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Bernard JA, Herrejon IA, An E, Cina Y, Dabbiru S, Dempsey J, Marrie E, Medina M, Praytor J. Altered cerebellar activation patterns in Alzheimer's disease: An activation likelihood estimation Meta-Analysis. Neuroimage Clin 2025; 46:103770. [PMID: 40121822 PMCID: PMC11979925 DOI: 10.1016/j.nicl.2025.103770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Revised: 03/06/2025] [Accepted: 03/16/2025] [Indexed: 03/25/2025]
Abstract
The past decade has seen an increased interest in the cerebellum, particularly in non-motor behaviors. Emerging work across model systems and in humans has also implicated the cerebellum in Alzheimer's Disease (AD) and in mild cognitive impairment (MCI). While the cerebellum is not seen as being central to the etiology of the disease, it is however recognized as being increasingly important, and most certainly not immune from disease-related pathology and atrophy. In cognitively normal older adults (OA), the cerebellum has been conceptualized as being critical scaffolding for cortical function. This scaffolding may extend to AD and MCI. With respect to functional imaging, this is largely unexplored in AD, as this is a nascent literature. While there are very few studies focused on the cerebellum in AD at this stage, meta-analysis provides a powerful tool for expanding our knowledge of the cerebellum in neurodegenerative disease, and, in turn, for hypothesis generation. We took advantage of activation likelihood estimation (ALE) meta-analysis to investigate overlap in functional activation present in the existing literature. We focused on AD, but also included an exploratory analysis of MCI, based on papers available in our AD search. Our analysis included a total of 29 studies, representing data from 236 individuals with AD, 159 with MCI, and 382 OA. Across these studies, there is no significant overlap in cerebellar activation in AD, though this is present in MCI. Analyses of group differences also suggest that across studies, there are patterns indicative of both greater and reduced activation in AD/MCI relative to OA. Across all findings, overlap was primarily centered on Crus I and Lobule VI. These findings suggest that cerebellar function is negatively impacted in AD, which in turn may impact behavior and symptomatology.
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Affiliation(s)
- Jessica A Bernard
- Department of Psychological and Brain Sciences Texas A&M University, United States; Texas A&M Institute for Neuroscience Texas A&M University, United States.
| | - Ivan A Herrejon
- Department of Psychological and Brain Sciences Texas A&M University, United States
| | - Emily An
- Department of Psychological and Brain Sciences Texas A&M University, United States
| | - Yamilet Cina
- Department of Psychological and Brain Sciences Texas A&M University, United States
| | - Sameera Dabbiru
- Department of Psychological and Brain Sciences Texas A&M University, United States
| | - Jack Dempsey
- Department of Psychological and Brain Sciences Texas A&M University, United States
| | - Elise Marrie
- Department of Psychological and Brain Sciences Texas A&M University, United States
| | - Michele Medina
- Department of Psychological and Brain Sciences Texas A&M University, United States
| | - Jessica Praytor
- Department of Psychological and Brain Sciences Texas A&M University, United States
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Sansare A, Magalhaes TNC, Bernard JA. Relationships of functional connectivity of motor cortex, primary somatosensory cortex, and cerebellum to balance performance in middle-aged and older adults. Neurobiol Aging 2025; 147:1-11. [PMID: 39637518 PMCID: PMC11973825 DOI: 10.1016/j.neurobiolaging.2024.11.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 11/20/2024] [Accepted: 11/21/2024] [Indexed: 12/07/2024]
Abstract
Connectivity of somatosensory cortex (S1) and cerebellum with the motor cortex (M1) is critical for balance control. While both S1-M1 and cerebellar-M1 connections are affected with aging, the implications of altered connectivity for balance control are not known. We investigated the relationship between S1-M1 and cerebellar-M1 connectivity and standing balance in middle-aged and older adults. Our secondary objective was to investigate how cognition affected the relationship between connectivity and balance. Our results show that greater S1-M1 and cerebellar-M1 connectivity was related to greater postural sway during standing. This may be indicative of an increase in functional recruitment of additional brain networks to maintain upright balance despite differences in network connectivity. Also, cognition moderated the relationship between S1-M1 connectivity and balance, such that those with lower cognition had a stronger relationship between connectivity and balance performance. It may be that individuals with poor cognition need increased recruitment of brain regions (compensation for cognitive declines) and in turn, higher wiring costs, which would be associated with increased functional connectivity.
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Affiliation(s)
- Ashwini Sansare
- Department of Kinesiology and Sports Management, Texas A&M University, USA
| | | | - Jessica A Bernard
- Department of Psychological and Brain Sciences, Texas A&M University, USA; Texas A&M Institute for Neuroscience, Texas A&M University, USA.
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Hicks TH, Magalhães TNC, Bernard JA. The Human Cerebello-Hippocampal Circuit Across Adulthood. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.02.17.638640. [PMID: 40027698 PMCID: PMC11870467 DOI: 10.1101/2025.02.17.638640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/05/2025]
Abstract
Direct communication between the hippocampus and cerebellum has been shown via coactivation and synchronized neuronal oscillations in animal models. Further, this novel cerebello-hippocampal circuit may be impacted by sex steroid hormones. The cerebellum and hippocampus are dense with estradiol and progesterone receptors relative to other brain regions. Females experience up to a 90% decrease in ovarian estradiol production after the menopausal transition. Postmenopausal women show lower cerebello-cortical and intracerebellar FC compared to reproductive aged females. Sex hormones are established modulators of both memory function and synaptic organization in the hippocampus in non-human animal studies. However, investigation of the cerebello-hippocampal (CB-HP) circuit has been limited to animal studies and small homogeneous samples of young adults as it relates to spatial navigation. Here, we investigate the CB-HP circuit in 138 adult humans (53% female) from 35-86 years of age, to define its FC patterns, and investigate its associations with behavior, hormone levels, and sex differences therein. We established robust FC patterns between the CB and HP in this sample. We predicted and found negative relationships between age and CB-HP FC. As expected, estradiol levels exhibited positive relationships with CB-HP. We found lower CB-HP FC with higher levels of progesterone. We provide the first characterization of the CB-HP circuit across middle and older adulthood and demonstrate that connectivity is sensitive to sex steroid hormone levels. This work provides the first clear CB-HP circuit mapping in the human brain and serves as a foundation for future work in neurological and psychiatric diseases.
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Calle A, Blümel JE, Chedraui P, Vallejo MS, Belardo A, Dextre M, Elizalde-Cremonte A, Escalante C, Espinoza MT, Gómez-Tabares G, Monterrosa-Castro Á, Ñañez M, Ojeda E, Rey C, Rodríguez D, Rodrigues MA, Salinas C, Tserotas K, Aedo S. Severe menopausal symptoms linked to cognitive impairment: an exploratory study. Menopause 2024; 31:959-965. [PMID: 39137107 DOI: 10.1097/gme.0000000000002422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/15/2024]
Abstract
OBJECTIVE To evaluate the association between menopausal symptoms and cognitive decline in postmenopausal women. METHODS This was a subanalysis of a cross-sectional, observational study conducted among women attending gynecological consultations across nine Latin American countries. The survey involved late postmenopausal women who were asked to complete a general questionnaire and the Menopause Rating Scale (MRS) to assess menopausal symptoms, with the Montreal Cognitive Assessment used to evaluate cognitive function as an outcome. A Montreal Cognitive Assessment score of less than 21 was used to define women with mild cognitive impairment (MCI). RESULTS The study included 1,287 postmenopausal women with a mean age of 55.5 years and a mean body mass index of 26.3 kg/m 2 . On average, participants had 13.8 years of education and 2.3 ± 1.8 children, with 72.8% reporting having a partner. Additionally, 36.7% ever used menopausal hormone therapy. Regarding lifestyle factors, 50.3% engaged in a sedentary lifestyle, whereas 70.5% had never smoked. 15.3% of women had MCI exhibited significantly more intense menopausal symptoms compared with those without MCI (MRS total score 15.24 ± 12.58 vs 10.53 ± 8.84, respectively, P < 0.001). Logistic regression analysis revealed a significant association between severe menopausal symptoms (MRS total score ≥14 points) and MCI (odds ratio [OR], 1.74; 95% CI, 1.25-2.42). Conversely, a lower body mass index (OR, 0.96; 95% CI, 0.95-0.98), sexual activity (OR, 0.70; 95% CI, 0.51-0.96), physical exercise (OR, 0.55; 95% CI, 0.39-0.76), menopausal hormone therapy use (OR, 0.36; 95% CI, 0.24-0.55), and higher educational level (OR, 0.31; 95% CI, 0.21-0.46) were associated with lower odds for MCI. CONCLUSION Severe menopausal symptoms in postmenopausal women were associated with cognitive impairment. This study highlights the intricate interplay between hormonal, lifestyle, and sociodemographic factors and cognitive health.
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Affiliation(s)
- Andrés Calle
- From the Centro Integral de Salud Obstétrica y Femenina. Ginecología, Universidad Indoamérica, Academia Ecuatoriana de Medicina, Quito, Ecuador
| | - Juan E Blümel
- Medicina Interna Sur, Facultad de Medicina, Universidad de Chile, Santiago de Chile, Chile
| | - Peter Chedraui
- Escuela de Postgrado en Salud, Universidad Espíritu Santo, Samborondón, Ecuador
| | - María S Vallejo
- Servicio de Obstetricia y Ginecología, Hospital Clínico, Universidad de Chile, Santiago de Chile, Chile
| | - Alejandra Belardo
- Sección Endocrinología Ginecológica, Servicio de Ginecología, Hospital Italiano, Buenos Aires, Argentina
| | - Maribel Dextre
- Ginecología Obstetricia, Clínica Internacional, Clínica Javier Prado, Lima, Perú
| | - Alejandra Elizalde-Cremonte
- Departamento de la Mujer, Niñez y Adolescencia, Facultad de Medicina de la Universidad Nacional del Nordeste, Corrientes, Argentina
| | - Carlos Escalante
- Departamento de Ginecología, Facultad de Medicina, Universidad de Costa Rica, Costa Rica
| | - María T Espinoza
- Unidad de Ginecología Obstétrica, Clínica Los Ángeles, Cochabamba, Bolivia
| | - Gustavo Gómez-Tabares
- Departamento de Ginecología, Escuela de Medicina, Facultad de Salud, Universidad del Valle, Cali, Colombia
| | | | - Mónica Ñañez
- II Cátedra de Ginecología, Universidad Nacional de Córdoba, Córdoba, Argentina
| | - Eliana Ojeda
- Departamento Académico de Medicina Humana, Universidad Andina del Cusco, Cusco, Perú
| | - Claudia Rey
- Asociación Argentina para el Estudio del Climaterio, Buenos Aires, Argentina
| | - Doris Rodríguez
- Hospital de Clínicas José de San Martín, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Marcio A Rodrigues
- Department of Gynecology and Obstetrics, Federal University of Minas Gerais, Belo Horizonte, Brazil
| | - Carlos Salinas
- Servicio de Obstetricia y Ginecología, Hospital Ángeles, Puebla, México
| | | | - Sócrates Aedo
- Escuela Medicina, Universidad Finis Terra, Santiago de Chile, Chile
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Bernard JA. Cerebello-Hippocampal Interactions in the Human Brain: A New Pathway for Insights Into Aging. CEREBELLUM (LONDON, ENGLAND) 2024; 23:2130-2141. [PMID: 38438826 PMCID: PMC11371944 DOI: 10.1007/s12311-024-01670-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 02/14/2024] [Indexed: 03/06/2024]
Abstract
The cerebellum is recognized as being important for optimal behavioral performance across task domains, including motor function, cognition, and affect. Decades of work have highlighted cerebello-thalamo-cortical circuits, from both structural and functional perspectives. However, these circuits of interest have been primarily (though not exclusively) focused on targets in the cerebral cortex. In addition to these cortical connections, the circuit linking the cerebellum and hippocampus is of particular interest. Recently, there has been an increased interest in this circuit, thanks in large part to novel findings in the animal literature demonstrating that neuronal firing in the cerebellum impacts that in the hippocampus. Work in the human brain has provided evidence for interactions between the cerebellum and hippocampus, though primarily this has been in the context of spatial navigation. Given the role of both regions in cognition and aging, and emerging evidence indicating that the cerebellum is impacted in age-related neurodegenerative disease such as Alzheimer's, I propose that further attention to this circuit is warranted. Here, I provide an overview of cerebello-hippocampal interactions in animal models and from human imaging and outline the possible utility of further investigations to improve our understanding of aging and age-related cognitive decline.
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Affiliation(s)
- Jessica A Bernard
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX, 77843-4235, USA.
- Texas A&M Institute for Neuroscience, Texas A&M University, College Station, TX, 77843-4235, USA.
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Magalhães TNC, Hicks TH, Jackson TB, Ballard HK, Herrejon IA, Bernard JA. Sex-steroid hormones relate to cerebellar structure and functional connectivity across adulthood. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.24.600454. [PMID: 38979355 PMCID: PMC11230255 DOI: 10.1101/2024.06.24.600454] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]
Abstract
Aging involves complex biological changes that affect disease susceptibility and aging trajectories. Although females typically live longer than males, they have a higher susceptibility to diseases like Alzheimer's, speculated to be influenced by menopause, and reduced ovarian hormone production. Understanding sex-specific differences is crucial for personalized medical interventions and gender equality in health. Our study aims to elucidate sex differences in regional cerebellar structure and connectivity during normal aging by investigating both structural and functional connectivity variations, with a focus on investigating these differences in the context of sex-steroid hormones. The study included 138 participants (mean age = 57(13.3) years, age range = 35-86 years, 54% women). The cohort was divided into three groups: 38 early middle-aged individuals (EMA) (mean age = 41(4.7) years), 48 late middle-aged individuals (LMA) (mean age = 58(4) years), and 42 older adults (OA) (mean age = 72(6.3) years). All participants underwent MRI scans, and saliva samples were collected for sex-steroid hormone quantification (17β-estradiol (E), progesterone (P), and testosterone (T)). We found less connectivity in females between Lobule I-IV and the cuneus, and greater connectivity in females between Crus I, Crus II, and the precuneus with increased age. Higher 17β-estradiol levels were linked to greater connectivity in Crus I and Crus II cerebellar subregions. Analyzing all participants together, testosterone was associated with both higher and lower connectivity in Lobule I-IV and Crus I, respectively, while higher progesterone levels were linked to lower connectivity in females. Structural differences were observed, with EMA males having larger volumes compared to LMA and OA groups, particularly in the right I-IV, right Crus I, right V, and right VI. EMA females showed higher volumes in the right lobules V and VI. These results highlight the significant role of sex hormones in modulating cerebellar connectivity and structure across adulthood, emphasizing the need to consider sex and hormonal status in neuroimaging studies to better understand age-related cognitive decline and neurological disorders.
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Affiliation(s)
- Thamires N C Magalhães
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, Texas, United States of America
| | - Tracey H Hicks
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, Texas, United States of America
| | - T Bryan Jackson
- Vanderbilt Memory & Alzheimer's Center, Nashville, Tennessee, United States of America
| | - Hannah K Ballard
- Department of Psychological Sciences, William Marsh Rice University, Houston, Texas, United States of America
| | - Ivan A Herrejon
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, Texas, United States of America
| | - Jessica A Bernard
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, Texas, United States of America
- Department of Psychological Sciences, William Marsh Rice University, Houston, Texas, United States of America
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Sansare A, Magalhaes TNC, Bernard JA. Relationships between balance performance and connectivity of motor cortex with primary somatosensory cortex and cerebellum in middle aged and older adults. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.29.587335. [PMID: 38853847 PMCID: PMC11160571 DOI: 10.1101/2024.03.29.587335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2024]
Abstract
Connectivity of somatosensory cortex (S1) and cerebellum with the motor cortex (M1) is critical for balance control. While both S1-M1 and cerebellar-M1 connections are affected with aging, the implications of altered connectivity for balance control are not known. We investigated the relationship between S1-M1 and cerebellar-M1 connectivity and standing balance in middle-aged and older adults. Our secondary objective was to investigate how cognition affected the relationship between connectivity and balance. Our results show that greater S1-M1 and cerebellar-M1 connectivity was related to greater postural sway during standing. This may be indicative of an increase in functional recruitment of additional brain networks to maintain upright balance despite differences in network connectivity. Also, cognition moderated the relationship between S1-M1 connectivity and balance, such that those with lower cognition had a stronger relationship between connectivity and balance performance. It may be that individuals with poor cognition need increased recruitment of brain regions (compensation for cognitive declines) and in turn, higher wiring costs, which would be associated with increased functional connectivity.
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Bernard JA, McOwen KM, Huynh AT. New Frontiers for the Understanding of Aging: The Power and Possibilities of Studying the Cerebellum. Curr Opin Behav Sci 2023; 54:101311. [PMID: 38496767 PMCID: PMC10939048 DOI: 10.1016/j.cobeha.2023.101311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/19/2024]
Abstract
Understanding behavior in aging has benefited greatly from cognitive neuroscience. Our foundational understanding of the brain in advanced age is based on what now amounts to several decades of work demonstrating differences in brain structure, network organization, and function. Earlier work in this field was focused primarily on the prefrontal cortex and hippocampus. More recent evidence has expanded our understanding of the aging brain to also implicate the cerebellum. Recent frameworks have suggested that the cerebellum may act as scaffolding for cortical function, and there is an emerging literature implicating the structure in Alzheimer's disease. At this juncture, there is evidence highlighting the potential importance of the cerebellum in advanced age, though the field of study is relatively nascent. Here, we provide an overview of key findings in the literature as it stands now and highlight several key future directions for study with respect to the cerebellum in aging.
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Affiliation(s)
- Jessica A. Bernard
- Department of Psychological and Brain Sciences
- Texas A&M Institute for Neuroscience
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Ballard HK, Jackson TB, Hicks TH, Cox SJ, Symm A, Maldonado T, Bernard JA. Hormone-sleep interactions predict cerebellar connectivity and behavior in aging females. Psychoneuroendocrinology 2023; 150:106034. [PMID: 36709633 PMCID: PMC10149037 DOI: 10.1016/j.psyneuen.2023.106034] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Revised: 12/16/2022] [Accepted: 01/23/2023] [Indexed: 01/26/2023]
Abstract
Sex hormones fluctuate over the course of the female lifespan and are associated with brain health and cognition. Thus, hormonal changes throughout female adulthood, and with menopause in particular, may contribute to sex differences in brain function and behavior. Further, sex hormones have been correlated with sleep patterns, which also exhibit sex-specific impacts on the brain and behavior. As such, the interplay between hormones and sleep may contribute to late-life brain and behavioral outcomes in females. Here, in a sample of healthy adult females (n = 79, ages 35-86), we evaluated the effect of hormone-sleep interactions on cognitive and motor performance as well as cerebellar-frontal network connectivity. Salivary samples were used to measure 17β-estradiol, progesterone, and testosterone levels while overnight actigraphy was used to quantify sleep patterns. Cognitive behavior was quantified using the composite average of standardized scores on memory, processing speed, and attentional tasks, and motor behavior was indexed with sequence learning, balance, and dexterity tasks. We analyzed resting-state connectivity correlations for two specific cerebellar-frontal networks: a Crus I to dorsolateral prefrontal cortex network and a Lobule V to primary motor cortex network. In sum, results indicate that sex hormones and sleep patterns interact to predict cerebellar-frontal connectivity and behavior in aging females. Together, the current findings further highlight the potential consequences of endocrine aging in females and suggest that the link between sex hormones and sleep patterns may contribute, in part, to divergent outcomes between sexes in advanced age.
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Affiliation(s)
- Hannah K Ballard
- Texas A&M Institute for Neuroscience, Texas A&M University, College Station, TX, USA; Department of Psychological & Brain Sciences, Texas A&M University, College Station, TX, USA.
| | - T Bryan Jackson
- Department of Psychological & Brain Sciences, Texas A&M University, College Station, TX, USA
| | - Tracey H Hicks
- Department of Psychological & Brain Sciences, Texas A&M University, College Station, TX, USA
| | - Sydney J Cox
- Department of Psychological & Brain Sciences, Texas A&M University, College Station, TX, USA
| | - Abigail Symm
- Department of Psychological & Brain Sciences, Texas A&M University, College Station, TX, USA
| | - Ted Maldonado
- Department of Psychological & Brain Sciences, Texas A&M University, College Station, TX, USA; Department of Psychology, Indiana State University, Terre Haute, IN, USA
| | - Jessica A Bernard
- Texas A&M Institute for Neuroscience, Texas A&M University, College Station, TX, USA; Department of Psychological & Brain Sciences, Texas A&M University, College Station, TX, USA
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Hicks TH, Magalhães TNC, Ballard HK, Jackson TB, Cox SJ, Bernard JA. Network segregation in aging females and evaluation of the impact of sex steroid hormones. Front Hum Neurosci 2023; 17:1059091. [PMID: 36816502 PMCID: PMC9929548 DOI: 10.3389/fnhum.2023.1059091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 01/13/2023] [Indexed: 02/04/2023] Open
Abstract
Males and females show differential patterns in connectivity in resting-state networks (RSNs) during normal aging, from early adulthood to late middle age. Age-related differences in network integration (effectiveness of specialized communication at the global network level) and segregation (functional specialization at the local level of specific brain regions) may also differ by sex. These differences may be due at least in part to endogenous hormonal fluctuation, such as that which occurs in females during midlife with the transition to menopause when levels of estrogens and progesterone drop markedly. A limited number of studies that have investigated sex differences in the action of steroid hormones in brain networks. Here we investigated how sex steroid hormones relate to age-network relationships in both males and females, with a focus on network segregation. Females displayed a significant quadratic relationship between age and network segregation for the cerebellar-basal ganglia and salience networks. In both cases, segregation was still increasing through adulthood, highest in midlife, and with a downturn thereafter. However, there were no significant relationships between sex steroid hormone levels and network segregation levels in females, and they did not exhibit significant associations between progesterone or 17β-estradiol and network segregation. Patterns of connectivity between the cerebellum and basal ganglia have been associated with cognitive performance and self-reported balance confidence in older adults. Together, these findings suggest that network segregation patterns with age in females vary by network, and that sex steroid hormones are not associated with this measure of connectivity in this cross-sectional analysis. Though this is a null effect, it remains critical for understanding the extent to which hormones relate to brain network architecture.
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Affiliation(s)
- Tracey H. Hicks
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX, United States
| | - Thamires N. C. Magalhães
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX, United States
| | - Hannah K. Ballard
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX, United States
| | - T. Bryan Jackson
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX, United States
| | - Sydney J. Cox
- Texas A&M Institute for Neuroscience, Texas A&M University, College Station, TX, United States
| | - Jessica A. Bernard
- Department of Psychological and Brain Sciences, Texas A&M University, College Station, TX, United States
- Texas A&M Institute for Neuroscience, Texas A&M University, College Station, TX, United States
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Ballard HK, Jackson TB, Symm AC, Hicks TH, Bernard JA. Age-related differences in functional network segregation in the context of sex and reproductive stage. Hum Brain Mapp 2022; 44:1949-1963. [PMID: 36541480 PMCID: PMC9980887 DOI: 10.1002/hbm.26184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Revised: 11/10/2022] [Accepted: 12/07/2022] [Indexed: 12/24/2022] Open
Abstract
Age is accompanied by differences in the organization of functional brain networks, which impact behavior in adulthood. Functional networks become less segregated and more integrated with age. However, sex differences in network segregation declines with age are not well-understood. Further, network segregation in the context of female reproductive stage is relatively understudied, though unmasking such relationships would be informative for elucidating biological mechanisms that contribute to sex-specific differences in aging. In the current work, we used data from the Cambridge Centre for Ageing and Neuroscience (Cam-CAN) repository to evaluate differences in resting-state network segregation as a product of sex and reproductive stage. Reproductive stage was categorized using the Stages of Reproductive Aging Workshop (STRAW+10) criteria. Replicating prior work, we investigated the following functional networks: auditory, cerebellar-basal ganglia, cingulo-opercular task control, default mode, dorsal attention, fronto-parietal task control, salience, sensory somatomotor mouth, sensory somatomotor hand, ventral attention, and visual. First, our results mirror findings from previous work indicating that network segregation is lower with increasing age. Second, when analyzing associations between network segregation and age within each sex separately, we find qualitative differences between females and males. Finally, we report significant effects of reproductive stage on network segregation, though these findings are likely driven by age. Broadly, our results suggest that impacts of sex may be important to evaluate when investigating network segregation differences across adulthood, though further work is needed to determine the unique role of menopause and sex hormones on the organization of functional brain networks within aging females.
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Affiliation(s)
- Hannah K. Ballard
- Texas A&M Institute for NeuroscienceTexas A&M UniversityCollege StationTexasUSA
| | - T. Bryan Jackson
- Department of Psychological & Brain SciencesTexas A&M UniversityCollege StationTexasUSA
| | - Abigail C. Symm
- Department of Psychological & Brain SciencesTexas A&M UniversityCollege StationTexasUSA
| | - Tracey H. Hicks
- Department of Psychological & Brain SciencesTexas A&M UniversityCollege StationTexasUSA
| | - Jessica A. Bernard
- Texas A&M Institute for NeuroscienceTexas A&M UniversityCollege StationTexasUSA,Department of Psychological & Brain SciencesTexas A&M UniversityCollege StationTexasUSA
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