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整合学习用于更高的诊断精度在精神分裂症使用外周血液基因表达特征

Vipul Vilas Wagh1, Tanvi Kottat1, Suchita Agrawal2

  • 1Symbiosis School of Biological Sciences, Symbiosis International (Deemed University), Pune, MH, India.

Neuropsychiatric disease and treatment
|May 8, 2024
PubMed
概括

这项研究开发了一种集体学习方法,使用基因表达数据进行精确的精神分裂症诊断. 这些模型达到80.41%的精度,为精神分裂症提供了更准确的诊断工具.

关键词:
精神分裂症是一种精神分裂症.组合学习组合学习基因表达的基因表达方式机器学习是机器学习.周围血液 周围血液

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Biological Causes of Schizophrenia01:29

Biological Causes of Schizophrenia

Schizophrenia, a severe psychiatric disorder, arises from a complex interplay of biological factors, including genetic predisposition, structural brain abnormalities, neurotransmitter dysregulation, and developmental irregularities. These factors collectively contribute to the onset and progression of the disorder, which typically manifests in late adolescence or early adulthood.
Genetic Factors in Schizophrenia
The genetic basis of schizophrenia is strongly supported by family and twin studies.