence: 3 givenname: Anders Stevnhoved surname: Olsen fullname: Olsen, Anders Stevnhoved – sequence: 4 givenname: Silvia Elisabetta Portis surname: Bruzzone fullname: Bruzzone, Silvia Elisabetta Portis – sequence: 5 givenname: Søren Vinther surname: Larsen fullname: Larsen, Søren Vinther – sequence: 6 givenname: Patrick MacDonald surname: Fisher fullname: Fisher, Patrick MacDonald – sequence: 7 givenname: Vibe Gedsoe surname: Frokjaer fullname: Frokjaer, Vibe Gedsoe |
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Copyright | Copyright © 2022 Jensen, McCulloch, Olsen, Bruzzone, Larsen, Fisher and Frokjaer. Copyright © 2022 Jensen, McCulloch, Olsen, Bruzzone, Larsen, Fisher and Frokjaer. 2022 Jensen, McCulloch, Olsen, Bruzzone, Larsen, Fisher and Frokjaer |
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Keywords | hormonal contraceptive dynamic functional connectivity (dFC) menstrual cycle brain modularity functional magnetic resonance imaging (fMRI) oral contraceptive (OC) functional connectivity (FC) steroid hormones |
Language | English |
License | Copyright © 2022 Jensen, McCulloch, Olsen, Bruzzone, Larsen, Fisher and Frokjaer. 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 This article was submitted to Neuroendocrine Science, a section of the journal Frontiers in Neuroscience Reviewed by: Carme Uribe, University of Toronto, Canada; Elizabeth Hampson, University of Western Ontario, Canada Edited by: Esmeralda Hidalgo-Lopez, University of Salzburg, Austria These authors have contributed equally to this work and share first authorship |
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Title | Effects of an Oral Contraceptive on Dynamic Brain States and Network Modularity in a Serial Single-Subject Study |
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