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Charbonneau JA, Davis B, Raven EP, Patwardhan B, Grebosky C, Halteh L, Bennett JL, Bliss-Moreau E. Evaluation of registration-based vs. manual segmentation of rhesus macaque brain MRIs. Brain Struct Funct 2024; 229:2029-2043. [PMID: 39136727 PMCID: PMC11483197 DOI: 10.1007/s00429-024-02848-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 08/01/2024] [Indexed: 10/18/2024]
Abstract
With increasing numbers of magnetic resonance imaging (MRI) datasets becoming publicly available, researchers and clinicians alike have turned to automated methods of segmentation to enable population-level analyses of these data. Although prior research has evaluated the extent to which automated methods recapitulate "gold standard" manual segmentation methods in the human brain, such an evaluation has not yet been carried out for segmentation of MRIs of the macaque brain. Macaques offer the important opportunity to bridge gaps between microanatomical studies using invasive methods like tract tracing, neural recordings, and high-resolution histology and non-invasive macroanatomical studies using methods like MRI. As such, it is important to evaluate whether automated tools derive data of sufficient quality from macaque MRIs to bridge these gaps. We tested the relationship between automated registration-based segmentation using an open source and actively maintained NHP imaging analysis pipeline (AFNI) and gold standard manual segmentation of 4 structures (2 cortical: anterior cingulate cortex and insula; 2 subcortical: amygdala and caudate) across 37 rhesus macaques (Macaca mulatta). We identified some variability in the strength of correlation between automated and manual segmentations across neural regions and differences in relationships with demographic variables like age and sex between the two techniques.
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Affiliation(s)
- Joey A Charbonneau
- Neuroscience Graduate Program, University of California Davis, Davis, CA, USA.
- California National Primate Research Center, University of California Davis, Davis, CA, USA.
| | - Brittany Davis
- Neuroscience Graduate Program, University of California Davis, Davis, CA, USA
- California National Primate Research Center, University of California Davis, Davis, CA, USA
| | - Erika P Raven
- Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York, NY, USA
| | - Bhakti Patwardhan
- California National Primate Research Center, University of California Davis, Davis, CA, USA
| | - Carson Grebosky
- California National Primate Research Center, University of California Davis, Davis, CA, USA
| | - Lucas Halteh
- California National Primate Research Center, University of California Davis, Davis, CA, USA
| | - Jeffrey L Bennett
- California National Primate Research Center, University of California Davis, Davis, CA, USA
- Department of Psychology, University of California Davis, Davis, CA, USA
- Department of Psychiatry and Behavioral Sciences, University of California, Davis School of Medicine, Sacramento, CA, USA
- The MIND Institute, University of California Davis, Sacramento, CA, USA
| | - Eliza Bliss-Moreau
- California National Primate Research Center, University of California Davis, Davis, CA, USA.
- Department of Psychology, University of California Davis, Davis, CA, USA.
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Charbonneau JA, Santistevan AC, Raven EP, Bennett JL, Russ BE, Bliss-Moreau E. Evolutionarily conserved neural responses to affective touch in monkeys transcend consciousness and change with age. Proc Natl Acad Sci U S A 2024; 121:e2322157121. [PMID: 38648473 PMCID: PMC11067024 DOI: 10.1073/pnas.2322157121] [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: 12/15/2023] [Accepted: 03/05/2024] [Indexed: 04/25/2024] Open
Abstract
Affective touch-a slow, gentle, and pleasant form of touch-activates a different neural network than which is activated during discriminative touch in humans. Affective touch perception is enabled by specialized low-threshold mechanoreceptors in the skin with unmyelinated fibers called C tactile (CT) afferents. These CT afferents are conserved across mammalian species, including macaque monkeys. However, it is unknown whether the neural representation of affective touch is the same across species and whether affective touch's capacity to activate the hubs of the brain that compute socioaffective information requires conscious perception. Here, we used functional MRI to assess the preferential activation of neural hubs by slow (affective) vs. fast (discriminative) touch in anesthetized rhesus monkeys (Macaca mulatta). The insula, anterior cingulate cortex (ACC), amygdala, and secondary somatosensory cortex were all significantly more active during slow touch relative to fast touch, suggesting homologous activation of the interoceptive-allostatic network across primate species during affective touch. Further, we found that neural responses to affective vs. discriminative touch in the insula and ACC (the primary cortical hubs for interoceptive processing) changed significantly with age. Insula and ACC in younger animals differentiated between slow and fast touch, while activity was comparable between conditions for aged monkeys (equivalent to >70 y in humans). These results, together with prior studies establishing conserved peripheral nervous system mechanisms of affective touch transduction, suggest that neural responses to affective touch are evolutionarily conserved in monkeys, significantly impacted in old age, and do not necessitate conscious experience of touch.
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Affiliation(s)
- Joey A. Charbonneau
- Neuroscience Graduate Program, University of California, Davis, CA95616
- Neuroscience and Behavior Unit, California National Primate Research Center, University of California, Davis, CA95616
| | - Anthony C. Santistevan
- Neuroscience and Behavior Unit, California National Primate Research Center, University of California, Davis, CA95616
- Department of Psychology, University of California, Davis, CA95616
| | - Erika P. Raven
- Department of Radiology, Center for Biomedical Imaging, New York University Grossman School of Medicine, New York, NY10016
| | - Jeffrey L. Bennett
- Neuroscience and Behavior Unit, California National Primate Research Center, University of California, Davis, CA95616
- Department of Psychology, University of California, Davis, CA95616
- Department of Psychiatry and Behavioral Sciences, University of California, Davis School of Medicine, Sacramento, CA95817
- The Medical Investigation of Neurodevelopmental Disorders Institute, University of California, Sacramento, CA95817
| | - Brian E. Russ
- Center for Biomedical Imaging and Neuromodulation, Nathan Kline Institute, Orangeburg, NY10962
- Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY10029
- Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY10029
- Department of Psychiatry, New York University Langone, New York, NY10016
| | - Eliza Bliss-Moreau
- Neuroscience and Behavior Unit, California National Primate Research Center, University of California, Davis, CA95616
- Department of Psychology, University of California, Davis, CA95616
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Krockenberger MS, Saleh-Mattesich TO, Evrard HC. Cytoarchitectonic and connection stripes in the dysgranular insular cortex in the macaque monkey. J Comp Neurol 2023; 531:2019-2043. [PMID: 38105579 DOI: 10.1002/cne.25571] [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: 02/16/2023] [Revised: 11/09/2023] [Accepted: 12/05/2023] [Indexed: 12/19/2023]
Abstract
The insula has been classically divided into broad granular, dysgranular, and agranular architectonic sectors. We previously proposed a novel partition, dividing each sector into four to seven sharply delimited architectonic areas, with the dysgranular areas being possibly further subdivided into subtle horizontal partitions or "stripes." In architectonics, discrete subparcellations are prone to subjective variability and need being supported with additional neuroanatomical methods. Here, using a secondary analysis of indirect connectional data in the rhesus macaque monkey, we examined the spatial relationship between the dysgranular architectonic stripes and tract-tracing labeling patterns produced in the insula with injections of neuronal tracers in other cortical regions. The injections consistently produced sharply delimited patches of anterograde and/or retrograde labeling, which formed stripes across consecutive coronal sections of the insula. While the overall pattern of labeling on individual coronal sections varied with the injection site, the boundaries of the patches consistently coincided with architectonic boundaries on an adjacent cyto- (Nissl) and/or myelo- (Gallyas) architectonic section. This overlap supports the existence of a fine dysgranular stripe-like partition of the primate insula, with possibly major implications for interoceptive processing in primates including humans. The modular organization of the insula could underlie a serial stream of integration from a dorsal primary interoceptive cortex toward progressively more ventral egocentric "self-agency" and allocentric "social" dysgranular processing units.
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Affiliation(s)
- Matthias S Krockenberger
- Werner Reichardt Center for Integrative Neuroscience, Karl Eberhard University of Tübingen, Tübingen, Germany
- Max Planck Institute for Biological Cybernetics, Tübingen, Germany
| | - Tatianna O Saleh-Mattesich
- Werner Reichardt Center for Integrative Neuroscience, Karl Eberhard University of Tübingen, Tübingen, Germany
- Max Planck Institute for Biological Cybernetics, Tübingen, Germany
| | - Henry C Evrard
- Werner Reichardt Center for Integrative Neuroscience, Karl Eberhard University of Tübingen, Tübingen, Germany
- Max Planck Institute for Biological Cybernetics, Tübingen, Germany
- International Center for Primate Brain Research (ICPBR), Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai, China
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