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1.
Nat Commun ; 12(1): 5371, 2021 09 10.
Artigo em Inglês | MEDLINE | ID: mdl-34508085

RESUMO

Konzo, a distinct upper motor neuron disease associated with a cyanogenic diet and chronic malnutrition, predominately affects children and women of childbearing age in sub-Saharan Africa. While the exact biological mechanisms that cause this disease have largely remained elusive, host-genetics and environmental components such as the gut microbiome have been implicated. Using a large study population of 180 individuals from the Democratic Republic of the Congo, where konzo is most frequent, we investigate how the structure of the gut microbiome varied across geographical contexts, as well as provide the first insight into the gut flora of children affected with this debilitating disease using shotgun metagenomic sequencing. Our findings indicate that the gut microbiome structure is highly variable depending on region of sampling, but most interestingly, we identify unique enrichments of bacterial species and functional pathways that potentially modulate the susceptibility of konzo in prone regions of the Congo.


Assuntos
Suscetibilidade a Doenças/microbiologia , Comportamento Alimentar , Microbioma Gastrointestinal/fisiologia , Manihot/efeitos adversos , Doença dos Neurônios Motores/microbiologia , Criança , República Democrática do Congo/epidemiologia , Fezes/microbiologia , Feminino , Humanos , Manihot/química , Metagenômica , Doença dos Neurônios Motores/epidemiologia , Nitrilas/efeitos adversos
2.
Eur J Med Genet ; 64(9): 104267, 2021 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-34161860

RESUMO

Down syndrome is one of the most common chromosomal anomalies affecting the world's population, with an estimated frequency of 1 in 700 live births. Despite its relatively high prevalence, diagnostic rates based on clinical features have remained under 70% for most of the developed world and even lower in countries with limited resources. While genetic and cytogenetic confirmation greatly increases the diagnostic rate, such resources are often non-existent in many low- and middle-income countries, particularly in Sub-Saharan Africa. To address the needs of countries with limited resources, the implementation of mobile, user-friendly and affordable technologies that aid in diagnosis would greatly increase the odds of success for a child born with a genetic condition. Given that the Democratic Republic of the Congo is estimated to have one of the highest rates of birth defects in the world, our team sought to determine if smartphone-based facial analysis technology could accurately detect Down syndrome in individuals of Congolese descent. Prior to technology training, we confirmed the presence of trisomy 21 using low-cost genomic applications that do not need advanced expertise to utilize and are available in many low-resourced countries. Our software technology trained on 132 Congolese subjects had a significantly improved performance (91.67% accuracy, 95.45% sensitivity, 87.88% specificity) when compared to previous technology trained on individuals who are not of Congolese origin (p < 5%). In addition, we provide the list of most discriminative facial features of Down syndrome and their ranges in the Congolese population. Collectively, our technology provides low-cost and accurate diagnosis of Down syndrome in the local population.


Assuntos
Reconhecimento Facial Automatizado/métodos , Síndrome de Down/patologia , Fácies , Processamento de Imagem Assistida por Computador/métodos , Reconhecimento Facial Automatizado/economia , Reconhecimento Facial Automatizado/normas , República Democrática do Congo , Países em Desenvolvimento , Síndrome de Down/genética , Testes Genéticos , Humanos , Processamento de Imagem Assistida por Computador/economia , Processamento de Imagem Assistida por Computador/normas , Aprendizado de Máquina , Sensibilidade e Especificidade
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