Pesquisadores da UCL e da Universidade de Gana previram com sucesso se as crianças têm anemia usando apenas um conjunto de imagens de smartphones.
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)
Crédito: Dra. Christabel Enweronu-Laryea, Universidade de Gana.
Pesquisadores da UCL e da Universidade de Gana previram com sucesso se as crianças têm anemia usando apenas um conjunto de imagens de smartphones.
O estudo, publicado no PLOS ONE , reuniu pesquisadores e médicos da UCL Engineering, UCLH e Korle Bu Teaching Hospital, Gana, para investigar uma nova técnica de diagnóstico não invasiva usando fotos de smartphones do olho e da face.
O avanço pode tornar a triagem de anemia mais amplamente disponível para crianças em Gana (e outros países de baixa e média renda ), onde há altas taxas da doença devido à deficiência de ferro , já que a ferramenta de triagem é muito mais barata do que as opções existentes e apresenta resultados em uma sessão.
O artigo se baseia em pesquisas anteriores bem-sucedidas realizadas pela mesma equipe explorando o uso de um aplicativo – neoSCB – para detectar icterícia em recém-nascidos.
A anemia é uma condição que causa uma concentração reduzida de hemoglobina no sangue, o que significa que o oxigênio não é transportado de forma eficiente pelo corpo.
Afeta dois bilhões de pessoas em todo o mundo e pode ter um impacto significativo nos resultados do desenvolvimento de crianças, aumentando sua suscetibilidade a doenças infecciosas e prejudicando seu desenvolvimento cognitivo.
A causa mais comum de anemia globalmente é a deficiência de ferro, mas outras condições, como perda de sangue , malária e doença falciforme também contribuem.
Primeiro autor, Ph.D. O candidato Thomas Wemyss (UCL Medical Physics & Biomedical Engineering) disse: "Os smartphones são globalmente populares, mas a pesquisa usando imagens de smartphones para diagnosticar doenças mostra uma tendência geral de dificuldade ao transferir resultados para diferentes grupos de pessoas.
"Estamos entusiasmados em ver esses resultados promissores em um grupo que geralmente é sub-representado na pesquisa de diagnóstico de smartphones. Uma técnica acessível e confiável para rastrear anemia usando um smartphone pode gerar melhorias de longo prazo na qualidade de vida de um grande número de pessoas ."
Tradicionalmente, o diagnóstico de anemia requer a coleta de amostras de sangue , o que pode ser caro para os pacientes e para os sistemas de saúde. Pode criar desigualdades relacionadas com a despesa de deslocação ao hospital para fazer análises ao sangue. Muitas vezes as famílias precisam fazer duas viagens, fazer uma coleta de sangue e depois colher o resultado, devido ao transporte de amostras entre o ambulatório e o laboratório para análise.
Na década de 1980, um dispositivo portátil , o HemoCue, foi desenvolvido para fornecer resultados mais imediatos, mas isso acarreta custos iniciais e contínuos significativos, além de ainda precisar de uma amostra de sangue por picada no dedo.
Os pesquisadores sabiam que a hemoglobina tem uma cor muito característica devido à forma como absorve a luz, então pretendiam desenvolver um procedimento para tirar fotos de smartphones e usá-las para prever se a anemia está presente.
Eles analisaram fotos tiradas de 43 crianças menores de quatro anos que foram recrutadas para participar do estudo em 2018. As imagens eram de três regiões onde ocorre mínima pigmentação da pele no corpo (o branco do olho, o lábio inferior e a pálpebra inferior ).
A equipe descobriu que quando estes foram avaliados juntos para prever a concentração de hemoglobina no sangue, eles foram capazes de detectar com sucesso todos os casos de indivíduos com a classificação mais grave de anemia e detectar anemia mais leve em taxas que provavelmente seriam clinicamente úteis.
O investigador principal Dr. Terence Leung (UCL Medical Physics & Biomedical Engineering) disse: "Desde 2018, trabalhamos com a Universidade de Gana em maneiras acessíveis de melhorar os cuidados de saúde usando smartphones. Após nosso sucesso na triagem de icterícia neonatal, estamos tão animado em ver que a técnica de imagem do smartphone também pode ser aplicada à triagem de anemia em crianças pequenas e bebês."
A autora sênior Dra. Judith Meek (UCLH) acrescentou: "A anemia é um problema significativo para bebês, especialmente em países de baixa e média renda, e esperamos que esse tipo de tecnologia leve à detecção e tratamento precoces em um futuro próximo".
Mais informações: Viabilidade da colorimetria facial do smartphone como uma ferramenta de triagem de anemia para bebês e crianças pequenas em Gana, PLOS ONE (2023). DOI: 10.1371/journal.pone.0281736
Informações do jornal: PLoS ONE