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Epigenomic signature of major congenital heart defects in newborns with Down syndrome. Hum Genomics 2023; 17:92. [PMID: 37803336 PMCID: PMC10559462 DOI: 10.1186/s40246-023-00540-1] [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: 05/17/2023] [Accepted: 10/02/2023] [Indexed: 10/08/2023] Open
Abstract
BACKGROUND Congenital heart defects (CHDs) affect approximately half of individuals with Down syndrome (DS), but the molecular reasons for incomplete penetrance are unknown. Previous studies have largely focused on identifying genetic risk factors associated with CHDs in individuals with DS, but comprehensive studies of the contribution of epigenetic marks are lacking. We aimed to identify and characterize DNA methylation differences from newborn dried blood spots (NDBS) of DS individuals with major CHDs compared to DS individuals without CHDs. METHODS We used the Illumina EPIC array and whole-genome bisulfite sequencing (WGBS) to quantitate DNA methylation for 86 NDBS samples from the California Biobank Program: (1) 45 DS-CHD (27 female, 18 male) and (2) 41 DS non-CHD (27 female, 14 male). We analyzed global CpG methylation and identified differentially methylated regions (DMRs) in DS-CHD versus DS non-CHD comparisons (both sex-combined and sex-stratified) corrected for sex, age of blood collection, and cell-type proportions. CHD DMRs were analyzed for enrichment in CpG and genic contexts, chromatin states, and histone modifications by genomic coordinates and for gene ontology enrichment by gene mapping. DMRs were also tested in a replication dataset and compared to methylation levels in DS versus typical development (TD) WGBS NDBS samples. RESULTS We found global CpG hypomethylation in DS-CHD males compared to DS non-CHD males, which was attributable to elevated levels of nucleated red blood cells and not seen in females. At a regional level, we identified 58, 341, and 3938 CHD-associated DMRs in the Sex Combined, Females Only, and Males Only groups, respectively, and used machine learning algorithms to select 19 Males Only loci that could distinguish CHD from non-CHD. DMRs in all comparisons were enriched for gene exons, CpG islands, and bivalent chromatin and mapped to genes enriched for terms related to cardiac and immune functions. Lastly, a greater percentage of CHD-associated DMRs than background regions were differentially methylated in DS versus TD samples. CONCLUSIONS A sex-specific signature of DNA methylation was detected in NDBS of DS-CHD compared to DS non-CHD individuals. This supports the hypothesis that epigenetics can reflect the variability of phenotypes in DS, particularly CHDs.
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Epigenomic signature of major congenital heart defects in newborns with Down syndrome. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.05.02.23289417. [PMID: 37205408 PMCID: PMC10187438 DOI: 10.1101/2023.05.02.23289417] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Abstract
Background Congenital heart defects (CHDs) affect approximately half of individuals with Down syndrome (DS) but the molecular reasons for incomplete penetrance are unknown. Previous studies have largely focused on identifying genetic risk factors associated with CHDs in individuals with DS, but comprehensive studies of the contribution of epigenetic marks are lacking. We aimed to identify and characterize DNA methylation differences from newborn dried blood spots (NDBS) of DS individuals with major CHDs compared to DS individuals without CHDs. Methods We used the Illumina EPIC array and whole-genome bisulfite sequencing (WGBS) to quantitate DNA methylation for 86 NDBS samples from the California Biobank Program: 1) 45 DS-CHD (27 female, 18 male) and 2) 41 DS non-CHD (27 female, 14 male). We analyzed global CpG methylation and identified differentially methylated regions (DMRs) in DS-CHD vs DS non-CHD comparisons (both sex-combined and sex-stratified) corrected for sex, age of blood collection, and cell type proportions. CHD DMRs were analyzed for enrichment in CpG and genic contexts, chromatin states, and histone modifications by genomic coordinates and for gene ontology enrichment by gene mapping. DMRs were also tested in a replication dataset and compared to methylation levels in DS vs typical development (TD) WGBS NDBS samples. Results We found global CpG hypomethylation in DS-CHD males compared to DS non-CHD males, which was attributable to elevated levels of nucleated red blood cells and not seen in females. At a regional level, we identified 58, 341, and 3,938 CHD-associated DMRs in the Sex Combined, Females Only, and Males Only groups, respectively, and used machine learning algorithms to select 19 Males Only loci that could distinguish CHD from non-CHD. DMRs in all comparisons were enriched for gene exons, CpG islands, and bivalent chromatin and mapped to genes enriched for terms related to cardiac and immune functions. Lastly, a greater percentage of CHD-associated DMRs than background regions were differentially methylated in DS vs TD samples. Conclusions A sex-specific signature of DNA methylation was detected in NDBS of DS-CHD compared to DS non-CHD individuals. This supports the hypothesis that epigenetics can reflect the variability of phenotypes in DS, particularly CHDs.
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Factors associated with nonsyndromic anotia and microtia, Texas, 1999-2014. Birth Defects Res 2023; 115:67-78. [PMID: 36398384 DOI: 10.1002/bdr2.2130] [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: 07/26/2022] [Revised: 10/28/2022] [Accepted: 11/02/2022] [Indexed: 11/21/2022]
Abstract
BACKGROUND Few risk factors have been identified for nonsyndromic anotia/microtia (A/M). METHODS We obtained data on cases and a reference population of all livebirths in Texas for 1999-2014 from the Texas Birth Defects Registry (TBDR) and Texas vital records. We estimated prevalence ratios (PRs) and 95% confidence intervals (CIs) for A/M (any, isolated, nonisolated, unilateral, and bilateral) using Poisson regression. We evaluated trends in prevalence rates using Joinpoint regression. RESULTS We identified 1,322 cases, of whom 982 (74.3%) had isolated and 1,175 (88.9%) had unilateral A/M. Prevalence was increased among males (PR: 1.3, 95% CI: 1.2-1.4), offspring of women with less than high school education (PR: 1.3, 95% CI: 1.1-1.5), diabetes (PR: 2.0, 95% CI: 1.6-2.4), or age 30-39 versus 20-29 years (PR: 1.2, 95% CI: 1.0-1.3). The prevalence was decreased among offspring of non-Hispanic Black versus White women (PR: 0.6, 95% CI: 0.4-0.8) but increased among offspring of Hispanic women (PR: 2.9, 95% CI: 2.5-3.4) and non-Hispanic women of other races (PR: 1.7, 95% CI: 1.3-2.3). We observed similar results among cases with isolated and unilateral A/M. Sex disparities were not evident for nonisolated or bilateral phenotypes, nor did birth prevalence differ between offspring of non-Hispanic Black and non-Hispanic White women. Maternal diabetes was more strongly associated with nonisolated (PR: 4.5, 95% CI: 3.2-6.4) and bilateral A/M (PR: 5.0, 95% CI: 3.3-7.7). Crude prevalence rates increased throughout the study period (annual percent change: 1.82). CONCLUSION We identified differences in the prevalence of nonsyndromic A/M by maternal race/ethnicity, education, and age, which may be indicators of unidentified social/environmental risk factors.
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Residence in a Latinx enclave and end-induction minimal residual disease positivity among children with acute lymphoblastic leukemia. Pediatr Hematol Oncol 2022; 39:650-657. [PMID: 35262447 PMCID: PMC9458766 DOI: 10.1080/08880018.2022.2047850] [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: 11/19/2021] [Revised: 01/31/2022] [Accepted: 02/23/2022] [Indexed: 10/18/2022]
Abstract
Racial and ethnic inequities in survival persist for children with acute lymphoblastic leukemia (ALL). In the US, there are strong associations between SES, race/ethnicity, and place of residence. This is evidenced by ethnic enclaves: neighborhoods with high concentrations of ethnic residents, immigrants, and language isolation. The Latinx enclave index (LEI) can be used to investigate how residence in a Latinx enclave is associated with health outcomes. We studied the association between LEI score and minimal residual disease (MRD) in 142 pediatric ALL patients treated at Texas Children's Hospital. LEI score was associated with end-induction MRD positivity (OR per unit increase 1.63, CI 1.12-2.46). There was also a significant trend toward increased odds of MRD positivity among children living in areas with the highest enclave index scores. MRD positivity at end of induction is associated with higher incidence of relapse and lower overall survival among children with ALL; future studies are needed to elucidate the exact causes of these findings and to improve ALL outcomes among children residing within Latinx enclaves.Supplemental data for this article is available online at https://doi.org/10.1080/08880018.2022.2047850.
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Abstract 3671: Association between residence in a Hispanic enclave and end-induction minimal residual disease among children with acute lymphoblastic leukemia in Texas. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-3671] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Acute lymphoblastic leukemia (ALL) remains a leading cause of death in children and adolescents. We have demonstrated that Hispanic enclaves - neighborhoods with high proportions of Spanish-speaking residents, recent immigrants, and ethnic-specific businesses - are associated with inferior overall survival in children with ALL. However, associations of enclaves with other outcomes remain poorly understood. In the present study, our objective was to determine whether residence in an enclave was associated with end-induction minimal residual disease (MRD), a strong predictor of ALL mortality.
Methods: This was a retrospective study of N=142 children aged 0-18 years, treated at Texas Children’s Hospital (Houston, TX) from 2007-2018. MRD was defined as ≥0.01% leukemic blasts in bone marrow at day 29 of therapy. We used the 2010 census tract geography and a modified version of the Hispanic enclave index to identify enclaves. We assigned an enclave index score to each census tract, computed quartiles based on the statewide distribution, and mapped children to quartiles based on address at diagnosis (Q1: least ethnically distinct neighborhoods; Q4: most ethnically distinct neighborhoods). Data on sex, self-reported race/ethnicity, National Cancer Institute (NCI) risk group, primary language, and ALL cytogenetics were abstracted from electronic health records. Cytogenetics were considered either unfavorable (BCR-ABL1 fusion, KMT2A rearrangement, hypodiploidy, or intrachromosomal amplification of chromosome 21) or favorable (ETV6-RUNX1 fusion, double trisomies of chromosomes 4 and 10)/neutral (neither favorable nor unfavorable). We estimated the odds ratio (OR) and 95% confidence interval (95% CI) of MRD according to enclave index score using logistic regression.
Results: Neither individual ethnicity nor primary language varied by MRD status, but a greater proportion of MRD-positive children lived in the most ethnically distinct neighborhoods (53% vs. 36%, p=0.04). Enclave index score was associated with MRD after adjusting for sex, NCI risk group, and cytogenetics (OR 1.57 per quartile increment, 95% CI 1.09-2.33). We also observed non-significantly increased odds of MRD among children in Q3 (OR 1.53, 95% CI 0.41-6.55) and Q4 (OR 2.84, 0.83-11.58) relative to Q1.
Conclusions: We found that residence in a Hispanic enclave was associated with MRD in children with ALL. Neither ethnicity nor primary language differed by MRD status, suggesting that these did not confound the association with enclave index score. Neighborhood factors may influence early treatment outcomes in ALL, and children living in Hispanic enclaves may constitute a high-risk population.
Citation Format: Joshua P. Muniz, John P. Woodhouse, Amy E. Hughes, Sandi L. Pruitt, Karen R. Rabin, Michael E. Scheurer, Philip J. Lupo, Jeremy M. Schraw. Association between residence in a Hispanic enclave and end-induction minimal residual disease among children with acute lymphoblastic leukemia in Texas [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 3671.
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Abstract 2002: A genome-wide association study identifies novel sepsis risk loci in children with Down syndrome-associated acute lymphoblastic leukemia: A report from the Children’s Oncology Group. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-2002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Children with Down syndrome (DS) have an increased risk of acute lymphoblastic leukemia (ALL) and are more likely to experience morbidity and mortality from infectious toxicities during treatment compared to those without DS. We sought to characterize genetic risk factors for sepsis among individuals with DS-ALL.
Methods: We performed a germline genome-wide association (GWAS) study for sepsis among 264 subjects with DS-ALL treated on Children’s Oncology Group (COG) protocols AALL0932 (N=181) and AALL1131 (N=83), for newly-diagnosed standard risk and high risk B-ALL, respectively. Sepsis was defined using Common Terminology Criteria for Adverse Events (v4.0), with a microbiologically confirmed grade 4 or 5 sepsis event reported during any phase of treatment to define the case and comparison groups. Germline genotyping on the Affymetrix SNP 6.0 or Illumina Omni 2.5Exome arrays was imputed to the Haplotype Reference Consortium panel and filtered for quality control. Logistic regression models were used to compare individuals with DS-ALL who experienced sepsis to those who never developed sepsis during treatment. Models were adjusted for principal components of population structure and COG protocol. Analyses included autosomal variants with a minor allele frequency >1% and excluded chromosome 21.
Results: We identified 29 individuals (10.9%) with DS-ALL who developed one or more sepsis events during treatment. In genome-wide analyses, we observed 52 variants in eight genomic loci associated with sepsis at P<10-5 among individuals with DS-ALL. Our top signal was rs77917748 (P=6.02x10-7), an intronic variant in a regulatory region of TMEM163, a protein that is essential for zinc homeostasis. Additionally, we identified a strong linkage signal at rs56288508 on chr6p21.2 (P=5.29x10-6). According to data from the Genotype-Tissue Expression (GTEx) project, this locus is associated with whole blood expression of ZFAND3, a zinc finger protein and transcriptional regulator. Additionally, this variant is associated with intestinal infections (P=0.012) in the UK Biobank. Finally, a third variant we identified in our GWAS is on chr6q24.2 (P=4.33x10-6) and shows strong linkage in GTEx with peripheral blood mononuclear cell expression of APOBEC3A, a viral deaminase that lacks zinc binding activity. Notably, this variant is associated with respiratory failure (P=0.0099) in the UK Biobank.
Conclusion: We identified evidence of genetic associations for sepsis risk in DS-ALL. These findings suggest zinc homeostasis may be an important factor mediating risk of sepsis during treatment of individuals with DS-ALL. Confirmatory studies and validation in additional cohorts are ongoing.
Citation Format: Melissa A. Richard, Meenakshi Devidas, Wenjian Yang, John P. Woodhouse, Vilmarie Rodriguez, Johann K. Hitzler, Reuven J. Schore, Anne L. Angiolillo, Michael J. Burke, Wanda L. Salzer, Elizabeth A. Raetz, Mignon L. Loh, Stephen P. Hunger, Jun J. Yang, Philip J. Lupo, Karen R. Rabin. A genome-wide association study identifies novel sepsis risk loci in children with Down syndrome-associated acute lymphoblastic leukemia: A report from the Children’s Oncology Group [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 2002.
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Cerebrospinal Fluid Metabolomic Profiles Associated With Fatigue During Treatment for Pediatric Acute Lymphoblastic Leukemia. J Pain Symptom Manage 2021; 61:464-473. [PMID: 32889041 PMCID: PMC7914130 DOI: 10.1016/j.jpainsymman.2020.08.030] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2020] [Revised: 07/22/2020] [Accepted: 08/24/2020] [Indexed: 12/21/2022]
Abstract
CONTEXT Cancer-related fatigue (CRF) is one of the most distressing and persistent symptoms reported during pediatric acute lymphoblastic leukemia (ALL) therapy; however, information on the pathways underlying CRF severity is limited. OBJECTIVES We conducted global metabolomics profiling of cerebrospinal fluid (CSF) samples to provide insight into the underlying mechanisms of CRF. METHODS Fatigue in pediatric ALL patients (2012-2017) was assessed during postinduction therapy approximately six months after diagnosis. Postinduction CSF was collected from 171 participants, comprising discovery (n = 86) and replication (n = 85) cohorts. We also conducted secondary validation using diagnostic CSF from 48 replication cohort participants. CSF metabolomic profiling was performed using gas chromatography-mass spectrometry (MS) and liquid chromatography-MS/MS. Kendall's rank correlation was used to evaluate associations between metabolite abundance and CRF. False discovery rate was used to account for multiple comparisons. RESULTS Participants were 56% males and 59% Hispanic with a mean age at diagnosis of 8.5 years. A total of 274 CSF-derived metabolites were common to the discovery and replication cohorts. Eight metabolites were significantly associated with fatigue in the discovery cohort (P < 0.05), of which three were significant in the replication cohort, including false discovery rate-corrected associations with gamma-glutamylglutamine (Pcombined = 6.2E-6) and asparagine (Pcombined = 3.5E-4). Notably, the abundance of gamma-glutamylglutamine in diagnostic CSF samples was also significantly associated with fatigue (P = 0.0062). CONCLUSION The metabolites identified in our assessment have been implicated in neurotransmitter transportation and glutathione recycling, suggesting that glutamatergic pathways or oxidative stress may contribute to ALL-associated CRF. This information could inform targeted therapies for reducing CRF in at-risk individuals.
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Risk factors and time trends for isolated craniosynostosis. Birth Defects Res 2020; 113:43-54. [PMID: 33091229 DOI: 10.1002/bdr2.1824] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Revised: 10/07/2020] [Accepted: 10/08/2020] [Indexed: 11/09/2022]
Abstract
BACKGROUND We sought to investigate associations between maternal/infant characteristics and isolated craniosynostosis as well as its subtypes sagittal, metopic, and coronal synostosis, and assess trends in the prevalence of these conditions. METHODS We identified cases in the Texas Birth Defects Registry from 1999 to 2014. We used Poisson regression to identify associations between maternal/infant characteristics and craniosynostosis. We used joinpoint regression and unadjusted Poisson regression to evaluate temporal trends. Finally, we computed adjusted Poisson models to evaluate whether temporal trends were evident after accounting for changes in the population distributions of maternal/infant characteristics over time. RESULTS Relative to all live births in the general population, cases were more frequently male or preterm. Mothers of cases were more frequently non-Hispanic white and more frequently obese. Non-Hispanic black or Hispanic maternal race/ethnicity was associated with a lower prevalence of all craniosynostosis subtypes. Previous live births were associated with sagittal synostosis; residence on the U.S.-Mexico border was associated with sagittal and coronal synostosis. The prevalence of any isolated craniosynostosis increased (average annual percent change estimated from joinpoint regression [AAPC]: 2.9%), as did the prevalences of sagittal (AAPC: 3.3%) and metopic synostosis (AAPC: 5.4%). In crude Poisson models, the same temporal trends were observed, however these were attenuated after adjusting for maternal/infant characteristics. CONCLUSIONS Prevalence of isolated craniosynostosis increased from 1999 to 2014. The largest AAPC was observed for metopic synostosis. Changes in the population distribution of associated maternal/infant characteristics may explain these trends.
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Abstract 5054: Are co-occurring structural birth defects associated with risk of acute lymphoblastic leukemia among children with Down syndrome. Cancer Res 2019. [DOI: 10.1158/1538-7445.am2019-5054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Children with Down syndrome (DS) have a 15- to 20-fold increased risk of developing acute leukemia (ALL). While children with DS typically also present with multiple co-occurring major and minor structural birth defects, very little is known about whether the number and type of these co-occurring birth defects in children with DS are associated with risk of ALL.
Methods: The Genetic Overlap Between Anomalies and Cancer in Kids (GOBACK) Study included linking data from population-based birth defects and cancer registries in Texas for the years 1999-2013. We performed a case-control analysis of ALL risk in participants diagnosed with DS. We evaluated the risk of ALL according to the presence of major birth defects in eight organ systems, as well as by the number of birth defects.
Results: We identified 7,684 children with DS (controls) and 81 children with DS-ALL (cases) from among 5.7 million live births. There was a high burden of co-occurring birth defects in both the DS and DS-ALL groups, with 97% compared to 98% being diagnosed with at least one co-occurring birth defect (p = 0.39), respectively, and 68% compared to 71% being diagnosed with at least one major birth defect (p = 0.33). Similar to what has been reported among the general population of ALL patients, children with DS and ALL had a significantly higher mean birthweight (3088 vs 2891 g, p <0.001) than children with DS overall, and were born to older parents (mean maternal age 33.7 vs. 31.7 yrs, p = 0.01; mean paternal age 36.6 vs. 33.8 yrs, p = 0.02). Although there were trends towards increased prevalences of major birth defects overall and in most organ systems among the DS-ALL group, none reached statistical significance. Similarly, we identified a non-significantly greater mean number of total birth defects in the DS-ALL group (p = 0.2). Neither number of total birth defects nor number of major birth defects were associated with ALL in multivariable Cox regression models.
Conclusions: In this population-based assessment, we did not find strong evidence that co-occurring structural birth defects were related to ALL risk among children with DS. However, the small numbers of children with DS-ALL make it difficult to draw definitive conclusions.
Citation Format: Jeremy M. Schraw, Tiffany M. Chambers, John P. Woodhouse, Peter H. Langlois, Mark A. Canfield, Angela E. Scheuerle, Michael E. Scheurer, Sharon E. Plon, Karen R. Rabin, Philip J. Lupo. Are co-occurring structural birth defects associated with risk of acute lymphoblastic leukemia among children with Down syndrome [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2019; 2019 Mar 29-Apr 3; Atlanta, GA. Philadelphia (PA): AACR; Cancer Res 2019;79(13 Suppl):Abstract nr 5054.
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Tuberous Sclerosis Complex Genotypes and Developmental Phenotype. Pediatr Neurol 2019; 96:58-63. [PMID: 31005478 PMCID: PMC6837240 DOI: 10.1016/j.pediatrneurol.2019.03.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/29/2018] [Revised: 02/25/2019] [Accepted: 03/06/2019] [Indexed: 10/27/2022]
Abstract
BACKGROUND Children with tuberous sclerosis complex (TSC), caused by pathogenic variants in TSC1/TSC2, are at risk for intellectual disability. TSC2 pathogenic variants appear to increase the risk, compared with TSC1. However, the effect of TSC2 pathogenic variants on early and specific domains of development hasn't been studied. Using an extensively phenotyped group, we aimed to characterize differences in early intellectual development between genotypes. METHODS The study group (n = 92) included participants with TSC enrolled in a multicenter study involving genetic testing and detailed prospective phenotyping including the Mullen Scales of Early Learning, a validated measure of cognition, language, and motor development in babies and preschool children. Mean T-scores at 24 months for each Mullen Scales of Early Learning domain were calculated for children with, versus without, a TSC2 pathogenic variant. Multivariable linear regression models were used to compare the groups, adjusting for seizures. RESULTS T-scores on every Mullen Scales of Early Learning domain were significantly worse in the TSC2 group. Below average composite scores were present in three-fourths of the TSC2 group, compared with one-fourth of those without TSC2. Having a TSC2 pathogenic variant was associated with lower composite Mullen Scales of Early Learning scores, even when corrected for seizures. CONCLUSIONS In a well-characterized patient population with standardized assessment of multiple aspects of development, we found that having a TSC2 pathogenic variant was associated with significantly lower Mullen Scales of Early Learning scores at age 24 months, independent of seizures. These data suggest that a baby with a TSC2 pathogenic variant is at high risk for significant developmental delays by 24 months.
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