Introduction
Over the last quarter century, a staggering number of brain imaging studies have probed the neural basis of age-related cognitive decline. Using multimodal brain imaging tools, we now have a clearer understanding of the morphological, neurochemical, and neurophysiological changes that accompany age-related declines in working memory, selective attention, inhibitory control, episodic memory and more (for review, see Cabeza, Nyberg & Park, 2016). These studies generally target adults over the age of 65, a historical precedent rooted in the average retirement age of U.S. wage-earners. An unintended consequence of this adopted standard is that it overlooks one of the most significant neuroendocrine changes in a woman’s life – the transition to menopause. In turn, it obscures our understanding of sex-dependent pathways that may shape the brain early in the aging process.
The median age of menopause is 52.4 years (Gold et al., 2001). The time between the first clinical appearance of decreased ovarian function (i.e. shorter inter-menstrual time periods) to menstrual irregularity and final amenorrhea is variable and protracted, occurring over several years. The menopausal transition is marked by a decline in ovarian hormone production and is a time when many women report changes in memory and attention (e.g. “menopause fog”). Two decades of rodent and nonhuman primate studies have established the role of sex hormones in the synaptic organization of the hippocampus and prefrontal cortex (PFC), and their impact on memory function (Frick et al., 2017, Hara et al. 2015). A parallel literature has emerged within the human cognitive neuroscience field to identify the role of sex hormones in memory circuitry in the human brain. In this review, we summarize recent studies of the neural and cognitive changes that unfold in the middle decade of life (ages 45–60), as a function of sex, reproductive stage, and sex steroid hormones. As the ‘cognitive neuroscience of aging’ field evolves, applying a sex dependent lens to the study of the aging brain will enhance the translation of these findings for both sexes and ensure that men and women get the full benefit of our research efforts. By ignoring the midlife window, we risk missing critical clues that could reveal sex-dependent risk factors of future neurodegenerative disease.
I. Sex hormone action in memory circuity – rodent and nonhuman primate studies
Nearly 50% of pyramidal neurons in the prefrontal cortex express estrogen receptors (ER), which hints at the powerful role estradiol plays in higher-order cognitive functions (Wang et al., 2010; Bean et al., 2014, Hara et al., 2015, Frick et al. 2017). Estradiol, the main form of estrogen in mammals, acts on a broad set of cortical and subcortical brain regions to alter synaptic plasticity, regulate the synthesis and release of major neuromodulators, and influence memory performance (Chisholm et al., 2012; Hara et al., 2015; Almey et al., 2015; Galvin and Ninan, 2014; Hara et al. 2016; Rossetti et al., 2016; Frick et al., 2017). Progesterone’s role in higher-order cognitive functions is understudied, but for a recent review of progesterone’s action in the central nervous system see Schumacher et al., 2014 and Barros et al., 2015.
In rodents and nonhuman primates, estradiol and progesterone signaling are critical components of cell survival and plasticity, and their effects can be measured across multiple spatial and temporal scales. At the epigenetic level, estradiol shapes hippocampal-dependent memory by inducing chromatin modifications that promote hippocampal plasticity (Fortress and Frick, 2014). At the synaptic level, estradiol regulates dendritic spine proliferation in the hippocampus and PFC (Hara et al., 2015). In female macaques, surgical menopause leads to a 30% loss in spine density in hippocampal CA1 neurons, which is reversed by estradiol replacement (Dumitriu et al., 2010). Natural menopause reduces the density of perforated synapse spines in CA1 neurons, which is correlated with poorer recognition memory (Hara et al., 2012). At the behavioral level, performance on PFC-dependent memory tasks is enhanced by cyclic estradiol administration in aged female macaques (Kohama et al., 2016, Hara et al., 2016).
Animal studies are able to decouple the effects of reproductive aging from chronological aging via surgical menopause (ovariectomization) paradigms. These studies demonstrate that ovarian hormone depletion impacts hippocampal and PFC morphology and function, independent of the well-established influence of chronological aging. This body of work has made significant progress towards characterizing the synaptic basis of menopause-related memory decline (Morrison et al. 2012; Hara et al., 2016).
II. Sex differences and sex hormones shape memory function in midlife adults
Epidemiological surveys indicate that many women report increased forgetfulness and “brain fog” during the menopausal transition (Greendale et al. 2011). Sex differences in memory performance, particularly verbal material, emerge post-puberty and are retained into adulthood. Although women’s performance attenuates with menopause, a small female advantage is maintained in the healthy aging brain through midlife and old age. Despite these findings, less is known about memory changes in women during the menopausal transition compared with age-matched men, or sex differences in specific memory domains early in the aging process.
Rentz and colleagues (2017) identified changes in memory function that occur in early midlife (N=212, ages 45–55) as a function of sex, reproductive stage, and sex steroid hormone concentrations. To identify memory domains related to the perceived memory complaints in midlife women, the authors selected tests that are sensitive to executive and temporo-limbic dysfunction in clinically normal adults, including the 12-item Face-Name Associative Memory Exam and the 6-trial Selective Reminding Test (SRT). Women outperformed age-matched men across all memory measures. This held true until postmenopause, when the female advantage was attenuated. Among women, higher estradiol levels were associated with better memory performance.
In earlier work, the prospective Penn Ovarian Aging Study reported that reproductive senescence was associated with a decline in verbal fluency for midlife women (Epperson et al., 2013). In a systematic review of observational studies on cognitive performance in midlife women, Weber and colleagues (2014) found that premenopausal and perimenopausal women outperformed postmenopausal women on measures of delayed verbal memory. In a large population study of sex differences in cognitive aging (Baltimore Longitudinal Study of Aging; N=1065–2127; mean baseline age, ~65), older women continued to outperform men on verbal learning and memory, and showed a slower rate of cognitive decline in visual memory (McCarrey et al., 2016).
III. Sex differences and sex hormones shape memory circuity in midlife – neuroimaging studies
Mounting evidence from human neuroimaging studies implicates sex steroids in the regulation of memory circuitry (Jacobs and D’Esposito, 2011; Epperson et al., 2012; Hampson and Morley, 2013; Shanmugan and Epperson, 2014, Jacobs et al., 2015; Jacobs et al., 2016; Jacobs et al., 2017; Albert et al., 2017; Girard et al., 2017). This research builds on the pioneering work of Berman (1997) and Shaywitz (1999), who used pharmacological blockade and hormone replacement techniques to illustrate estradiol and progesterone’s impact on regional brain activity in memory circuitry. These studies provide evidence that functional changes in estrogen receptor-rich regions of memory circuitry are tied to ovarian status. Thus, the depletion of ovarian hormones during menopause may impact specific neural circuits early in the aging process (Brinton et al., 2015; Epperson and Freeman, 2013).
In contrast, the largest randomized clinical trial of hormone replacement therapy (HT) in postmenopausal women found no benefit of HT for slowing the rate of cognitive decline and found an increased risk of dementia (Shumaker et al., 2003), although more recent work in midlife women challenges this finding (see Daniel et al., 2015; McCarrey and Resnick, 2015; Henderson et al., 2016; and Prakapenka et al., 2017). Reconciling long-standing discrepancies between basic animal studies and large-scale clinical trials on estradiol’s neural and cognitive effects is essential for advancing women’s health (Morrison et al., 2006; Hara et al., 2015; Maki & Henderson, 2012; Boulware, Kent and Frick, 2012; Brinton et al., 2015). A human cognitive neuroscience approach bridges preclinical and clinical perspectives by interrogating the role of sex steroid hormones in specific neural circuits. Ultimately, investigating the hormonal regulation of memory circuitry in the human brain could offer critical clues about why there is a higher frequency of women with memory disorders later in life (Mielke et al., 2014).
Below we review recent findings on structural and functional changes in memory circuitry that unfold in the middle-aged brain.
Alterations in memory circuitry are evident by midlife
Age-related changes in neural activity during memory encoding and retrieval paradigms are well-established, with healthy older adults (aged 65+) showing altered responses in PFC and hippocampus relative to young adults (e.g. Rajah et al., 2015; Pudas et al., 2017). Now more attention is being paid to the neural and cognitive changes that unfold in the preceding decade, as adults enter midlife (Park et al., 2013; Park and Festini, 2016). Changes in memory encoding and retrieval performance and related neural activity are evident before 65 (Kwon et al., 2016; Cansino et al., 2015; Park et al., 2013). However, among the limited number of fMRI studies of memory function in midlife, none report changes in middle temporal lobe regions (when performance is matched across groups) and changes in PFC function are inconsistent (Kwon et al., 2016; Park et al, 2013). Some studies report under-recruitment of prefrontal regions during source encoding in middle-aged relative to younger adults (Cansino et al., 2015), and others report heightened PFC activation during spatial and temporal context memory retrieval in middle-aged adults (Kwon, et al. 2016). These inconsistencies may be due to differences in the memory domain being investigated, differences in the ages being compared, lack of attention to activity in other regions within memory circuitry, and lack of attention to sex differences in study design and analysis.
While these studies represent an important step toward characterizing early changes in memory circuitry, few have examined the impact of sex or women’s reproductive stage. This is surprising given that this time period captures the menopausal transition in women, and thus offers a unique opportunity to study the impact of gonadal hormones on memory function. In fact, one of the most consistently observed cognitive changes in women transitioning through menopause is in the domain of verbal learning and memory (Epperson et al., 2013; Berent-Spillson et al., 2012, Rentz et al., 2017).
Impact of reproductive stage and sex steroids on memory circuitry
Episodic Memory
Our group recently identified functional differences in memory circuitry in midlife, based on sex and women’s reproductive stage (Jacobs et al., 2017). In a population-based fMRI study, men and women (N= 200; age range, 45–55) performed a verbal memory encoding task during fMRI scanning. Task-evoked hippocampal responses differed by reproductive stage, despite minimal difference in chronological age. Across women, lower estradiol concentrations were related to more pronounced alterations in hippocampal connectivity and poorer performance on a subsequent memory retrieval task, strongly implicating sex steroids in the regulation of this circuitry. While the influence of menopausal status was greatest in the hippocampus, a number of sex differences were observed in prefrontal and parietal regions during verbal encoding in our midlife cohort. Men showed greater superior parietal activity and greater functional connectivity between PFC and posterior parietal cortex during encoding relative to women, irrespective of menopausal stage (Jacobs et al., 2017).
Working Memory
Menopausal status also shapes working memory-related PFC and hippocampal responses (Jacobs et al., 2016). In a study of midlife adults (N=142, age range 45–55), postmenopausal women recruited dorsolateral PFC more strongly than premenopausal women and showed less deactivation of the hippocampus during a verbal working memory task. This may represent a compensatory response since the magnitude of activity in these regions and the strength of functional connectivity between them were associated with working memory performance.
One of the most consistent patterns of age-related changes in brain activity is increased bilateral recruitment of frontal activity (Davis et al., 2008). In our midlife sample, we observed a sex difference in whether this bilateral PFC response was related to WM performance. For women, brain-behavior relationships were left-lateralized. However, in men WM performance was related to bilateral responses in dorsolateral PFC and inferior parietal cortex. Notably, when subjects were analyzed as a single group, the bilateral brain-behavior relationship remained significant, obscuring the underlying sex-dependent nature of the finding. This raises the possibility that existing cognitive models describing the loss of hemispheric asymmetry with age (e.g. Hemispheric Asymmetry Reduction in Older Adults (HAROLD)) contain unexplained sex differences (Cabeza 2002). Alternatively, these models may reliably represent the data observed in men and women age 65+, while leaving open the possibility that sex differences are evident earlier in the aging process. For example, the timing of when age-related bihemispheric effects emerge may differ between men and women and only be revealed in studies targeting the early midlife window.
These findings underscore the importance of considering reproductive stage, not simply chronological age, to identify neural and cognitive changes that unfold in the middle decade of life. In keeping with preclinical evidence, these human findings suggest that the decline in ovarian estradiol production during menopause plays a role in shaping memory circuitry.
Sex differences in memory circuity
Memory circuitry is sexually dimorphic, with volumetric differences observed in the hippocampus, PFC, anterior cingulate cortex and inferior parietal cortex (Ruigrok et al, 2014; Giedd et al., 2012; Goldstein et al., 2001; Abbs, et al, 2011). Sex differences in hippocampal volume emerge post-puberty, with larger bilateral hippocampi (adjusted for age and total intracranial volume) in females, even after menopause (Satterthwaite et al., 2014, Gur et al., 2016, Seitz et al., under review, but see Ruigrok et al, 2014 and Goddings et al, 2014). This effect may be regionally specific, with one of the most prominent sex differences in the hippocampal CA1 subfield (Gur et al., 2016). An outstanding question is the extent to which the midlife decline in endogenous estradiol production alters hippocampal morphology in women. Recent findings from our group (Seitz et al., under review) suggests the presence of a subtle, ongoing process of reorganization of memory circuity during the menopausal transition. While gross hippocampal volume did not differ between pre-, peri-, and postmenopausal women in our study (N=193), the structural covariance among regions in memory circuitry (hippocampus, dorsolateral PFC, ACC, and inferior parietal cortex) differed by menopausal status and was associated with group differences in memory performance.
Impact of estrogen supplementation on hippocampal morphology/function
A handful of recent studies have examined the effect of hormone replacement therapy (HT) in postmenopausal women on brain morphology. Albert and colleagues (2017) investigated the impact of short-term estradiol supplementation on hippocampal volume in postmenopausal women (N=75, age range 51–75). Women were postmenopausal and hormone-naïve at the start of the trial, and randomized to receive placebo, estradiol (1 mg), or estradiol (2 mg) continuously for three months. Structural MRI’s were acquired at baseline and at the conclusion of the three-month trial. After three months of estradiol administration, bilateral posterior hippocampal volume was increased relative to baseline for women who received 2mg estradiol. No difference was apparent in women receiving 1 mg or placebo.
The macrostructural changes evident in the hippocampus in response to estradiol supplementation may produce cognitive benefits (for a review, see Daniel et al., 2015). Maki and colleagues (2011) studied postmenopausal women (mean age 60 years) who began HT in perimenopause and continued their use in an uninterrupted pattern, relative to age- and education-matched hormone-naïve controls. Women who began HT in perimenopause had enhanced hippocampal activity during a verbal recognition task and better verbal memory performance relative to nonusers. When initiated early in menopausal transition, hormone replacement also appears to enhance cognitive-control related dorsolateral PFC activity and improve task-switching performance in women (Girard et al., 2017).
These human neuroimaging findings are consistent with recent rodent and nonhuman primate studies demonstrating estradiol’s modulation of hippocampal and PFC structural plasticity and estradiol’s protective effects against cognitive decline (Morrison et al., 2012, Hara et al., 2015, Hara et al., 2016). For example, cyclic estradiol administration in postmenopausal female monkeys restores dorsolateral PFC spine density and the frequency of multisynaptic boutons to levels comparable to premenopausal females, and these synaptic-level changes are accompanied by enhanced working memory performance in estradiol-treated animals (Hara et al., 2016). Similarly, estradiol supplementation reverses the decline in hippocampal spine density caused by surgical menopause (Dumitriu et al., 2010).
IV. Future Studies
Knowledge about the normative changes that occur in the middle-aged brain is rapidly expanding, but outstanding questions remain. Below we highlight future research directions that would advance our understanding of how the brain changes in the earliest stages of the aging process.
Broaden cognitive domains of interest
Cognitive neuroscience studies of midlife and the menopausal transition focus primarily on the memory domain (Epperson et al., 2012; Berent-Spillson et al., 2012, Hampson and Morley, 2013; Shanmugan and Epperson, 2014; Jacobs et al., 2016; Jacobs et al., 2017; Albert et al., 2017; Girard et al., 2017, Rentz et al., 2017). Future investigations would benefit from studying additional cognitive domains that may be sensitive to early age-related decline. For example, spatial navigation has emerged as a promising functional marker for detecting individuals at risk for dementia. While the effects of chronological aging on the brain’s navigation system is well established (Lester et al., 2017, Bohbot et al., 2012), very little is known about how this system changes in midlife. Despite the widespread literature on sex differences in spatial cognition (Moffatt et al., 1998), there is scant research on sex differences in spatial abilities in the aging brain and the role sex steroid hormones play in this process. The effects of testosterone on spatial ability and spatial cognition in elderly men have been investigated (Moffat, 2005), but there is a lack of normative data for women during the menopausal transition and for men in the middle decades of life.
Multimodal imaging – linking structure, function, and behavior
Studies that combine multi-modal neuroimaging, endocrinology, and behavioral assessments are necessary to understand how the midlife brain changes at the neurochemical, neurophysiological and neuroanatomical levels. How do hormone-dependent macrostructural changes in grey and white matter impact intrinsic brain networks, task-evoked functional BOLD responses, and cognitive performance? Recent analyses carried out with respect to the aging brain could serve as a guide (Reijmer et al., 2015; Fell et al, 2016). Identifying midlife alterations within large-scale structural and functional brain networks could give us clues about an individual’s future risk for cognitive decline (Siman-Tav et al., 2017, Scheinost et al., 2015). Further, longitudinal studies using high-resolution imaging of hippocampal subfields and other cortical and subcortical regions would improve our understanding of the normative morphological changes that occur in midlife as ovarian hormone production declines.
Hormonal regulation of neuromodulatory systems
Using molecular PET imaging, multinuclear magnetic resonance spectroscopy, pharmacological fMRI, and imaging genetics approaches, neuroimaging studies have begun to investigate sex hormones’ influence on the activity of major neuromodulatory systems (Shanmugan et al., 2016; Wei et al., 2017; Barth et al., 2015; Sinclair et al., 2014, Newhouse and Dumas, 2015). More work in this arena will be key for deepening our understanding of the pathways through which sex hormones shape higher-order cognitive function. For example, longstanding experimental evidence in animals (Becker 2000, Chisholm et al., 2012, Sárvári et al., 2014, Almey et al., 2015) and indirect evidence in humans (Jacobs and D’Esposito, 2011) suggests that estradiol impacts PFC function and working memory in part by modulating activity within the dopaminergic system. Applying these approaches to the aging brain would help clarify the relationship between the midlife decline in neuroactive gonadal hormones, dopaminergic signaling, and working memory dysfunction. Although dopamine receptor distribution and dopamine synthesis capacity change with age (Berry et al., 2016) it is unclear whether biological sex or sex hormones alter these relationships.
Molecular PET imaging techniques can be used to characterize the influence of biological sex and sex hormone concentrations on properties of neurotransmitter systems. For example, by pairing PET imaging with pharmacological manipulation of the dopamine system researchers can indirectly assess dopamine release (with radioligand [11C]raclopride) and synthesis capacity ([18F]Fluorometatyrosine). This method could provide insights into sex differences in basal dopamine receptor occupancy, stimulated dopamine release, and dopamine synthesis capacity. This kind of study, which is currently underway (Jacobs and D’Esposito, 2018), would expand our fundamental knowledge of how biological sex and sex steroid hormones shape dopamine neurotransmission in the human brain.
Further, taking into account genetic variability in neuromodulatory and neurotrophic pathways could reveal individual differences in the impact of reproductive aging on cognitive function. For example, early evidence suggests that subpopulations of women may be more resilient to the midlife decline in sex hormones based on genetic variability in neurotransmitter (COMT val158met) or neurotrophic (BDNF val66met) pathways (Wei et al., 2017, Kennedy et al., 2015; Konishi et al, 2018).
V. Conclusion
The proportion of older adults in the US population is growing rapidly (United States Census, 2010) and three out of four report problems with their memory (Koivisto et al., 1995). Maintaining intact memory function with age may be one of the greatest public health challenges of our time. Intervening early with high risk individuals is critical for the attenuation and prevention of disability, but early targets for treatment have not been identified. Given evidence that women have a higher frequency of memory disorders than men later in life (Mielke et al., 2014), applying a sex-dependent lens to the study of the aging brain will help identify early antecedents of future memory decline. In rodents and nonhuman primates, sex hormones shape the synaptic organization of the hippocampus and PFC and influence memory function (Frick et al., 2017, Hara et al. 2015). Now, an emerging body of research has begun to identify sex hormones’ role in memory circuitry regions in the human brain. In women, the loss of ovarian estradiol during menopause impacts PFC and hippocampal function at the level of structural morphology, task-evoked fMRI BOLD, and performance on demanding memory tasks. Moving forward, using convergent techniques from systems and cognitive neuroscience and fostering collaborations between basic and clinical scientists will be critical for understanding the normative changes that unfold in the middle-aged healthy brain and for identifying sex-dependent therapeutic targets that can be applied prior to overt cognitive decline.
Figure 1.
Top, Functional MRI studies reveal that some of the most robust task-evoked changes in the brain during the menopausal transition occur within PFC and hippocampus (white box depicts a medial hippocampal slice projected on a rendered brain; adapted from Jacobs et al., 2016, 2017). Bottom, Cognitive aging studies typically compare older adults >65 to young adults, overlooking the midlife period. Much like the groundswell of interest in the adolescent brain and the maturational changes that occur as gonadal hormones come ‘on line’, cognitive neuroscience is expanding its focus to the middle-aged brain, a transitional period when hormone production declines and age-related cognitive changes emerge. HPG, Hypothalamic-Pituitary-Gonadal axis.
Acknowledgments
This work was supported by the Office for Research on Women’s Health - National Institute on Child Health and Development K12 HD051959 (EGJ), the National Institute of Mental Health R01 MH090291 (JMG), and a Brain and Behavior Research Foundation NARSAD Young Investigator Grant (EGJ). Disclosure: NeuroPhase (JMG)
Footnotes
Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
References
- Abbs B, Liang L, Makris N, Tsuang M, Seidman LJ, Goldstein JM. Covariance modeling of MRI brain volumes in memory circuitry in schizophrenia: Sex differences are critical. NeuroImage. 2011;56(4):1865–74. doi: 10.1016/j.neuroimage.2011.03.079. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Albert K, Hiscox J, Boyd B, Dumas J, Taylor W, Newhouse P. Estrogen enhances hippocampal gray-matter volume in young and older postmenopausal women: a prospective dose-response study. Neurobiology of Aging. 2017;56:1–6. doi: 10.1016/j.neurobiolaging.2017.03.033. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Almey A, Milner TA, Brake WG. Estrogen receptors in the central nervous system and their implication for dopamine-dependent cognition in females. Hormones and behavior. 2015;74:125–138. doi: 10.1016/j.yhbeh.2015.06.010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Barth C, Villringer A, Sacher J. Sex hormones affect neurotransmitters and shape the adult female brain during hormonal transition periods. Frontiers in neuroscience. 2015;9 doi: 10.3389/fnins.2015.00037. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Becker JB. Oestrogen effects on dopaminergic function in striatum. In: Chadwick DJ, Goode JA, editors. Neuronal and cognitive effects of oestrogens. West Sussex, England: Wiley; 2000. pp. 134–145. [PubMed] [Google Scholar]
- Berent-Spillson A, Persad CC, Love T, Sowers M, Randolph JF, Zubieta JK, Smith YR. Hormonal environment affects cognition independent of age during the menopause transition. The Journal of Clinical Endocrinology & Metabolism. 2012;97(9):E1686–E1694. doi: 10.1210/jc.2012-1365. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Berman KF, Schmidt PJ, Rubinow DR, Danaceau MA, Van Horn JD, Esposito G, Ostrem JL, Weinberger DR. Modulation of cognition-specific cortical activity by gonadal steroids: a positron-emission tomography study in women. Proc Natl Acad Sci U S A. 1997;94:8836–8841. doi: 10.1073/pnas.94.16.8836. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Berry AS, Shah VD, Baker SL, Vogel JW, O’Neil JP, Janabi M, … Jagust WJ. Aging affects dopaminergic neural mechanisms of cognitive flexibility. Journal of Neuroscience. 2016;36(50):12559–12569. doi: 10.1523/JNEUROSCI.0626-16.2016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Barros LA, Tufik S, Andersen ML. The role of progesterone in memory: an overview of three decades. Neuroscience & Biobehavioral Reviews. 2015;49:193–204. doi: 10.1016/j.neubiorev.2014.11.015. [DOI] [PubMed] [Google Scholar]
- Bean LA, Ianov L, Foster TC. Estrogen receptors, the hippocampus, and memory. The Neuroscientist. 2014;20(5):534–545. doi: 10.1177/1073858413519865. [DOI] [PMC free article] [PubMed] [Google Scholar]
- **.Brinton RD, Yao J, Yin F, Mack WJ, Cadenas E. Perimenopause as a neurological transition state. Nature reviews endocrinology. 2015;11(7):393–405. doi: 10.1038/nrendo.2015.82. An essential review of the neurological changes that accompany perimenopause, with an emphasis on cellular and molecular events. Unique perspective on estrogen’s regulation of the brain’s bioenergetic capabilities. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bohbot VD, *McKenzie S, *Konishi K, *Fouquet C, *Kurdi V, Schachar R, Boivin M, Robaey P. Virtual navigation strategies from childhood to senescence: evidence for changes across the life span. Frontiers in Aging Neuroscience. 2012;4:1–10. doi: 10.3389/fnagi.2012.00028. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Boulware MI, Kent BA, Frick KM. The impact of age-related ovarian hormone loss on cognitive and neural function. Curr Top Behav Neurosci. 2012;10:165–184. doi: 10.1007/7854_2011_122. [DOI] [PubMed] [Google Scholar]
- Cabeza R. Hemispheric asymmetry reduction in older adults: the HAROLD model. Psychol Aging. 2002;17:85–100. doi: 10.1037//0882-7974.17.1.85. [DOI] [PubMed] [Google Scholar]
- **.Cabeza R, Nyberg L, Park DC, editors. Cognitive neuroscience of aging: Linking cognitive and cerebral aging. Oxford University Press; 2016. Comprehensive set of review articles summarizing our current understanding of the neural basis of age-related cognitive decline. Park and Festini’s chapter on the middle-aged brain synthesizes our limited, but growing, understanding of early age-related neural and cognitive changes. [Google Scholar]
- Cansino S, Estrada-Manilla C, Trejo-Morales P, Pasaye-Alcaraz EH, Aguilar- Castaneda E, Salgado-Lujambio P, Sosa-Ortiz AL. fMRI subsequent source memory effects in young, middle-aged and old adults. Behav Brain Res. 2015;280:24–35. doi: 10.1016/j.bbr.2014.11.042. [DOI] [PubMed] [Google Scholar]
- Chisholm NC, Packard AR, Koss WA, Juraska JM. The effects of long-term treatment with estradiol and medroxyprogesterone acetate on tyrosine hydroxylase fibers and neuron number in the medial prefrontal cortex of aged female rats. Endocrinology. 2012;153(10):4874–4882. doi: 10.1210/en.2012-1412. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Daniel JM, Witty CF, Rodgers SP. Long-term consequences of estrogens administered in midlife on female cognitive aging. Hormones and behavior. 2015;74:77–85. doi: 10.1016/j.yhbeh.2015.04.012. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Davis SW, Dennis NA, Daselaar SM, Fleck MS, Cabeza R. Que PASA? The posterior–anterior shift in aging. Cereb Cortex. 2008;18:1201–1209. doi: 10.1093/cercor/bhm155. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dumitriu D, Rapp PR, McEwen BS, Morrison JH. Estrogen and the aging brain: an elixir for the weary cortical network. Ann N Y Acad Sci. 2010;1204:104–112. doi: 10.1111/j.1749-6632.2010.05529.x. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Epperson CN, Sammel MD, Freeman EW. Menopause effects on verbal memory: findings from a longitudinal community cohort. The Journal of Clinical Endocrinology & Metabolism. 2013;98(9):3829–3838. doi: 10.1210/jc.2013-1808. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Epperson CN, Amin Z, Ruparel K, Gur R, Loughead J. Interactive effects of estrogen and serotonin on brain activation during working memory and affective processing in menopausal women. Psychoneuroendocrinology. 2012;37:372–382. doi: 10.1016/j.psyneuen.2011.07.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fell AM, Walhovd KB. Multimodal imaging of the aging brain. In: Cabeza, Nyberg, Park, editors. The Cognitive Neuroscience of Aging: Linking Cognitive and Cerebral Aging. Oxford, UK: Oxford University Press; 2016. pp. 131–153. [Google Scholar]
- **.Frick KM, Tuscher JJ, Koss WA, Kim J, Taxier LR. Estrogenic regulation of memory consolidation: A look beyond the hippocampus, ovaries, and females. Physiology & behavior. 2017 doi: 10.1016/j.physbeh.2017.07.028. Comprehensive review of sex differences in the molecular mechanisms underlying estrogen-induced memory consolidation. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fortress AM, Frick KM. Epigenetic regulation of estrogen-dependent memory. Frontiers in neuroendocrinology. 2014;35(4):530–549. doi: 10.1016/j.yfrne.2014.05.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Galvin C, Ninan I. Regulation of the mouse medial prefrontal cortical synapses by endogenous estradiol. Neuropsychopharmacology. 2014;39(9):2086–2094. doi: 10.1038/npp.2014.56. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Giedd JN, Raznahan A, Mills KL, Lenroot RK. Review: magnetic resonance imaging of male/female differences in human adolescent brain anatomy. Biol Sex Differ. 2012;3(1):19. doi: 10.1186/2042-6410-3-19. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Girard R, Météreau E, Thomas J, Pugeat M, Qu C, Dreher JC. Hormone therapy at early post-menopause increases cognitive control-related prefrontal activity. Scientific Reports. 2017;7 doi: 10.1038/srep44917. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gold EB, Bromberger J, Crawford S, Samuels S, Greendale GA, Harlow SD, Skurnick J. Factors associated with age at natural menopause in a multiethnic sample of midlife women. American Journal of Epidemiology. 2001;153(9):865–874. doi: 10.1093/aje/153.9.865. [DOI] [PubMed] [Google Scholar]
- Goldstein JM, Seidman LJ, Horton NJ, Makris N, Kennedy DN, Caviness VS, Jr, Faraone SV, Tsuang MT. Normal sexual dimorphism of the adult human brain assessed by in vivo magnetic resonance imaging. Cereb Cortex. 2001;11(6):490–7. doi: 10.1093/cercor/11.6.490. [DOI] [PubMed] [Google Scholar]
- Goddings AL, Mills KL, Clasen LS, Giedd JN, Viner RM, Blakemore SJ. The influence of puberty on subcortical brain development. Neuroimage. 2014;88:242–251. doi: 10.1016/j.neuroimage.2013.09.073. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Grady C. The cognitive neuroscience of ageing. Nat Rev Neurosci. 2012;13:491–505. doi: 10.1038/nrn3256. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Greendale GA, Derby CA, Maki PM. Perimenopause and cognition. Obstet Gynecol Clin North Am. 2011;38:519–535. doi: 10.1016/j.ogc.2011.05.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gur RE, Gur RC. Sex differences in brain and behavior in adolescence: Findings from the Philadelphia Neurodevelopmental Cohort. Neuroscience & Biobehavioral Reviews. 2016;70:159–170. doi: 10.1016/j.neubiorev.2016.07.035. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hampson E, Morley EE. Estradiol concentrations and working memory performance in women of reproductive age. Psychoneuroendocrinology. 2013;38:2897–2904. doi: 10.1016/j.psyneuen.2013.07.020. [DOI] [PubMed] [Google Scholar]
- Hara Y, Waters EM, McEwen BS, Morrison JH. Estrogen effects on cognitive and synaptic health over the lifecourse. Physiological reviews. 2015;95(3):785–807. doi: 10.1152/physrev.00036.2014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- **.Hara Y, Yuk F, Puri R, Janssen WG, Rapp PR, Morrison JH. Estrogen restores multisynaptic boutons in the dorsolateral prefrontal cortex while promoting working memory in aged rhesus monkeys. Journal of Neuroscience. 2016;36(3):901–910. doi: 10.1523/JNEUROSCI.3480-13.2016. This paper adds a new layer to an extensive body of work from the Morrison lab demonstrating estrogen’s role in synaptic plasticity and dendritic remodeling in PFC, and working memory performance in aged female monkeys. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hara Y, Park CS, Janssen WG, Roberts MT, Morrison JH, Rapp PR. Synaptic correlates of memory and menopause in the hippocampal dentate gyrus in rhesus monkeys. Neurobiol Aging. 2012;33:421e17–28. doi: 10.1016/j.neurobiolaging.2010.09.014. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Harlow SD, Gass M, Hall JE, Lobo R, Maki P, Rebar RW, Sherman S, Sluss PM, de Villiers TJ. Executive summary of the Stages of Reproductive Aging Workshop+ 10: addressing the unfinished agenda of staging reproductive aging. Climacteric. 2012;15:105–114. doi: 10.3109/13697137.2011.650656. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Henderson VW, John JAS, Hodis HN, McCleary CA, Stanczyk FZ, Shoupe D, … Mack WJ. Cognitive effects of estradiol after menopause A randomized trial of the timing hypothesis. Neurology. 2016;87(7):699–708. doi: 10.1212/WNL.0000000000002980. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jacobs E, D’Esposito M. Estrogen shapes dopamine-dependent cognitive processes: implications for women’s health. J Neurosci. 2011;31:5286–5293. doi: 10.1523/JNEUROSCI.6394-10.2011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jacobs EG, Weiss B, Makris N, Whitfield-Gabrieli S, Buka SL, Klibanski A, Goldstein JM. Reorganization of functional networks in verbal working memory circuitry in early midlife: the impact of sex and menopausal status. Cerebral Cortex. 2016;27(5):2857–2870. doi: 10.1093/cercor/bhw127. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jacobs EG, Weiss BK, Makris N, Whitfield-Gabrieli S, Buka SL, Klibanski A, Goldstein JM. Impact of Sex and Menopausal Status on Episodic Memory Circuitry in Early Midlife. Journal of Neuroscience. 2016;36(39):10163–10173. doi: 10.1523/JNEUROSCI.0951-16.2016. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jacobs EG, Holsen LM, Lancaster K, Makris N, Whitfield-Gabrieli S, Remington A, … Goldstein JM. 17β-Estradiol differentially regulates stress circuitry activity in healthy and depressed women. Neuropsychopharmacology. 2015;40(3):566–576. doi: 10.1038/npp.2014.203. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kennedy KM, Reese ED, Horn MM, Sizemore AN, Unni AK, Meerbrey ME, … Rodrigue KM. BDNF val66met polymorphism affects aging of multiple types of memory. Brain research. 2015;1612:104–117. doi: 10.1016/j.brainres.2014.09.044. [DOI] [PMC free article] [PubMed] [Google Scholar]
- *.Kohama SG, Renner L, Landauer N, Weiss AR, Urbanski HF, Park B, … Neuringer M. Effect of ovarian hormone therapy on cognition in the aged female rhesus macaque. Journal of Neuroscience. 2016;36(40):10416–10424. doi: 10.1523/JNEUROSCI.0909-16.2016. The authors examined the impact of early, continuous hormone replacement on cognition in female monkeys following surgical menopause. Estradiol supplementation had long-term cognitive benefits on tests of memory and attention. Estradiol-treated animals out-performed untreated ovariectomized animals and untreated ovarian intact animals. Preclinical studies like this are important for clarifying how formulation and age of initiation of hormonal regimens shape cognitive outcomes. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Koivisto K, Reinikainen KJ, Hanninen T, Vanhanen M, Helkala EL, et al. Prevalence of age-associated memory impairment in a randomly selected population from eastern Finland. Neurology. 1995;45(4):741–747. doi: 10.1212/wnl.45.4.741. [DOI] [PubMed] [Google Scholar]
- Konishi K, Cherkerzian S, Jacobs EG, Weiss BK, Rentz DM, et al. Impact of BDNF and sex on maintaining intact memory function in early midlife. Abstract, 56th Annual Meeting of the American College of Neuropsychopharmacology; Palm Springs, CA. Dec, 2017. (Manuscript under review) [Google Scholar]
- Kwon D, Maillet D, Pasvanis S, Ankudowich E, Grady CL, Rajah MN. Context memory decline in middle aged adults is related to changes in prefrontal cortex function. Cerebral Cortex. 2016;26(6):2440–2460. doi: 10.1093/cercor/bhv068. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lester AW, Moffat SD, Wiener JM, Barnes CA, Wolbers T. The aging navigational system. Neuron. 2017;95(5):1019–1035. doi: 10.1016/j.neuron.2017.06.037. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Maki PM, Dennerstein L, Clark M, Guthrie J, LaMontagne P, Fornelli D, … Resnick SM. Perimenopausal use of hormone therapy is associated with enhanced memory and hippocampal function later in life. Brain research. 2011;1379:232–243. doi: 10.1016/j.brainres.2010.11.030. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Maki PM, Henderson VW. Hormone therapy, dementia, and cognition: the Women’s Health Initiative 10 years on. Climacteric. 2012;15(3):256–262. doi: 10.3109/13697137.2012.660613. [DOI] [PMC free article] [PubMed] [Google Scholar]
- McCarrey AC, An Y, Kitner-Triolo MH, Ferrucci L, Resnick SM. Sex differences in cognitive trajectories in clinically normal older adults. Psychology and Aging. 2016;31(2):166–175. doi: 10.1037/pag0000070. [DOI] [PMC free article] [PubMed] [Google Scholar]
- McCarrey AC, Resnick SM. Postmenopausal hormone therapy and cognition. Hormones and behavior. 2015;74:167–172. doi: 10.1016/j.yhbeh.2015.04.018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mielke MM, Vemuri P, Rocca WA. Clinical epidemiology of Alzheimer’s disease: assessing sex and gender differences. Clin Epidemiol. 2014;6:37– 48. doi: 10.2147/CLEP.S37929. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Moffat SD. Effects of testosterone on cognitive and brain aging in elderly men. Annals of the New York Academy of Sciences. 2005;1055(1):80–92. doi: 10.1196/annals.1323.014. [DOI] [PubMed] [Google Scholar]
- Moffat SD, Hampson E, Hatzipantelis M. Navigation in a “virtual” maze: Sex differences and correlation with psychometric measures of spatial ability in humans. Evolution and Human Behavior. 1998;19(2):73–87. [Google Scholar]
- Morrison JH, Briton RD, Schmidt PJ, Gore AC. Estrogen, menopause, and the aging brain: How basic neuroscience can inform hormone therapy in women. J Neurosci. 2006;26:10332–10348. doi: 10.1523/JNEUROSCI.3369-06.2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Morrison JH, Baxter MG. The ageing cortical synapse: hallmarks and implications for cognitive decline. Nat Rev Neurosci. 2012;13:240–250. doi: 10.1038/nrn3200. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Newhouse P, Dumas J. Estrogen–cholinergic interactions: implications for cognitive aging. Hormones and behavior. 2015;74:173–185. doi: 10.1016/j.yhbeh.2015.06.022. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Park D, Festini S. The middle aged brain: A cognitive neuroscience perspective. In: Cabeza, Nyberg, Park, editors. The Cognitive Neuroscience of Aging: Linking Cognitive and Cerebral Aging. Oxford, UK: Oxford University Press; 2016. pp. 363–388. [Google Scholar]
- *.Park H, Kennedy KM, Rodrigue KM, Hebrank A, Park DC. An fMRI study of episodic encoding across the lifespan: changes in subsequent memory effects are evident by middle-age. Neuropsychologia. 2013;51(3):448–456. doi: 10.1016/j.neuropsychologia.2012.11.025. One of the first fMRI studies to demonstrate early age-related alterations in neural activity during a memory encoding/retrieval task in middle-aged adults. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Prakapenka AV, Hiroi R, Quihuis AM, Carson C, Patel S, Berns-Leone C, … Bimonte-Nelson HA. Contrasting effects of individual versus combined estrogen and progestogen regimens as working memory load increases in middle-aged ovariectomized rats: one plus one does not equal two. Neurobiology of Aging. 2017 doi: 10.1016/j.neurobiolaging.2017.11.015. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pudas S, Josefsson M, Rieckmann A, Nyberg L. Longitudinal Evidence for Increased Functional Response in Frontal Cortex for Older Adults with Hippocampal Atrophy and Memory Decline. Cerebral Cortex. 2017:1–13. doi: 10.1093/cercor/bhw418. [DOI] [PubMed] [Google Scholar]
- Rajah MN, Maillet D, Grady CL. Episodic Memory in Healthy Older Adults: The Role of Prefrontal and Parietal Cortices. In: Addis DR, Barense Duarte A, editors. The Wiley Handbook on the Cognitive Neuroscience of Memory. Chichester, UK: John Wiley & Sons, Ltd; 2015. pp. 347–370. [Google Scholar]
- Rentz DM, Weiss BK, Jacobs EG, Cherkerzian S, Klibanski A, Remington A, … Goldstein JM. Sex differences in episodic memory in early midlife: Impact of reproductive aging. Menopause. 2017;24(4):400–408. doi: 10.1097/GME.0000000000000771. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Reuter-Lorenz PA, Cappell KA. Neurocognitive aging and the compensation hypothesis. Curr Dir Psychol Sci. 2008;17:177–182. [Google Scholar]
- Reuter-Lorenz PA, Jonides J, Smith EE, Hartley A, Miller A, Marshuetz C, Koeppe RA. Age differences in the frontal lateralization of verbal and spatial working memory revealed by PET. J Cogn Neurosci. 2000;12:174–187. doi: 10.1162/089892900561814. [DOI] [PubMed] [Google Scholar]
- Rossetti MF, Cambiasso MJ, Holschbach MA, Cabrera R. Oestrogens and progestagens: synthesis and action in the brain. Journal of neuroendocrinology. 2016;28(7) doi: 10.1111/jne.12402. [DOI] [PubMed] [Google Scholar]
- Ruigrok AN, Salimi-Khorshidi G, Lai MC, Baron-Cohen S, Lombardo MV, Tait RJ, Suckling J. A meta-analysis of sex differences in human brain structure. Neurosci Biobehav Rev. 2014;39:34–50. doi: 10.1016/j.neubiorev.2013.12.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sárvári M, Deli L, Kocsis P, Márk L, Maász G, Hrabovszky E, … Tihanyi K. Estradiol and isotype-selective estrogen receptor agonists modulate the mesocortical dopaminergic system in gonadectomized female rats. Brain research. 2014;1583:1–11. doi: 10.1016/j.brainres.2014.06.020. [DOI] [PubMed] [Google Scholar]
- Satterthwaite TD, Vandekar S, Wolf DH, Ruparel K, Roalf DR, Jackson C, … Davatzikos C. Sex differences in the effect of puberty on hippocampal morphology. Journal of the American Academy of Child & Adolescent Psychiatry. 2014;53(3):341–350. doi: 10.1016/j.jaac.2013.12.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Scheinost D, Finn ES, Tokoglu F, Shen X, Papademetris X, Hampson M, Constable RT. Sex differences in normal age trajectories of functional brain networks. Human brain mapping. 2015;36(4):1524–1535. doi: 10.1002/hbm.22720. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schumacher M, Mattern C, Ghoumari A, Oudinet JP, Liere P, Labombarda F, … Guennoun R. Revisiting the roles of progesterone and allopregnanolone in the nervous system: resurgence of the progesterone receptors. Progress in neurobiology. 2014;113:6–39. doi: 10.1016/j.pneurobio.2013.09.004. [DOI] [PubMed] [Google Scholar]
- Shanmugan S, Epperson CN. Estrogen and the prefrontal cortex: towards a new understanding of estrogen’s effects on executive functions in the menopause transition. Hum Brain Mapp. 2014;35:847–865. doi: 10.1002/hbm.22218. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shanmugan S, Loughead J, Nanga RPR, Elliott M, Hariharan H, Appleby D, … Epperson CN. Lisdexamfetamine effects on executive activation and neurochemistry in menopausal women with executive function difficulties. Neuropsychopharmacology. 2016 doi: 10.1038/npp.2016.162. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shaywitz SE, Shaywitz BA, Pugh KR, Fulbright RK, Skudlarski P, Mencl WE, Constable RT, Naftolin F, Palter SF, Marchione KE, Katz L, Shankweiler DP, Fletcher JM, Lacadie C, Keltz M, Gore JC. Effect of estrogen on brain activation patterns in postmenopausal women during working memory tasks. JAMA. 1999;281:1197–1202. doi: 10.1001/jama.281.13.1197. [DOI] [PubMed] [Google Scholar]
- Shumaker SA, Legault C, Rapp SR, Thal L, Wallace RB, Ockene JK, Hendrix SL, Jones BN, 3rd, Assaf AR, Jackson RD, Kotchen JM, Wassertheil-Smoller S, Wactawski-Wende J. Estrogen plus progestin and the incidence of dementia and mild cognitive impairment in postmenopausal women: the Women’s Health Initiative Memory Study: a randomized controlled trial. JAMA. 2003;289:2651–2662. doi: 10.1001/jama.289.20.2651. [DOI] [PubMed] [Google Scholar]
- Seitz J, Kubicki M, Jacobs EG, Cherkerzian S, Weiss BK, Papadimitriou G, Palig Mouradian P, Buka S, Jill M, Goldstein JM*, Makris N* Impact of sex and reproductive status on memory circuitry structure and function in early midlife using structural covariance analysis. 2018 doi: 10.1002/hbm.24441. under review. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Siman-Tov T, Bosak N, Sprecher E, Paz R, Eran A, Aharon-Peretz J, Kahn I. Early age-related functional connectivity decline in high-order cognitive networks. Frontiers in aging neuroscience. 2017;8:330. doi: 10.3389/fnagi.2016.00330. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sinclair D, Purves-Tyson TD, Allen KM, Weickert CS. Impacts of stress and sex hormones on dopamine neurotransmission in the adolescent brain. Psychopharmacology. 2014;231(8):1581–1599. doi: 10.1007/s00213-013-3415-z. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Spreng RN, Wojtowicz M, Grady CL. Reliable differences in brain activity between young and old adults: a quantitative meta-analysis across multiple cognitive domains. Neurosci Biobehav Rev. 2010;34:1178–1194. doi: 10.1016/j.neubiorev.2010.01.009. [DOI] [PubMed] [Google Scholar]
- Wang AC, Hara Y, Janssen WG, Rapp PR, Morrison JH. Synaptic estrogen receptor-a levels in prefrontal cortex in female rhesus monkeys and their correlation with cognitive performance. J Neurosci. 2010;30:12770– 12776. doi: 10.1523/JNEUROSCI.3192-10.2010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Weber MT, Maki PM, McDermott MP. Cognition and mood in perimenopause: a systematic review and meta-analysis. The Journal of steroid biochemistry and molecular biology. 2014;142:90–98. doi: 10.1016/j.jsbmb.2013.06.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wei SM, Baller EB, Kohn PD, Kippenhan JS, Kolachana B, Soldin SJ, … Berman KF. Brain-derived neurotrophic factor Val66Met genotype and ovarian steroids interactively modulate working memory-related hippocampal function in women: a multimodal neuroimaging study. Molecular Psychiatry. 2017 doi: 10.1038/mp.2017.72. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wei SM, Eisenberg DP, Kohn PD, Kippenhan JS, Kolachana BS, Weinberger DR, Berman KF. Brain-derived neurotrophic factor Val66Met polymorphism affects resting regional cerebral blood flow and functional connectivity differentially in women versus men. Journal of Neuroscience. 2012;32(20):7074–7081. doi: 10.1523/JNEUROSCI.5375-11.2012. [DOI] [PMC free article] [PubMed] [Google Scholar]

