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Miller HE, Montemayor D, Levy S, Sharma K, Frost B, Bishop AJR. RLSuite: An Integrative R-Loop Bioinformatics Framework. J Bioinform Syst Biol 2023; 6:364-378. [PMID: 38292828 PMCID: PMC10827345 DOI: 10.26502/jbsb.5107071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2024]
Abstract
We recently described the development of a database of 810 R-loop mapping datasets and used this data to conduct a meta-analysis of R-loops. R-loops are three-stranded nucleic acid structures containing RNA:DNA hybrids and we were able to verify that 30% of expressed genes have an associated R-loop in a location conserved manner.. Moreover, intergenic R-loops map to enhancers, super enhancers and with TAD domain boundaries. This work demonstrated that R-loop mapping via high-throughput sequencing can reveal novel insight into R-loop biology, however the analysis and quality control of these data is a non-trivial task for which few bioinformatic tools exist. Herein we describe RLSuite, an integrative R-loop bioinformatics framework for pre-processing, quality control, and downstream analysis of R-loop mapping data. RLSuite enables users to compare their data to hundreds of public datasets and generate a user-friendly analysis report for sharing with non-bioinformatician colleagues. Taken together, RLSuite is a novel analysis framework that should greatly benefit the emerging R-loop bioinformatics community in a rapidly expanding aspect of epigenetic control that is still poorly understood.
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Affiliation(s)
- H E Miller
- Department of Cell Systems and Anatomy, UT Health San Antonio, San Antonio, TX, USA
- Greehey Children's Cancer Research Institute, UT Health San Antonio, San Antonio, TX, USA
- Bioinformatics Research Network, Atlanta, GA, USA
| | - D Montemayor
- Department of Medicine, UT Health San Antonio, San Antonio, TX, USA
- Center for Precision Medicine, UT Health San Antonio, San Antonio, TX, USA
| | - S Levy
- Department of Cell Systems and Anatomy, UT Health San Antonio, San Antonio, TX, USA
- Bioinformatics Research Network, Atlanta, GA, USA
- Sam & Ann Barshop Institute for Longevity & Aging Studies, UT Health San Antonio, San Antonio, TX, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
| | - K Sharma
- Department of Medicine, UT Health San Antonio, San Antonio, TX, USA
- Center for Precision Medicine, UT Health San Antonio, San Antonio, TX, USA
| | - B Frost
- Department of Cell Systems and Anatomy, UT Health San Antonio, San Antonio, TX, USA
- Sam & Ann Barshop Institute for Longevity & Aging Studies, UT Health San Antonio, San Antonio, TX, USA
- Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
| | - A J R Bishop
- Department of Cell Systems and Anatomy, UT Health San Antonio, San Antonio, TX, USA
- Greehey Children's Cancer Research Institute, UT Health San Antonio, San Antonio, TX, USA
- May's Cancer Center, UT Health San Antonio, San Antonio, TX, USA
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das Neves RN, Gorthi A, Bishop AJR, Filho AZ. Abstract P5-10-03: Mutant p53 and ERK1/2 MAPK cooperate with the production of TNBC inflammatory secretome. Cancer Res 2022. [DOI: 10.1158/1538-7445.sabcs21-p5-10-03] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
TP53 is the most frequently mutated gene in most types of human cancer, including breast cancer. The triple-negative breast cancer (TNBC) subtype in particular displays TP53 mutation in approximately 80% of patients. Unlike other breast cancer subtypes (e.g., ER/PR-positive or HER2-positive), TNBC patients currently lack an approved highly effective targeted therapy. Notably, most TNBC acquires TP53 mutations, which, in addition to the loss of canonical p53 functions, can result in gain-of-function, activating different cellular mechanisms involved in tumor phenotypes such as proliferation, metastasis, invasiveness, and angiogenesis. Here we evaluate the role of mutant p53 in cancer phenotypes of TNBC cell lines, in particular their inflammatory profile. As expected, loss of p53 protein by small interfering RNA depletion did not show a major impact on the cell viability of MDA-MB231 and Hs578t cells in MTT assay. However, depleting mutant p53 knockdown made MDA-MB231 cells more susceptible to treatment with methyl-methane sulfonate, a genotoxic alkylating agent. Interestingly, cell invasion as measured by the transwell assay demonstrated that depletion of mutant p53 depletion decreased the invasiveness potential of MDA-MB231 and Hs578t cells which was substantiated with decreased migration of MDA-MB231 cells in a scratch assay over 24 h. RNA sequencing of MDA-MB231 and Hs578t cells revealed that mutant p53 knockdown decreased the expression of several constitutively expressed pro-inflammatory cytokines such as IL8, IL6, CXCL2, and CXCL3, but not genes associated with survival to alkylating agents (NRF2 and Endoplasmic reticulum stress markers) or genes typically regulated by wild-type p53 when compared to control-silenced and MMS-treated cells as indicated by Pathway Enrichment Analysis using the Enrich R and DAVID tools. These results were confirmed by ELISA quantification of IL8, IL6, and CXCL2 in MDA-MB231 and Hs578t transfected with two sequences of siRNA targeting mutant p53. On the other hand, RNA sequencing revealed some constitutively expressed genes known to be involved in breast cancer cells malignancy, such as PTGS2 (COX-2 enzyme gene) and MMP1, which were not affected by p53 knockdown. We found that MMP1, and PGE2 (the product of PTGS2/COX-2 enzyme), are upregulated by the ERK1/2 MAPK signaling pathway as determined in MDA-MB231 cells treated with the MEK1/2 inhibitor UO126 and sorafenib. UO126 and sorafenib also decreased IL8 and IL6 production. Furthermore, combined mutant p53 knockdown with MEK/ERK1/2 pathway inhibition caused a more pronounced IL8 and IL6 inhibition when compared to either p53 knockdown or UO126/sorafenib alone, whereas MMP1 and PGE2 levels were only reduced by MEK/ERK1/2 inhibitor treatments. Interestingly, neither mutant p53 knockdown impacted ERK1/2 phosphorylation status nor did UO126/sorafenib alter mutant p53 immunocontent. Reporter assays showed that mutant p53 promotes NFkappaB reporter activation, and MEK/ERK1/2 controls both NFkappaB and AP-1 transcription factors, both associated with the expression of the secretome components evaluated herein. Functional cell assays showed that concomitant inhibition of mutant p53 and MEK/ERK1/2 pathways reduce cell proliferation, invasion, and migration, indicating that mutant p53 protein gain of function cooperates with ERK1/2 MAPK signaling pathway to promote secretome production and malignant phenotypes in TNBC cell models.
Citation Format: Raquel Nascimento das Neves, Aparna Gorthi, Alexander James Roy Bishop, Alfeu Zanotto Filho. Mutant p53 and ERK1/2 MAPK cooperate with the production of TNBC inflammatory secretome [abstract]. In: Proceedings of the 2021 San Antonio Breast Cancer Symposium; 2021 Dec 7-10; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2022;82(4 Suppl):Abstract nr P5-10-03.
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Affiliation(s)
| | - Aparna Gorthi
- University of Texas Health at San Antonio, San Antonio, San Antonio, TX
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Delgobo M, Gonçalves RM, Delazeri MA, Falchetti M, Zandoná A, Nascimento das Neves R, Almeida K, Fagundes AC, Gelain DP, Fracasso JI, Macêdo GBD, Priori L, Bassani N, Bishop AJR, Forcelini CM, Moreira JCF, Zanotto-Filho A. Thioredoxin reductase-1 levels are associated with NRF2 pathway activation and tumor recurrence in non-small cell lung cancer. Free Radic Biol Med 2021; 177:58-71. [PMID: 34673143 DOI: 10.1016/j.freeradbiomed.2021.10.020] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/17/2021] [Revised: 10/10/2021] [Accepted: 10/17/2021] [Indexed: 12/13/2022]
Abstract
Activating mutations in the KEAP1/NRF2 pathway characterize a subset of non-small cell lung cancer (NSCLC) associated with chemoresistance and poor prognosis. We herein evaluated the relationship between 64 oxidative stress-related genes and overall survival data from 35 lung cancer datasets. Thioredoxin reductase-1 (TXNRD1) stood out as the most significant predictor of poor outcome. In a cohort of NSCLC patients, high TXNRD1 protein levels correlated with shorter disease-free survival and distal metastasis-free survival post-surgery, including a subset of individuals treated with platinum-based adjuvant chemotherapy. Bioinformatics analysis revealed that NSCLC tumors harboring genetic alterations in the NRF2 pathway (KEAP1, NFE2L2 and CUL3 mutations, and NFE2L2 amplification) overexpress TXNRD1, while no association with EGFR, KRAS, TP53 and PIK3CA mutations was found. In addition, nuclear accumulation of NRF2 overlapped with upregulated TXNRD1 protein in NSCLC tumors. Functional cell assays and gene dependency analysis revealed that NRF2, but not TXNRD1, has a pivotal role in KEAP1 mutant cells' survival. KEAP1 mutants overexpress TXNRD1 and are less susceptible to the cytotoxic effects of the TXNRD1 inhibitor auranofin when compared to wild-type cell lines. Inhibition of NRF2 with siRNA or ML-385, and glutathione depletion with buthionine-sulfoximine, sensitized KEAP1 mutant A549 cells to auranofin. NRF2 knockdown and GSH depletion also augmented cisplatin cytotoxicity in A549 cells, whereas auranofin had no effect. In summary, these findings suggest that TXNRD1 is not a key determinant of malignant phenotypes in KEAP1 mutant cells, although this protein can be a surrogate marker of NRF2 pathway activation, predicting tumor recurrence and possibly other aggressive phenotypes associated with NRF2 hyperactivation in NSCLC.
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Affiliation(s)
- Marina Delgobo
- Laboratório de Farmacologia e Bioquímica do Câncer, Departamento de Farmacologia, Universidade Federal de Santa Catarina (UFSC), Florianópolis, Santa Catarina, 88040-900, Brazil
| | - Rosângela Mayer Gonçalves
- Laboratório de Farmacologia e Bioquímica do Câncer, Departamento de Farmacologia, Universidade Federal de Santa Catarina (UFSC), Florianópolis, Santa Catarina, 88040-900, Brazil; Laboratório de Bioengenharia Tecidual, Diretoria de Metrologia Aplicada as Ciências da Vida, Instituto Nacional de Metrologia, Qualidade e Tecnologia (Inmetro), Rio de Janeiro, Brazil
| | - Marco Antônio Delazeri
- Universidade de Passo Fundo (UPF), Faculdade de Medicina, Passo Fundo, Rio Grande do Sul, Brazil
| | - Marcelo Falchetti
- Laboratório de Farmacologia e Bioquímica do Câncer, Departamento de Farmacologia, Universidade Federal de Santa Catarina (UFSC), Florianópolis, Santa Catarina, 88040-900, Brazil
| | - Alessandro Zandoná
- Universidade de Passo Fundo (UPF), Faculdade de Medicina, Passo Fundo, Rio Grande do Sul, Brazil
| | - Raquel Nascimento das Neves
- Laboratório de Farmacologia e Bioquímica do Câncer, Departamento de Farmacologia, Universidade Federal de Santa Catarina (UFSC), Florianópolis, Santa Catarina, 88040-900, Brazil
| | - Karoline Almeida
- Laboratório de Farmacologia e Bioquímica do Câncer, Departamento de Farmacologia, Universidade Federal de Santa Catarina (UFSC), Florianópolis, Santa Catarina, 88040-900, Brazil
| | - Adriane Cristina Fagundes
- Laboratório de Farmacologia e Bioquímica do Câncer, Departamento de Farmacologia, Universidade Federal de Santa Catarina (UFSC), Florianópolis, Santa Catarina, 88040-900, Brazil
| | - Daniel Pens Gelain
- Centro de Estudos em Estresse Oxidativo, Departamento de Bioquímica, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, 90035-003, Brazil
| | | | | | - Leonardo Priori
- Hospital São Vicente de Paulo (HSVP), Passo Fundo, Rio Grande do Sul, Brazil
| | - Nicklas Bassani
- Greehey Children's Cancer Research Institute, University of Texas Health at San Antonio, San Antonio, TX, 78229, USA
| | - Alexander James Roy Bishop
- Greehey Children's Cancer Research Institute, University of Texas Health at San Antonio, San Antonio, TX, 78229, USA; Department of Cell Systems and Anatomy, University of Texas Health at San Antonio, San Antonio, TX, 78229, USA
| | | | - José Cláudio Fonseca Moreira
- Centro de Estudos em Estresse Oxidativo, Departamento de Bioquímica, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, 90035-003, Brazil
| | - Alfeu Zanotto-Filho
- Laboratório de Farmacologia e Bioquímica do Câncer, Departamento de Farmacologia, Universidade Federal de Santa Catarina (UFSC), Florianópolis, Santa Catarina, 88040-900, Brazil.
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Rajamanickam S, Subbarayalu P, Timilsina S, Gorthi A, Drake MT, Chen Y, Vadlamudi R, Bishop AJR, Arbiser JL, Rao MK. Abstract P4-07-06: Imipramine Blue - A safe and potent therapeutic regimen that suppresses breast cancer growth and progression by targeting DNA damage surveillance pathway. Cancer Res 2016. [DOI: 10.1158/1538-7445.sabcs15-p4-07-06] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Despite improvement in overall survival of breast cancer patients, many women don't survive this disease. Moreover, the quality of life for patients who do survive is often substantially reduced due to the toxicity associated with the chemotherapy. Here, we report that imipramine blue (IB), a novel analogue of anti-depressant imipramine that we recently synthesized, may serve as a safe and potent therapeutic agent for treating breast cancers. We show that IB reduced cell growth, migration and invasion of breast cancer cells. Systemic delivery of IB using nanoparticle-based drug delivery approach suppressed breast cancer growth and metastasis without inducing any toxicity in pre-clinical orthotropic mouse models. Notably, using ex-vivo model of tumor explants from breast cancer patients, we demonstrated that IB inhibited breast cancer growth without affecting normal mammary epithelial cell proliferation. Furthermore, IB improved the sensitivity of breast cancer cells to chemotherapy drugs paclitaxel and doxorubicin. Our results revealed that IB mediated its anti-tumor effect by targeting genes involved in cell cycle progression, microtubule dynamics and DNA damage surveillance pathway including Forkhead Box M1 (FOXM1), stathmin1, S-phase kinase-associated protein 2 (Skp2) and XRCC3, which we show to be highly expressed in breast cancer patients. Importantly, we demonstrated that IB inhibited breast cancer cell's ability to repair DNA strand breaks by impairing homologous recombination events. These findings highlight the potential of IB to be used as a potent therapeutic regimen for treating breast cancer patients. Since IB-1 is derived from a FDA approved drug it has potential to be rapidly translated to the clinic.
Citation Format: Rajamanickam S, Subbarayalu P, Timilsina S, Gorthi A, Drake MT, Chen Y, Vadlamudi R, Bishop AJR, Arbiser JL, Rao MK. Imipramine Blue - A safe and potent therapeutic regimen that suppresses breast cancer growth and progression by targeting DNA damage surveillance pathway. [abstract]. In: Proceedings of the Thirty-Eighth Annual CTRC-AACR San Antonio Breast Cancer Symposium: 2015 Dec 8-12; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2016;76(4 Suppl):Abstract nr P4-07-06.
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Affiliation(s)
- S Rajamanickam
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
| | - P Subbarayalu
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
| | - S Timilsina
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
| | - A Gorthi
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
| | - MT Drake
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
| | - Y Chen
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
| | - R Vadlamudi
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
| | - AJR Bishop
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
| | - JL Arbiser
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
| | - MK Rao
- University of Texas Health Science Center at San Antonio, San Antonio, TX; Emory University, Atlanta, GA
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Zanotto-Filho A, Braganhol E, Klafke K, Figueiró F, Terra SR, Paludo FJ, Morrone M, Bristot IJ, Battastini AM, Forcelini CM, Bishop AJR, Gelain DP, Moreira JCF. Autophagy inhibition improves the efficacy of curcumin/temozolomide combination therapy in glioblastomas. Cancer Lett 2015; 358:220-231. [DOI: 10.1016/j.canlet.2014.12.044] [Citation(s) in RCA: 132] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2014] [Revised: 12/18/2014] [Accepted: 12/19/2014] [Indexed: 12/14/2022]
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Bishop AJR, Kosaras B, Hollander MC, Fornace A, Sidman RL, Schiestl RH. p21 controls patterning but not homologous recombination in RPE development. DNA Repair (Amst) 2006; 5:111-20. [PMID: 16202662 DOI: 10.1016/j.dnarep.2005.08.015] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2004] [Revised: 08/10/2005] [Accepted: 08/17/2005] [Indexed: 12/27/2022]
Abstract
p21/WAF1/CIP1/MDA6 is a key cell cycle regulator. Cell cycle regulation is an important part of development, differentiation, DNA repair and apoptosis. Following DNA damage, p53 dependent expression of p21 results in a rapid cell cycle arrest. p21 also appears to be important for the development of melanocytes, promoting their differentiation and melanogenesis. Here, we examine the effect of p21 deficiency on the development of another pigmented tissue, the retinal pigment epithelium. The murine mutation pink-eyed unstable (p(un)) spontaneously reverts to a wild-type allele by homologous recombination. In a retinal pigment epithelium cell this results in pigmentation, which can be observed in the adult eye. The clonal expansion of such cells during development has provided insight into the pattern of retinal pigment epithelium development. In contrast to previous results with Atm, p53 and Gadd45, p(un) reversion events in p21 deficient mice did not show any significant change. These results suggest that p21 does not play any role in maintaining overall genomic stability by regulating homologous recombination frequencies during development. However, the absence of p21 caused a distinct change in the positions of the reversion events within the retinal pigment epithelium. Those events that would normally arrest to produce single cell events continued to proliferate uncovering a cell cycle dysregulation phenotype. It is likely that p21 is involved in controlling the developmental pattern of the retinal pigment. We also found a C57BL/6J specific p21 dependent ocular defect in retinal folding, similar to those reported in the absence of p53.
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Affiliation(s)
- A J R Bishop
- Department of Genetics and Howard Hughes Medical Institute, Harvard Medical School, 77 Avenue Louis Pasteur, Boston, MA 02115, USA.
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Secretan MB, Scuric Z, Oshima J, Bishop AJR, Howlett NG, Yau D, Schiestl RH. Effect of Ku86 and DNA-PKcs deficiency on non-homologous end-joining and homologous recombination using a transient transfection assay. Mutat Res 2004; 554:351-64. [PMID: 15450431 DOI: 10.1016/j.mrfmmm.2004.05.016] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2004] [Revised: 05/11/2004] [Accepted: 05/28/2004] [Indexed: 11/21/2022]
Abstract
In mammalian cells, DNA double-strand breaks are repaired by non-homologous end-joining and homologous recombination, both pathways being essential for the maintenance of genome integrity. We determined the effect of mutations in Ku86 and DNA-PK on the efficiency and the accuracy of double-strand break repair by non-homologous end-joining and homologous recombination in mammalian cells. We used an assay, based on the transient transfection of a linearized plasmid DNA, designed to simultaneously detect transfection and recombination markers. In agreement with previous results non-homologous end-joining was largely compromised in Ku86 deficient cells, and returned to normal in the Ku86-complemented isogenic cell line. In addition, analysis of DNA plasmids recovered from Ku86 mutant cells showed an increased use of microhomologies at the nonhomologous end joining junctions, and displayed a significantly higher frequency of DNA insertions compared to control cells. On the other hand, the DNA-PKcs deficient cell lines showed efficient double-strand break repair by both mechanisms.
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Affiliation(s)
- M B Secretan
- Department of Pathology, UCLA School of Medicine and Public Health, Los Angeles, CA, USA
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