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Maltman N, Friedman L, Lorang E, Sterling A. Brief Report: Linguistic Mazes and Perseverations in School-Age Boys with Fragile X Syndrome and Autism Spectrum Disorder and Relationships with Maternal Maze Use. J Autism Dev Disord 2022; 52:897-907. [PMID: 33768421 PMCID: PMC8463634 DOI: 10.1007/s10803-021-04981-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/11/2021] [Indexed: 02/03/2023]
Abstract
Autism spectrum disorder (ASD) and fragile X syndrome (FXS) are neurodevelopmental disorders with overlapping pragmatic language impairments. Prior work suggests pragmatic language differences may run in families. This study examined specific pragmatic difficulties (i.e., linguistic mazes and perseverations) in boys (9-18 years) with idiopathic ASD (n = 26) and FXS+ASD (n = 29), and relationships with maternal maze use. Language samples were obtained separately for boys and mothers. Nonparametric analyses suggested that boys largely did not differ in their rates of mazes, but that boys with FXS+ASD exhibited more perseverations. Mazes were correlated between fragile X dyads. Maternal mazes were correlated with child perseverations among idiopathic ASD dyads. These findings have implications for the etiological significance of ASD-related language phenotypes.
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Affiliation(s)
- Nell Maltman
- Waisman Center, University of Wisconsin-Madison, Madison, USA.
| | - Laura Friedman
- Waisman Center, University of Wisconsin-Madison, Madison, USA
- Department of Communication Sciences and Disorders, University of Wisconsin-Madison, Madison, USA
| | - Emily Lorang
- Waisman Center, University of Wisconsin-Madison, Madison, USA
- Department of Communication Sciences and Disorders, University of Wisconsin-Madison, Madison, USA
| | - Audra Sterling
- Waisman Center, University of Wisconsin-Madison, Madison, USA
- Department of Communication Sciences and Disorders, University of Wisconsin-Madison, Madison, USA
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2
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Klusek J, Fairchild A, Moser C, Mailick MR, Thurman AJ, Abbeduto L. Family history of FXTAS is associated with age-related cognitive-linguistic decline among mothers with the FMR1 premutation. J Neurodev Disord 2022; 14:7. [PMID: 35026985 PMCID: PMC8903682 DOI: 10.1186/s11689-022-09415-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Accepted: 01/02/2022] [Indexed: 01/16/2023] Open
Abstract
BACKGROUND Women who carry a premutation allele of the FMR1 gene are at increased vulnerability to an array of age-related symptoms and disorders, including age-related decline in select cognitive skills. However, the risk factors for age-related decline are poorly understood, including the potential role of family history and genetic factors. In other forms of pathological aging, early decline in syntactic complexity is observed and predicts the later onset of neurodegenerative disease. To shed light on the earliest signs of degeneration, the present study characterized longitudinal changes in the syntactic complexity of women with the FMR1 premutation across midlife, and associations with family history of fragile X-associated tremor/ataxia syndrome (FXTAS) and CGG repeat length. METHODS Forty-five women with the FMR1 premutation aged 35-64 years at study entry participated in 1-5 longitudinal assessments spaced approximately a year apart (130 observations total). All participants were mothers of children with confirmed fragile X syndrome. Language samples were analyzed for syntactic complexity and participants provided information on family history of FXTAS. CGG repeat length was determined via molecular genetic testing. RESULTS Hierarchical linear models indicated that women who reported a family history of FXTAS exhibited faster age-related decline in syntactic complexity than those without a family history, with that difference emerging as the women reached their mid-50 s. CGG repeat length was not a significant predictor of age-related change. CONCLUSIONS Results suggest that women with the FMR1 premutation who have a family history of FXTAS may be at increased risk for neurodegenerative disease, as indicated by age-related loss of syntactic complexity. Thus, family history of FXTAS may represent a personalized risk factor for age-related disease. Follow-up study is needed to determine whether syntactic decline is an early indicator of FXTAS specifically, as opposed to being a more general age-related cognitive decline associated with the FMR1 premutation.
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Affiliation(s)
- Jessica Klusek
- Department of Communication Sciences and Disorders, Arnold School of Public Health, University of South Carolina, 1705 College Street, SC 29208, Columbia, USA
| | - Amanda Fairchild
- Department of Psychology, University of South Carolina, 1512 Pendleton Street Columbia, Columbia, SC 29208 USA
| | - Carly Moser
- Department of Communication Sciences and Disorders, Arnold School of Public Health, University of South Carolina, 1705 College Street, SC 29208, Columbia, USA
| | - Marsha R. Mailick
- Waisman Center, University of Wisconsin-Madison, 1500 Highland Ave, Madison, WI 53705 USA
| | - Angela John Thurman
- Department of Psychiatry and Behavioral Sciences and MIND Institute, University of California Davis Health, 2825 50th Street, Sacramento, CA 95817 USA
| | - Leonard Abbeduto
- Department of Psychiatry and Behavioral Sciences and MIND Institute, University of California Davis Health, 2825 50th Street, Sacramento, CA 95817 USA
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3
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Maltman N, Guilfoyle J, Nayar K, Martin GE, Winston M, Lau JCY, Bush L, Patel S, Lee M, Sideris J, Hall DA, Zhou L, Sharp K, Berry-Kravis E, Losh M. The Phenotypic Profile Associated With the FMR1 Premutation in Women: An Investigation of Clinical-Behavioral, Social-Cognitive, and Executive Abilities. Front Psychiatry 2021; 12:718485. [PMID: 34421690 PMCID: PMC8377357 DOI: 10.3389/fpsyt.2021.718485] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/31/2021] [Accepted: 07/12/2021] [Indexed: 11/23/2022] Open
Abstract
The FMR1 gene in its premutation (PM) state has been linked to a range of clinical and subclinical phenotypes among FMR1 PM carriers, including some subclinical traits associated with autism spectrum disorder (ASD). This study attempted to further characterize the phenotypic profile associated with the FMR1 PM by studying a battery of assessments examining clinical-behavioral traits, social-cognitive, and executive abilities in women carrying the FMR1 PM, and associations with FMR1-related variability. Participants included 152 female FMR1 PM carriers and 75 female controls who were similar in age and IQ, and screened for neuromotor impairments or signs of fragile X-associated tremor/ataxia syndrome. The phenotypic battery included assessments of ASD-related personality and language (i.e., pragmatic) traits, symptoms of anxiety and depression, four different social-cognitive tasks that tapped the ability to read internal states and emotions based on different cues (e.g., facial expressions, biological motion, and complex social scenes), and a measure of executive function. Results revealed a complex phenotypic profile among the PM carrier group, where subtle differences were observed in pragmatic language, executive function, and social-cognitive tasks that involved evaluating basic emotions and trustworthiness. The PM carrier group also showed elevated rates of ASD-related personality traits. In contrast, PM carriers performed similarly to controls on social-cognitive tasks that involved reliance on faces and biological motion. The PM group did not differ from controls on self-reported depression or anxiety symptoms. Using latent profile analysis, we observed three distinct subgroups of PM carriers who varied considerably in their performance across tasks. Among PM carriers, CGG repeat length was a significant predictor of pragmatic language violations. Results suggest a nuanced phenotypic profile characterized by subtle differences in select clinical-behavioral, social-cognitive, and executive abilities associated with the FMR1 PM in women.
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Affiliation(s)
- Nell Maltman
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, United States
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States
| | - Janna Guilfoyle
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, United States
| | - Kritika Nayar
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, United States
| | - Gary E. Martin
- Department of Communication Sciences and Disorders, St. John's University, Staten Island, NY, United States
| | - Molly Winston
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, United States
| | - Joseph C. Y. Lau
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, United States
| | - Lauren Bush
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, United States
| | - Shivani Patel
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, United States
| | - Michelle Lee
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, United States
| | - John Sideris
- Chan Division of Occupational Science and Occupational Therapy, University of Southern California, Los Angeles, CA, United States
| | - Deborah A. Hall
- Department of Neurological Sciences, Rush University, Chicago, IL, United States
| | - Lili Zhou
- Rush University Medical Center, Chicago, IL, United States
| | - Kevin Sharp
- Rush University Medical Center, Chicago, IL, United States
| | | | - Molly Losh
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, IL, United States
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Fragile X-Associated Tremor/Ataxia Syndrome (FXTAS): Pathophysiology and Clinical Implications. Int J Mol Sci 2020; 21:ijms21124391. [PMID: 32575683 PMCID: PMC7352421 DOI: 10.3390/ijms21124391] [Citation(s) in RCA: 62] [Impact Index Per Article: 12.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2020] [Revised: 05/23/2020] [Accepted: 05/28/2020] [Indexed: 02/06/2023] Open
Abstract
The fragile X-associated tremor/ataxia syndrome (FXTAS) is a neurodegenerative disorder seen in older premutation (55-200 CGG repeats) carriers of FMR1. The premutation has excessive levels of FMR1 mRNA that lead to toxicity and mitochondrial dysfunction. The clinical features usually begin in the 60 s with an action or intention tremor followed by cerebellar ataxia, although 20% have only ataxia. MRI features include brain atrophy and white matter disease, especially in the middle cerebellar peduncles, periventricular areas, and splenium of the corpus callosum. Neurocognitive problems include memory and executive function deficits, although 50% of males can develop dementia. Females can be less affected by FXTAS because of a second X chromosome that does not carry the premutation. Approximately 40% of males and 16% of female carriers develop FXTAS. Since the premutation can occur in less than 1 in 200 women and 1 in 400 men, the FXTAS diagnosis should be considered in patients that present with tremor, ataxia, parkinsonian symptoms, neuropathy, and psychiatric problems. If a family history of a fragile X mutation is known, then FMR1 DNA testing is essential in patients with these symptoms.
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Movaghar A, Page D, Brilliant M, Baker MW, Greenberg J, Hong J, DaWalt LS, Saha K, Kuusisto F, Stewart R, Berry-Kravis E, Mailick MR. Data-driven phenotype discovery of FMR1 premutation carriers in a population-based sample. SCIENCE ADVANCES 2019; 5:eaaw7195. [PMID: 31457090 PMCID: PMC6703870 DOI: 10.1126/sciadv.aaw7195] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/18/2019] [Accepted: 07/15/2019] [Indexed: 05/18/2023]
Abstract
The impact of the FMR1 premutation on human health is the subject of considerable controversy. A fundamental unanswered question is whether carrying the premutation allele is directly correlated with clinical phenotypes. A challenging problem in past genotype-phenotype studies of the FMR1 premutation is ascertainment bias, which could lead to invalid research conclusions and negatively affect clinical practice. Here, we created the first population-based FMR1-informed biobank to find the pattern of health characteristics in premutation carriers. Our extensive phenotyping shows that premutation carriers experience a clinical profile that is significantly different from controls and is evident throughout adulthood. Comprehensive understanding of the clinical risk associated with this genetic variant is critical for premutation carriers, their families, and clinicians and has important implications for public health.
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Affiliation(s)
- Arezoo Movaghar
- Waisman Center, University of Wisconsin–Madison, Madison, WI, USA
- Department of Biomedical Engineering, University of Wisconsin–Madison, Madison, WI, USA
| | - David Page
- Department of Biostatistics and Medical Informatics, University of Wisconsin–Madison, Madison, WI, USA
| | | | | | - Jan Greenberg
- Waisman Center, University of Wisconsin–Madison, Madison, WI, USA
| | - Jinkuk Hong
- Waisman Center, University of Wisconsin–Madison, Madison, WI, USA
| | | | - Krishanu Saha
- Waisman Center, University of Wisconsin–Madison, Madison, WI, USA
- Department of Biomedical Engineering, University of Wisconsin–Madison, Madison, WI, USA
| | | | - Ron Stewart
- Morgridge Institute for Research, Madison, WI, USA
| | | | - Marsha R. Mailick
- Waisman Center, University of Wisconsin–Madison, Madison, WI, USA
- Corresponding author.
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6
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Nayar K, McKinney W, Hogan AL, Martin GE, La Valle C, Sharp K, Berry-Kravis E, Norton ES, Gordon PC, Losh M. Language processing skills linked to FMR1 variation: A study of gaze-language coordination during rapid automatized naming among women with the FMR1 premutation. PLoS One 2019; 14:e0219924. [PMID: 31348790 PMCID: PMC6660192 DOI: 10.1371/journal.pone.0219924] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Accepted: 07/03/2019] [Indexed: 01/15/2023] Open
Abstract
The FMR1 premutation (PM) is relatively common in the general population. Evidence suggests that PM carriers may exhibit subtle differences in specific cognitive and language abilities. This study examined potential mechanisms underlying such differences through the study of gaze and language coordination during a language processing task (rapid automatized naming; RAN) among female carriers of the FMR1 PM. RAN taps a complex set of underlying neuropsychological mechanisms, with breakdowns implicating processing disruptions in fundamental skills that support higher order language and executive functions, making RAN (and analysis of gaze/language coordination during RAN) a potentially powerful paradigm for revealing the phenotypic expression of the FMR1 PM. Forty-eight PM carriers and 56 controls completed RAN on an eye tracker, where they serially named arrays of numbers, letters, colors, and objects. Findings revealed a pattern of inefficient language processing in the PM group, including a greater number of eye fixations (namely, visual regressions) and reduced eye-voice span (i.e., the eyes' lead over the voice) relative to controls. Differences were driven by performance in the latter half of the RAN arrays, when working memory and processing load are the greatest, implicating executive skills. RAN deficits were associated with broader social-communicative difficulties among PM carriers, and with FMR1-related molecular genetic variation (higher CGG repeat length, lower activation ratio, and increased levels of the fragile X mental retardation protein; FMRP). Findings contribute to an understanding of the neurocognitive profile of PM carriers and indicate specific gene-behavior associations that implicate the role of the FMR1 gene in language-related processes.
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Affiliation(s)
- Kritika Nayar
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, Illinois, United States of America
| | - Walker McKinney
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, Illinois, United States of America
- Clinical Child Psychology Program, University of Kansas, Lawrence, Kansas, United States of America
| | - Abigail L. Hogan
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, Illinois, United States of America
- Psychology, University of South Carolina, Columbia, South Carolina, United States of America
| | - Gary E. Martin
- St. John’s University, Communication Sciences and Disorders, Queens, New York, United States of America
| | - Chelsea La Valle
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, Illinois, United States of America
- Psychology, Boston University, Boston, Massachusetts, United States of America
| | - Kevin Sharp
- Pediatrics, Rush University Medical Center, Chicago, Illinois, United States of America
| | | | - Elizabeth S. Norton
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, Illinois, United States of America
| | - Peter C. Gordon
- Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Molly Losh
- Roxelyn and Richard Pepper Department of Communication Sciences and Disorders, Northwestern University, Evanston, Illinois, United States of America
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7
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Klusek J, Porter A, Abbeduto L, Adayev T, Tassone F, Mailick MR, Glicksman A, Tonnsen BL, Roberts JE. Curvilinear Association Between Language Disfluency and FMR1 CGG Repeat Size Across the Normal, Intermediate, and Premutation Range. Front Genet 2018; 9:344. [PMID: 30197656 PMCID: PMC6118037 DOI: 10.3389/fgene.2018.00344] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2018] [Accepted: 08/09/2018] [Indexed: 12/18/2022] Open
Abstract
Historically, investigations of FMR1 have focused almost exclusively on the clinical effects of CGG expansion within the categories of the premutation (55-200 CGG repeats) and fragile X syndrome (>200 CGG repeats). However, emerging evidence suggests that CGG-dependent phenotypes may occur across allele sizes traditionally considered within the "normal" range. This study adopted an individual-differences approach to determine the association between language production ability and CGG repeat length across the full range of normal, intermediate, and premutation alleles. Participants included 61 adult women with CGG repeats within the premutation (n = 37), intermediate (i.e., 41-54 repeats; n = 2), or normal (i.e., 6-40 repeats; n = 22) ranges. All participants were the biological mothers of a child with a developmental disorder, to control for the potential effects of parenting stress. Language samples were collected and the frequency of language disfluencies (i.e., interruptions in the flow of speech) served as an index of language production skills. Verbal inhibition skills, measured with the Hayling Sentence Completion Test, were also measured and examined as a correlate of language disfluency, consistent with theoretical work linking language disfluency with inhibitory deficits (i.e., the Inhibition Deficit Hypothesis). Blood samples were collected to determine FMR1 CGG repeat size. A general linear model tested CGG repeat size of the larger allele (allele-2) as the primary predictor of language disfluency, covarying for education level, IQ, age, and CGG repeats on the other allele. A robust curvilinear association between CGG length and language disfluency was detected, where low-normal (∼ <25 repeats) and mid-premutation alleles (∼90-110 repeats) were linked with higher rates of disfluency. Disfluency was not associated with inhibition deficits, which challenges prior theoretical work and suggests that a primary language deficit could account for elevated language disfluency in FMR1-associated conditions. Findings suggest CGG-dependent variation in language production ability, which was evident across individuals with and without CGG expansions on FMR1.
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Affiliation(s)
- Jessica Klusek
- Department of Communication Sciences and Disorders, University of South Carolina, Columbia, SC, United States
| | - Anna Porter
- Department of Psychology, University of South Carolina, Columbia, SC, United States
| | - Leonard Abbeduto
- Department of Psychiatry and Behavioral Sciences, University of California, Davis, Sacramento, CA, United States
- MIND Institute, University of California, Davis, Sacramento, CA, United States
| | - Tatyana Adayev
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, NY, United States
| | - Flora Tassone
- MIND Institute, University of California, Davis, Sacramento, CA, United States
- Department of Biochemistry and Molecular Medicine, University of California, Davis, Sacramento, CA, United States
| | - Marsha R. Mailick
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States
| | - Anne Glicksman
- Department of Human Genetics, New York State Institute for Basic Research in Developmental Disabilities, Staten Island, NY, United States
| | - Bridgette L. Tonnsen
- Department of Psychological Sciences, Purdue University, Lafayette, IN, United States
| | - Jane E. Roberts
- Department of Psychology, University of South Carolina, Columbia, SC, United States
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8
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Mailick MR, Movaghar A, Hong J, Greenberg JS, DaWalt LS, Zhou L, Jackson J, Rathouz PJ, Baker MW, Brilliant M, Page D, Berry-Kravis E. Health Profiles of Mosaic Versus Non-mosaic FMR1 Premutation Carrier Mothers of Children With Fragile X Syndrome. Front Genet 2018; 9:173. [PMID: 29868121 PMCID: PMC5964198 DOI: 10.3389/fgene.2018.00173] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2018] [Accepted: 04/27/2018] [Indexed: 11/19/2022] Open
Abstract
The FMR1 premutation is of increasing interest to the FXS community, as questions about a primary premutation phenotype warrant research attention. 100 FMR1 premutation carrier mothers (mean age = 58; 67–138 CGG repeats) of adults with fragile X syndrome were studied with respect to their physical and mental health, motor, and neurocognitive characteristics. We explored the correlates of CGG repeat mosaicism in women with expanded alleles. Mothers provided buccal swabs from which DNA was extracted and the FMR1 CGG genotyping was performed (Amplidex Kit, Asuragen). Mothers were categorized into three groups: Group 1: premutation non-mosaic (n = 45); Group 2: premutation mosaic (n = 41), and Group 3: premutation/full mutation mosaic (n = 14). Group 2 mothers had at least two populations of cells with different allele sizes in the premutation range besides their major expanded allele. Group 3 mothers had a very small population of cells in the full mutation range (>200 CGGs) in addition to one or multiple populations of cells with different allele sizes in the premutation range. Machine learning (random forest) was used to identify symptoms and conditions that correctly classified mothers with respect to mosaicism; follow-up comparisons were made to characterize the three groups. In categorizing mosaicism, the random forest yielded significantly better classification than random classification, with overall area under the receiver operating characteristic curve (AUROC) of 0.737. Among the most important symptoms and conditions that contributed to the classification were anxiety, menopause symptoms, executive functioning limitations, and difficulty walking several blocks, with the women who had full mutation mosaicism (Group 3) unexpectedly having better health. Although only 14 premutation carrier mothers in the present sample also had a small population of full mutation cells, their profile of comparatively better health, mental health, and executive functioning was unexpected. This preliminary finding should prompt additional research on larger numbers of participants with more extensive phenotyping to confirm the clinical correlates of low-level full mutation mosaicism in premutation carriers and to probe possible mechanisms.
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Affiliation(s)
- Marsha R Mailick
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States
| | - Arezoo Movaghar
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States.,Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI, United States
| | - Jinkuk Hong
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States
| | - Jan S Greenberg
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States
| | - Leann S DaWalt
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States
| | - Lili Zhou
- Department of Pediatrics, Rush University Medical Center, Chicago, IL, United States.,Department of Pathology, Rush University Medical Center, Chicago, IL, United States
| | - Jonathan Jackson
- Department of Pediatrics, Rush University Medical Center, Chicago, IL, United States
| | - Paul J Rathouz
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States.,Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI, United States
| | - Mei W Baker
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States.,Wisconsin State Laboratory of Hygiene, Madison, WI, United States
| | - Murray Brilliant
- Waisman Center, University of Wisconsin-Madison, Madison, WI, United States.,Marshfield Clinic Research Institute, Marshfield, WI, United States
| | - David Page
- Department of Biostatistics and Medical Informatics, University of Wisconsin-Madison, Madison, WI, United States
| | - Elizabeth Berry-Kravis
- Department of Pediatrics, Rush University Medical Center, Chicago, IL, United States.,Department of Neurological Sciences and Biochemistry, Rush University Medical Center, Chicago, IL, United States
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