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  • 1
    In: Bioinformatics, Oxford University Press (OUP), Vol. 34, No. 6 ( 2018-03-15), p. 901-910
    Abstract: Large-scale molecular data have been increasingly used as an important resource for prognostic prediction of diseases and detection of associated genes. However, standard approaches for omics data analysis ignore the group structure among genes encoded in functional relationships or pathway information. Results We propose new Bayesian hierarchical generalized linear models, called group spike-and-slab lasso GLMs, for predicting disease outcomes and detecting associated genes by incorporating large-scale molecular data and group structures. The proposed model employs a mixture double-exponential prior for coefficients that induces self-adaptive shrinkage amount on different coefficients. The group information is incorporated into the model by setting group-specific parameters. We have developed a fast and stable deterministic algorithm to fit the proposed hierarchal GLMs, which can perform variable selection within groups. We assess the performance of the proposed method on several simulated scenarios, by varying the overlap among groups, group size, number of non-null groups, and the correlation within group. Compared with existing methods, the proposed method provides not only more accurate estimates of the parameters but also better prediction. We further demonstrate the application of the proposed procedure on three cancer datasets by utilizing pathway structures of genes. Our results show that the proposed method generates powerful models for predicting disease outcomes and detecting associated genes. Availability and implementation The methods have been implemented in a freely available R package BhGLM (http://www.ssg.uab.edu/bhglm/). Supplementary information Supplementary data are available at Bioinformatics online.
    Type of Medium: Online Resource
    ISSN: 1367-4803 , 1367-4811
    Language: English
    Publisher: Oxford University Press (OUP)
    Publication Date: 2018
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    SSG: 12
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  • 2
    In: Blood, American Society of Hematology, Vol. 137, No. 12 ( 2021-03-25), p. 1603-1614
    Abstract: The initiation and progression of diffuse large B-cell lymphoma (DLBCL) is governed by genetic and epigenetic aberrations. As the most abundant eukaryotic messenger RNA (mRNA) modification, N6-methyladenosine (m6A) is known to influence various fundamental bioprocesses by regulating the target gene; however, the function of m6A modifications in DLBCL is unclear. PIWI-interacting RNAs (piRNAs) have been indicated to be epigenetic effectors in cancer. Here, we show that high expression of piRNA-30473 supports the aggressive phenotype of DLBCL, and piRNA-30473 depletion decreases proliferation and induces cell cycle arrest in DLBCL cells. In xenograft DLBCL models, piRNA-30473 inhibition reduces tumor growth. Moreover, piRNA-30473 is significantly associated with overall survival in a univariate analysis and is statistically significant after adjusting for the National Comprehensive Cancer Network-International Prognostic Index in the multivariate analysis. Additional studies demonstrate that piRNA-30473 exerts its oncogenic role through a mechanism involving the upregulation of WTAP, an m6A mRNA methylase, and thus enhances the global m6A level. Integrating transcriptome and m6A-sequencing analyses reveals that WTAP increases the expression of its critical target gene, hexokinase 2 (HK2), by enhancing the HK2 m6A level, thereby promoting the progression of DLBCL. Together, the piRNA-30473/WTAP/HK2 axis contributes to tumorigenesis by regulating m6A RNA methylation in DLBCL. Furthermore, by comprehensively analyzing our clinical data and data sets, we discover that the m6A regulatory genes piRNA-30473 and WTAP improve survival prediction in DLBCL patients. Our study highlights the functional importance of the m6A modification in DLBCL and might assist in the development of a prognostic stratification and therapeutic approach for DLBCL.
    Type of Medium: Online Resource
    ISSN: 0006-4971 , 1528-0020
    RVK:
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    Language: English
    Publisher: American Society of Hematology
    Publication Date: 2021
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  • 3
    In: Oncogene, Springer Science and Business Media LLC, Vol. 37, No. 41 ( 2018-10), p. 5508-5519
    Type of Medium: Online Resource
    ISSN: 0950-9232 , 1476-5594
    RVK:
    Language: English
    Publisher: Springer Science and Business Media LLC
    Publication Date: 2018
    detail.hit.zdb_id: 2008404-3
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  • 4
    In: Stem Cells, Oxford University Press (OUP), Vol. 37, No. 2 ( 2019-02-01), p. 247-256
    Abstract: The characteristics of mesenchymal stromal cells (MSCs) which derived from multiple myeloma (MM) patients are typically impaired in osteogenic differentiation. However, the underlying molecular mechanisms need to be further investigated. lncRNAs are emerging as critical regulation molecules in oncogenic pathways. In this study, we identified that bioactive lncRNA HOXC-AS3, which is transcribed in opposite to HOXC10, was presented in MSCs derived from bone marrow (BM) of MM patients (MM-MSCs). HOXC-AS3 was able to interact with HOXC10 at the overlapping parts and this interaction increased HOXC10 stability, then promoted its expression, conferring osteogenesis repression to MM-MSCs. In mouse models, intravenously administered siHOXC-AS3 was proven to be effective in prevention of bone loss, sustained by both anticatabolic activities and bone-forming. These data showed that lncHOXC-AS3 was required for osteogenesis in BM-MSCs by enhancing HOXC10 expression. Our finding thus unveils a novel insight for the potential clinical significance of lncRNA HOXC-AS3 as a therapeutic target for bone disease in MM. Stem Cells  2019;37:247–256
    Type of Medium: Online Resource
    ISSN: 1066-5099 , 1549-4918
    Language: English
    Publisher: Oxford University Press (OUP)
    Publication Date: 2019
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    detail.hit.zdb_id: 1143556-2
    detail.hit.zdb_id: 605570-9
    SSG: 12
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  • 5
    Online Resource
    Online Resource
    American Association for Cancer Research (AACR) ; 2019
    In:  Clinical Cancer Research Vol. 25, No. 6 ( 2019-03-15), p. 1923-1935
    In: Clinical Cancer Research, American Association for Cancer Research (AACR), Vol. 25, No. 6 ( 2019-03-15), p. 1923-1935
    Abstract: How exosomal RNAs released within the bone marrow microenvironment affect proteasome inhibitors' (PI) sensitivity of multiple myeloma is currently unknown. This study aims to evaluate which exosomal RNAs are involved and by which molecular mechanisms they exert this function. Experimental Design: Exosomes were characterized by dynamic light scattering, transmission electron microscopy, and Western blot analysis. Coculture experiments were performed to assess exosomal RNAs transferring from mesenchymal stem cells (MSC) to multiple myeloma cells. The role of PSMA3-AS1 in PI sensitivity was further evaluated in vivo. To determine the prognostic significance of circulating exosomal PSMA3 and PSMA3-AS1, a cohort of patients with newly diagnosed multiple myeloma was enrolled to study. Cox regression models and Kaplan–Meier curves were used to analyze progression-free survival (PFS) and overall survival (OS). Results: We identified that PSMA3 and PSMA3-AS1 in MSCs could be packaged into exosomes and transferred to myeloma cells, thus promoting PI resistance. PSMA3-AS1 could form an RNA duplex with pre-PSMA3, which transcriptionally promoted PSMA3 expression by increasing its stability. In xenograft models, intravenously administered siPSMA3-AS1 was found to be effective in increasing carfilzomib sensitivity. Moreover, plasma circulating exosomal PSMA3 and PSMA3-AS1 derived from patients with multiple myeloma were significantly associated with PFS and OS. Conclusions: This study suggested a unique role of exosomal PSMA3 and PSMA3-AS1 in transmitting PI resistance from MSCs to multiple myeloma cells, through a novel exosomal PSMA3-AS1/PSMA3 signaling pathway. Exosomal PSMA3 and PSMA3-AS1 might act as promising therapeutic targets for PI resistance and prognostic predictors for clinical response.
    Type of Medium: Online Resource
    ISSN: 1078-0432 , 1557-3265
    RVK:
    Language: English
    Publisher: American Association for Cancer Research (AACR)
    Publication Date: 2019
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  • 6
    Online Resource
    Online Resource
    Springer Science and Business Media LLC ; 2021
    In:  British Journal of Cancer Vol. 124, No. 11 ( 2021-05-25), p. 1843-1853
    In: British Journal of Cancer, Springer Science and Business Media LLC, Vol. 124, No. 11 ( 2021-05-25), p. 1843-1853
    Type of Medium: Online Resource
    ISSN: 0007-0920 , 1532-1827
    RVK:
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    Language: English
    Publisher: Springer Science and Business Media LLC
    Publication Date: 2021
    detail.hit.zdb_id: 2002452-6
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  • 7
    Online Resource
    Online Resource
    American Chemical Society (ACS) ; 2018
    In:  Molecular Pharmaceutics Vol. 15, No. 11 ( 2018-11-05), p. 5387-5396
    In: Molecular Pharmaceutics, American Chemical Society (ACS), Vol. 15, No. 11 ( 2018-11-05), p. 5387-5396
    Type of Medium: Online Resource
    ISSN: 1543-8384 , 1543-8392
    Language: English
    Publisher: American Chemical Society (ACS)
    Publication Date: 2018
    detail.hit.zdb_id: 2132489-X
    SSG: 15,3
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  • 8
    Online Resource
    Online Resource
    American Society of Hematology ; 2018
    In:  Blood Vol. 132, No. Supplement 1 ( 2018-11-29), p. 2835-2835
    In: Blood, American Society of Hematology, Vol. 132, No. Supplement 1 ( 2018-11-29), p. 2835-2835
    Abstract: N6-methyladenosine (m6A), the most abundant modification on eukaryote messenger RNA (mRNA), functions in various fundamental bioprocesses. However, the role of m6A in diffuse large B-cell lymphoma (DLBCL) remains poorly understood. Here, we reported that piRNA-30473, which expression supported the aggressive phenotype of DLBCL and was correlated with poor prognosis, was a potent regulator of m6a modification through targeting m6a methyltransferase WTAP (Figure 1). Piwi-interacting RNAs (piRNAs), a novel class of small non-coding RNAs, have been documented to be involved in the epigenetic regulation of cancer. A cohort of 42 patients with newly diagnosed DLBCL, uniformly treated and followed, was studied. We show that piRNA-30473 was significantly upregulated in high-risk DLBCL patients compared to low-risk DLBCL patients by microarray assay on 6 samples, further confirmed by qPCR analysis on 42 samples (Figure 2). Moreover, silencing of piRNA-30473 expression reduced proliferation and induced cell cycle arrest, but not apoptosis in SU-DHL-8 and Toledo lymphoma cells. In "human-in-mouse" xenograft DLBCL models, injection of antagomir-30473 into mice led to a significant reduction in tumor volume compared with control(Figure 3). Our data further indicated that the combination of piRNA-30473 signature with the National Comprehensive Cancer Network International Prognostic Index (NCCN-IPI) and cytogenetics status had a better prediction for PFS and OS than those without the piRNA-30473 signature in the univariate and multivariate analyses by an AUC analysis with cross-validation. Silencing of piRNA-30473 diminished global m6A level in SU-DHL-8 and Toledo cells and decreased m6a methyltransferase WTAP in mRNA and protein levels. We further identified that piRNA-30473 enhanced WTAP expression through direct binding to its 3' UTR. Consistently, WTAP knockdown decreased the global m6A level and induced cell cycle arrest and growth inhibition in SU-DHL-8 and Toledo cells. Moreover, Silencing of piRNA-30473 displayed decreased cell proliferation, which could be abrogated by WTAP overexpression. Kaplan-Meier analysis showed that high WTAP levels in DLBCL patients were correlated with OS by analyzing the gene expression profiling of DLBCL patients from GEO database (GSE10846) (Figure 4). Next, we mapped the m6A methylomes of siCtrl and siWTAP SU-DHL-8 cells by m6A sequencing (m6A-seq) with independent biological replicates. The RGACH motif (R = G/A; H = A/C/U) were identified to be highly enriched within m6A sites in the SU-DHL-8 cells. M6A peaks in siCtrl and siWTAP SU-DHL-8 cells were abundant in coding sequences (CDSs), 3′ untranslated regions (UTRs), and near stop codons. Remarkably, 85% m6A-Hyper transcripts identified from siCtrl SU-DHL-8 cells turned into m6A-Hypo in siWTAP SU-DHL-8 cells, with approximately 66% of the Hypo-down and 65% of Hypo-up transcripts became Hyperup and Hyper-down, respectively, which might be genuine targets of WTAP. Eleven genes listed in Table 2 showed a significant change between siCtrl and siWTAP SU-DHL-8 cells in m6A peak levels, and abundance of the corresponding mRNA transcript, and were also significantly positively or negatively correlated with WTAP in expression in four datasets of large cohorts of DLBCL. Collectively, our data demonstrate that an enzyme hexokinase II (HK2), which was reported to be a key metabolic driver of the DLBCL phenotype, were functionally important targets of WTAP. WTAP-mediated regulation of HK2 depended on its m6A demethylase activity and the m6A modifications in the target mRNA transcripts (Figure 5). In summary, our finding demonstrate that piRNA-30473 were significantly associated with both PFS and OS in the univariate analysis, and were still statistically significant after adjusting for NCCN-IPI, and adverse cytogenetics in the multivariate analysis. Moreover, we provide compelling evidence demonstrating that WTAP, which was downregulated by piRNA-30473, played a critical oncogenic role in DLBCL, through enhancing m6A levels in mRNA transcripts of its critical target gene HK2 and thereby triggering corresponding signaling cascades. Our study highlights the functional importance of the m6A modification machinery in DLBCL, and provides profound insights into the molecular mechanisms underlying tumorigenesis by revealing a previously unrecognized mechanism of gene regulation in DLBCL. Disclosures No relevant conflicts of interest to declare.
    Type of Medium: Online Resource
    ISSN: 0006-4971 , 1528-0020
    RVK:
    RVK:
    Language: English
    Publisher: American Society of Hematology
    Publication Date: 2018
    detail.hit.zdb_id: 1468538-3
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  • 9
    In: Oncogene, Springer Science and Business Media LLC, Vol. 40, No. 35 ( 2021-09-02), p. 5393-5402
    Type of Medium: Online Resource
    ISSN: 0950-9232 , 1476-5594
    RVK:
    Language: English
    Publisher: Springer Science and Business Media LLC
    Publication Date: 2021
    detail.hit.zdb_id: 2008404-3
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  • 10
    Online Resource
    Online Resource
    American Chemical Society (ACS) ; 2018
    In:  Molecular Pharmaceutics Vol. 15, No. 9 ( 2018-09-04), p. 4139-4147
    In: Molecular Pharmaceutics, American Chemical Society (ACS), Vol. 15, No. 9 ( 2018-09-04), p. 4139-4147
    Type of Medium: Online Resource
    ISSN: 1543-8384 , 1543-8392
    Language: English
    Publisher: American Chemical Society (ACS)
    Publication Date: 2018
    detail.hit.zdb_id: 2132489-X
    SSG: 15,3
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