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Gene & Protein in Disease                                        Pyroptosis-related LncRNAs in pediatric AML



            rate of 20–40% and a relapse rate of 30% . Although there   (TME), which is a dynamic network that includes tumor
                                            [1]
            have been improvements in the prognosis of pediatric   cells, immune cells, and stromal cells . We hypothesize
                                                                                             [15]
            AML patients as a result of the latest advances in areas   that PR-lncRNAs may affect progression of pediatric AML
            such as molecular pathological diagnostic techniques, risk   and the prognosis of these patients by interacting with the
            stratification, and targeted supportive care, the overall   immune microenvironment. In this study, based on the
            survival (OS) in 2021 remains below 70% [1-3] . As known   Therapeutically Applicable Research to Generate Effective
            to all, its clinical outcomes and genetic backgrounds are   Treatment (TARGET) database, the relationship between
            different in each age group . To date, there are only a   PR-lncRNAs and the prognosis of pediatric AML patients
                                   [4]
            number of well-designed and systematic studies that focus   was investigated; an evaluation of the predictive ability of
            on the molecular mechanisms of pediatric AML. More   the prognostic signature constructed by seven significant
            efforts  are  thus  needed  to  identify  potential  biomarkers   PR-lncRNAs was performed; and an exploration of
            that can monitor the prognosis of pediatric AML patients,   whether PR-lncRNAs have an impact on the molecular
            as well as provide more efficient therapeutic strategies.  microenvironment in pediatric AML was also carried out.

              Pyroptosis is a gasdermin-mediated programmed cell   2. Materials and methods
            death (PCD) initiated by inflammasomes that are critical
            for immunity [5-7] . The previous research has found that   2.1. Data acquisition
            pyroptosis causes the release of inflammatory mediators   The gene expression and clinical data of 1474 pediatric
            IL-1β and IL-18 and prolongs the exposure of cells to an   AML samples were retrieved from the TARGET database
            inflammatory environment, which may add to the risk of   up to March 1, 2022 (https://ocg.cancer.gov/programs/
            tumorigenesis . To date, many studies have reported that   target). After excluding samples with incomplete clinical
                       [8]
            pyroptosis is crucial in tumor invasion, proliferation, and   data, replications, and normal samples, 1300 pediatric
            metastasis, and it can regulate AML progression . Existing   AML samples were included for subsequent analyses.
                                                  [7]
            studies have found that dipeptidyl peptidase (DPP)8 and
            DPP9 (DPP8/9), which are tiny molecules inhibiting   2.2. Identification of pyroptosis-related lncRNAs and
            serine dipeptidases, are related to pyrolysis through their   consensus clustering analyses
            activation of pro-caspase-1 in human AML cell lines and   The lncRNA annotation file from the GENCODE website
            primary AML samples, which, in turn, trigger cell lysis   (GRCh38) (https://www.gencodegenes.org/human/) was
            and death, known as pyroptosis, and inhibit human AML   used to distinguish lncRNAs and protein-coding genes.
            progression. This is thought to be a promising therapeutic   Meanwhile, 52 PR-lncRNAs were obtained from a website
            strategy for AML . Besides, due to the physical interaction   (http://www.broad.mit.edu/gsea/msigdb/) and relevant
                         [9]
            between caspase-associated recruitment domain 8    studies, as shown in Table S1. Pearson product-moment
            (CARD8) and caspase-1, the production of caspase-1-  correlation  coefficient  was  employed  to  distinguish
            dependent interleukin (IL)-1β is negatively regulated in   PR-lncRNAs with |Pearson R| > 0.4 and P < 0.001. Univariate
            THP-1 (a human-monocyte cell line derived from an AML   Cox regression analysis (Uni-Cox) was implemented
            patient); this is similar to TP92 [10,11] . Taking these results   to screen prognosis and pyroptosis-related lncRNAs
            together, the role pyroptosis plays in pediatric AML which   (PPR-lncRNAs), while taking overall survival (OS) as the
            cannot be overlooked.                              endpoint. The pediatric AML samples were divided into
              Long  non-coding  RNAs  (lncRNAs)  are  expressed   different clusters according to PPR-lncRNAs expressions
            transcripts that do  not  encode  proteins  that  are more   by R package “ConsensusClusterPlus.”
            than 200 nt in length. They are involved in the onset and
            development of AML [12,13] . Besides, it has been found that   2.3. Relationship and differences among different
            lncRNAs play crucial roles in humorous cellular processes,   clusters
            including pyroptosis. LncRNAs can regulate the expression   The difference in OS among the clusters was determined
            of proteins related to the pyroptosis signaling pathway   using Kaplan–Meier (K-M) curves and a log-rank test.
            indirectly through miRNAs . This kind of modulation   Kyoto Encyclopedia of Genes and Genomes (KEGG)
                                   [14]
            exists in the pathological process of tumorigenesis as   gene sets in Gene Set Enrichment Analysis (GSEA)
            well. However, there is little research on pyroptosis-  (version  4.2.3) were applied to three clusters to explore
            related lncRNAs  (PR-lncRNAs)  in  pediatric  AML.  In   the distinctions of enriched pathways. The Estimation
            addition, PR-lncRNAs’ role in the prognosis of pediatric   of STromal and Immune cells in MAlignant Tumor
            AML patients and its biological mechanism remain   tissues using Expression data (ESTIMATE) scoring of the
            unclear. Furthermore, current evidence has suggested a   tumor microenvironment and the relative proportions
            link  between  pyroptosis  and  tumor  microenvironment   of 22 immune cell infiltrations were calculated using


            Volume 2 Issue 1 (2023)                         2                      https://doi.org/10.36922/gpd.v2i1.230
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