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Lewis CJ, Chipman SI, Johnston JM, Acosta MT, Tifft CJ, Toro C. Deep Learning Cerebellar Magnetic Resonance Imaging Segmentation in Late-Onset GM2 Gangliosidosis: Implications for Phenotype. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.04.08.25325262. [PMID: 40297453 PMCID: PMC12036421 DOI: 10.1101/2025.04.08.25325262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 04/30/2025]
Abstract
Late-onset Tay-Sachs (LOTS) disease and late-onset Sandhoff disease (LOSD) have long been considered indistinguishable due to similar clinical presentations and shared biochemical deficits. However, recent magnetic resonance imaging (MRI) studies have shown distinct cerebellar atrophy associated with LOTS. In this study, we furthered this investigation to determine if the cerebellar atrophy is globally uniform or preferentially targets certain cerebellar regions. We utilized DeepCERES, a deep learning cerebellar specific segmentation and cortical thickness pipeline to analyze differences between LOTS (n=20), LOSD (n=5), and neurotypical controls (n=1038). LOTS had smaller volumes of the whole cerebellum as well as cerebellar lobules IV, V, VI, VIIB, VIIIA, VIIIB, IX, and both Crus I and II compared to both LOSD and neurotypical controls. LOTS patients also had smaller cortical thickness of cerebellar lobules V, VI, VIIB, VIIIA, VIIIB, and both Crus I and II compared to both LOSD and neurotypical controls. Cerebellar functional and lesion localization studies have implicated lobules V and VI in speech articulation and execution while lobules VI, Crus I, VIIA, among others, have been implicated in a variety of behaviors and neuropsychiatric symptoms. Our observations provide a possible anatomical substrate to the higher prevalence of dysarthria and psychosis in our LOTS but not LOSD patients. Future studies are needed for direct comparisons considering phenotypic aspects such as age of symptom onset, presence and severity of dysarthria and ataxia, full characterization of neuropsychiatric profiles, molecular pathology and biochemical differences to fully understand the dichotomy observed in these two diseases.
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Affiliation(s)
- Connor J. Lewis
- Office of the Clinical Director, National Human Genome Research Institute, Bethesda MD 20892 USA
- Medical Genetics Branch, National Human Genome Research Institute, Bethesda MD 20892 USA
| | - Selby I. Chipman
- Office of the Clinical Director, National Human Genome Research Institute, Bethesda MD 20892 USA
- Medical Genetics Branch, National Human Genome Research Institute, Bethesda MD 20892 USA
| | - Jean M. Johnston
- Office of the Clinical Director, National Human Genome Research Institute, Bethesda MD 20892 USA
- Medical Genetics Branch, National Human Genome Research Institute, Bethesda MD 20892 USA
| | - Maria T. Acosta
- Office of the Clinical Director, National Human Genome Research Institute, Bethesda MD 20892 USA
- Medical Genetics Branch, National Human Genome Research Institute, Bethesda MD 20892 USA
| | - Cynthia J. Tifft
- Office of the Clinical Director, National Human Genome Research Institute, Bethesda MD 20892 USA
- Medical Genetics Branch, National Human Genome Research Institute, Bethesda MD 20892 USA
| | - Camilo Toro
- Office of the Clinical Director, National Human Genome Research Institute, Bethesda MD 20892 USA
- Medical Genetics Branch, National Human Genome Research Institute, Bethesda MD 20892 USA
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Tisdall L, Frey R, Wulff DU, Kellen D, Mata R. Convergence of Age Differences in Risk Preference, Impulsivity, and Self-Control: A Multiverse Analysis. J Gerontol B Psychol Sci Soc Sci 2024; 79:gbae092. [PMID: 38780401 PMCID: PMC11237994 DOI: 10.1093/geronb/gbae092] [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: 12/27/2023] [Indexed: 05/25/2024] Open
Abstract
OBJECTIVES Numerous theories exist regarding age differences in risk preference and related constructs, yet many of them offer conflicting predictions and fail to consider convergence between measurement modalities or constructs. To pave the way for conceptual clarification and theoretical refinement, in this preregistered study we aimed to comprehensively examine age effects on risk preference, impulsivity, and self-control using different measurement modalities, and to assess their convergence. METHODS We collected a large battery of self-report, informant report, behavioral, hormone, and neuroimaging measures from a cross-sectional sample of 148 (55% female) healthy human participants between 16 and 81 years (mean age = 46 years, standard deviation [SD] = 19). We used an extended sample of 182 participants (54% female, mean age = 46 years, SD = 19) for robustness checks concerning the results from self-reports, informant reports, and behavioral measures. For our main analysis, we performed specification curve analyses to visualize and estimate the convergence between the different modalities and constructs. RESULTS Our multiverse analysis approach revealed convergent results for risk preference, impulsivity, and self-control from self- and informant reports, suggesting a negative effect of age. For behavioral, hormonal, and neuroimaging outcomes, age effects were mostly absent. DISCUSSION Our findings call for conceptual clarification and improved operationalization to capture the putative mechanisms underlying age-related differences in risk preference and related constructs.
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Affiliation(s)
- Loreen Tisdall
- Faculty of Psychology, Center for Cognitive and Decision Sciences, University of Basel, Basel, Switzerland
| | - Renato Frey
- Cognitive and Behavioral Decision Research, University of Zurich, Zurich, Switzerland
| | - Dirk U Wulff
- Faculty of Psychology, Center for Cognitive and Decision Sciences, University of Basel, Basel, Switzerland
- Center for Adaptive Rationality, Max Planck Institute for Human Development, Berlin, Germany
| | - David Kellen
- Department of Psychology, College of Arts and Sciences, Syracuse University, Syracuse, New York, USA
| | - Rui Mata
- Faculty of Psychology, Center for Cognitive and Decision Sciences, University of Basel, Basel, Switzerland
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Huang YT, Yan SH, Chuang YF, Shih YC, Huang YS, Liu YC, Kao SSC, Chiu YL, Fan YT. A mediation approach in resting-state connectivity between the medial prefrontal cortex and anterior cingulate in mild cognitive impairment. Aging Clin Exp Res 2024; 36:154. [PMID: 39078432 PMCID: PMC11289021 DOI: 10.1007/s40520-024-02805-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2024] [Accepted: 07/01/2024] [Indexed: 07/31/2024]
Abstract
Mild cognitive impairment (MCI) is recognized as the prodromal phase of dementia, a condition that can be either maintained or reversed through timely medical interventions to prevent cognitive decline. Considerable studies using functional magnetic resonance imaging (fMRI) have indicated that altered activity in the medial prefrontal cortex (mPFC) serves as an indicator of various cognitive stages of aging. However, the impacts of intrinsic functional connectivity in the mPFC as a mediator on cognitive performance in individuals with and without MCI have not been fully understood. In this study, we recruited 42 MCI patients and 57 healthy controls, assessing their cognitive abilities and functional brain connectivity patterns through neuropsychological evaluations and resting-state fMRI, respectively. The MCI patients exhibited poorer performance on multiple neuropsychological tests compared to the healthy controls. At the neural level, functional connectivity between the mPFC and the anterior cingulate cortex (ACC) was significantly weaker in the MCI group and correlated with multiple neuropsychological test scores. The result of the mediation analysis further demonstrated that functional connectivity between the mPFC and ACC notably mediated the relationship between the MCI and semantic fluency performance. These findings suggest that altered mPFC-ACC connectivity may have a plausible causal influence on cognitive decline and provide implications for early identifications of neurodegenerative diseases and precise monitoring of disease progression.
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Affiliation(s)
- Yiyuan Teresa Huang
- International Research Center for Neurointelligence (WPI-IRCN), UTIAS, The University of Tokyo, Tokyo, Japan
| | - Sui-Hing Yan
- Department of Neurology, Far Eastern Memorial Hospital, New Taipei City, Taiwan
| | - Yi-Fang Chuang
- Department of Psychiatry, Far Eastern Memorial Hospital, New Taipei City, Taiwan
- Institute of Public Health, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan
- International Health Program, College of Medicine, National Yang Ming Chiao Tung University, Taipei City, Taiwan
| | - Yao-Chia Shih
- Graduate Institute of Medicine, Yuan Ze University, Building 3 R3705, 135 Yuan-Tung Road, Zhongli District, Taoyuan City, 32003, Taiwan
| | - Yan-Siang Huang
- Department of Neurology, Far Eastern Memorial Hospital, New Taipei City, Taiwan
| | - Yi-Chien Liu
- Department of Neurology, Cardinal Tien Hospital, New Taipei City, Taiwan
| | - Scott Shyh-Chang Kao
- Graduate Institute of Medicine, Yuan Ze University, Building 3 R3705, 135 Yuan-Tung Road, Zhongli District, Taoyuan City, 32003, Taiwan
- Institute of Neuroscience, National Yang Ming Chiao Tung University, Taipei City, Taiwan
| | - Yen-Ling Chiu
- Graduate Institute of Medicine, Yuan Ze University, Building 3 R3705, 135 Yuan-Tung Road, Zhongli District, Taoyuan City, 32003, Taiwan
- Department of Medical Research, Far Eastern Memorial Hospital, New Taipei City, Taiwan
| | - Yang-Teng Fan
- Graduate Institute of Medicine, Yuan Ze University, Building 3 R3705, 135 Yuan-Tung Road, Zhongli District, Taoyuan City, 32003, Taiwan.
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Krüger M, Puri R, Summers JJ, Hinder MR. Influence of age and cognitive demand on motor decision making under uncertainty: a study on goal directed reaching movements. Sci Rep 2024; 14:9119. [PMID: 38643224 PMCID: PMC11032380 DOI: 10.1038/s41598-024-59415-7] [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: 10/19/2023] [Accepted: 04/10/2024] [Indexed: 04/22/2024] Open
Abstract
In everyday life, we constantly make decisions about actions to be performed subsequently. Research on motor decision making has provided empirical evidence for an influence of decision uncertainty on movement execution in young adults. Further, decision uncertainty was suggested to be increased in older adults due to limited cognitive resources for the integration of information and the prediction of the decision outcomes. However, the influence of cognitive aging on decision uncertainty during motor decision making and movement execution has not been investigated, yet. Thus, in the current study, we presented young and older adults with a motor decision making task, in which participants had to decide on pointing towards one out of five potential targets under varying cognitive demands. Statistical analyses revealed stronger decreases in correctly deciding upon the pointing target, i.e. task performance, from low to higher cognitive demand in older as compared to young adults. Decision confidence also decreased more strongly in older adults with increasing cognitive demand, however, only when collapsing across correct and incorrect decision trials, but not when considering correct decision trials, only. Further, older adults executed reaching movements with longer reaction times and increased path length, though the latter, again, not when considering correct decision trials, only. Last, reaction time and variability in movement execution were both affected by cognitive demand. The outcomes of this study provide a differentiated picture of the distinct and joint effects of aging and cognitive demand during motor decision making.
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Affiliation(s)
- Melanie Krüger
- Institute of Sports Science, Faculty of Humanities, Leibniz University Hannover, Am Moritzwinkel 6, 30167, Hannover, Germany.
| | - Rohan Puri
- Sensorimotor Neuroscience and Ageing Research Laboratory, School of Psychological Sciences, College of Health and Medicine, University of Tasmania, Hobart, Australia
| | - Jeffery J Summers
- Sensorimotor Neuroscience and Ageing Research Laboratory, School of Psychological Sciences, College of Health and Medicine, University of Tasmania, Hobart, Australia
| | - Mark R Hinder
- Sensorimotor Neuroscience and Ageing Research Laboratory, School of Psychological Sciences, College of Health and Medicine, University of Tasmania, Hobart, Australia
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