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1.
Eur J Immunol ; 54(6): e2350721, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38651231

ABSTRACT

Previous research suggests that group IIA-secreted phospholipase A2 (sPLA2-IIA) plays a role in and predicts lethal COVID-19 disease. The current study reanalyzed a longitudinal proteomic data set to determine the temporal relationship between levels of several members of a family of sPLA2 isoforms and the severity of COVID-19 in 214 ICU patients. The levels of six secreted PLA2 isoforms, sPLA2-IIA, sPLA2-V, sPLA2-X, sPLA2-IB, sPLA2-IIC, and sPLA2-XVI, increased over the first 7 ICU days in those who succumbed to the disease but attenuated over the same time period in survivors. In contrast, a reversed pattern in sPLA2-IID and sPLA2-XIIB levels over 7 days suggests a protective role of these two isoforms. Furthermore, decision tree models demonstrated that sPLA2-IIA outperformed top-ranked cytokines and chemokines as a predictor of patient outcome. Taken together, proteomic analysis revealed temporal sPLA2 patterns that reflect the critical roles of sPLA2 isoforms in severe COVID-19 disease.


Subject(s)
COVID-19 , SARS-CoV-2 , Humans , COVID-19/mortality , COVID-19/blood , Female , Male , Middle Aged , Aged , Phospholipases A2, Secretory/blood , Proteomics/methods , Severity of Illness Index , Group II Phospholipases A2/blood , Adult , Protein Isoforms/blood , Cytokines/blood
2.
Clin Sci (Lond) ; 138(17): 1089-1110, 2024 Sep 04.
Article in English | MEDLINE | ID: mdl-39092536

ABSTRACT

Blockade of Angiotensin type 1 receptor (AT1R) has potential therapeutic utility in the treatment of numerous detrimental consequences of epileptogenesis, including oxidative stress, neuroinflammation, and blood-brain barrier (BBB) dysfunction. We have recently shown that many of these pathological processes play a critical role in seizure onset and propagation in the Scn8a-N1768D mouse model. Here we investigate the efficacy and potential mechanism(s) of action of candesartan (CND), an FDA-approved angiotensin receptor blocker (ARB) indicated for hypertension, in improving outcomes in this model of pediatric epilepsy. We compared length of lifespan, seizure frequency, and BBB permeability in juvenile (D/D) and adult (D/+) mice treated with CND at times after seizure onset. We performed RNAseq on hippocampal tissue to quantify differences in genome-wide patterns of transcript abundance and inferred beneficial and detrimental effects of canonical pathways identified by enrichment methods in untreated and treated mice. Our results demonstrate that treatment with CND gives rise to increased survival, longer periods of seizure freedom, and diminished BBB permeability. CND treatment also partially reversed or 'normalized' disease-induced genome-wide gene expression profiles associated with inhibition of NF-κB, TNFα, IL-6, and TGF-ß signaling in juvenile and adult mice. Pathway analyses reveal that efficacy of CND is due to its known dual mechanism of action as both an AT1R antagonist and a PPARγ agonist. The robust effectiveness of CND across ages, sexes and mouse strains is a positive indication for its translation to humans and its suitability of use for clinical trials in children with SCN8A epilepsy.


Subject(s)
Angiotensin II Type 1 Receptor Blockers , Benzimidazoles , Biphenyl Compounds , Blood-Brain Barrier , Disease Models, Animal , Tetrazoles , Animals , Biphenyl Compounds/pharmacology , Biphenyl Compounds/therapeutic use , Blood-Brain Barrier/metabolism , Blood-Brain Barrier/drug effects , Tetrazoles/pharmacology , Benzimidazoles/pharmacology , Angiotensin II Type 1 Receptor Blockers/pharmacology , Longevity/drug effects , Epilepsy/drug therapy , Epilepsy/genetics , Epilepsy/metabolism , Male , Mice , Hippocampus/metabolism , Hippocampus/drug effects , Gene Knock-In Techniques , Mice, Inbred C57BL , NAV1.6 Voltage-Gated Sodium Channel/genetics , NAV1.6 Voltage-Gated Sodium Channel/metabolism , Female , Seizures/drug therapy , Seizures/genetics , Seizures/metabolism , Gene Expression Regulation/drug effects
3.
Clin Sci (Lond) ; 138(4): 205-223, 2024 02 21.
Article in English | MEDLINE | ID: mdl-38348743

ABSTRACT

BACKGROUND: Epilepsy is a common neurological disease; however, few if any of the currently marketed antiseizure medications prevent or cure epilepsy. Discovery of pathological processes in the early stages of epileptogenesis has been challenging given the common use of preclinical models that induce seizures in physiologically normal animals. Moreover, despite known sex dimorphism in neurological diseases, females are rarely included in preclinical epilepsy models. METHODS: We characterized sex differences in mice carrying a pathogenic knockin variant (p.N1768D) in the Scn8a gene that causes spontaneous tonic-clonic seizures (TCs) at ∼3 months of age and found that heterozygous females are more resilient than males in mortality and morbidity. To investigate the cellular mechanisms that underlie female resilience, we utilized blood-brain barrier (BBB) and hippocampal transcriptomic analyses in heterozygous mice before seizure onset (pre-TC) and in mice that experienced ∼20 TCs (post-TC). RESULTS: In the pre-TC latent phase, both sexes exhibited leaky BBB; however, patterns of gene expression were sexually dimorphic. Females exhibited enhanced oxidative phosphorylation and protein biogenesis, while males activated gliosis and CREB signaling. After seizure onset (chronic phase), females exhibited a metabolic switch to lipid metabolism, while males exhibited increased gliosis and BBB dysfunction and a strong activation of neuroinflammatory pathways. CONCLUSION: The results underscore the central role of oxidative stress and BBB permeability in the early stages of epileptogenesis, as well as sex dimorphism in response to increasing neuronal hyperexcitability. Our results also highlight the need to include both sexes in preclinical studies to effectively translate results of drug efficacy studies.


Subject(s)
Epilepsy , Sex Characteristics , Humans , Child , Female , Mice , Male , Animals , Gliosis , Mutation , Epilepsy/genetics , Epilepsy/drug therapy , Seizures/genetics , Seizures/metabolism , NAV1.6 Voltage-Gated Sodium Channel/genetics , NAV1.6 Voltage-Gated Sodium Channel/metabolism
4.
Int J Neurosci ; : 1-13, 2023 Nov 06.
Article in English | MEDLINE | ID: mdl-37929583

ABSTRACT

AIMS: Females and males of all ages are affected by epilepsy; however, unlike many clinical studies, most preclinical research has focused on males. Genetic variants in the voltage-gated sodium channel gene, SCN8A, are associated with a broad spectrum of neurological and epileptic syndromes. Here we investigate sex differences in the natural history of the Scn8a-N1768D knockin mouse model of pediatric epilepsy. METHODS: We utilize 24/7 video to monitor juveniles and adults of both sexes to investigate variability in seizure activity (e.g. onset and frequency), mortality and morbidity, response to cannabinoids, and mode of death. We also monitor sleep architecture using a noninvasive piezoelectric method in order to identify factors that influence seizure severity and outcome. RESULTS: Both sexes had nearly 100% penetrance in seizure onset and early mortality. However, adult heterozygous (D/+) females were more resilient as exhibited by the ability to tolerate more seizures over a longer lifespan. Homozygous (D/D) juveniles did not exhibit a sex difference in overall survival. Female estrus cycle was disrupted before seizure onset, while sleep was disrupted in both sexes in association with seizure onset. Females typically died while in convulsive status epilepticus; however, a high proportion of males died while not experiencing behavioral seizures. Only juvenile and adult males benefited from cannabinoid administration. CONCLUSIONS: These results support the hypothesis that factors associated with sexual differentiation play a role in the neurobiology of epilepsy and point to the importance of including both sexes in the design of studies to identify new epilepsy therapies.

5.
Mol Biol Evol ; 36(2): 315-327, 2019 02 01.
Article in English | MEDLINE | ID: mdl-30428071

ABSTRACT

The indigenous inhabitants of Siberia live in some of the harshest environments on earth, experiencing extended periods of severe cold temperatures, dramatic variation in photoperiod, and limited and highly variable food resources. While the successful long-term settlement of this area by humans required multiple behavioral and cultural innovations, the nature of the underlying genetic changes has generally remained elusive. In this study, we used a three-part approach to identify putative targets of positive natural selection in Siberians. We first performed selection scans on whole exome and genome-wide single nucleotide polymorphism array data from multiple Siberian populations. We then annotated candidates in the tails of the empirical distributions, focusing on candidates with evidence linking them to biological processes and phenotypes previously identified as relevant to adaptation in circumpolar groups. The top candidates were then genotyped in additional populations to determine their spatial allele frequency distributions and associations with climate variables. Our analysis reveals missense mutations in three genes involved in lipid metabolism (PLA2G2A, PLIN1, and ANGPTL8) that exhibit genomic and spatial patterns consistent with selection for cold climate and/or diet. These variants are unified by their connection to brown adipose tissue and may help to explain previously observed physiological differences in Siberians such as low serum lipid levels and increased basal metabolic rate. These results support the hypothesis that indigenous Siberians have genetically adapted to their local environment by selection on multiple genes.


Subject(s)
Adaptation, Biological , Evolution, Molecular , Genome, Human , Selection, Genetic , Angiopoietin-Like Protein 8 , Angiopoietin-like Proteins/genetics , Climate , Diet , Gene Frequency , Group II Phospholipases A2/genetics , Haplotypes , Humans , Linkage Disequilibrium , Mutation, Missense , Peptide Hormones/genetics , Perilipin-1/genetics , Polymorphism, Single Nucleotide , Siberia
6.
Mol Biol Evol ; 35(9): 2284-2295, 2018 09 01.
Article in English | MEDLINE | ID: mdl-30113695

ABSTRACT

Evolutionary genetic studies have shown a positive correlation between levels of nucleotide diversity and either rates of recombination or genetic distance to genes. Both positive-directional and purifying selection have been offered as the source of these correlations via genetic hitchhiking and background selection, respectively. Phylogenetically conserved elements (CEs) are short (∼100 bp), widely distributed (comprising ∼5% of genome), sequences that are often found far from genes. While the function of many CEs is unknown, CEs also are associated with reduced diversity at linked sites. Using high coverage (>80×) whole genome data from two human populations, the Yoruba and the CEU, we perform fine scale evaluations of diversity, rates of recombination, and linkage to genes. We find that the local rate of recombination has a stronger effect on levels of diversity than linkage to genes, and that these effects of recombination persist even in regions far from genes. Our whole genome modeling demonstrates that, rather than recombination or GC-biased gene conversion, selection on sites within or linked to CEs better explains the observed genomic diversity patterns. A major implication is that very few sites in the human genome are predicted to be free of the effects of selection. These sites, which we refer to as the human "neutralome," comprise only 1.2% of the autosomes and 5.1% of the X chromosome. Demographic analysis of the neutralome reveals larger population sizes and lower rates of growth for ancestral human populations than inferred by previous analyses.


Subject(s)
Conserved Sequence , Genetic Linkage , Genome, Human , Models, Genetic , Selection, Genetic , Base Sequence , Chromosomes, Human, X , Gene Conversion , Genetic Variation , Humans , Mutation , Recombination, Genetic
7.
Epilepsia ; 60(8): 1711-1720, 2019 08.
Article in English | MEDLINE | ID: mdl-31335965

ABSTRACT

OBJECTIVE: To characterize a cohort of patients with SCN8A-related epilepsy and to perform analyses to identify correlations involving the acquisition of neurodevelopmental skills. METHODS: We analyzed patient data (n = 91) submitted to an online registry tailored to characteristics of children with SCN8A variants. Participants provided information on the history of their child's seizures, medications, comorbidities, and developmental skills based on the Denver II items. Spearman rank tests were utilized to test for correlations among a variety of aspects of seizures, medications, and neurodevelopmental progression. RESULTS: The 91 participants carried 71 missense variants (41 newly reported) and three truncating variants. Ages at seizure onset ranged from birth to >12 months of age (mean ± SD = 5 months 21 days ± 7 months 14 days). Multiple seizure types with multimodal onset times and developmental delay were observed as general features of this cohort. We found a positive correlation between a developmental score based upon percentage of acquired skills and the age at seizure onset, current seizure freedom, and initial febrile seizures. Analyses of cohort subgroups revealed clear distinctions between patients who had a single reported variant in SCN8A and those with an additional variant reported in a gene other than SCN8A, as well as between patients with different patterns of regression before and at seizure onset. SIGNIFICANCE: This is the first study of an SCN8A patient cohort of this size and for which correlations between age at seizure onset and neurodevelopment were investigated. Our correlation studies suggest that variants of uncertain significance should be considered in assessing children with SCN8A-related disorders. This study substantially improves the characterization of this patient population and our understanding of the neurodevelopmental effects associated with seizures for SCN8A patients, and provides a clinical context at initial presentation that may be prognostic for developmental outcome.


Subject(s)
Age of Onset , Child Development , Developmental Disabilities/genetics , NAV1.6 Voltage-Gated Sodium Channel/genetics , Psychomotor Performance , Seizures/genetics , Adolescent , Child , Child, Preschool , Developmental Disabilities/complications , Humans , Infant , Infant, Newborn , Logistic Models , Mutation, Missense/genetics , Seizures/complications , Seizures/psychology
8.
J Med Genet ; 54(3): 202-211, 2017 03.
Article in English | MEDLINE | ID: mdl-27789573

ABSTRACT

BACKGROUND: Early myoclonic encephalopathy (EME), a disease with a devastating prognosis, is characterised by neonatal onset of seizures and massive myoclonus accompanied by a continuous suppression-burst EEG pattern. Three genes are associated with EMEs that have metabolic features. Here, we report a pathogenic mutation of an ion channel as a cause of EME for the first time. METHODS: Sequencing was performed for 214 patients with epileptic seizures using a gene panel with 109 genes that are known or suspected to cause epileptic seizures. Functional assessments were demonstrated by using electrophysiological experiments and immunostaining for mutant γ-aminobutyric acid-A (GABAA) receptor subunits in HEK293T cells. RESULTS: We discovered a de novo heterozygous missense mutation (c.859A>C [p.Thr287Pro]) in the GABRB2-encoded ß2 subunit of the GABAA receptor in an infant with EME. No GABRB2 mutations were found in three other EME cases or in 166 patients with infantile spasms. GABAA receptors bearing the mutant ß2 subunit were poorly trafficked to the cell membrane and prevented γ2 subunits from trafficking to the cell surface. The peak amplitudes of currents from GABAA receptors containing only mutant ß2 subunits were smaller than that of those from receptors containing only wild-type ß2 subunits. The decrease in peak current amplitude (96.4% reduction) associated with the mutant GABAA receptor was greater than expected, based on the degree to which cell surface expression was reduced (66% reduction). CONCLUSION: This mutation has complex functional effects on GABAA receptors, including reduction of cell surface expression and attenuation of channel function, which would significantly perturb GABAergic inhibition in the brain.


Subject(s)
Opsoclonus-Myoclonus Syndrome/genetics , Receptors, GABA-A/genetics , Seizures/genetics , Spasms, Infantile/genetics , Brain/diagnostic imaging , Brain/physiopathology , Crystallography, X-Ray , Electroencephalography , HEK293 Cells , Humans , Infant , Male , Models, Molecular , Mutation, Missense , Opsoclonus-Myoclonus Syndrome/physiopathology , Receptors, GABA-A/chemistry , Seizures/physiopathology , Spasms, Infantile/physiopathology
9.
Epilepsia ; 58(2): 282-290, 2017 02.
Article in English | MEDLINE | ID: mdl-28012175

ABSTRACT

OBJECTIVE: Two major classes of SCN1A variants are associated with Dravet syndrome (DS): those that result in haploinsufficiency (truncating) and those that result in an amino acid substitution (missense). The aim of this retrospective study was to describe the first large cohort of Japanese patients with SCN1A mutation-positive DS (n = 285), and investigate the relationship between variant (type and position) and clinical expression and response to treatment. METHODS: We sequenced all exons and intron-exon boundaries of SCN1A in our cohort, investigated differences in the distribution of truncating and missense variants, tested for associations between variant type and phenotype, and compared these patterns with those of cohorts with milder epilepsy and healthy individuals. RESULTS: Unlike truncation variants, missense variants are found at higher density in the S4 voltage sensor and pore loops and at lower density in the domain I-II and II-III linkers and the first three segments of domain II. Relative to healthy individuals, there is an increased frequency of truncating (but not missense) variants in the noncoding C-terminus. The rate of cognitive decline is more rapid for patients with truncation variants regardless of age at seizure onset, whereas age at onset is a predictor of the rate of cognitive decline for patients with missense variants. SIGNIFICANCE: We found significant differences in the distribution of truncating and missense variants across the SCN1A sequence among healthy individuals, patients with DS, and those with milder forms of SCN1A-variant positive epilepsy. Testing for associations with phenotype revealed that variant type can be predictive of rate of cognitive decline. Analysis of descriptive medication data suggests that in addition to conventional drug therapy in DS, bromide, clonazepam and topiramate may reduce seizure frequency.


Subject(s)
Epilepsies, Myoclonic/genetics , Haploinsufficiency/genetics , Mutation, Missense/genetics , NAV1.1 Voltage-Gated Sodium Channel/genetics , Adolescent , Adult , Age of Onset , Anticonvulsants/therapeutic use , Asian People/genetics , Child , Child, Preschool , Cohort Studies , Databases, Factual/statistics & numerical data , Disease Progression , Epilepsies, Myoclonic/complications , Epilepsies, Myoclonic/drug therapy , Female , Humans , Infant , Intellectual Disability/etiology , Intellectual Disability/genetics , Male , Models, Molecular , Young Adult
10.
Mol Biol Evol ; 31(9): 2267-82, 2014 Sep.
Article in English | MEDLINE | ID: mdl-24830675

ABSTRACT

Partially recessive variants under positive selection are expected to go to fixation more quickly on the X chromosome as a result of hemizygosity, an effect known as faster-X. Conversely, purifying selection is expected to reduce substitution rates more effectively on the X chromosome. Previous work in humans contrasted divergence on the autosomes and X chromosome, with results tending to support the faster-X effect. However, no study has yet incorporated both divergence and polymorphism to quantify the effects of both purifying and positive selection, which are opposing forces with respect to divergence. In this study, we develop a framework that integrates previously developed theory addressing differential rates of X and autosomal evolution with methods that jointly estimate the level of purifying and positive selection via modeling of the distribution of fitness effects (DFE). We then utilize this framework to estimate the proportion of nonsynonymous substitutions fixed by positive selection (α) using exome sequence data from a West African population. We find that varying the female to male breeding ratio (ß) has minimal impact on the DFE for the X chromosome, especially when compared with the effect of varying the dominance coefficient of deleterious alleles (h). Estimates of α range from 46% to 51% and from 4% to 24% for the X chromosome and autosomes, respectively. While dependent on h, the magnitude of the difference between α values estimated for these two systems is highly statistically significant over a range of biologically realistic parameter values, suggesting faster-X has been operating in humans.


Subject(s)
Black People/genetics , Chromosomes, Human, X/genetics , Chromosomes, Human/genetics , Computational Biology/methods , Africa, Western , Amino Acid Substitution , CpG Islands , Evolution, Molecular , Exome , Female , Gene Frequency , Genetic Fitness , Humans , Male , Models, Genetic , Selection, Genetic , Sequence Analysis, DNA
11.
Am J Hum Genet ; 91(2): 265-74, 2012 Aug 10.
Article in English | MEDLINE | ID: mdl-22883142

ABSTRACT

Signals of archaic admixture have been identified through comparisons of the draft Neanderthal and Denisova genomes with those of living humans. Studies of individual loci contributing to these genome-wide average signals are required for characterization of the introgression process and investigation of whether archaic variants conferred an adaptive advantage to the ancestors of contemporary human populations. However, no definitive case of adaptive introgression has yet been described. Here we provide a DNA sequence analysis of the innate immune gene STAT2 and show that a haplotype carried by many Eurasians (but not sub-Saharan Africans) has a sequence that closely matches that of the Neanderthal STAT2. This haplotype, referred to as N, was discovered through a resequencing survey of the entire coding region of STAT2 in a global sample of 90 individuals. Analyses of publicly available complete genome sequence data show that haplotype N shares a recent common ancestor with the Neanderthal sequence (~80 thousand years ago) and is found throughout Eurasia at an average frequency of ~5%. Interestingly, N is found in Melanesian populations at ~10-fold higher frequency (~54%) than in Eurasian populations. A neutrality test that controls for demography rejects the hypothesis that a variant of N rose to high frequency in Melanesia by genetic drift alone. Although we are not able to pinpoint the precise target of positive selection, we identify nonsynonymous mutations in ERBB3, ESYT1, and STAT2-all of which are part of the same 250 kb introgressive haplotype-as good candidates.


Subject(s)
Genetics, Population , Haplotypes/genetics , Neanderthals/genetics , Phylogeny , STAT2 Transcription Factor/genetics , Selection, Genetic , Adaptation, Biological/genetics , Animals , Base Sequence , Evolution, Molecular , Gene Components , Genotype , Humans , Linkage Disequilibrium , Molecular Sequence Data , Mutation/genetics , Papua New Guinea , Receptor, ErbB-3/genetics , Sequence Analysis, DNA
12.
Mol Biol Evol ; 30(4): 798-801, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23315957

ABSTRACT

Analyses of ancient DNA from extinct humans reveal signals of at least two independent hybridization events in the history of non-African populations. To date, there are very few examples of specific genetic variants that have been rigorously identified as introgressive. Here, we survey DNA sequence variation in the OAS gene cluster on chromosome 12 and provide strong evidence that a haplotype extending for ~185 kb introgressed from Neandertals. This haplotype is nearly restricted to Eurasians and is estimated to have diverged from the Neandertal sequence ~125 kya. Despite the potential for novel functional variation, the observed frequency of this haplotype is consistent with neutral introgression. This is the second locus in the human genome, after STAT2, carrying distinct haplotypes that appear to have introgressed separately from both Neandertals and Denisova.


Subject(s)
2',5'-Oligoadenylate Synthetase/genetics , Genetic Loci/immunology , Neanderthals/genetics , Polymorphism, Single Nucleotide , Animals , Evolution, Molecular , Genetic Speciation , Gorilla gorilla/genetics , Haplotypes , Humans , Linkage Disequilibrium , Models, Genetic , Multigene Family , Pan troglodytes/genetics , Phylogeography
13.
Proc Natl Acad Sci U S A ; 108(37): 15123-8, 2011 Sep 13.
Article in English | MEDLINE | ID: mdl-21896735

ABSTRACT

A long-debated question concerns the fate of archaic forms of the genus Homo: did they go extinct without interbreeding with anatomically modern humans, or are their genes present in contemporary populations? This question is typically focused on the genetic contribution of archaic forms outside of Africa. Here we use DNA sequence data gathered from 61 noncoding autosomal regions in a sample of three sub-Saharan African populations (Mandenka, Biaka, and San) to test models of African archaic admixture. We use two complementary approximate-likelihood approaches and a model of human evolution that involves recent population structure, with and without gene flow from an archaic population. Extensive simulation results reject the null model of no admixture and allow us to infer that contemporary African populations contain a small proportion of genetic material (≈ 2%) that introgressed ≈ 35 kya from an archaic population that split from the ancestors of anatomically modern humans ≈ 700 kya. Three candidate regions showing deep haplotype divergence, unusual patterns of linkage disequilibrium, and small basal clade size are identified and the distributions of introgressive haplotypes surveyed in a sample of populations from across sub-Saharan Africa. One candidate locus with an unusual segment of DNA that extends for >31 kb on chromosome 4 seems to have introgressed into modern Africans from a now-extinct taxon that may have lived in central Africa. Taken together our results suggest that polymorphisms present in extant populations introgressed via relatively recent interbreeding with hominin forms that diverged from the ancestors of modern humans in the Lower-Middle Pleistocene.


Subject(s)
Black People/genetics , Gene Flow/genetics , Hominidae/genetics , Africa , Animals , Base Sequence , Consanguinity , Genetic Loci/genetics , Genetics, Population , Geography , Humans , Likelihood Functions , Models, Genetic
14.
Biol Open ; 13(4)2024 Apr 15.
Article in English | MEDLINE | ID: mdl-38466077

ABSTRACT

Distinguishing clinical subgroups for patients suffering with diseases characterized by a wide phenotypic spectrum is essential for developing precision therapies. Patients with gain-of-function (GOF) variants in the SCN8A gene exhibit substantial clinical heterogeneity, viewed historically as a linear spectrum ranging from mild to severe. To test for hidden clinical subgroups, we applied two machine-learning algorithms to analyze a dataset of patient features collected by the International SCN8A Patient Registry. We used two research methodologies: a supervised approach that incorporated feature severity cutoffs based on clinical conventions, and an unsupervised approach employing an entirely data-driven strategy. Both approaches found statistical support for three distinct subgroups and were validated by correlation analyses using external variables. However, distinguishing features of the three subgroups within each approach were not concordant, suggesting a more complex phenotypic landscape. The unsupervised approach yielded strong support for a model involving three partially ordered subgroups rather than a linear spectrum. Application of these machine-learning approaches may lead to improved prognosis and clinical management of individuals with SCN8A GOF variants and provide insights into the underlying mechanisms of the disease.


Subject(s)
Machine Learning , NAV1.6 Voltage-Gated Sodium Channel , Humans , Prognosis , NAV1.6 Voltage-Gated Sodium Channel/genetics , Phenotype , Gain of Function Mutation , Algorithms , Male , Female , Adult , Genetic Predisposition to Disease
15.
Bioinform Biol Insights ; 18: 11779322241261427, 2024.
Article in English | MEDLINE | ID: mdl-39081667

ABSTRACT

The secreted phospholipase A2 (sPLA2) isoform, sPLA2-IIA, has been implicated in a variety of diseases and conditions, including bacteremia, cardiovascular disease, COVID-19, sepsis, adult respiratory distress syndrome, and certain cancers. Given its significant role in these conditions, understanding the regulatory mechanisms impacting its levels is crucial. Genome-wide association studies (GWAS) have identified several single nucleotide polymorphisms (SNPs), including rs11573156, that are associated with circulating levels of sPLA2-IIA. The work in the manuscript leveraged 4 publicly available datasets to investigate the mechanism by which rs11573156 influences sPLA2-IIA levels via bioinformatics and modeling analysis. Through genotype-tissue expression (GTEx), 234 expression quantitative trait loci (eQTLs) were identified for the gene that encodes for sPLA2-IIA, PLA2G2A. SNP2TFBS was used to ascertain the binding affinities between transcription factors (TFs) to both the reference and alternative alleles of identified eQTL SNPs. Subsequently, candidate TF-SNP interactions were cross-referenced with the ChIP-seq results in matched tissues from ENCODE. SP1-rs11573156 emerged as the significant TF-SNP pair in the liver. Further analysis revealed that the upregulation of PLA2G2A transcript levels through the rs11573156 variant was likely affected by tissue SP1 protein levels. Using an ordinary differential equation based on Michaelis-Menten kinetic assumptions, we modeled the dependence of PLA2G2A transcription on SP1 protein levels, incorporating the SNP influence. Collectively, our analysis strongly suggests that the difference in the binding dynamics of SP1 to different rs11573156 alleles may underlie the allele-specific PLA2G2A expression in different tissues, a mechanistic model that awaits future direct experimental validation. This mechanism likely contributes to the variation in circulating sPLA2-IIA protein levels in the human population, with implications for a wide range of human diseases.

16.
Nutrients ; 16(17)2024 Sep 02.
Article in English | MEDLINE | ID: mdl-39275249

ABSTRACT

Conflicting clinical trial results on omega-3 highly unsaturated fatty acids (n-3 HUFA) have prompted uncertainty about their cardioprotective effects. While the VITAL trial found no overall cardiovascular benefit from n-3 HUFA supplementation, its substantial African American (AfAm) enrollment provided a unique opportunity to explore racial differences in response to n-3 HUFA supplementation. The current observational study aimed to simulate randomized clinical trial (RCT) conditions by matching 3766 AfAm and 15,553 non-Hispanic White (NHW) individuals from the VITAL trial utilizing propensity score matching to address the limitations related to differences in confounding variables between the two groups. Within matched groups (3766 AfAm and 3766 NHW), n-3 HUFA supplementation's impact on myocardial infarction (MI), stroke, and cardiovascular disease (CVD) mortality was assessed. A weighted decision tree analysis revealed belonging to the n-3 supplementation group as the most significant predictor of MI among AfAm but not NHW. Further logistic regression using the LASSO method and bootstrap estimation of standard errors indicated n-3 supplementation significantly lowered MI risk in AfAm (OR 0.17, 95% CI [0.048, 0.60]), with no such effect in NHW. This study underscores the critical need for future RCT to explore racial disparities in MI risk associated with n-3 HUFA supplementation and highlights potential causal differences between supplementation health outcomes in AfAm versus NHW populations.


Subject(s)
Black or African American , Dietary Supplements , Fatty Acids, Omega-3 , Machine Learning , Myocardial Infarction , Aged , Female , Humans , Male , Middle Aged , Fatty Acids, Omega-3/administration & dosage , Myocardial Infarction/prevention & control , Myocardial Infarction/ethnology , Propensity Score , Risk Factors , White
17.
Mol Biol Evol ; 29(6): 1513-20, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22319157

ABSTRACT

Recent analysis of DNA extracted from two Eurasian forms of archaic human shows that more genetic variants are shared with humans currently living in Eurasia than with anatomically modern humans in sub-Saharan Africa. Although these genome-wide average measures of genetic similarity are consistent with the hypothesis of archaic admixture in Eurasia, analyses of individual loci exhibiting the signal of archaic introgression are needed to test alternative hypotheses and investigate the admixture process. Here, we provide a detailed sequence analysis of the innate immune gene OAS1, a locus with a divergent Melanesian haplotype that is very similar to the Denisova sequence from the Altai region of Siberia. We resequenced a 7-kb region encompassing the OAS1 gene in 88 individuals from six Old World populations (San, Biaka, Mandenka, French Basque, Han Chinese, and Papua New Guineans) and discovered previously unknown and ancient genetic variation. The 5' region of this gene has unusual patterns of diversity, including 1) higher levels of nucleotide diversity in Papuans than in sub-Saharan Africans, 2) very deep ancestry with an estimated time to the most recent common ancestor of >3 myr, and 3) a basal branching pattern with Papuan individuals on either side of the rooted network. A global geographic survey of >1,500 individuals showed that the divergent Papuan haplotype is nearly restricted to populations from eastern Indonesia and Melanesia. Polymorphic sites within this haplotype are shared with the draft Denisova genome over a span of ∼90 kb and are associated with an extended block of linkage disequilibrium, supporting the hypothesis that this haplotype introgressed from an archaic source that likely lived in Eurasia.


Subject(s)
2',5'-Oligoadenylate Synthetase/genetics , Black People/genetics , Hybridization, Genetic , Polymorphism, Genetic , 5' Untranslated Regions/genetics , Animals , Asian People/genetics , Chromosomes, Human, Pair 12/genetics , Genetic Speciation , Genotyping Techniques , Haplotypes , Hominidae/genetics , Humans , Linkage Disequilibrium , Melanesia , Models, Genetic , Native Hawaiian or Other Pacific Islander/genetics , Sequence Analysis, DNA
18.
Mol Biol Evol ; 29(2): 617-30, 2012 Feb.
Article in English | MEDLINE | ID: mdl-21890477

ABSTRACT

Sub-Saharan Africa has consistently been shown to be the most genetically diverse region in the world. Despite the fact that a substantial portion of this variation is partitioned between groups practicing a variety of subsistence strategies and speaking diverse languages, there is currently no consensus on the genetic relationships of sub-Saharan African populations. San (a subgroup of KhoeSan) and many Pygmy groups maintain hunter-gatherer lifestyles and cluster together in autosomal-based analysis, whereas non-Pygmy Niger-Kordofanian speakers (non-Pygmy NKs) predominantly practice agriculture and show substantial genetic homogeneity despite their wide geographic range throughout sub-Saharan Africa. However, KhoeSan, who speak a set of relatively unique click-based languages, have long been thought to be an early branch of anatomically modern humans based on phylogenetic analysis. To formally test models of divergence among the ancestors of modern African populations, we resequenced a sample of San, Eastern, and Western Pygmies and non-Pygmy NKs individuals at 40 nongenic (∼2 kb) regions and then analyzed these data within an Approximate Bayesian Computation (ABC) framework. We find substantial support for a model of an early divergence of KhoeSan ancestors from a proto-Pygmy-non-Pygmy NKs group ∼110 thousand years ago over a model incorporating a proto-KhoeSan-Pygmy hunter-gatherer divergence from the ancestors of non-Pygmy NKs. The results of our analyses are consistent with previously identified signals of a strong bottleneck in Mbuti Pygmies and a relatively recent expansion of non-Pygmy NKs. We also develop a number of methodologies that utilize "pseudo-observed" data sets to optimize our ABC-based inference. This approach is likely to prove to be an invaluable tool for demographic inference using genome-wide resequencing data.


Subject(s)
Biological Evolution , Black People/genetics , Genetic Variation , Africa South of the Sahara , DNA, Mitochondrial/genetics , Genetics, Population , Humans , Phylogeny , Sequence Analysis, DNA
19.
J Registry Manag ; 50(1): 4-10, 2023.
Article in English | MEDLINE | ID: mdl-37577282

ABSTRACT

Genetic variants in the SCN8A gene underlie a wide spectrum of neurodevelopmental phenotypes that range from severe epileptic encephalopathy to benign familial infantile epilepsy to neurodevelopmental delays with or without seizures. A host of additional comorbidities also contribute to the phenotypic spectrum. As a result of the recent identification of the genetic etiology and the length of time it often takes to diagnose patients, little data are available on the natural history of these conditions. The International SCN8A Patient Registry was developed in 2015 to fill gaps in understanding the spectrum of the disease and its natural history, as well as the lived experiences of individuals with SCN8A syndrome. Another goal of the registry is to collect longitudinal data from participants on a regular basis. In this article, we describe the construction and structure of the International SCN8A Patient Registry, present the type of information available, and highlight particular analyses that demonstrate how registry data can provide insights into the clinical management of SCN8A syndrome.


Subject(s)
Epilepsy, Generalized , Epilepsy , Registries , Humans , Epilepsy/epidemiology , Epilepsy/genetics , Epilepsy/therapy , NAV1.6 Voltage-Gated Sodium Channel/genetics , Phenotype , Seizures/genetics , Syndrome
20.
Neurol Genet ; 9(3): e200060, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37152443

ABSTRACT

Background and Objectives: Pathogenic variants at the voltage-gated sodium channel gene, SCN8A, are associated with a wide spectrum of clinical disease outcomes. A critical challenge for neurologists is to determine whether patients carry gain-of-function (GOF) or loss-of-function (LOF) variants to guide treatment decisions, yet in vitro studies to infer channel function are often not feasible in the clinic. In this study, we develop a predictive modeling approach to classify variants based on clinical features present at initial diagnosis. Methods: We performed an exhaustive search for individuals deemed to carry SCN8A GOF and LOF variants by means of in vitro studies in heterologous cell systems, or because the variant was classified as truncating, and recorded clinical features. This resulted in a total of 69 LOF variants: 34 missense and 35 truncating variants, including 9 nonsense, 13 frameshift, 6 splice site, 6 indels, and 1 large deletion. We then assembled a truth set of variants with known functional effects, excluding individuals carrying variants at other loci associated with epilepsy. We then trained a predictive model based on random forest using this truth set of 45 LOF variants and 45 GOF variants randomly selected from a set of variants tested by in vitro methods. Results: Phenotypic categories assigned to individuals correlated strongly with GOF or LOF variants. All patients with GOF variants experienced early-onset seizures (mean age at onset = 4.5 ± 3.1 months) while only 64.4% patients with LOF variants had seizures, most of which were late-onset absence seizures (mean age at onset = 40.0 ± 38.1 months). With high accuracy (95.4%), our model including 5 key clinical features classified individuals with GOF and LOF variants into 2 distinct cohorts differing in age at seizure onset, development of seizures, seizure type, intellectual disability, and developmental and epileptic encephalopathy. Discussion: The results support the hypothesis that patients with SCN8A GOF and LOF variants represent distinct clinical phenotypes. The clinical model developed in this study has great utility because it provides a rapid and highly accurate platform for predicting the functional class of patient variants during SCN8A diagnosis, which can aid in initial treatment decisions and improve prognosis.

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