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Eurasian Journal of
            Medicine and Oncology                                         WGCNA and LASSO for osteoporosis biomarkers



            and the MeSH term “osteoporosis.” Statistical significance   3. Results
            was assessed by a one-tailed Fisher’s exact test and corrected
            for multiple comparisons using the Benjamini–Hochberg   3.1. Identification of DEGs
            method; an adjusted  p<0.05 was required for retention.   In the study, we first performed batch effect correction and
            For CV, the Latin binomials of the prioritized herbs were   normalization on the raw data extracted from the GEO
            subsequently queried in the HERB database (http://herb.  dataset GSE35958. The results showed that the distribution
            ac.cn) to confirm their documented therapeutic relevance   of expression profiles of all the samples generally converged
            to OP. Only records that were manually curated from peer-  after batch correction and log-normalization (Figure 2A).
            reviewed publications within the last decade were retained,   Subsequently, differential expression analysis  was
            ensuring the highest level of evidence.            conducted between the control and OP groups, resulting

                        A                                  B




















                        C





























            Figure 2. Identification of DEGs. (A) Normalized gene expression data from the GSE35958 dataset. (B) Volcano plot of DEGs in GSE35958. Red dots
            indicate upregulated genes, blue dots indicate downregulated genes, and gray dots indicate genes without significant differential expression. (C) Heatmap
            of DEGs in the GSE30528 dataset.
            Abbreviations: DEGs: Differentially expressed genes. Group description: N, normal group; T, test group comprising osteoporosis (OP) patients.





            Volume 9 Issue 3 (2025)                        265                         doi: 10.36922/EJMO025240252
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