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Detection for disease tipping points by landscape dynamic network biomarkers
A new model-free method has been developed and termed the landscape dynamic network biomarker (l-DNB) methodology. The method is based on bifurcation theory, which can identify tipping points prior to serious disease deterioration using only single-sample omics data. Here, we show that l-DNB provide...
Autores principales: | Liu, Xiaoping, Chang, Xiao, Leng, Siyang, Tang, Hui, Aihara, Kazuyuki, Chen, Luonan |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8291500/ https://www.ncbi.nlm.nih.gov/pubmed/34691933 http://dx.doi.org/10.1093/nsr/nwy162 |
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