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Foster JC, Hodges HR, Beloborodova A, Cohodes EM, Phillips MQ, Anderson E, Fagbenro B, Gee DG. Integrating developmental neuroscience with community-engaged approaches to address mental health outcomes for housing-insecure youth: Implications for research, practice, and policy. Dev Cogn Neurosci 2024; 68:101399. [PMID: 38875770 PMCID: PMC11225708 DOI: 10.1016/j.dcn.2024.101399] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Revised: 03/16/2024] [Accepted: 05/30/2024] [Indexed: 06/16/2024] Open
Abstract
One in three children in the United States is exposed to insecure housing conditions, including unaffordable, inconsistent, and unsafe housing. These exposures have detrimental impacts on youth mental health. Delineating the neurobehavioral pathways linking exposure to housing insecurity with children's mental health has the potential to inform interventions and policy. However, in approaching this work, carefully considering the lived experiences of youth and families is essential to translating scientific discovery to improve health outcomes in an equitable and representative way. In the current paper, we provide an introduction to the range of stressful experiences that children may face when exposed to insecure housing conditions. Next, we highlight findings from the early-life stress literature regarding the potential neurobehavioral consequences of insecure housing, focusing on how unpredictability is associated with the neural circuitry supporting cognitive and emotional development. We then delineate how community-engaged research (CEnR) approaches have been leveraged to understand the effects of housing insecurity on mental health, and we propose future research directions that integrate developmental neuroscience research and CEnR approaches to maximize the impact of this work. We conclude by outlining practice and policy recommendations that aim to improve the mental health of children exposed to insecure housing.
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Affiliation(s)
- Jordan C Foster
- Yale University, Department of Psychology, New Haven, CT, United States.
| | - H R Hodges
- University of Minnesota, Institute of Child Development, Minneapolis, MN, United States
| | - Anna Beloborodova
- Yale University, Department of Psychology, New Haven, CT, United States
| | - Emily M Cohodes
- Yale University, Department of Psychology, New Haven, CT, United States
| | | | | | | | - Dylan G Gee
- Yale University, Department of Psychology, New Haven, CT, United States.
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2
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Wakeford AGP, Nye JA, Morin EL, Mun J, Meyer JS, Goodman M, Howell LL, Sanchez MM. Alterations in adolescent brain serotonin (5HT) 1A, 5HT 2A, and dopamine (D) 2 receptor systems in a nonhuman primate model of early life adversity. Neuropsychopharmacology 2024; 49:1227-1235. [PMID: 38671147 PMCID: PMC11224234 DOI: 10.1038/s41386-023-01784-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 10/30/2023] [Accepted: 12/04/2023] [Indexed: 04/28/2024]
Abstract
Stress affects brain serotonin (5HT) and dopamine (DA) function, and the effectiveness of 5HT and DA to regulate stress and emotional responses. However, our understanding of the long-term impact of early life adversity (ELA) on primate brain monoaminergic systems during adolescence is scarce and inconsistent. Filling this gap in the literature is critical, given that the emergence of psychopathology during adolescence has been related to deficits in these systems. Here, we use a translational nonhuman primate (NHP) model of ELA (infant maltreatment by the mother) to examine the long-term impact of ELA on adolescent 5HT1A, 5HT2A and D2 receptor systems. These receptor systems were chosen based on their involvement in stress/emotional control, as well as reward and reinforcement. Rates of maternal abuse, rejection, and infant's vocalizations were obtained during the first three postnatal months, and hair cortisol concentrations obtained at 6 months postnatal were examined as early predictors of binding potential (BP) values obtained during adolescence using positron emission tomography (PET) imaging. Maltreated animals demonstrated significantly lower 5HT1A receptor BP in prefrontal cortical areas as well as the amygdala and hippocampus, and lower 5HT2A receptor BP in striatal and prefrontal cortical areas. Maltreated animals also demonstrated significantly lower D2 BP in the amygdala. None of the behavioral and neuroendocrine measurements obtained early in life predicted any changes in BP data. Our findings suggest that early caregiving experiences regulate the development of brain 5HT and DA systems in primates, resulting in long-term effects evident during adolescence.
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Affiliation(s)
- Alison G P Wakeford
- Division of Neuropharmacology and Neurologic Diseases, Emory National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA
- Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA
| | - Jonathon A Nye
- Department of Radiology and Imaging Sciences, Emory University, 1364 Clifton Rd. NE, Atlanta, GA, 30329, USA
| | - Elyse L Morin
- Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA
- Division of Developmental and Cognitive Neuroscience, Emory National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA
| | - Jiyoung Mun
- Department of Radiology and Imaging Sciences, Emory University, 1364 Clifton Rd. NE, Atlanta, GA, 30329, USA
| | - Jerrold S Meyer
- Department of Psychological & Brain Sciences, University of Massachusetts, 441 Tobin Hall, Amherst, MA, 01003, USA
| | - Mark Goodman
- Department of Radiology and Imaging Sciences, Emory University, 1364 Clifton Rd. NE, Atlanta, GA, 30329, USA
| | - Leonard L Howell
- Division of Neuropharmacology and Neurologic Diseases, Emory National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA
- Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA
| | - Mar M Sanchez
- Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA.
- Division of Developmental and Cognitive Neuroscience, Emory National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA.
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3
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Yano-Nashimoto S, Truzzi A, Shinozuka K, Murayama AY, Kurachi T, Moriya-Ito K, Tokuno H, Miyazawa E, Esposito G, Okano H, Nakamura K, Saito A, Kuroda KO. Anxious about rejection, avoidant of neglect: Infant marmosets tune their attachment based on individual caregiver's parenting style. Commun Biol 2024; 7:212. [PMID: 38378797 PMCID: PMC10879543 DOI: 10.1038/s42003-024-05875-6] [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: 08/08/2023] [Accepted: 01/30/2024] [Indexed: 02/22/2024] Open
Abstract
Children's secure attachment with their primary caregivers is crucial for physical, cognitive, and emotional maturation. Yet, the causal links between specific parenting behaviors and infant attachment patterns are not fully understood. Here we report infant attachment in New World monkeys common marmosets, characterized by shared infant care among parents and older siblings and complex vocal communications. By integrating natural variations in parenting styles and subsecond-scale microanalyses of dyadic vocal and physical interactions, we demonstrate that marmoset infants signal their needs through context-dependent call use and selective approaches toward familiar caregivers. The infant attachment behaviors are tuned to each caregiver's parenting style; infants use negative calls when carried by rejecting caregivers and selectively avoid neglectful and rejecting caregivers. Family-deprived infants fail to develop such adaptive uses of attachment behaviors. With these similarities with humans, marmosets offer a promising model for investigating the biological mechanisms of attachment security.
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Affiliation(s)
- Saori Yano-Nashimoto
- Laboratory for Affiliative Social Behavior, RIKEN Center for Brain Science, Wako, Japan
- Laboratory of Physiology, Department of Basic Veterinary Sciences, Graduate School of Veterinary Medicine, Hokkaido University, Sapporo, Japan
| | - Anna Truzzi
- Laboratory for Affiliative Social Behavior, RIKEN Center for Brain Science, Wako, Japan
- Trinity College Institute of Neuroscience, School of Psychology, Trinity College Dublin, Dublin, Ireland
- Department of Psychology and Cognitive Science, University of Trento, Rovereto, TN, Italy
| | - Kazutaka Shinozuka
- Laboratory for Affiliative Social Behavior, RIKEN Center for Brain Science, Wako, Japan
- Planning, Review and Research Institute for Social insurance and Medical program, Chiyoda-ku, Japan
| | - Ayako Y Murayama
- Laboratory for Affiliative Social Behavior, RIKEN Center for Brain Science, Wako, Japan
- Department of Physiology, Keio University School of Medicine, Shinjuku-ku, Japan
- Laboratory for Marmoset Neural Architecture, RIKEN Center for Brain Science, Wako, Japan
- Neural Circuit Unit, Okinawa Institute Science and Technology Graduate University, Onna, Japan
| | - Takuma Kurachi
- Laboratory for Affiliative Social Behavior, RIKEN Center for Brain Science, Wako, Japan
- Department of Agriculture, Tokyo University of Agriculture and Technology, Fuchu, Japan
| | - Keiko Moriya-Ito
- Department of Brain & Neurosciences, Tokyo Metropolitan Institute of Medical Science, Setagaya-ku, Japan
| | - Hironobu Tokuno
- Department of Brain & Neurosciences, Tokyo Metropolitan Institute of Medical Science, Setagaya-ku, Japan
| | - Eri Miyazawa
- Laboratory for Affiliative Social Behavior, RIKEN Center for Brain Science, Wako, Japan
| | - Gianluca Esposito
- Laboratory for Affiliative Social Behavior, RIKEN Center for Brain Science, Wako, Japan
- Department of Psychology and Cognitive Science, University of Trento, Rovereto, TN, Italy
| | - Hideyuki Okano
- Department of Physiology, Keio University School of Medicine, Shinjuku-ku, Japan
- Laboratory for Marmoset Neural Architecture, RIKEN Center for Brain Science, Wako, Japan
| | - Katsuki Nakamura
- Center for the Evolutionary Origins of Human Behavior, Kyoto University, Inuyama, Japan
| | - Atsuko Saito
- Laboratory for Affiliative Social Behavior, RIKEN Center for Brain Science, Wako, Japan.
- Department of Psychology, Sophia University, Chiyoda-ku, Japan.
| | - Kumi O Kuroda
- Laboratory for Affiliative Social Behavior, RIKEN Center for Brain Science, Wako, Japan.
- Kuroda Laboratory, School of Life Science and Technology, Tokyo Institute of Technology, Yokohama, Japan.
- Laboratory for Circuit and Behavioral Physiology, RIKEN Center for Brain Science, Wako, Japan.
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4
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Pittet F, Hinde K. Meager Milk: Lasting Consequences for Adult Daughters of Primiparous Mothers Among Rhesus Macaques (Macaca mulatta). Integr Comp Biol 2023; 63:569-584. [PMID: 37170073 PMCID: PMC10503474 DOI: 10.1093/icb/icad022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2023] [Revised: 04/21/2023] [Accepted: 04/24/2023] [Indexed: 05/13/2023] Open
Abstract
Among mammals, primipara who initiate reproduction before full maturity can be constrained in their maternal investment, both due to fewer somatic resources and tradeoffs between their own continued development and reproductive effort. Primipara are particularly limited in their capacity to synthesize milk during lactation, the costliest aspect of reproduction for most mammals, especially primates due to long periods of postnatal development. Due to reduced milk transfer, Firstborns may be at elevated risk for long-term consequences of deficits in early life endowment from their primiparous mothers. Here we investigated mass, growth, stature, and lactation performance among N = 273 adult daughters across N = 335 reproductions, who were their own mother's Firstborn or Laterborn progeny, among rhesus macaques (Macaca mulatta) at the California National Primate Research Center. We further explored mass during infancy of the offspring of Firstborn and Laterborn mothers. Firstborns had accelerated growth during infancy, but had slowed growth during juvenility, compared to Laterborns. Although both Firstborns and Laterborns were the same age at reproductive debut, Firstborns had lower body mass, an effect that persisted throughout the reproductive career. Available milk energy, the product of milk energetic density and milk yield, was on average 16% lower for Firstborns compared to Laterborns, a difference that was only partially mediated by their lower mass. Despite differences in their mothers' energy provision through milk, the mass of infants of Firstborn and Laterborn mothers did not differ at peak lactation, suggesting that infants of Firstborns devote a higher proportion of milk energy to growth than infants of Laterborns. To date few studies have explored how early life conditions shape capacities to synthesize milk and milk composition. Our findings contribute new information among primates on how early life maternal endowments are associated with persistent effects long after the period of maternal dependence well into reproductive maturity.
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Affiliation(s)
- Florent Pittet
- Neuroscience and Behavior Unit, California National Primate Research Center, University of California, Davis, CA 95616, USA
| | - Katie Hinde
- School of Human Evolution and Social Change, Tempe, AZ 85287, USA
- Center for Evolution and Medicine, Arizona State University, Tempe, AZ 85287, USA
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5
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Korobkova L, Morin EL, Aoued H, Sannigrahi S, Garza KM, Siebert ER, Walum H, Cabeen RP, Sanchez MM, Dias BG. RNA in extracellular vesicles during adolescence reveal immune, energetic and microbial imprints of early life adversity. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.23.529808. [PMID: 36865138 PMCID: PMC9980043 DOI: 10.1101/2023.02.23.529808] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/03/2023]
Abstract
Exposure to early life adversity (ELA), including childhood maltreatment, is one of the most significant risk factors for the emergence of neuropsychiatric disorders in adolescence and adulthood. Despite this relationship being well established, the underlying mechanisms remain unclear. One way to achieve this understanding is to identify molecular pathways and processes that are perturbed as a consequence of childhood maltreatment. Ideally, these perturbations would be evident as changes in DNA, RNA or protein profiles in easily accessible biological samples collected in the shadow of childhood maltreatment. In this study, we isolated circulating extracellular vesicles (EVs) from plasma collected from adolescent rhesus macaques that had either experienced nurturing maternal care (CONT) or maternal maltreatment (MALT) in infancy. RNA sequencing of RNA in plasma EVs and gene enrichment analysis revealed that genes related to translation, ATP synthesis, mitochondrial function and immune response were downregulated in MALT samples, while genes involved in ion transport, metabolism and cell differentiation were upregulated. Interestingly, we found that a significant proportion of EV RNA aligned to the microbiome and that MALT altered the diversity of microbiome-associated RNA signatures found in EVs. Part of this altered diversity suggested differences in prevalence of bacterial species in CONT and MALT animals noted in the RNA signatures of the circulating EVs. Our findings provide evidence that immune function, cellular energetics and the microbiome may be important conduits via which infant maltreatment exerts effects on physiology and behavior in adolescence and adulthood. As a corollary, perturbations of RNA profiles related to immune function, cellular energetics and the microbiome may serve as biomarkers of responsiveness to ELA. Our results demonstrate that RNA profiles in EVs can serve as a powerful proxy to identify biological processes that might be perturbed by ELA and that may contribute to the etiology of neuropsychiatric disorders in the aftermath of ELA.
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6
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A calcitonin receptor-expressing subregion of the medial preoptic area is involved in alloparental tolerance in common marmosets. Commun Biol 2022; 5:1243. [PMID: 36411342 PMCID: PMC9678893 DOI: 10.1038/s42003-022-04166-2] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 10/25/2022] [Indexed: 11/23/2022] Open
Abstract
Like humans, common marmoset monkeys utilize family cooperation for infant care, but the neural mechanisms underlying primate parental behaviors remain largely unknown. We investigated infant care behaviors of captive marmosets in family settings and caregiver-infant dyadic situations. Marmoset caregivers exhibited individual variations in parenting styles, comprised of sensitivity and tolerance toward infants, consistently across infants, social contexts and multiple births. Seeking the neural basis of these parenting styles, we demonstrated that the calcitonin receptor-expressing neurons in the marmoset medial preoptic area (MPOA) were transcriptionally activated during infant care, as in laboratory mice. Further, site-specific neurotoxic lesions of this MPOA subregion, termed the cMPOA, significantly reduced alloparental tolerance and total infant carrying, while sparing general health and other social or nonsocial behaviors. These results suggest that the molecularly-defined neural site cMPOA is responsible for mammalian parenting, thus provide an invaluable model to study the neural basis of parenting styles in primates.
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7
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Davis EP, McCormack K, Arora H, Sharpe D, Short AK, Bachevalier J, Glynn LM, Sandman CA, Stern HS, Sanchez M, Baram TZ. Early life exposure to unpredictable parental sensory signals shapes cognitive development across three species. Front Behav Neurosci 2022; 16:960262. [PMID: 36338881 PMCID: PMC9630745 DOI: 10.3389/fnbeh.2022.960262] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 09/21/2022] [Indexed: 08/23/2023] Open
Abstract
Exposure to early life adversity has long term consequences on cognitive function. Most research has focused on understanding components of early life adversities that contribute to later risk, including poverty, trauma, maltreatment, and neglect. Whereas these factors, in the aggregate, explain a significant proportion of emotional and cognitive problems, there are serious gaps in our ability to identify potential mechanisms by which early life adversities might promote vulnerability or resilience. Here we discuss early life exposure to unpredictable signals from the caretaker as an understudied type of adversity that is amenable to prevention and intervention. We employ a translational approach to discover underlying neurobiological mechanisms by which early life exposure to unpredictable signals sculpts the developing brain. First, we review evidence that exposure to unpredictable signals from the parent during sensitive periods impacts development of neural circuits. Second, we describe a method for characterizing early life patterns of sensory signals across species. Third, we present published and original data illustrating that patterns of maternal care predict memory function in humans, non-human primates, and rodents. Finally, implications are discussed for identifying individuals at risk so that early preventive-intervention can be provided.
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Affiliation(s)
- Elysia Poggi Davis
- Department of Psychology, University of Denver, Denver, CO, United States
- Department of Pediatrics, University of California, Irvine, Irvine, CA, United States
| | - Kai McCormack
- Department of Psychology, Spelman College, Atlanta, GA, United States
- Emory National Primate Research Center, Emory University, Atlanta, GA, United States
| | - Hina Arora
- Department of Statistics, University of California, Irvine, Irvine, CA, United States
| | - Desiree Sharpe
- Mary Frances Early College of Education (MFECOE) Torrance Center for Creativity and Talent Development, University of Georgia, Athens, GA, United States
| | - Annabel K. Short
- Department of Pediatrics, University of California, Irvine, Irvine, CA, United States
| | - Jocelyne Bachevalier
- Emory National Primate Research Center, Emory University, Atlanta, GA, United States
| | - Laura M. Glynn
- Department of Psychology, Chapman University, Orange, CA, United States
| | - Curt A. Sandman
- Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, United States
| | - Hal S. Stern
- Department of Statistics, University of California, Irvine, Irvine, CA, United States
| | - Mar Sanchez
- Emory National Primate Research Center, Emory University, Atlanta, GA, United States
- Department of Psychiatry and Behavioral Sciences, School of Medicine, Emory University, Atlanta, GA, United States
| | - Tallie Z. Baram
- Department of Pediatrics, University of California, Irvine, Irvine, CA, United States
- Department of Anatomy and Neurobiology, University of California, Irvine, Irvine, CA, United States
- Department of Neurology, University of California, Irvine, Irvine, CA, United States
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8
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Gunter C, Harris RA, Kovacs-Balint Z, Raveendran M, Michopoulos V, Bachevalier J, Raper J, Sanchez MM, Rogers J. Heritability of social behavioral phenotypes and preliminary associations with autism spectrum disorder risk genes in rhesus macaques: A whole exome sequencing study. Autism Res 2022; 15:447-463. [PMID: 35092647 PMCID: PMC8930433 DOI: 10.1002/aur.2675] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2021] [Revised: 11/15/2021] [Accepted: 01/11/2022] [Indexed: 12/14/2022]
Abstract
Nonhuman primates and especially rhesus macaques (Macaca mulatta) have been indispensable animal models for studies of various aspects of neurobiology, developmental psychology, and other aspects of neuroscience. While remarkable progress has been made in our understanding of influences on atypical human social behavior, such as that observed in autism spectrum disorders (ASD), many significant questions remain. Improved understanding of the relationships among variation in specific genes and variation in expressed social behavior in a nonhuman primate would benefit efforts to investigate risk factors, developmental mechanisms, and potential therapies for behavioral disorders including ASD. To study genetic influences on key aspects of social behavior and interactions-individual competence and/or motivation for specific aspects of social behavior-we quantified individual variation in social interactions among juvenile rhesus macaques using both a standard macaque ethogram and a macaque-relevant modification of the human Social Responsiveness Scale. Our analyses demonstrate that various aspects of juvenile social behavior exhibit significant genetic heritability, with estimated quantitative genetic effects similar to that described for ASD in human children. We also performed exome sequencing and analyzed variants in 143 genes previously suggested to influence risk for human ASD. We find preliminary evidence for genetic association between specific variants and both individual behaviors and multi-behavioral factor scores. To our knowledge, this is the first demonstration that spontaneous social behaviors performed by free-ranging juvenile rhesus macaques display significant genetic heritability and then to use exome sequencing data to examine potential macaque genetic associations in genes associated with human ASD.
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Affiliation(s)
- Chris Gunter
- Marcus Autism Center, Children’s Healthcare of Atlanta, Atlanta, GA, USA,Departments of Pediatrics Human Genetics, Emory University School of Medicine, Atlanta, GA, USA
| | - R. Alan Harris
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | | | - Muthuswamy Raveendran
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Vasiliki Michopoulos
- Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA,Department of Psychiatry & Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Jocelyne Bachevalier
- Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA,Department of Psychology, Emory University, Atlanta, GA, USA
| | - Jessica Raper
- Departments of Pediatrics Human Genetics, Emory University School of Medicine, Atlanta, GA, USA,Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA
| | - Mar M. Sanchez
- Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA,Department of Psychiatry & Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Jeffrey Rogers
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
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9
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Morin EL, Garza KM, Aoued H, Sannigrahi S, Siebert ER, Howell BR, Walum H, Sanchez MM, Dias BG. Profiling nonhuman primate germline RNA to understand the legacy of early life stress. JOURNAL OF EXPERIMENTAL ZOOLOGY PART 2021; 337:15-23. [PMID: 34498433 PMCID: PMC8671153 DOI: 10.1002/jez.2501] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Revised: 05/19/2021] [Accepted: 05/20/2021] [Indexed: 11/27/2022]
Abstract
Exposure to stress is a risk factor for perturbed mental health, including impoverished regulation of emotional and physiological responses that accompany anxiety and mood disorders, substance abuse and behavioral disorders. Such disruptions to well‐being could be triggered by discrete environmental events or pervasive early life stress (ELS) resulting for example from adverse caregiving. Recent data mostly collected from rodents exposed to anthropogenic stressors suggest that one way via which the detrimental effects of such stress extend beyond the exposed population to future offspring is via stress‐induced alterations of RNA found in the paternal germline. In contrast, less attention has been paid to how naturally occurring stress in males might influence offspring biology and behavior. In this study, we used a translational nonhuman primate model of ELS caused by naturally occurring adverse caregiving of infant macaques to (1) profile total RNA in the adolescent male germline, and (2) identify how those RNA profiles are affected by exposure to ELS. Our findings that the top 100 transcripts identified correspond to transcripts related to germline biology and reproduction demonstrate the validity and feasibility of profiling RNA in the germline of rhesus macaques. While our small sample sizes precluded definitive assessment of stress‐induced alterations of RNA in the male germline of rhesus macaques that experienced ELS, our study sets the foundation for future investigations of how early adversity might alter the male germline, across species and in experimental protocols that involve anthropogenic vs natural stressors. The top 100 genes in the male germline for which RNA sequences aligned to the sense strand were relevant to male germline‐related biology and reproduction. Sequences aligned to the antisense strand that may play an important role in regulation of gene expression in the zygote after fertilization were also found.
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Affiliation(s)
- Elyse L Morin
- Yerkes National Primate Research Center, Atlanta, Georgia, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, Georgia, USA
| | - Kristie M Garza
- Yerkes National Primate Research Center, Atlanta, Georgia, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, Georgia, USA.,Neuroscience Graduate Program, Emory University, Atlanta, Georgia, USA.,Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, Georgia, USA
| | - Hadj Aoued
- Yerkes National Primate Research Center, Atlanta, Georgia, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, Georgia, USA
| | - Soma Sannigrahi
- Yerkes National Primate Research Center, Atlanta, Georgia, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, Georgia, USA
| | - Erin R Siebert
- Yerkes National Primate Research Center, Atlanta, Georgia, USA
| | - Brittany R Howell
- Yerkes National Primate Research Center, Atlanta, Georgia, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, Georgia, USA.,Fralin Biomedical Research Institute at VTC, Roanoke, Virginia, USA.,Department of Human Development and Family Science, Virginia Tech, Blacksburg, Virginia, USA
| | - Hasse Walum
- Yerkes National Primate Research Center, Atlanta, Georgia, USA
| | - Mar M Sanchez
- Yerkes National Primate Research Center, Atlanta, Georgia, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, Georgia, USA
| | - Brian G Dias
- Yerkes National Primate Research Center, Atlanta, Georgia, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, Georgia, USA
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10
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Kovacs Balint Z, Raper J, Michopoulos V, Howell LH, Gunter C, Bachevalier J, Sanchez MM. Validation of the Social Responsiveness Scale (SRS) to screen for atypical social behaviors in juvenile macaques. PLoS One 2021; 16:e0235946. [PMID: 34014933 PMCID: PMC8136728 DOI: 10.1371/journal.pone.0235946] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 04/12/2021] [Indexed: 12/28/2022] Open
Abstract
Primates form strong social bonds and depend on social relationships and networks that provide shared resources and protection critical for survival. Social deficits such as those present in autism spectrum disorder (ASD) and other psychiatric disorders hinder the individual’s functioning in communities. Given that early diagnosis and intervention can improve outcomes and trajectories of ASD, there is a great need for tools to identify early markers for screening/diagnosis, and for translational animal models to uncover biological mechanisms and develop treatments. One of the most widely used screening tools for ASD in children is the Social Responsiveness Scale (SRS), a quantitative measure used to identify individuals with atypical social behaviors. The SRS has been adapted for use in adult rhesus monkeys (Macaca mulatta)–a species very close to humans in terms of social behavior, brain anatomy/connectivity and development–but has not yet been validated or adapted for a necessary downward extension to younger ages matching those for ASD diagnosis in children. The goal of the present study was to adapt and validate the adult macaque SRS (mSRS) in juvenile macaques with age equivalent to mid-childhood in humans. Expert primate coders modified the mSRS to adapt it to rate atypical social behaviors in juvenile macaques living in complex social groups at the Yerkes National Primate Research Center. Construct and face validity of this juvenile mSRS (jmSRS) was determined based on well-established and operationalized measures of social and non-social behaviors in this species using traditional behavioral observations. We found that the jmSRS identifies variability in social responsiveness of juvenile rhesus monkeys and shows strong construct/predictive validity, as well as sensitivity to detect atypical social behaviors in young male and female macaques across social status. Thus, the jmSRS provides a promising tool for translational research on macaque models of children social disorders.
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Affiliation(s)
- Z. Kovacs Balint
- Yerkes National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
| | - J. Raper
- Yerkes National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
- Department of Pediatrics, Emory University, Atlanta, Georgia, United States of America
| | - V. Michopoulos
- Yerkes National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
- Department of Psychiatry & Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - L. H. Howell
- Yerkes National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
| | - C. Gunter
- Department of Pediatrics, Emory University, Atlanta, Georgia, United States of America
- Marcus Autism Center, Children’s Healthcare of Atlanta, Atlanta, Georgia, United States of America
- Department of Human Genetics, Emory University, Atlanta, Georgia, United States of America
| | - J. Bachevalier
- Yerkes National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
- Department of Psychology, Emory University, Atlanta, Georgia, United States of America
| | - M. M. Sanchez
- Yerkes National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
- Department of Psychiatry & Behavioral Sciences, Emory University School of Medicine, Atlanta, Georgia, United States of America
- * E-mail:
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11
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Developmental outcomes of early adverse care on amygdala functional connectivity in nonhuman primates. Dev Psychopathol 2021; 32:1579-1596. [PMID: 33427167 DOI: 10.1017/s0954579420001133] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Despite the strong link between childhood maltreatment and psychopathology, the underlying neurodevelopmental mechanisms are poorly understood and difficult to disentangle from heritable and prenatal factors. This study used a translational macaque model of infant maltreatment in which the adverse experience occurs in the first months of life, during intense maturation of amygdala circuits important for stress and emotional regulation. Thus, we examined the developmental impact of maltreatment on amygdala functional connectivity (FC) longitudinally, from infancy through the juvenile period. Using resting state functional magnetic resonance imaging (MRI) we performed amygdala-prefrontal cortex (PFC) region-of-interest and exploratory whole-brain amygdala FC analyses. The latter showed (a) developmental increases in amygdala FC with many regions, likely supporting increased processing of socioemotional-relevant stimuli with age; and (b) maltreatment effects on amygdala coupling with arousal and stress brain regions (locus coeruleus, laterodorsal tegmental area) that emerged with age. Maltreated juveniles showed weaker FC than controls, which was negatively associated with infant hair cortisol concentrations. Findings from the region-of-interest analysis also showed weaker amygdala FC with PFC regions in maltreated animals than controls since infancy, whereas bilateral amygdala FC was stronger in maltreated animals. These effects on amygdala FC development may underlie the poor behavioral outcomes associated with this adverse experience.
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12
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Baxter A, Wood EK, Barr CS, Kay DB, Suomi SJ, Higley JD. Maternal neglect and the serotonin system are associated with daytime sleep in infant rhesus monkeys. Dev Psychopathol 2020; 32:1-10. [PMID: 30712526 PMCID: PMC6679820 DOI: 10.1017/s0954579418001359] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Environmental and biological factors contribute to sleep development during infancy. Parenting plays a particularly important role in modulating infant sleep, potentially via the serotonin system, which is itself involved in regulating infant sleep. We hypothesized that maternal neglect and serotonin system dysregulation would be associated with daytime sleep in infant rhesus monkeys. Subjects were nursery-reared infant rhesus macaques (n = 287). During the first month of life, daytime sleep-wake states were rated bihourly (0800-2100). Infants were considered neglected (n = 16) if before nursery-rearing, their mother repeatedly failed to retrieve them. Serotonin transporter genotype and concentrations of cerebrospinal fluid 5-hydroxyindoleacetic acid (5-HIAA) were used as markers of central serotonin system functioning. t tests showed that neglected infants were observed sleeping less frequently, weighed less, and had higher 5-HIAA than non-neglected nursery-reared infants. Regression revealed that serotonin transporter genotype moderated the relationship between 5-HIAA and daytime sleep: in subjects possessing the Ls genotype, there was a positive correlation between 5-HIAA and daytime sleep, whereas in subjects possessing the LL genotype there was no association. These results highlight the pivotal roles that parents and the serotonin system play in sleep development. Daytime sleep alterations observed in neglected infants may partially derive from serotonin system dysregulation.
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Affiliation(s)
- Alexander Baxter
- Department of Psychology, Brigham Young University, Provo, UT, USA
| | - Elizabeth K Wood
- Department of Psychology, Brigham Young University, Provo, UT, USA
| | - Christina S Barr
- Section of Comparative Behavioral Genomics, National Institute on Alcohol Abuse and Alcoholism, National Institutes of Health Rockville, MD, USA
| | - Daniel B Kay
- Department of Psychology, Brigham Young University, Provo, UT, USA
| | - Stephen J Suomi
- Laboratory of Comparative Ethology, National Institute of Child Health and Human Development, National Institutes of Health, Poolesville, MD, USA
| | - J Dee Higley
- Department of Psychology, Brigham Young University, Provo, UT, USA
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13
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Zhang S, Jiang X, Zhang W, Zhang T, Chen H, Zhao Y, Lv J, Guo L, Howell BR, Sanchez MM, Hu X, Liu T. Joint representation of connectome-scale structural and functional profiles for identification of consistent cortical landmarks in macaque brain. Brain Imaging Behav 2019; 13:1427-1443. [PMID: 30178424 PMCID: PMC6399084 DOI: 10.1007/s11682-018-9944-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Discovery and representation of common structural and functional cortical architectures has been a significant yet challenging problem for years. Due to the remarkable variability of structural and functional cortical architectures in human brain, it is challenging to jointly represent a common cortical architecture which can comprehensively encode both structure and function characteristics. In order to better understand this challenge and considering that macaque monkey brain has much less variability in structure and function compared with human brain, in this paper, we propose a novel computational framework to apply our DICCCOL (Dense Individualized and Common Connectivity-based Cortical Landmarks) and HAFNI (Holistic Atlases of Functional Networks and Interactions) frameworks on macaque brains, in order to jointly represent structural and functional connectome-scale profiles for identification of a set of consistent and common cortical landmarks across different macaque brains based on multimodal DTI and resting state fMRI (rsfMRI) data. Experimental results demonstrate that 100 consistent and common cortical landmarks are successfully identified via the proposed framework, each of which has reasonably accurate anatomical, structural fiber connection pattern, and functional correspondences across different macaque brains. This set of 100 landmarks offer novel insights into the structural and functional cortical architectures in macaque brains.
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Affiliation(s)
- Shu Zhang
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Boyd GSRC 420, Athens, GA, 30602, USA
| | - Xi Jiang
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Boyd GSRC 420, Athens, GA, 30602, USA
| | - Wei Zhang
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Boyd GSRC 420, Athens, GA, 30602, USA
| | - Tuo Zhang
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Boyd GSRC 420, Athens, GA, 30602, USA
- School of Automation, Northwestern Polytechnical University, Xi'an, People's Republic of China
| | - Hanbo Chen
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Boyd GSRC 420, Athens, GA, 30602, USA
| | - Yu Zhao
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Boyd GSRC 420, Athens, GA, 30602, USA
| | - Jinglei Lv
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Boyd GSRC 420, Athens, GA, 30602, USA
- School of Automation, Northwestern Polytechnical University, Xi'an, People's Republic of China
| | - Lei Guo
- School of Automation, Northwestern Polytechnical University, Xi'an, People's Republic of China
| | - Brittany R Howell
- Department of Psychiatry & Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
- Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA
- Institute of Child Development, University of Minnesota, Minneapolis, MN, USA
| | - Mar M Sanchez
- Department of Psychiatry & Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA.
- Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA.
| | - Xiaoping Hu
- Department of Bioengineering, UC Riverside, Riverside, CA, USA.
| | - Tianming Liu
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Boyd GSRC 420, Athens, GA, 30602, USA.
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14
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Wakeford AGP, Morin EL, Bramlett SN, Howell BR, McCormack KM, Meyer JS, Nader MA, Sanchez MM, Howell LL. Effects of early life stress on cocaine self-administration in post-pubertal male and female rhesus macaques. Psychopharmacology (Berl) 2019; 236:2785-2796. [PMID: 31115612 DOI: 10.1007/s00213-019-05254-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/27/2018] [Accepted: 04/22/2019] [Indexed: 10/26/2022]
Abstract
RATIONALE Early life stress (ELS), including childhood maltreatment, is a predictive factor for the emergence of cocaine use disorders (CUDs) in adolescence. OBJECTIVE Accordingly, we examined whether post-pubertal male and female rhesus macaques that experienced infant maltreatment (maltreated, n = 7) showed greater vulnerability to cocaine self-administration in comparison with controls (controls, n = 7). METHODS Infant emotional reactivity was measured to assess differences in behavioral distress between maltreated and control animals as a result of early life caregiving. Animals were then surgically implanted with indwelling intravenous catheters and trained to self-administer cocaine (0.001-0.3 mg/kg/infusion) under fixed-ratio schedules of reinforcement. Days to acquisition, and sensitivity to (measured by the EDMax dose of cocaine) and magnitude (measured by response rates) of the reinforcing effects of cocaine were examined in both groups. RESULTS Maltreated animals demonstrated significantly higher rates of distress (e.g., screams) in comparison with control animals. When given access to cocaine, control males required significantly more days to progress through terminal performance criteria compared with females and acquired cocaine self-administration slower than the other three experimental groups. The dose that resulted in peak response rates did not differ between groups or sex. Under 5-week, limited-access conditions, males from both groups had significantly higher rates of responding compared with females. CONCLUSIONS In control monkeys, these data support sex differences in cocaine self-administration, with females being more sensitive than males. These findings also suggest that ELS may confer enhanced sensitivity to the reinforcing effects of cocaine, especially in males.
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Affiliation(s)
- Alison G P Wakeford
- Division of Developmental and Cognitive Neuroscience, Yerkes National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA. .,Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA.
| | - Elyse L Morin
- Division of Developmental and Cognitive Neuroscience, Yerkes National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA
| | - Sara N Bramlett
- Division of Developmental and Cognitive Neuroscience, Yerkes National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA
| | - Brittany R Howell
- Division of Developmental and Cognitive Neuroscience, Yerkes National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA.,Institute of Child Development, University of Minnesota, 51 E River Rd, Minneapolis, MN, 55455, USA
| | - Kai M McCormack
- Division of Developmental and Cognitive Neuroscience, Yerkes National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA.,Department of Psychology, Spelman College, 350 Spelman Lane, Box 209, Atlanta, GA, 30345, USA
| | - Jerrold S Meyer
- Department of Psychological & Brain Sciences, University of Massachusetts, 441 Tobin Hall, Amherst, MA, 01003, USA
| | - Michael A Nader
- Department of Physiology and Pharmacology, Wake Forest School of Medicine, Medical Center Boulevard, Winston-Salem, NC, 27157, USA
| | - Mar M Sanchez
- Division of Developmental and Cognitive Neuroscience, Yerkes National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA.,Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA
| | - Leonard L Howell
- Department of Psychiatry & Behavioral Sciences, Emory University, 12 Executive Park Dr NE #200, Atlanta, GA, 30329, USA.,Division of Neuropharmacology and Neurologic Diseases, Yerkes National Primate Research Center, Emory University, 954 Gatewood Rd NE, Atlanta, GA, 30329, USA
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15
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Howell BR, Ahn M, Shi Y, Godfrey JR, Hu X, Zhu H, Styner M, Sanchez MM. Disentangling the effects of early caregiving experience and heritable factors on brain white matter development in rhesus monkeys. Neuroimage 2019; 197:625-642. [PMID: 30978495 PMCID: PMC7179761 DOI: 10.1016/j.neuroimage.2019.04.013] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2018] [Revised: 03/30/2019] [Accepted: 04/03/2019] [Indexed: 10/27/2022] Open
Abstract
Early social experiences, particularly maternal care, shape behavioral and physiological development in primates. Thus, it is not surprising that adverse caregiving, such as child maltreatment leads to a vast array of poor developmental outcomes, including increased risk for psychopathology across the lifespan. Studies of the underlying neurobiology of this risk have identified structural and functional alterations in cortico-limbic brain circuits that seem particularly sensitive to these early adverse experiences and are associated with anxiety and affective disorders. However, it is not understood how these neurobiological alterations unfold during development as it is very difficult to study these early phases in humans, where the effects of maltreatment experience cannot be disentangled from heritable traits. The current study examined the specific effects of experience ("nurture") versus heritable factors ("nature") on the development of brain white matter (WM) tracts with putative roles in socioemotional behavior in primates from birth through the juvenile period. For this we used a randomized crossfostering experimental design in a naturalistic rhesus monkey model of infant maltreatment, where infant monkeys were randomly assigned at birth to either a mother with a history of maltreating her infants, or a competent mother. Using a longitudinal diffusion tensor imaging (DTI) atlas-based tract-profile approach we identified widespread, but also specific, maturational changes on major brain tracts, as well as alterations in a measure of WM integrity (fractional anisotropy, FA) in the middle longitudinal fasciculus (MdLF) and the inferior longitudinal fasciculus (ILF), of maltreated animals, suggesting decreased structural integrity in these tracts due to early adverse experience. Exploratory voxelwise analyses confirmed the tract-based approach, finding additional effects of early adversity, biological mother, social dominance rank, and sex in other WM tracts. These results suggest tract-specific effects of postnatal maternal care experience versus heritable or biological factors on primate WM microstructural development. Further studies are needed to determine the specific behavioral outcomes and biological mechanisms associated with these alterations in WM integrity.
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Affiliation(s)
- Brittany R Howell
- Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, GA, USA; Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA; Institute of Child Development, University of Minnesota, Minneapolis, MN, USA.
| | - Mihye Ahn
- Department of Mathematics and Statistics, University of Nevada, Reno, NV, USA; Department of Biostatistics and Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, USA
| | - Yundi Shi
- Department. of Psychiatry and Computer Science, University of North Carolina, Chapel Hill, NC, USA
| | - Jodi R Godfrey
- Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA
| | - Xiaoping Hu
- Biomedical Imaging Technology Center, Emory University and Georgia Institute of Technology, Atlanta, GA, USA
| | - Hongtu Zhu
- Department of Biostatistics and Biomedical Research Imaging Center, University of North Carolina, Chapel Hill, NC, USA
| | - Martin Styner
- Department. of Psychiatry and Computer Science, University of North Carolina, Chapel Hill, NC, USA
| | - Mar M Sanchez
- Department of Psychiatry & Behavioral Sciences, Emory University, Atlanta, GA, USA; Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA
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16
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Brenhouse HC, Bath KG. Bundling the haystack to find the needle: Challenges and opportunities in modeling risk and resilience following early life stress. Front Neuroendocrinol 2019; 54:100768. [PMID: 31175880 PMCID: PMC6708473 DOI: 10.1016/j.yfrne.2019.100768] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Revised: 05/21/2019] [Accepted: 06/04/2019] [Indexed: 12/16/2022]
Abstract
Various forms of early life adversity (ELA) have been linked with increased risk for negative health outcomes, including neuropsychiatric disorders. Understanding how the complex interplay between types, timing, duration, and severity of ELA, together with individual differences in genetic, socio-cultural, and physiological differences can mediate risk and resilience has proven difficult in population based studies. Use of animal models provides a powerful toolset to isolate key variables underlying risk for altered neural and behavioral maturational trajectories. However, a lack of clarity regarding the unique features of differing forms of adversity, lab differences in the implementation and reporting of methods, and the ability compare across labs and types of ELA has led to some confusion. Here, we highlight the diversity of approaches available, current challenges, and a possible ways forward to increase clarity and drive more meaningful and fruitful implementation and comparison of these approaches.
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Affiliation(s)
- Heather C Brenhouse
- Psychology Department, Northeastern University, 125 Nightingale Hall, Boston, MA 02115, United States.
| | - Kevin G Bath
- Department of Cognitive, Linguistic, and Psychological Sciences, Brown University, 190 Thayer St. Box 1821, Providence, RI 02912, United States
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17
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Kinnally EL, Martinez SJ, Chun K, Capitanio JP, Ceniceros LC. Early Social Stress Promotes Inflammation and Disease Risk in Rhesus Monkeys. Sci Rep 2019; 9:7609. [PMID: 31110226 PMCID: PMC6527690 DOI: 10.1038/s41598-019-43750-1] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2019] [Accepted: 04/29/2019] [Indexed: 12/21/2022] Open
Abstract
Early social stress has potent lifelong health effects. We examined the association of early stress in the attachment relationship (low maternal sensitivity, low MS), lower maternal social hierarchy rank, and greater frequency of group-level social conflict, with biomarkers of inflammatory stress response in plasma (IL-8, MCP-1 and CRP collected two hours after temporary separation from mothers and social groups) and risk for developing a common macaques disease outcome (infectious colitis) in 170 socially-housed rhesus monkeys. We controlled for gene-environment correlations by comparing cross-fostered subjects with infants reared by their biological mothers. Low MS predicted higher levels of pro-inflammatory cytokines and proteins at 3-4 months of age (F(3, 162) = 3.508, p = 0.002, partial eta2 = 0.061) and higher lifetime risk for developing colitis for up to twelve years of age (chi square = 5.919, p = 0.026). Lower maternal social rank (F (3, 162) = 3.789, p = 0.012, partial eta2 = 0.06) and higher rates of social conflict (F (3, 162) = 4.264, p = 0.006, partial eta2 = 0.074) each also predicted greater inflammation in infancy, but not lifetime colitis risk (both p > 0.05). The effects of low MS, lower social rank, and higher social conflict were significant in infants reared by biological mothers and cross-fostered infants, suggesting that our results did not arise from gene-environment correlations, but environmental stressors alone. We conclude that several types of early social stress confer risk for inflammation in infancy, but that stress in the mother-infant relationship may confer the longest-term risk for adverse health outcomes.
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Affiliation(s)
- Erin L Kinnally
- University of California Davis, Department of Psychology, Davis, USA.
- California National Primate Research Center, Davis, USA.
| | | | - Katie Chun
- University of California Davis, Department of Psychology, Davis, USA
- California National Primate Research Center, Davis, USA
| | - John P Capitanio
- University of California Davis, Department of Psychology, Davis, USA
- California National Primate Research Center, Davis, USA
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18
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Morin EL, Howell BR, Meyer JS, Sanchez MM. Effects of early maternal care on adolescent attention bias to threat in nonhuman primates. Dev Cogn Neurosci 2019; 38:100643. [PMID: 31170549 PMCID: PMC6969349 DOI: 10.1016/j.dcn.2019.100643] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Revised: 03/28/2019] [Accepted: 04/05/2019] [Indexed: 12/11/2022] Open
Abstract
Attention bias towards threat using dot-probe tasks has mainly been reported in adults with stress-related disorders such as PTSD and other anxiety disorders, in some cases associated with early life stress or traumatic experiences. Studies during adolescence are scarce and inconsistent, which highlights the need to increase our understanding of the developmental processes that predict attentional biases, given that this is a time of emergence of psychopathology. Here, we use a translational nonhuman primate model of early life stress in the form of infant maltreatment to examine its long-term impact on attentional biases during adolescence using the dot-probe task and identify interactions with early life risk factors, such as prenatal exposure to stress hormones and emotional/stress reactivity during infancy. Maltreated animals showed higher reaction times to social threat than animals that experienced competent maternal care, suggesting interference of negative valence stimuli on attentional control and cognitive processes. Higher emotional reactivity during infancy in Maltreated animals predicted attention bias towards threat, whereas higher levels of prenatal cortisol exposure was associated with bias away (avoidance of) threat in maltreated and control groups. Our findings suggest that different postnatal experiences and early biobehavioral mechanisms regulate the development of emotional attention biases during adolescence.
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Affiliation(s)
- Elyse L Morin
- Yerkes National Primate Research Center, 954 Gatewood Road NE, Atlanta GA, 30329, United States; Department of Psychiatry & Behavioral Sciences, Emory University, 201 Dowman Drive, Atlanta, GA 30322, United States.
| | - Brittany R Howell
- Yerkes National Primate Research Center, 954 Gatewood Road NE, Atlanta GA, 30329, United States; Department of Psychiatry & Behavioral Sciences, Emory University, 201 Dowman Drive, Atlanta, GA 30322, United States; Insititute of Child Development, University of Minnesota, 51 E River Rd, Minneapolis, MN 55455, United States.
| | - Jerrold S Meyer
- Department of Psychological and Brain Sciences, University of Massachusetts, 441 Tobin Hall, Amherst, MA 01003, United States.
| | - Mar M Sanchez
- Yerkes National Primate Research Center, 954 Gatewood Road NE, Atlanta GA, 30329, United States; Department of Psychiatry & Behavioral Sciences, Emory University, 201 Dowman Drive, Atlanta, GA 30322, United States.
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19
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Madrid JE, Mandalaywala TM, Coyne SP, Ahloy-Dallaire J, Garner JP, Barr CS, Maestripieri D, Parker KJ. Adaptive developmental plasticity in rhesus macaques: the serotonin transporter gene interacts with maternal care to affect juvenile social behaviour. Proc Biol Sci 2019; 285:rspb.2018.0541. [PMID: 29925616 DOI: 10.1098/rspb.2018.0541] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2018] [Accepted: 05/24/2018] [Indexed: 12/25/2022] Open
Abstract
Research has increasingly highlighted the role that developmental plasticity-the ability of a particular genotype to produce variable phenotypes in response to different early environments-plays as an adaptive mechanism. One of the most widely studied genetic contributors to developmental plasticity in humans and rhesus macaques is a serotonin transporter gene-linked polymorphic region (5-HTTLPR), which determines transcriptional efficiency of the serotonin transporter gene in vitro and modifies the availability of synaptic serotonin in these species. A majority of studies to date have shown that carriers of a loss-of-function variant of the 5-HTTLPR, the short (s) allele, develop a stress-reactive phenotype in response to adverse early environments compared with long (l) allele homozygotes, leading to the prevalent conceptualization of the s-allele as a vulnerability allele. However, this framework fails to address the independent evolution of these loss-of-function mutations in both humans and macaques as well as the high population prevalence of s-alleles in both species. Here we show in free-ranging rhesus macaques that s-allele carriers benefit more from supportive early social environments than l-allele homozygotes, such that s-allele carriers which receive higher levels of maternal protection during infancy demonstrate greater social competence later in life. These findings provide, to our knowledge, the first empirical support for the assertion that the s-allele grants high undirected biological sensitivity to context in primates and suggest a mechanism through which the 5-HTTLPR s-allele is maintained in primate populations.
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Affiliation(s)
- Jesus E Madrid
- Neurosciences Program, Stanford University, Stanford, CA 94305, USA .,Department of Psychiatry and Behavioural Sciences, Stanford University, Stanford, CA 94305, USA
| | - Tara M Mandalaywala
- Department of Psychological and Brain Sciences, University of Massachusetts Amherst, Amherst, MA 01003, USA
| | - Sean P Coyne
- Department of Psychology, Notre Dame of Maryland University, Baltimore, MD 21210, USA
| | - Jamie Ahloy-Dallaire
- Department of Comparative Medicine, Stanford University, Stanford, CA 94305, USA
| | - Joseph P Garner
- Department of Psychiatry and Behavioural Sciences, Stanford University, Stanford, CA 94305, USA.,Department of Comparative Medicine, Stanford University, Stanford, CA 94305, USA
| | - Christina S Barr
- National Institute of Alcohol Abuse and Alcoholism, National Institute of Health, Bethesda, MD 20892, USA
| | - Dario Maestripieri
- Department of Comparative Human Development, The University of Chicago, Chicago, IL 60637, USA.,Institute for Mind and Biology, The University of Chicago, Chicago, IL 60637, USA
| | - Karen J Parker
- Department of Psychiatry and Behavioural Sciences, Stanford University, Stanford, CA 94305, USA
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20
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Kinnally EL, Ceniceros L, Martinez SJ. Genetic and environmental factors in the intergenerational transmission of maternal care in rhesus macaques: Preliminary findings. Am J Primatol 2018; 80:e22939. [PMID: 30512216 DOI: 10.1002/ajp.22939] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2018] [Revised: 09/12/2018] [Accepted: 09/13/2018] [Indexed: 12/13/2022]
Abstract
Early life experiences reorganize the brain and behavior of the developing infant, often with lifelong consequences. There is perhaps no more potent developmental influence than the quality of parental care: it is an experience common to all mammals, and its effects have been observed across species. The effects of parental care can be particularly difficult to abolish, as levels of care are often perpetuated across generations. However, genetic relatedness between parents can obscure the true mechanism of transgenerational cycles of parental care, because in intact families, genes, and environment are confounded. We examined the transmission of maternal care quality in biologically reared (n = 21) and cross fostered (n = 6) female rhesus monkeys. Interactions between female infant subjects and their mothers were observed from subjects' birth to 12 weeks of age. Females were then observed 4-5 years later for the quality of care they displayed toward their own newborn offspring. Maternal protectiveness in the first and second generations were correlated in both biologically reared and cross-fostered females. However, other aspects of maternal care, such as aggressiveness and sensitivity, were transmitted differently depending on foster status. These data provide preliminary findings in a small sample that the intergenerational transmission of maternal care may arise from complex genetic and environmental mechanisms in rhesus monkeys.
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Affiliation(s)
- Erin L Kinnally
- California National Primate Research Center, Davis, California.,Department of Psychology, University of California, Davis, California
| | - Lesly Ceniceros
- California National Primate Research Center, Davis, California
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21
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Liu BJ, Wu CF, Garber PA, Zhang P, Li M. Effects of group size and rank on mother-infant relationships and reproductive success in rhesus macaques (Macaca mulatta). Am J Primatol 2018; 80:e22881. [PMID: 29923328 DOI: 10.1002/ajp.22881] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2017] [Revised: 05/07/2018] [Accepted: 05/29/2018] [Indexed: 11/08/2022]
Abstract
In the present study, we compared mother-infant relationships in 57 mother-infant dyads residing in two wild, semi-provisioned (22 mother-infant dyads in 2014, 35 dyads in 2015) groups of rhesus macaques (Macaca mulatta) in the Nanwan Nature Reserve for Rhesus Macaques, Hainan, China. We also compared reproductive success between these two groups. The ecology and provisioning regime for each group was similar. These groups differed however, in size. Group 1 contained ∼35 individuals and Group 2 contained ∼120 individuals. Data were collected over a 2-year period (2014-2015). We found that during the birth season, mother-infant relationships in the larger group were characterized by less time in contact and more time separated than in the smaller group. Mothers in the smaller group initiated more contact and proximity with their infants. During the mating season when infants were approximately 6 months old, mother-infant relationships in the smaller group were more rejecting. We also found that birth rates were significantly higher but infant survivorship (to 1-year-old) was significantly lower in the smaller group. Moreover, higher-ranking mothers in the larger group were characterized by a higher reproductive output than females of lower rank. In the smaller group, female rank did not affect reproductive output. There was, however, no clear relationship between infant survivorship and maternal rank. We hypothesize that differences in reproductive success and changes in mother-infant relationships between the birth and mating seasons reflect differences in the costs and benefits of group size: females in the larger group faced (i) higher intragroup feeding competition leading to a reduction in birth rate but also (ii) lower predation risk, resulting in higher infant survival rate compared to females in the smaller group. The results of this study point to the tradeoffs that primate females face in living in smaller and larger social groups.
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Affiliation(s)
- Bo-Jun Liu
- CAS Key Laboratory of Animal Ecology and Conservation Biology, Institute of Zoology, Beijing, China.,University of Chinese Academy of Sciences, Beijing, China
| | - Cheng-Feng Wu
- School of Sociology and Anthropology, Sun Yat-sen University, Guangzhou, China
| | - Paul A Garber
- Department of Anthropology and Program in Ecology and Evolutionary Biology, University of Illinois, Urbana, Illinois
| | - Peng Zhang
- School of Sociology and Anthropology, Sun Yat-sen University, Guangzhou, China
| | - Ming Li
- CAS Key Laboratory of Animal Ecology and Conservation Biology, Institute of Zoology, Beijing, China.,Center for Excellence in Animal Evolution and Genetics, Chinese Academy of Sciences, Kunming, China
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22
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Drury SS, Howell BR, Jones C, Esteves K, Morin E, Schlesinger R, Meyer JS, Baker K, Sanchez MM. Shaping long-term primate development: Telomere length trajectory as an indicator of early maternal maltreatment and predictor of future physiologic regulation. Dev Psychopathol 2017; 29:1539-1551. [PMID: 29162166 PMCID: PMC5864972 DOI: 10.1017/s0954579417001225] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The molecular, neurobiological, and physical health impacts of child maltreatment are well established, yet mechanistic pathways remain inadequately defined. Telomere length (TL) decline is an emerging molecular indicator of stress exposure with definitive links to negative health outcomes in maltreated individuals. The multiple confounders endemic to human maltreatment research impede the identification of causal pathways. This study leverages a unique randomized, cross-foster, study design in a naturalistic translational nonhuman primate model of infant maltreatment. At birth, newborn macaques were randomly assigned to either a maltreating or a competent control mother, balancing for sex, biological mother parenting history, and social rank. Offspring TL was measured longitudinally across the first 6 months of life (infancy) from peripheral blood. Hair cortisol accumulation was also determined at 6, 12, and 18 months of age. TL decline was greater in animals randomized to maltreatment, but also interacted with biological mother group. Shorter TL at 6 months was associated with higher mean cortisol levels through 18 months (juvenile period) when controlling for relevant covariates. These results suggest that even under the equivalent social, nutritional, and environmental conditions feasible in naturalistic translational nonhuman primate models, early adverse caregiving results in lasting molecular scars that foreshadow elevated health risk and physiologic dysregulation.
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23
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Zhang W, Jiang X, Zhang S, Howell BR, Zhao Y, Zhang T, Guo L, Sanchez MM, Hu X, Liu T. Connectome-scale functional intrinsic connectivity networks in macaques. Neuroscience 2017; 364:1-14. [PMID: 28842187 DOI: 10.1016/j.neuroscience.2017.08.022] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2017] [Revised: 08/10/2017] [Accepted: 08/11/2017] [Indexed: 01/06/2023]
Abstract
There have been extensive studies of intrinsic connectivity networks (ICNs) in the human brains using resting-state functional magnetic resonance imaging (fMRI) in the literature. However, the functional organization of ICNs in macaque brains has been less explored so far, despite growing interests in the field. In this work, we propose a computational framework to identify connectome-scale group-wise consistent ICNs in macaques via sparse representation of whole-brain resting-state fMRI data. Experimental results demonstrate that 70 group-wise consistent ICNs are successfully identified in macaque brains via the proposed framework. These 70 ICNs are interpreted based on two publicly available parcellation maps of macaque brains and our work significantly expand currently known macaque ICNs already reported in the literature. In general, this set of connectome-scale group-wise consistent ICNs can potentially benefit a variety of studies in the neuroscience and brain-mapping fields, and they provide a foundation to better understand brain evolution in the future.
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Affiliation(s)
- Wei Zhang
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Athens, GA, USA
| | - Xi Jiang
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Athens, GA, USA
| | - Shu Zhang
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Athens, GA, USA
| | - Brittany R Howell
- Department of Psychiatry & Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA; Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA; Institute of Child Development, University of Minnesota, Minneapolis, MN, USA
| | - Yu Zhao
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Athens, GA, USA
| | - Tuo Zhang
- School of Automation, Northwestern Polytechnical University, Xi'an, PR China; Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Athens, GA, USA
| | - Lei Guo
- School of Automation, Northwestern Polytechnical University, Xi'an, PR China
| | - Mar M Sanchez
- Department of Psychiatry & Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA; Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA
| | - Xiaoping Hu
- Department of Bioengineering, UC Riverside, CA, USA
| | - Tianming Liu
- Cortical Architecture Imaging and Discovery Lab, Department of Computer Science and Bioimaging Research Center, The University of Georgia, Athens, GA, USA.
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24
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Howell BR, McMurray MS, Guzman DB, Nair G, Shi Y, McCormack KM, Hu X, Styner MA, Sanchez MM. Maternal buffering beyond glucocorticoids: impact of early life stress on corticolimbic circuits that control infant responses to novelty. Soc Neurosci 2017; 12:50-64. [PMID: 27295326 PMCID: PMC5585074 DOI: 10.1080/17470919.2016.1200481] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Maternal presence has a potent buffering effect on infant fear and stress responses in primates. We previously reported that maternal presence is not effective in buffering the endocrine stress response in infant rhesus monkeys reared by maltreating mothers. We have also reported that maltreating mothers show low maternal responsiveness and permissiveness/secure-base behavior. Although still not understood, it is possible that this maternal buffering effect is mediated, at least partially, through deactivation of amygdala response circuits when mothers are present. Here, we studied rhesus monkey infants that differed in the quality of early maternal care to investigate how this early experience modulated maternal buffering effects on behavioral responses to novelty during the weaning period. We also examined the relationship between these behavioral responses and structural connectivity in one of the underlying regulatory neural circuits: amygdala-prefrontal pathways. Our findings suggest that infant exploration in a novel situation is predicted by maternal responsiveness and structural integrity of amygdala-prefrontal white matter depending on maternal presence (positive relationships when mother is absent). These results provide evidence that maternal buffering of infant behavioral inhibition is dependent on the quality of maternal care and structural connectivity of neural pathways that are sensitive to early life stress.
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Affiliation(s)
- Brittany R Howell
- a Department of Psychiatry & Behavioral Sciences , Emory University , Atlanta , GA , USA
- b Yerkes National Primate Research Center , Emory University , Atlanta , GA , USA
- c Institute of Child Development , University of Minnesota , Minneapolis , MN , USA
| | - Matthew S McMurray
- a Department of Psychiatry & Behavioral Sciences , Emory University , Atlanta , GA , USA
- b Yerkes National Primate Research Center , Emory University , Atlanta , GA , USA
| | - Dora B Guzman
- a Department of Psychiatry & Behavioral Sciences , Emory University , Atlanta , GA , USA
- b Yerkes National Primate Research Center , Emory University , Atlanta , GA , USA
| | - Govind Nair
- d Biomedical Imaging Technology Center , Emory University and Georgia Institute of Technology , Atlanta , GA , USA
| | - Yundi Shi
- e Department of Psychiatry and Computer Science , University of North Carolina , Chapel Hill , NC , USA
| | - Kai M McCormack
- b Yerkes National Primate Research Center , Emory University , Atlanta , GA , USA
- f Department of Psychology , Spelman College , Atlanta , GA , USA
| | - Xiaoping Hu
- d Biomedical Imaging Technology Center , Emory University and Georgia Institute of Technology , Atlanta , GA , USA
| | - Martin A Styner
- e Department of Psychiatry and Computer Science , University of North Carolina , Chapel Hill , NC , USA
| | - Mar M Sanchez
- a Department of Psychiatry & Behavioral Sciences , Emory University , Atlanta , GA , USA
- b Yerkes National Primate Research Center , Emory University , Atlanta , GA , USA
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25
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Shi Y, Budin F, Yapuncich E, Rumple A, Young JT, Payne C, Zhang X, Hu X, Godfrey J, Howell B, Sanchez MM, Styner MA. UNC-Emory Infant Atlases for Macaque Brain Image Analysis: Postnatal Brain Development through 12 Months. Front Neurosci 2017; 10:617. [PMID: 28119564 PMCID: PMC5222830 DOI: 10.3389/fnins.2016.00617] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2016] [Accepted: 12/26/2016] [Indexed: 12/20/2022] Open
Abstract
Computational anatomical atlases have shown to be of immense value in neuroimaging as they provide age appropriate reference spaces alongside ancillary anatomical information for automated analysis such as subcortical structural definitions, cortical parcellations or white fiber tract regions. Standard workflows in neuroimaging necessitate such atlases to be appropriately selected for the subject population of interest. This is especially of importance in early postnatal brain development, where rapid changes in brain shape and appearance render neuroimaging workflows sensitive to the appropriate atlas choice. We present here a set of novel computation atlases for structural MRI and Diffusion Tensor Imaging as crucial resource for the analysis of MRI data from non-human primate rhesus monkey (Macaca mulatta) data in early postnatal brain development. Forty socially-housed infant macaques were scanned longitudinally at ages 2 weeks, 3, 6, and 12 months in order to create cross-sectional structural and DTI atlases via unbiased atlas building at each of these ages. Probabilistic spatial prior definitions for the major tissue classes were trained on each atlas with expert manual segmentations. In this article we present the development and use of these atlases with publicly available tools, as well as the atlases themselves, which are publicly disseminated to the scientific community.
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Affiliation(s)
- Yundi Shi
- Department of Psychiatry, University of North Carolina Chapel Hill, NC, USA
| | | | - Eva Yapuncich
- Department of Psychiatry, University of North Carolina Chapel Hill, NC, USA
| | - Ashley Rumple
- Department of Psychiatry, University of North Carolina Chapel Hill, NC, USA
| | - Jeffrey T Young
- Department of Psychiatry, University of North CarolinaChapel Hill, NC, USA; Department of Computer Science, University of North CarolinaChapel Hill, NC, USA
| | - Christa Payne
- Division of Autism and Related Developmental Disabilities, Department of Pediatrics, Marcus Autism Center, Children's Healthcare of Atlanta, Emory School of Medicine Atlanta, GA, USA
| | - Xiaodong Zhang
- Yerkes National Primate Research Center, Emory University Atlanta, GA, USA
| | - Xiaoping Hu
- Department of Bioengineering, University of California, Riverside Riverside, CA, USA
| | - Jodi Godfrey
- Yerkes National Primate Research Center, Emory University Atlanta, GA, USA
| | - Brittany Howell
- Department of Child Psychology, Institute of Child Development, University of Minnesota Minneapolis, MN, USA
| | - Mar M Sanchez
- Yerkes National Primate Research Center, Emory UniversityAtlanta, GA, USA; Department of Psychiatry and Behavioral Sciences, Emory UniversityAtlanta, GA, USA
| | - Martin A Styner
- Department of Psychiatry, University of North CarolinaChapel Hill, NC, USA; Department of Computer Science, University of North CarolinaChapel Hill, NC, USA
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