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1.
Cell ; 155(1): 70-80, 2013 Sep 26.
Artículo en Inglés | MEDLINE | ID: mdl-24074861

RESUMEN

Although countless highly penetrant variants have been associated with Mendelian disorders, the genetic etiologies underlying complex diseases remain largely unresolved. By mining the medical records of over 110 million patients, we examine the extent to which Mendelian variation contributes to complex disease risk. We detect thousands of associations between Mendelian and complex diseases, revealing a nondegenerate, phenotypic code that links each complex disorder to a unique collection of Mendelian loci. Using genome-wide association results, we demonstrate that common variants associated with complex diseases are enriched in the genes indicated by this "Mendelian code." Finally, we detect hundreds of comorbidity associations among Mendelian disorders, and we use probabilistic genetic modeling to demonstrate that Mendelian variants likely contribute nonadditively to the risk for a subset of complex diseases. Overall, this study illustrates a complementary approach for mapping complex disease loci and provides unique predictions concerning the etiologies of specific diseases.


Asunto(s)
Enfermedad/genética , Predisposición Genética a la Enfermedad , Estudio de Asociación del Genoma Completo , Modelos Genéticos , Registros de Salud Personal , Humanos , Penetrancia , Polimorfismo de Nucleótido Simple
2.
Am J Med Genet A ; 188(9): 2724-2731, 2022 09.
Artículo en Inglés | MEDLINE | ID: mdl-35770347

RESUMEN

A pair of siblings was ascertained due to multiple congenital anomalies, including strikingly similar facial, skeletal, and ocular abnormalities. Exome sequencing of both the children and their mother revealed two novel PIK3C2A variants in the siblings, c.4381delC (p.Arg1461Glufs*31) and c.1555C > T (p.Arg519Ter). PIK3C2A belongs to the Class IIa family of Phosphatidylinositol-3-kinases, which create second messenger lipids that regulate a wide range of downstream signaling pathways involved in cell growth, survival and migration. Tiosano et al. (2019) identified the first monogenic disorder associated with biallelic PIK3C2A loss-of-function variants (oculoskeletodental syndrome). The novel syndrome was characterized by short stature, coarse facial features, ocular and skeletal abnormalities. This report describes two additional siblings affected by the PIK3C2A-related syndrome, confirms core clinical features, establishes intrafamilial variability and expands the phenotype to include proteinuria.


Asunto(s)
Enanismo , Anomalías Musculoesqueléticas , Enanismo/genética , Genotipo , Humanos , Anomalías Musculoesqueléticas/diagnóstico , Anomalías Musculoesqueléticas/genética , Fenotipo , Fosfatidilinositol 3-Quinasas/genética , Hermanos , Síndrome
3.
PLoS Comput Biol ; 10(9): e1003799, 2014 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-25255227

RESUMEN

Synonymous relationships among biomedical terms are extensively annotated within specialized terminologies, implying that synonymy is important for practical computational applications within this field. It remains unclear, however, whether text mining actually benefits from documented synonymy and whether existing biomedical thesauri provide adequate coverage of these linguistic relationships. In this study, we examine the impact and extent of undocumented synonymy within a very large compendium of biomedical thesauri. First, we demonstrate that missing synonymy has a significant negative impact on named entity normalization, an important problem within the field of biomedical text mining. To estimate the amount synonymy currently missing from thesauri, we develop a probabilistic model for the construction of synonym terminologies that is capable of handling a wide range of potential biases, and we evaluate its performance using the broader domain of near-synonymy among general English words. Our model predicts that over 90% of these relationships are currently undocumented, a result that we support experimentally through "crowd-sourcing." Finally, we apply our model to biomedical terminologies and predict that they are missing the vast majority (>90%) of the synonymous relationships they intend to document. Overall, our results expose the dramatic incompleteness of current biomedical thesauri and suggest the need for "next-generation," high-coverage lexical terminologies.


Asunto(s)
Biología Computacional/métodos , Minería de Datos , Modelos Estadísticos , Vocabulario Controlado , Humanos , Modelos Teóricos
4.
medRxiv ; 2024 Oct 07.
Artículo en Inglés | MEDLINE | ID: mdl-39399029

RESUMEN

Loss-of-function variants (LoFs) disrupt the activity of their impacted gene. They are often associated with clinical phenotypes, including autosomal dominant diseases driven by haploinsufficiency. Recent analyses using biobanks have suggested that LoF penetrance for some haploinsufficient disorders may be low, an observation that has important implications for population genomic screening. However, biobanks are also rife with missing data, and the reliability of these findings remains uncertain. Here, we examine the penetrance of putative LoFs (pLoFs) using a cohort of ≈24,000 carriers derived from two population-scale biobanks: the UK Biobank and the All of Us Research Program. We investigate several possible etiologies for reduced pLoF penetrance, including biobank recruitment biases, annotation artifacts, missed diagnoses, and incomplete clinical records. Systematically accounting for these factors increased penetrance, but widespread reduced penetrance remained. Therefore, we hypothesized that other factors must be driving this phenomenon. To test this, we trained machine learning models to identify pLoFs with high penetrance using the genomic features specific to each variant. These models were predictive of penetrance across a range of diseases and ploF types, including those with prior evidence for pathogenicity. This suggests that reduced ploF penetrance is in fact common, and care should be taken when counseling asymptomatic carriers.

5.
Pediatr Neonatol ; 64 Suppl 1: S10-S17, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-36464587

RESUMEN

The mucopolysaccharidoses (MPSs) are a subset of lysosomal storage diseases caused by deficiencies in the enzymes required to metabolize glycosaminoglycans (GAGs), a group of extracellular heteropolysaccharides that play diverse roles in human physiology. As a result, GAGs accumulate in multiple tissues, and affected patients typically develop progressive, multi-systemic symptoms in early childhood. Over the last 30 years, the treatments available for the MPSs have evolved tremendously. There are now multiple therapies that delay the progression of these debilitating disorders, although their effectiveness varies according to MPS sub-type. In this review, we discuss the basic principle underlying MPS treatment (enzymatic "cross correction"), and we review the three general modalities currently available: hematopoietic stem cell transplantation, enzymatic replacement, and gene therapy. For each treatment type, we discuss its effectiveness across the MPS subtypes, its inherent risks, and future directions. Long term, we suspect that treatment for the MPSs will continue to evolve, and through a combination of early diagnosis and effective management, these patients will continue to live longer lives with improved outcomes for quality of life.


Asunto(s)
Trasplante de Células Madre Hematopoyéticas , Mucopolisacaridosis , Humanos , Preescolar , Calidad de Vida , Terapia de Reemplazo Enzimático/métodos , Glicosaminoglicanos , Mucopolisacaridosis/terapia , Mucopolisacaridosis/diagnóstico , Trasplante de Células Madre Hematopoyéticas/métodos
6.
Ophthalmic Genet ; 44(5): 486-490, 2023 10.
Artículo en Inglés | MEDLINE | ID: mdl-36420660

RESUMEN

PURPOSE: To describe a case of primary coenzyme Q10 deficiency in a child manifesting as early-onset renal failure, retinal dystrophy, and optic atrophy leading to progressive vision loss. METHODS: Clinical presentation and workup including visual fields, electroretinogram, and optical coherence tomography are presented. Genetic testing was performed. RESULTS: An eight-year-old female with nephropathy requiring renal transplantation subsequently developed progressive cone-rod dystrophy and optic atrophy. The patient had negative results on a targeted next-generation sequencing retinal dystrophy panel but whole-exome sequencing revealed two variants in COQ2 (likely biallelic), consistent with a diagnosis of primary coenzyme Q10 deficiency. CONCLUSIONS: Primary coenzyme Q10 deficiency is a rare disorder with variable systemic and ocular findings; there is also genetic heterogeneity. Genetic testing aids in the diagnosis of this condition, and variants in the COQ2 and PDSS1 genes appear to have the strongest association with ocular manifestations. Oral supplementation of coenzyme Q10 may slow progression of disease. This case highlights the utility of whole-exome sequencing in the diagnosis of a rare syndromic form of ocular disease and reports a novel phenotypic association for this condition.


Asunto(s)
Atrofia Óptica , Distrofias Retinianas , Niño , Femenino , Humanos , Ubiquinona/uso terapéutico , Ubiquinona/genética , Pruebas Genéticas , Distrofias Retinianas/genética , Campos Visuales , Electrorretinografía , Atrofia Óptica/genética , Mutación , Tomografía de Coherencia Óptica
7.
Nat Commun ; 13(1): 3675, 2022 06 27.
Artículo en Inglés | MEDLINE | ID: mdl-35760791

RESUMEN

Clinical heterogeneity is common in Mendelian disease, but small sample sizes make it difficult to identify specific contributing factors. However, if a disease represents the severely affected extreme of a spectrum of phenotypic variation, then modifier effects may be apparent within a larger subset of the population. Analyses that take advantage of this full spectrum could have substantially increased power. To test this, we developed cryptic phenotype analysis, a model-based approach that infers quantitative traits that capture disease-related phenotypic variability using qualitative symptom data. By applying this approach to 50 Mendelian diseases in two cohorts, we identify traits that reliably quantify disease severity. We then conduct genome-wide association analyses for five of the inferred cryptic phenotypes, uncovering common variation that is predictive of Mendelian disease-related diagnoses and outcomes. Overall, this study highlights the utility of computationally-derived phenotypes and biobank-scale cohorts for investigating the complex genetic architecture of Mendelian diseases.


Asunto(s)
Estudio de Asociación del Genoma Completo , Polimorfismo de Nucleótido Simple , Fenotipo , Índice de Severidad de la Enfermedad
8.
Nat Commun ; 10(1): 5508, 2019 12 03.
Artículo en Inglés | MEDLINE | ID: mdl-31796735

RESUMEN

Typically, estimating genetic parameters, such as disease heritability and between-disease genetic correlations, demands large datasets containing all relevant phenotypic measures and detailed knowledge of family relationships or, alternatively, genotypic and phenotypic data for numerous unrelated individuals. Here, we suggest an alternative, efficient estimation approach through the construction of two disease metrics from large health datasets: temporal disease prevalence curves and low-dimensional disease embeddings. We present eleven thousand heritability estimates corresponding to five study types: twins, traditional family studies, health records-based family studies, single nucleotide polymorphisms, and polygenic risk scores. We also compute over six hundred thousand estimates of genetic, environmental and phenotypic correlations. Furthermore, we find that: (1) disease curve shapes cluster into five general patterns; (2) early-onset diseases tend to have lower prevalence than late-onset diseases (Spearman's ρ = 0.32, p < 10-16); and (3) the disease onset age and heritability are negatively correlated (ρ = -0.46, p < 10-16).


Asunto(s)
Bases de Datos Genéticas , Predisposición Genética a la Enfermedad , Adolescente , Adulto , Anciano , Algoritmos , Niño , Preescolar , Humanos , Lactante , Recién Nacido , Patrón de Herencia/genética , Persona de Mediana Edad , Fenotipo , Prevalencia , Adulto Joven
9.
Am J Physiol Endocrinol Metab ; 296(5): E993-E1002, 2009 May.
Artículo en Inglés | MEDLINE | ID: mdl-19190254

RESUMEN

Contraction-stimulated glucose transport by skeletal muscle appears to be caused by the cumulative effects of multiple inputs [potentially including AMP-activated protein kinase (AMPK), Ca(2+) flux, and force production], making it challenging to isolate the roles of these putative regulatory factors. To distinguish the effects of force production from the direct consequences of Ca(2+) flux, the predominantly type II rat epitrochlearis muscle was incubated without (vehicle) or with N-benzyl-p-toluenesulfonamide (BTS), a highly specific myosin II ATPase inhibitor that prevents force production by electrically stimulated (ES) type II fibers without altering cytosolic Ca(2+). In ES muscles, BTS vs. vehicle had an 84% reduction in force production and a 57% decrement in contraction-stimulated 3-O-methylglucose transport (3MGT). BTS did not alter the ES increase in phosphorylation of CaMKII (indicative of cytosolic Ca(2+)) or the amount of glycogen depletion. ES caused significant reductions in ATP (48%) and phosphocreatine (67%) concentrations for vehicle-treated muscles. For BTS-treated muscles, ES did not reduce ATP and caused only a 42% decrease in phosphocreatine. There was an ES increase in phosphorylation of AMPK, acetyl-CoA carboxylase (an AMPK substrate), and TBC1D1 for vehicle-treated muscles but not for BTS-treated muscles. These results point toward an essential role for tension-related events, including AMPK activation, in the 57% contraction-stimulated increase in 3MGT that was inhibited by BTS and further suggest a possible role for TBC1D1 phosphorylation. Non-tension-related events (e.g., increased cytosolic Ca(2+) rather than increased AMPK and TBC1D1 phosphorylation) are implicated in the contraction-stimulated increase in 3MGT that persisted in the presence of BTS.


Asunto(s)
Adenilato Quinasa/metabolismo , Inhibidores Enzimáticos/farmacología , Contracción Muscular/efectos de los fármacos , Músculo Esquelético/metabolismo , Proteínas/metabolismo , Sulfonamidas/farmacología , Tolueno/análogos & derivados , 3-O-Metilglucosa/metabolismo , Adenosina Trifosfato/metabolismo , Aminoimidazol Carboxamida/análogos & derivados , Aminoimidazol Carboxamida/farmacología , Animales , Transporte Biológico/efectos de los fármacos , Proteína Quinasa Tipo 2 Dependiente de Calcio Calmodulina/metabolismo , Estimulación Eléctrica , Glucógeno/metabolismo , Glucógeno Sintasa Quinasa 3/metabolismo , Hipoglucemiantes/farmacología , Immunoblotting , Técnicas In Vitro , Masculino , Contracción Muscular/fisiología , Músculo Esquelético/efectos de los fármacos , Músculo Esquelético/enzimología , Miosinas/antagonistas & inhibidores , Fosfocreatina/metabolismo , Fosforilación/efectos de los fármacos , Ratas , Ratas Wistar , Ribonucleótidos/farmacología , Tolueno/farmacología
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