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Page 417                                      Aydin et al. J Transl Genet Genom. 2025;9:406-26  https://dx.doi.org/10.20517/jtgg.2025.108

               repositioning appears to be a promising strategy because it offers a unique way to identify new effects of
               approved drugs more quickly, at lower cost, and with shorter clinical trial periods. This approach has been
                                                             [85]
               and continues to be applied to a wide range of diseases .

               In this study, DMD was evaluated by integrating transcriptome-level data with network biology approaches
               to identify new drug candidates, including celastrol, radicicol, apigenin triacetate, emetine dihydrochloride
               hydrate, and withaferin-A, which have been suggested as potential therapeutics through in silico validations
               for DMD management. The construction of DMD-specific biological networks at three molecular levels -
               TFs, miRNAs, and proteins - allowed us to assess the most essential hubs of the disease that carry the
               information flow potentially responsible for pathogenesis [Figure 2A-C]. These 33 hubs were defined as
               “network signatures of DMD” and further evaluated for their predictive performance in distinguishing
               healthy from disease samples using PCA. They demonstrated significant effects in clustering healthy
               samples and DMD patients, with 100% sensitivity and 100% specificity [Table 3 and Figure 3]. Network
               signature-based drug repositioning revealed drugs with the potential to reverse gene expression patterns
               [Table 4]. We selected approved or investigational drugs, including celastrol, apigenin triacetate, emetine
               dihydrochloride hydrate, withaferin-A, dipyridamole, and radicicol. Some of these compounds were
               reported to have antineoplastic effects [Table 4]. All these small molecules are discussed comprehensively in
               subsequent sections.

                                                                                                       [86]
               Radicicol (monorden) is isolated from the fungus Monosporium bonorden and is known as an antibiotic .
               Radicicol, a powerful sedative with a low toxicity rate, was first identified as a protein tyrosine kinase
                                                                                       [75]
               inhibitor, and later its heat shock protein 90 (Hsp90) inhibitory activity was revealed . Since Hsp90 affects
               the growth of many oncogenic proteins, its inhibition leads to the shutdown of multiple pathways involved
               in cancer [87,88] . As a result of drug repositioning research, radicicol became one of 19 drugs that provide rapid
               inhibition against Naegleria fowleri . Radicicol has also been reported as a repositioned drug candidate for
                                             [89]
               breast cancer and coronavirus disease 2019 (COVID-19) [90,91] .

               As an ayurvedic herb, Ashwagandha (Withania somnifera) contains a steroidal lactone called withaferin-A.
               It is well-known for its anti-inflammatory, anti-tumorigenic, and anti-carcinogenic activities [92-94] . It is
               typically utilized for patients with other unexplained gynecological malignancies, as well as lung, breast,
               ovarian, colorectal, prostate, gastrointestinal, cervical, and hematological cancers [93,94] . Beyond these diseases,
               withaferin-A has demonstrated potential as a treatment for conditions such as osteoarthritis, Parkinson’s
               disease, Alzheimer’s disease, and cystic fibrosis . By preventing nuclear factor-κB (NF-κB) activation and
                                                       [95]
               disrupting the CDC37-Hsp90 complex, withaferin-A has the potential to be used as a therapeutic drug in
               the treatment of cancer, hematological malignancies, and chronic inflammatory disorders . Overactivity of
                                                                                          [96]
               NF-κB results in the loss and disruption of muscle cells, whereas withaferin-A-induced NF-κB suppression
               can promote the development of new myofibers and may be useful in DMD treatment . Currently, no
                                                                                           [97]
               study in the literature has reported DMD treatment with withaferin-A.

               Apigenin, naturally produced by Thymelaeaceae, Verbenaceae, and Selaginellaceae plants, is a flavonoid
               component . It exhibits anti-spasmodic, anti-inflammatory, antioxidant, anti-cancer (osteosarcoma,
                         [98]
               prostate, bladder, liver, and colorectal cancer cells), and antiproliferative properties [99,100] . Apigenin also has
               strong antiviral activity, as it inhibits Mpro, the primary SARS-CoV-2 (severe acute respiratory syndrome
                                                                           [101]
               coronavirus 2) protease, thereby blocking the virus’s ability to replicate . By modulating integrin signaling
               pathways and downregulating Signal transducer and activator of transcription 3 (STAT3) target genes
               (TWIST1, MMP-2, MMP-9, and VEGF), it inhibits melanoma cell motility and invasion, and it also exhibits
                                                                                      [102]
               an anti-metastatic effect by lowering VEGF gene expression in melanoma cells . In a recent study,
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