Research Paper Volume 14, Issue 10 pp 4270—4280

Identification of combined biomarkers for predicting the risk of osteoporosis using machine learning

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Figure 1. Study design. Data for duplicated genes in each gene expression dataset were averaged. The datasets were then merged based on gene name. Finally, osteoporosis-predictive genes were identified, as indicated. BMD: bone mineral density; GO: Gene Ontology; KEGG: Kyoto Encyclopedia Genes Genomes; ML: machine learning; HTML: Hypertext Markup Language format.