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Gene & Protein in Disease                                             Pediatric glioma circadian clock genes




























            Figure 2. Comparison of the expression of the clock gene set in adult GBM, pediatric GBM, and low-grade pediatric gliomas. Consistently suppressed
            genes included CRY2, DBP, HLF, RORB, and TEF with an expression index of at least 0.5. Unlike adult GBM, pediatric gliomas show suppressed ARNTL
            and ARNTL2 and do not have substantially suppressed PER2 and PER3. Adult GBM tended to have overexpressed CRY1 and NFIL3. TIMELESS is
            overexpressed in all three glioma categories. The expression index describes the combined significant differences in expression between each gene in the
            glioma and the corresponding non-tumor tissue. The pediatric GBM group includes two types of pHGG: GBM and a GBM-like subset of DIPG.
            Abbreviations: DIPG: Diffuse intrinsic pontine glioma; GBM: Glioblastoma; pHGG: Pediatric high-grade glioma.
            Table 3. Circadian clock gene expression compared between   3.2.2. Medulloblastoma
            TCGA adult GBM and non‑tumor tissue
                                                               To compare relative expression levels of the clock gene set
            Gene ID         Upregulated     Downregulated      between four standard subtypes of medulloblastomas, we
            ARNTL              0.161                           used three additional pediatric datasets and the ability of
            ARNTL2             0.433                           GlioVis to provide pairwise comparisons (Table 4). These
            BHLHE41                             0.292          subtypes consisted of WNT, enriched in wingless-type
                                                               gene expression; SHH, enriched in sonic hedgehog gene
            CLOCK                              0.00711         expression; and the Group 3 and Group 4 subtypes that
            CRY1              0.00558                          were previously known as subtypes C and D, respectively. 56
            CRY2                              0.000167           The differences between subtypes were evaluated for
            CSNK1E                              0.382
                                                               each of the four subtypes by counting the number of times
            DBP                               0.000472         a clock gene was expressed in a subgroup at a significantly
            HLF                               0.000278         higher level than in another subgroup by Tukey’s HSD
            NFIL3             0.0145                           (p<0.05). The resulting ranking was Group 4 > Group 3 >
            NPAS2                              0.0150          WNT >SHH (Figure 4). To determine which members of
            NR1D1                              0.00108         the circadian gene set were more highly expressed in each
            NR1D2                             0.000247         subtype, we used an arbitrary threshold of five counts, more
                                                               than half of the nine possible counts (3 pairwise comparisons
            PER1              0.0876                           × 3 datasets). Group 4 exceeded that threshold with CLOCK,
            PER2                               0.00182         CRY1, CRY2, HLF, NFIL3, NPAS2, and PER2. For Group 3,
            PER3                               0.00076         the significant genes were ARNTL and CRY1, and for WNT
            RORA                               0.0327          and SHH, they were  RORA and  CSNK1E, respectively.
            RORB                               0.0145          ARNTL,  CRY1, and  TIMELESS were consistently highest
            TEF                               0.000167         in Groups 3 and 4 across all three datasets. Note that this
            TIMELESS          0.0003                           analysis only considers comparisons between the four
                                                               subtypes and does not indicate whether a gene is more
            Notes: Significant differences by the Wilcoxon signed-rank test   highly expressed than average for genes in that dataset.
            (p<0.05) are shown in bold; The colors indicate the significance of
            the difference (higher or lower from the non-cancer controls); Data   To compare the gene activity of the MB subtypes, we relied
            provided by TIMER2.0 (http://timer. comp-genomics.org/timer/).    on scRNA-seq data and cluster analysis results provided
            Abbreviation: GBM: Glioblastoma.

            Volume 4 Issue 2 (2025)                         8                                doi: 10.36922/gpd.4112
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