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 inFrontiers in neuroscience Vol. 16; p. 855582
Main Authors Jensen, Kristian Høj Reveles, McCulloch, Drummond E-Wen, Olsen, Anders Stevnhoved, Bruzzone, Silvia Elisabetta Portis, Larsen, Søren Vinther, Fisher, Patrick MacDonald, Frokjaer, Vibe Gedsoe
Format Journal Article
LanguageEnglish
Published Switzerland Frontiers Media S.A 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.
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
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Cites_doi 10.1016/j.neuroimage.2011.03.069
10.1001/jamapsychiatry.2016.2387
10.1016/j.cobeha.2018.06.015
10.1038/srep32833
10.1038/nrn3214
10.1016/j.cub.2014.08.024
10.1007/s11920-021-01286-0
10.1016/j.nicl.2021.102570
10.1002/14651858.cd011054.pub2
10.1016/j.pnpbp.2021.110401
10.1007/s11682-021-00561-1
10.3389/fpubh.2018.00141
10.1016/j.pnpbp.2018.01.021
10.1371/journal.pone.0068910
10.1016/j.yhbeh.2020.104849
10.1067/s0022-3476(03)00400-1
10.1016/j.jad.2021.07.078
10.1177/0024363918816683
10.3389/fnins.2021.753820
10.1007/s00737-021-01187-4
10.1016/j.neuroimage.2009.12.011
10.1016/j.jadohealth.2008.06.006
10.1146/annurev-psych-122414-033634
10.1101/2021.12.17.21267992
10.1073/pnas.1900390116
10.1097/AOG.0000000000003473
10.3389/fnins.2015.00044
10.1073/pnas.2005531117
10.1016/j.brainres.2014.11.025
10.1016/j.neuroimage.2009.10.003
10.3389/fpsyg.2020.556577
10.1523/jneurosci.2965-15.2016
10.1101/2021.07.29.453892
10.1016/j.tics.2016.11.005
10.1111/j.1600-0412.2011.01333.x
10.1016/j.cobeha.2021.01.012
10.1093/cercor/bhx179
10.1016/j.physbeh.2017.07.012
10.1016/j.jad.2021.01.088
10.3389/fneur.2015.00007
10.2147/oajc.s183193
10.1016/j.neuroimage.2016.12.061
10.1371/journal.pone.0194773
10.1016/j.socscimed.2021.114247
10.1016/j.neuroimage.2020.117091
10.1016/j.neuroimage.2020.117125
10.3389/fnins.2015.00037
10.1002/jnr.24632
10.1177/1073858416667720
10.1038/s41598-017-05425-7
10.1111/acps.13211
10.1016/j.ajog.2009.07.061
10.1111/jcpp.13115
10.1177/2042098614548857
10.1016/j.yhbeh.2020.104782
10.1016/j.yfrne.2020.100878
10.1111/jcpp.13476
10.1007/978-3-319-24277-4
10.1177/0956797620916786
10.1152/jn.00338.2011
10.1016/j.contraception.2020.06.008
10.1016/j.neuroimage.2015.04.065
10.1093/bioinformatics/btg209
10.3389/fnhum.2014.00204
10.1089/brain.2015.0407
10.1016/j.jad.2021.08.120
10.1073/pnas.1415122111
10.1007/s11920-019-1095-z
10.1162/netn_a_00169
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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
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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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References Pletzer (B45) 2017; 179
Green (B27) 2022; 25
Olsen (B40) 2021
Anderl (B4) 2021; 63
Cabral (B14) 2017; 7
Beliveau (B10) 2015; 116
Iversen (B31) 2020; 102
Keenan (B32) 2018; 85
Brynhildsen (B12) 2014; 5
Arnone (B6) 2018; 84
Pritschet (B50); 40
Yan (B69) 2019; 116
Elliott (B23) 2020; 31
Roach (B54) 2015; 2015
Cahill (B15) 2018; 23
Montoya (B38) 2017; 21
Sharma (B61) 2020; 126
Pletzer (B44) 2016; 6
Chu (B18) 2021; 16
Esfahlani (B24) 2020; 117
Pinkerton (B43) 2010; 202
Rubinov (B58) 2011; 56
Skovlund (B62) 2016; 73
(B1) 2019; 134
Dan (B20) 2020; 124
Guen (B29) 2021; 284
Guo (B30) 2021; 284
Chang (B17) 2009; 50
Pinheiro (B42) 2021
Levitt (B35) 2003; 143
Yun (B71) 2021; 111
Xia (B67) 2013; 8
Xu (B68) 2021; 295
Preti (B48) 2016; 160
Pritschet (B51)
Dubol (B22) 2020; 60
Taylor (B64) 2020; 220
Sporns (B63) 2016; 67
Cohen (B19) 2016; 36
Mueller (B39) 2021; 5
Amoozegar (B2) 2015; 6
Brønnick (B11) 2020; 11
Rohatgi (B55) 2021
Tozzi (B65) 2021; 30
Kuehner (B33) 2021; 23
(B37) 2021
Barth (B8) 2015; 9
Greenwell (B28) 2021
Roseman (B56) 2014; 8
Arélin (B5) 2015; 9
Rubinov (B57) 2009; 52
Larsen (B34) 2020; 142
Bullmore (B13) 2012; 13
Pritschet (B49) 2020; 220
Barth (B7) 2016; 6
Río (B53) 2018; 6
Schaefer (B59) 2014; 24
Zettermark (B72) 2018; 13
Pletzer (B46) 2015; 1596
Schaefer (B60) 2018; 28
Zhang (B73) 2021; 294
Wickham (B66) 2016
Poromaa (B47) 2012; 91
Lewis (B36) 2019; 21
Chan (B16) 2014; 111
Dhillon (B21) 2003; 19
Bassett (B9) 2016; 23
Yeo (B70) 2011; 106
Rapkin (B52) 2019; 10
Parkes (B41) 2009; 44
Filippi (B25) 2021; 15
Frokjaer (B26) 2020; 98
Anderl (B3) 2020; 61
References_xml – volume: 56
  start-page: 2068
  year: 2011
  ident: B58
  article-title: Weight-conserving characterization of complex functional brain networks.
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2011.03.069
– volume: 73
  start-page: 1154
  year: 2016
  ident: B62
  article-title: Association of hormonal contraception with depression.
  publication-title: JAMA Psychiatry
  doi: 10.1001/jamapsychiatry.2016.2387
– volume: 23
  start-page: 131
  year: 2018
  ident: B15
  article-title: How does hormonal contraception affect the developing human adolescent brain?
  publication-title: Curr. Opin. Behav. Sci.
  doi: 10.1016/j.cobeha.2018.06.015
– volume: 6
  year: 2016
  ident: B7
  article-title: In-vivo dynamics of the human Hippocampus across the Menstrual Cycle.
  publication-title: Sci. Rep.
  doi: 10.1038/srep32833
– volume: 13
  start-page: 336
  year: 2012
  ident: B13
  article-title: The economy of brain network organization.
  publication-title: Nat. Rev. Neurosci.
  doi: 10.1038/nrn3214
– volume: 24
  start-page: 2314
  year: 2014
  ident: B59
  article-title: Serotonergic modulation of intrinsic functional connectivity.
  publication-title: Curr. Biol.
  doi: 10.1016/j.cub.2014.08.024
– volume: 23
  year: 2021
  ident: B33
  article-title: Premenstrual exacerbations of mood disorders: findings and knowledge gaps.
  publication-title: Curr. Psychiatry Rep.
  doi: 10.1007/s11920-021-01286-0
– volume: 30
  year: 2021
  ident: B65
  article-title: Reduced functional connectivity of default mode network subsystems in depression: meta-analytic evidence and relationship with trait rumination.
  publication-title: Neuroimage Clin.
  doi: 10.1016/j.nicl.2021.102570
– volume: 2015
  year: 2015
  ident: B54
  article-title: Combined oral contraceptives: the risk of myocardial infarction and ischemic stroke.
  publication-title: Cochrane Database Syst. Rev.
  doi: 10.1002/14651858.cd011054.pub2
– volume: 111
  year: 2021
  ident: B71
  article-title: Graph theory approach for the structural-functional brain connectome of depression.
  publication-title: Prog. Neuropsychopharmacol. Biol. Psychiatry
  doi: 10.1016/j.pnpbp.2021.110401
– volume: 16
  start-page: 811
  year: 2021
  ident: B18
  article-title: Pregnancy leads to changes in the brain functional network: a connectome analysis.
  publication-title: Brain Imaging Behav.
  doi: 10.1007/s11682-021-00561-1
– ident: B51
  publication-title: 28andMe.
– volume: 6
  year: 2018
  ident: B53
  article-title: Steroid hormones and their action in women’s brains: the importance of hormonal balance.
  publication-title: Front. Public Health
  doi: 10.3389/fpubh.2018.00141
– volume: 84
  start-page: 152
  year: 2018
  ident: B6
  article-title: The effects of serotonin modulation on medial prefrontal connectivity strength and stability: a pharmacological fMRI study with citalopram.
  publication-title: Prog. Neuropsychopharmacol. Biol. Psychiatry
  doi: 10.1016/j.pnpbp.2018.01.021
– volume: 8
  year: 2013
  ident: B67
  article-title: BrainNet viewer: a network visualization tool for human brain connectomics.
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0068910
– volume: 126
  year: 2020
  ident: B61
  article-title: Oral contraceptive use, especially during puberty, alters resting state functional connectivity.
  publication-title: Horm. Behav.
  doi: 10.1016/j.yhbeh.2020.104849
– volume: 143
  start-page: 35
  year: 2003
  ident: B35
  article-title: Structural and functional maturation of the developing primate brain.
  publication-title: J. Pediatr.
  doi: 10.1067/s0022-3476(03)00400-1
– volume: 294
  start-page: 491
  year: 2021
  ident: B73
  article-title: Global topology alteration of the brain functional network affects the 8-week antidepressant response in major depressive disorder.
  publication-title: J. Affect. Disord.
  doi: 10.1016/j.jad.2021.07.078
– volume: 85
  start-page: 470
  year: 2018
  ident: B32
  article-title: Systematic review of hormonal contraception and risk of venous thrombosis.
  publication-title: Linacre Q.
  doi: 10.1177/0024363918816683
– volume: 15
  year: 2021
  ident: B25
  article-title: The menstrual cycle modulates whole-brain turbulent dynamics.
  publication-title: Front. Neurosci.
  doi: 10.3389/fnins.2021.753820
– volume: 25
  start-page: 71
  year: 2022
  ident: B27
  article-title: Symptom fluctuation over the menstrual cycle in anxiety disorders, PTSD, and OCD: a systematic review.
  publication-title: Arch. Womens Ment. Health
  doi: 10.1007/s00737-021-01187-4
– volume: 50
  start-page: 81
  year: 2009
  ident: B17
  article-title: Time-frequency dynamics of resting-state brain connectivity measured with fMRI.
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2009.12.011
– volume: 44
  start-page: 55
  year: 2009
  ident: B41
  article-title: Contraceptive method at first sexual intercourse and subsequent pregnancy risk: findings from a secondary analysis of 16-Year-Old Girls from the RIPPLE and SHARE Studies.
  publication-title: J. Adolesc. Health
  doi: 10.1016/j.jadohealth.2008.06.006
– volume: 67
  start-page: 613
  year: 2016
  ident: B63
  article-title: Modular brain networks.
  publication-title: Annu. Rev. Psychol.
  doi: 10.1146/annurev-psych-122414-033634
– year: 2021
  ident: B40
  article-title: Psilocybin modulation of dynamic functional connectivity is associated with plasma psilocin and subjective effects.
  publication-title: medRxiv
  doi: 10.1101/2021.12.17.21267992
– volume: 116
  start-page: 9078
  year: 2019
  ident: B69
  article-title: Reduced default mode network functional connectivity in patients with recurrent major depressive disorder.
  publication-title: Proc. Natl. Acad. Sci. U.S.A.
  doi: 10.1073/pnas.1900390116
– volume: 134
  start-page: e96
  year: 2019
  ident: B1
  article-title: Over-the-Counter Access to Hormonal Contraception: ACOG Committee Opinion, Number 788.
  publication-title: Obstet. Gynecol.
  doi: 10.1097/AOG.0000000000003473
– volume: 9
  year: 2015
  ident: B5
  article-title: Progesterone mediates brain functional connectivity changes during the menstrual cycle—a pilot resting state MRI study.
  publication-title: Front. Neurosci.
  doi: 10.3389/fnins.2015.00044
– volume: 117
  start-page: 28393
  year: 2020
  ident: B24
  article-title: High-amplitude cofluctuations in cortical activity drive functional connectivity.
  publication-title: Proc. Natl. Acad. Sci. U.S.A.
  doi: 10.1073/pnas.2005531117
– year: 2021
  ident: B55
  publication-title: Webplotdigitizer: Version 4.5.
– volume: 1596
  start-page: 108
  year: 2015
  ident: B46
  article-title: Differential effects of androgenic and anti-androgenic progestins on fusiform and frontal gray matter volume and face recognition performance.
  publication-title: Brain Res.
  doi: 10.1016/j.brainres.2014.11.025
– volume: 52
  start-page: 1059
  year: 2009
  ident: B57
  article-title: Complex network measures of brain connectivity: uses and interpretations.
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2009.10.003
– volume: 11
  year: 2020
  ident: B11
  article-title: The effects of hormonal contraceptives on the brain: a systematic review of neuroimaging studies.
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2020.556577
– volume: 36
  start-page: 12083
  year: 2016
  ident: B19
  article-title: The segregation and integration of distinct brain networks and their relationship to cognition.
  publication-title: J. Neurosci.
  doi: 10.1523/jneurosci.2965-15.2016
– year: 2021
  ident: B28
  article-title: High-amplitude network co-fluctuations linked to variation in hormone concentrations over menstrual cycle.
  publication-title: bioRxiv
  doi: 10.1101/2021.07.29.453892
– volume: 21
  start-page: 125
  year: 2017
  ident: B38
  article-title: How oral contraceptives impact social-emotional behavior and brain function.
  publication-title: Trends Cogn. Sci.
  doi: 10.1016/j.tics.2016.11.005
– volume: 91
  start-page: 420
  year: 2012
  ident: B47
  article-title: Adverse mood symptoms with oral contraceptives.
  publication-title: Acta Obstet Gyn Scan
  doi: 10.1111/j.1600-0412.2011.01333.x
– volume: 40
  start-page: 72
  ident: B50
  article-title: Applying dense-sampling methods to reveal dynamic endocrine modulation of the nervous system.
  publication-title: Curr. Opin. Behav. Sci.
  doi: 10.1016/j.cobeha.2021.01.012
– volume: 28
  start-page: 3095
  year: 2018
  ident: B60
  article-title: Local-global parcellation of the human cerebral cortex from intrinsic functional connectivity MRI.
  publication-title: Cereb. Cortex
  doi: 10.1093/cercor/bhx179
– volume: 179
  start-page: 384
  year: 2017
  ident: B45
  article-title: Sex and menstrual cycle influences on three aspects of attention.
  publication-title: Physiol. Behav.
  doi: 10.1016/j.physbeh.2017.07.012
– volume: 284
  start-page: 229
  year: 2021
  ident: B30
  article-title: Disruption of functional and structural networks in first-episode, drug-naïve adolescents with generalized anxiety disorder.
  publication-title: J. Affect. Disord.
  doi: 10.1016/j.jad.2021.01.088
– year: 2021
  ident: B42
  publication-title: nlme: Linear and Nonlinear Mixed Effects Models.
– volume: 6
  year: 2015
  ident: B2
  article-title: Hormonal contraceptives and cerebral venous thrombosis risk: a systematic review and meta-analysis.
  publication-title: Front. Neurol.
  doi: 10.3389/fneur.2015.00007
– volume: 10
  start-page: 27
  year: 2019
  ident: B52
  article-title: Contraception counseling for women with premenstrual dysphoric disorder (PMDD): current perspectives.
  publication-title: Open Access J. Contracept.
  doi: 10.2147/oajc.s183193
– volume: 160
  start-page: 41
  year: 2016
  ident: B48
  article-title: The dynamic functional connectome: state-of-the-art and perspectives.
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2016.12.061
– volume: 13
  year: 2018
  ident: B72
  article-title: Hormonal contraception increases the risk of psychotropic drug use in adolescent girls but not in adults: a pharmacoepidemiological study on 800 000 Swedish women.
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0194773
– volume: 284
  year: 2021
  ident: B29
  article-title: Reasons for rejecting hormonal contraception in Western countries: a systematic review.
  publication-title: Soc. Sci. Med.
  doi: 10.1016/j.socscimed.2021.114247
– year: 2021
  ident: B37
  publication-title: UK Medicines and Healthcare Products Regulatory Agency Press Release: First Progestogen-Only Contraceptive Pills to be Available to Purchase from Pharmacies.
– volume: 220
  year: 2020
  ident: B49
  article-title: Functional reorganization of brain networks across the human menstrual cycle.
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2020.117091
– volume: 220
  year: 2020
  ident: B64
  article-title: Progesterone shapes medial temporal lobe volume across the human menstrual cycle.
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2020.117125
– volume: 9
  year: 2015
  ident: B8
  article-title: Sex hormones affect neurotransmitters and shape the adult female brain during hormonal transition periods.
  publication-title: Front. Neurosci.
  doi: 10.3389/fnins.2015.00037
– volume: 98
  start-page: 1283
  year: 2020
  ident: B26
  article-title: Pharmacological sex hormone manipulation as a risk model for depression.
  publication-title: J. Neurosci. Res.
  doi: 10.1002/jnr.24632
– volume: 23
  start-page: 499
  year: 2016
  ident: B9
  article-title: Small-world brain networks revisited.
  publication-title: Neuroscientist
  doi: 10.1177/1073858416667720
– volume: 7
  year: 2017
  ident: B14
  article-title: Cognitive performance in healthy older adults relates to spontaneous switching between states of functional connectivity during rest.
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-017-05425-7
– volume: 142
  start-page: 294
  year: 2020
  ident: B34
  article-title: Oral contraceptives and the serotonin 4 receptor: a molecular brain imaging study in healthy women.
  publication-title: Acta Psychiatr. Scand.
  doi: 10.1111/acps.13211
– volume: 202
  start-page: 221
  year: 2010
  ident: B43
  article-title: Menstrual cycle-related exacerbation of disease.
  publication-title: Am. J. Obstet. Gynecol.
  doi: 10.1016/j.ajog.2009.07.061
– volume: 61
  start-page: 148
  year: 2020
  ident: B3
  article-title: Oral contraceptive use in adolescence predicts lasting vulnerability to depression in adulthood.
  publication-title: J. Child Psychol. Psychiatry
  doi: 10.1111/jcpp.13115
– volume: 5
  start-page: 201
  year: 2014
  ident: B12
  article-title: Combined hormonal contraceptives: prescribing patterns, compliance, and benefits versus risks.
  publication-title: Ther. Adv. Drug Saf.
  doi: 10.1177/2042098614548857
– volume: 124
  year: 2020
  ident: B20
  article-title: Trait-related changes in brain network topology in premenstrual dysphoric disorder.
  publication-title: Horm. Behav.
  doi: 10.1016/j.yhbeh.2020.104782
– volume: 60
  year: 2020
  ident: B22
  article-title: Neuroimaging the menstrual cycle: a multimodal systematic review.
  publication-title: Front. Neuroendocrinol.
  doi: 10.1016/j.yfrne.2020.100878
– volume: 63
  start-page: 333
  year: 2021
  ident: B4
  article-title: Association between adolescent oral contraceptive use and future major depressive disorder: a prospective cohort study.
  publication-title: J. Child Psychol. Psychiatry
  doi: 10.1111/jcpp.13476
– year: 2016
  ident: B66
  publication-title: ggplot2: Elegant Graphics for Data Analysis.
  doi: 10.1007/978-3-319-24277-4
– volume: 31
  start-page: 792
  year: 2020
  ident: B23
  article-title: What is the test-retest reliability of common task-functional MRI measures? New empirical evidence and a meta-analysis.
  publication-title: Psychol. Sci.
  doi: 10.1177/0956797620916786
– volume: 106
  start-page: 1125
  year: 2011
  ident: B70
  article-title: The organization of the human cerebral cortex estimated by intrinsic functional connectivity.
  publication-title: J. Neurophysiol.
  doi: 10.1152/jn.00338.2011
– volume: 102
  start-page: 152
  year: 2020
  ident: B31
  article-title: Contemporary hormonal contraception and risk of endometrial cancer in women younger than age 50: a retrospective cohort study of Danish women.
  publication-title: Contraception
  doi: 10.1016/j.contraception.2020.06.008
– volume: 116
  start-page: 187
  year: 2015
  ident: B10
  article-title: Functional connectivity of the dorsal and median raphe nuclei at rest.
  publication-title: Neuroimage
  doi: 10.1016/j.neuroimage.2015.04.065
– volume: 19
  start-page: 1612
  year: 2003
  ident: B21
  article-title: Diametrical clustering for identifying anti-correlated gene clusters.
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btg209
– volume: 8
  year: 2014
  ident: B56
  article-title: The effects of psilocybin and MDMA on between-network resting state functional connectivity in healthy volunteers.
  publication-title: Front. Hum. Neurosci.
  doi: 10.3389/fnhum.2014.00204
– volume: 6
  start-page: 572
  year: 2016
  ident: B44
  article-title: Menstrual cycle and hormonal contraceptive-dependent changes in intrinsic connectivity of resting-state brain networks correspond to behavioral changes due to hormonal status.
  publication-title: Brain Connect.
  doi: 10.1089/brain.2015.0407
– volume: 295
  start-page: 759
  year: 2021
  ident: B68
  article-title: The integrated understanding of structural and functional connectomes in depression: a multimodal meta-analysis of graph metrics.
  publication-title: J. Affect. Disord.
  doi: 10.1016/j.jad.2021.08.120
– volume: 111
  start-page: E4997
  year: 2014
  ident: B16
  article-title: Decreased segregation of brain systems across the healthy adult lifespan.
  publication-title: Proc. Natl. Acad. Sci. U.S.A.
  doi: 10.1073/pnas.1415122111
– volume: 21
  year: 2019
  ident: B36
  article-title: Effects of Hormonal contraceptives on mood: a focus on emotion recognition and reactivity, reward processing, and stress response.
  publication-title: Curr. Psychiatry Rep.
  doi: 10.1007/s11920-019-1095-z
– volume: 5
  start-page: 125
  year: 2021
  ident: B39
  article-title: Dynamic community detection reveals transient reorganization of functional brain networks across a female menstrual cycle.
  publication-title: Netw. Neurosci.
  doi: 10.1162/netn_a_00169
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Snippet Hormonal contraceptive drugs are used by adolescent and adult women worldwide. Increasing evidence from human neuroimaging research indicates that oral...
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SubjectTerms dynamic functional connectivity (dFC)
functional connectivity (FC)
functional magnetic resonance imaging (fMRI)
menstrual cycle
Neuroscience
oral contraceptive (OC)
steroid hormones
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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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