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Starr AL, Fraser HB. A general principle of neuronal evolution reveals a human-accelerated neuron type potentially underlying the high prevalence of autism in humans. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.08.02.606407. [PMID: 39131279 PMCID: PMC11312593 DOI: 10.1101/2024.08.02.606407] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 08/13/2024]
Abstract
The remarkable ability of a single genome sequence to encode a diverse collection of distinct cell types, including the thousands of cell types found in the mammalian brain, is a key characteristic of multicellular life. While it has been observed that some cell types are far more evolutionarily conserved than others, the factors driving these differences in evolutionary rate remain unknown. Here, we hypothesized that highly abundant neuronal cell types may be under greater selective constraint than rarer neuronal types, leading to variation in their rates of evolution. To test this, we leveraged recently published cross-species single-nucleus RNA-sequencing datasets from three distinct regions of the mammalian neocortex. We found a strikingly consistent relationship where more abundant neuronal subtypes show greater gene expression conservation between species, which replicated across three independent datasets covering >106 neurons from six species. Based on this principle, we discovered that the most abundant type of neocortical neurons-layer 2/3 intratelencephalic excitatory neurons-has evolved exceptionally quickly in the human lineage compared to other apes. Surprisingly, this accelerated evolution was accompanied by the dramatic down-regulation of autism-associated genes, which was likely driven by polygenic positive selection specific to the human lineage. In sum, we introduce a general principle governing neuronal evolution and suggest that the exceptionally high prevalence of autism in humans may be a direct result of natural selection for lower expression of a suite of genes that conferred a fitness benefit to our ancestors while also rendering an abundant class of neurons more sensitive to perturbation.
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Affiliation(s)
| | - Hunter B. Fraser
- Department of Biology, Stanford University, Stanford, CA 94305, USA
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2
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Oztan O, Talbot CF, Argilli E, Maness AC, Simmons SM, Mohsin N, Del Rosso LA, Garner JP, Sherr EH, Capitanio JP, Parker KJ. Autism-associated biomarkers: test-retest reliability and relationship to quantitative social trait variation in rhesus monkeys. Mol Autism 2021; 12:50. [PMID: 34238350 PMCID: PMC8268173 DOI: 10.1186/s13229-021-00442-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Accepted: 04/29/2021] [Indexed: 11/30/2022] Open
Abstract
Background Rhesus monkeys (Macaca mulatta) exhibit pronounced individual differences in social traits as measured by the macaque Social Responsiveness Scale-Revised. The macaque Social Responsiveness Scale was previously adapted from the Social Responsiveness Scale, an instrument designed to assess social and autistic trait variation in humans. To better understand potential biological underpinnings of this behavioral variation, we evaluated the trait-like consistency of several biological measures previously implicated in autism (e.g., arginine vasopressin, oxytocin, and their receptors, as well as ERK1/2, PTEN, and AKT(1–3) from the RAS-MAPK and PI3K-AKT pathways). We also tested which biological measures predicted macaque Social Responsiveness Scale-Revised scores. Methods Cerebrospinal fluid and blood samples were collected from N = 76 male monkeys, which, as a sample, showed a continuous distribution on the macaque Social Responsiveness Scale-Revised. In a subset of these subjects (n = 43), samples were collected thrice over a 10-month period. The following statistical tests were used: “Case 2A” intra-class correlation coefficients of consistency, principal component analysis, and general linear modeling. Results All biological measures (except AKT) showed significant test–retest reliability within individuals across time points. We next performed principal component analysis on data from monkeys with complete biological measurement sets at the first time point (n = 57), to explore potential correlations between the reliable biological measures and their relationship to macaque Social Responsiveness Scale-Revised score; a three-component solution was found. Follow-up analyses revealed that cerebrospinal fluid arginine vasopressin concentration, but no other biological measure, robustly predicted individual differences in macaque Social Responsiveness Scale-Revised scores, such that monkeys with the lowest cerebrospinal fluid arginine vasopressin concentration exhibited the greatest social impairment. Finally, we confirmed that this result held in the larger study sample (in which cerebrospinal fluid arginine vasopressin values were available from n = 75 of the subjects). Conclusions These findings indicate that cerebrospinal fluid arginine vasopressin concentration is a stable trait-like measure and that it is linked to quantitative social trait variation in male rhesus monkeys. Supplementary information The online version contains supplementary material available at 10.1186/s13229-021-00442-w.
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Affiliation(s)
- Ozge Oztan
- Department of Psychiatry and Behavioral Sciences, Stanford University, 1201 Welch Rd., MSLS P-104, Stanford, CA, 94305, USA
| | - Catherine F Talbot
- California National Primate Research Center, 1 Shields Ave., Davis, CA, 95616, USA
| | - Emanuela Argilli
- Department of Neurology, University of California, 675 Nelson Rising Lane, San Francisco, CA, 94158, USA
| | - Alyssa C Maness
- California National Primate Research Center, 1 Shields Ave., Davis, CA, 95616, USA
| | - Sierra M Simmons
- California National Primate Research Center, 1 Shields Ave., Davis, CA, 95616, USA
| | - Noreen Mohsin
- Department of Psychiatry and Behavioral Sciences, Stanford University, 1201 Welch Rd., MSLS P-104, Stanford, CA, 94305, USA
| | - Laura A Del Rosso
- California National Primate Research Center, 1 Shields Ave., Davis, CA, 95616, USA
| | - Joseph P Garner
- Department of Psychiatry and Behavioral Sciences, Stanford University, 1201 Welch Rd., MSLS P-104, Stanford, CA, 94305, USA.,Department of Comparative Medicine, Stanford University, 300 Pasteur Dr., Edwards R348, Stanford, CA, 94305, USA
| | - Elliott H Sherr
- Department of Neurology, University of California, 675 Nelson Rising Lane, San Francisco, CA, 94158, USA
| | - John P Capitanio
- California National Primate Research Center, 1 Shields Ave., Davis, CA, 95616, USA.,Department of Psychology, University of California, 1 Shields Ave., Davis, 95616, USA
| | - Karen J Parker
- Department of Psychiatry and Behavioral Sciences, Stanford University, 1201 Welch Rd., MSLS P-104, Stanford, CA, 94305, USA. .,California National Primate Research Center, 1 Shields Ave., Davis, CA, 95616, USA.
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Weiss A, Wilson VAD, Hopkins WD. Early social rearing, the V1A arginine vasopressin receptor genotype, and autistic traits in chimpanzees. Autism Res 2021; 14:1843-1853. [PMID: 34089305 DOI: 10.1002/aur.2550] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Revised: 05/18/2021] [Accepted: 05/22/2021] [Indexed: 01/04/2023]
Abstract
Previous studies found associations between autism-related phenotypes and both rearing and V1A arginine vasopressin receptor (AVPR1A) genotypes. We tested whether these exposures as well as their interaction were associated with autism-related phenotypes in 121 laboratory-housed chimpanzees. We used expert-derived weights to obtain autism scores from ratings on the 43-item Chimpanzee Personality Questionnaire; higher scores indicated more autistic-like traits. The first model included fixed effects for sex, age, and rearing, and a random effect that addressed the relatedness of subjects. The second model was the same except that it also included the rearing × AVPR1A genotype interaction as a fixed effect. Both models indicated that the phenotype was moderately heritable and that chimpanzees reared by their mothers had lower scores on the scale. The effect of genotype in both models indicated that chimpanzees with an indel deletion had higher scores on the scale, although the credible interval included zero. Moreover, the rearing × genotype interaction in the second model indicated that chimpanzees who possessed the non-deletion genotype and who were reared by their mother were at even greater risk. The credible interval for this effect did not include zero, but fit statistics indicated that the model without the interaction was marginally better, and the interaction was in the opposite direction than we expected based on previous work. These findings highlight the importance of rearing effects in the typical social development of our closet-living nonhuman relative. LAY SUMMARY: We tested whether, in chimpanzees, scores on a scale comprising traits that resembled aspects of autism were related to a gene associated with autism in prior research and/or early rearing. Human-reared chimpanzees had higher scores (indicating more autistic-like traits). Chimpanzees that possessed the gene also had higher scores, but we could not exclude the possibility that there was no effect of genotype. These findings suggest that we can measure autism-like characteristics in chimpanzees, and so study it in this species.
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Affiliation(s)
- Alexander Weiss
- Department of Psychology, School of Philosophy, Psychology and Language Sciences, The University of Edinburgh, Edinburgh, United Kingdom.,Wildlife Research Center, Kyoto University, Kyoto, Japan.,Scottish Primate Research Group, United Kingdom
| | - Vanessa A D Wilson
- Department of Comparative Cognition, Institute of Biology, University of Neuchatel, Neuchatel, Switzerland.,Distributional Linguistics Lab, Department of Comparative Language Science, University of Zurich, Zürich, Switzerland
| | - William D Hopkins
- Department of Comparative Medicine, The University of Texas M D Anderson Cancer Center, Bastrop, Texas, USA
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Talbot CF, Maness AC, Capitanio JP, Parker KJ. The factor structure of the macaque social responsiveness scale-revised predicts social behavior and personality dimensions. Am J Primatol 2021; 83:e23234. [PMID: 33529400 DOI: 10.1002/ajp.23234] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 01/04/2021] [Accepted: 01/16/2021] [Indexed: 12/12/2022]
Abstract
Most primate species are highly social. Yet, within species, pronounced individual differences in social functioning are evident. In humans, the Social Responsiveness Scale (SRS) measures variation in social functioning. The SRS provides a quantitative measure of social functioning in natural social settings and can be used as a screening tool for autistic traits. The SRS was previously adapted for use in chimpanzees and recently refined for rhesus macaques, resulting in the macaque Social Responsiveness Scale-Revised (mSRS-R). Here, we performed an exploratory factor analysis on the mSRS-R in a large sample of male rhesus macaques (N = 233). We investigated the relationships of the resulting mSRS-R factors to quantitative social behavior (alone, proximity, contact, groom, and play) and to previously-established personality dimensions (Sociability, Confidence, Irritability, and Equability). Factor analysis yielded three mSRS-R factors: Poor Social Motivation, Poor Social Attractiveness, and Inappropriate Behavior. mSRS-R factors mapped closely to social behavior and personality dimensions in rhesus macaques, providing support for this instrument's convergent and discriminant validity. Animals with higher Poor Social Motivation were more likely to be observed alone and less likely to be observed in contact and grooming with conspecifics. Animals with higher Poor Social Attractiveness were less likely to be observed playing but more likely to be observed grooming with conspecifics. Inappropriate Behavior did not predict any behavioral measure. Finally, animals with higher Poor Social Motivation and higher Poor Social Attractiveness had less sociable personalities, whereas animals with more Inappropriate Behavior were more confident and more irritable. These findings suggest that the mSRS-R is a promising, psychometrically robust tool that can be deployed to better understand the psychological factors contributing to individual differences in macaque social functioning and, with relevant species-specific modification, the SRS may hold promise for investigating variation in social functioning across diverse primate taxa.
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Affiliation(s)
- Catherine F Talbot
- California National Primate Research Center, University of California, Davis, California, USA
| | - Alyssa C Maness
- California National Primate Research Center, University of California, Davis, California, USA.,Department of Psychology, University of California, Davis, California, USA
| | - John P Capitanio
- California National Primate Research Center, University of California, Davis, California, USA.,Department of Psychology, University of California, Davis, California, USA
| | - Karen J Parker
- California National Primate Research Center, University of California, Davis, California, USA.,Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California, USA
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5
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Talbot CF, Garner JP, Maness AC, McCowan B, Capitanio JP, Parker KJ. A Psychometrically Robust Screening Tool To Rapidly Identify Socially Impaired Monkeys In The General Population. Autism Res 2020; 13:1465-1475. [PMID: 32677285 DOI: 10.1002/aur.2335] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2020] [Revised: 04/29/2020] [Accepted: 05/18/2020] [Indexed: 12/31/2022]
Abstract
Naturally low-social rhesus macaques exhibit social impairments with direct relevance to autism spectrum disorder (ASD). To more efficiently identify low-social individuals in a large colony, we exploited, refined, and psychometrically assessed the macaque Social Responsiveness Scale (mSRS), an instrument previously derived from the human ASD screening tool. We performed quantitative social behavior assessments and mSRS ratings on a total of N = 349 rhesus macaques (Macaca mulatta) housed in large, outdoor corrals. In one cohort (N = 116), we conducted inter-rater and test-retest reliabilities, and in a second cohort (N = 233), we evaluated the convergent construct and predictive validity of the mSRS-Revised (mSRS-R). Only 17 of the original 36 items demonstrated inter-rater and test-retest reliability, resulting in the 17-item mSRS-R. The mSRS-R showed strong validity: mSRS-R scores robustly predicted monkeys' social behavior frequencies in home corrals. Monkeys that scored 1.5 standard deviations from the mean on nonsocial behavior likewise exhibited significantly more autistic-like traits, and mSRS-R scores predicted individuals' social classification (low-social vs. high-social) with 96% accuracy (likelihood ratio chi-square = 25.07; P < 0.0001). These findings indicate that the mSRS-R is a reliable, valid, and sensitive measure of social functioning, and like the human SRS, can be used as a high-throughput screening tool to identify socially impaired individuals in the general population. LAY SUMMARY: Variation in autistic traits can be measured in humans using the Social Responsiveness Scale (SRS). Here, we revised this scale for rhesus macaques (i.e., the mSRS-R), and showed that macaques exhibit individual differences in mSRS-R scores, and at the behavioral extremes, low-social vs. high-social monkeys exhibit more autistic-like traits. These results suggest that the mSRS-R can be used as a screening tool to rapidly and accurately identify low-social monkeys in the general population. Autism Res 2020, 13: 1465-1475. © 2020 International Society for Autism Research, Wiley Periodicals, Inc.
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Affiliation(s)
- Catherine F Talbot
- California National Primate Research Center, University of California, Davis, Davis, California, USA
| | - Joseph P Garner
- Department of Comparative Medicine, Stanford University, Stanford, California, USA
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California, USA
| | - Alyssa C Maness
- California National Primate Research Center, University of California, Davis, Davis, California, USA
- Department of Psychology, University of California, Davis, Davis, California, USA
| | - Brenda McCowan
- California National Primate Research Center, University of California, Davis, Davis, California, USA
- Animal Behavior Graduate Group, University of California, Davis, Davis, California, USA
- Department of Population Health and Reproduction, University of California, Davis, Davis, California, USA
| | - John P Capitanio
- California National Primate Research Center, University of California, Davis, Davis, California, USA
- Department of Psychology, University of California, Davis, Davis, California, USA
| | - Karen J Parker
- California National Primate Research Center, University of California, Davis, Davis, California, USA
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, California, USA
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6
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Shpigler HY, Saul MC, Corona F, Block L, Cash Ahmed A, Zhao SD, Robinson GE. Deep evolutionary conservation of autism-related genes. Proc Natl Acad Sci U S A 2017; 114:9653-9658. [PMID: 28760967 PMCID: PMC5594688 DOI: 10.1073/pnas.1708127114] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
E. O. Wilson proposed in Sociobiology that similarities between human and animal societies reflect common mechanistic and evolutionary roots. When introduced in 1975, this controversial hypothesis was beyond science's ability to test. We used genomic analyses to determine whether superficial behavioral similarities in humans and the highly social honey bee reflect common molecular mechanisms. Here, we report that gene expression signatures for individual bees unresponsive to various salient social stimuli are significantly enriched for autism spectrum disorder-related genes. These signatures occur in the mushroom bodies, a high-level integration center of the insect brain. Furthermore, our finding of enrichment was unique to autism spectrum disorders; brain gene expression signatures from other honey bee behaviors do not show this enrichment, nor do datasets from other human behavioral and health conditions. These results demonstrate deep conservation for genes associated with a human social pathology and individual differences in insect social behavior, thus providing an example of how comparative genomics can be used to test sociobiological theory.
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Affiliation(s)
- Hagai Y Shpigler
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801
| | - Michael C Saul
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801
| | - Frida Corona
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801
| | - Lindsey Block
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801
| | - Amy Cash Ahmed
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801
| | - Sihai D Zhao
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801
- Department of Statistics, University of Illinois at Urbana-Champaign, Urbana, IL 61801
| | - Gene E Robinson
- Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, Urbana, IL 61801;
- Neuroscience Program, University of Illinois at Urbana-Champaign, Urbana, IL 61801
- Department of Entomology, University of Illinois at Urbana-Champaign, Urbana, IL 61801
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7
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Feczko EJ, Bliss-Moreau E, Walum H, Pruett JR, Parr LA. The Macaque Social Responsiveness Scale (mSRS): A Rapid Screening Tool for Assessing Variability in the Social Responsiveness of Rhesus Monkeys (Macaca mulatta). PLoS One 2016; 11:e0145956. [PMID: 26731103 PMCID: PMC4701177 DOI: 10.1371/journal.pone.0145956] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2015] [Accepted: 12/10/2015] [Indexed: 02/06/2023] Open
Abstract
Understanding the biological mechanisms underlying human neuropsychiatric disorders, such as autism spectrum disorder (ASD), has been hindered by the lack of a robust, translational animal model. Rhesus monkeys (Macaca mulatta) display many of the same social behaviors that are affected in ASD, making them an excellent animal species in which to model social impairments. However, the social impairments associated with ASD may reflect extreme ends of a continuous distribution of traits. Thus, to validate the rhesus monkey as an animal model for studying social impairments that has strong translational relevance for ASD, researchers need an easily-implemented measurement tool that can quantify variation in social behavior dimensionally. The Social Responsiveness Scale (SRS) is a 65-item survey that identifies both typical and atypical social behaviors in humans that covary with ASD symptom severity. A chimpanzee SRS has already been validated and the current study adapted this tool for use in the rhesus monkey (mSRS). Fifteen raters completed the mSRS for 105 rhesus monkeys living at the Yerkes National Primate Research Center. The mSRS scores showed a unimodal distribution with a positive skew that identified 6 statistical outliers. Inter-rater reliability was very strong, but only 17 of the 36 questions showed positive intra-item reliability. The results of an exploratory factor analysis identified 3 factors that explained over 60% of the variance, with 12 items significantly loading onto the primary factor. These items reflected behaviors associated with social avoidance, social anxiety or inflexibility and social confidence. These initial findings are encouraging and suggest that variability in the social responsiveness of rhesus monkeys can be quantified using the mSRS: a tool that has strong translational relevance for human disorders. With further modification, the mSRS may provide an promising new direction for research on the biological mechanisms underlying social impairments.
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Affiliation(s)
- Eric J. Feczko
- Yerkes National Primate Research Center, Atlanta, GA 30329, United States of America
- Center for Translational Social Neuroscience, Emory University, Atlanta, GA 30329, United States of America
| | - Eliza Bliss-Moreau
- Department of Psychiatry and Behavioral Science, California National Primate Research Center, University of California, Davis CA 95616, United States of America
| | - Hasse Walum
- Yerkes National Primate Research Center, Atlanta, GA 30329, United States of America
- Center for Translational Social Neuroscience, Emory University, Atlanta, GA 30329, United States of America
| | - John R. Pruett
- Department of Psychiatry, Washington University, School of Medicine, St. Louis, MO 63110, United States of America
| | - Lisa A. Parr
- Yerkes National Primate Research Center, Atlanta, GA 30329, United States of America
- Center for Translational Social Neuroscience, Emory University, Atlanta, GA 30329, United States of America
- Department of Psychiatry and Behavioral Science, Emory University, Atlanta, GA 30322, United States of America
- * E-mail:
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