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Chemical complementarity between immune receptors and cancer mutants, independent of antigen presentation protein binding, is associated with increased survival rates. Transl Oncol 2021; 14:101069. [PMID: 33780706 PMCID: PMC8039726 DOI: 10.1016/j.tranon.2021.101069] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Revised: 01/19/2021] [Accepted: 03/08/2021] [Indexed: 01/09/2023] Open
Abstract
Establishment of an immunological distinction between endometrioid and serous uterine cancers. High priority CDR3s, mutant amino acids (AA) for endometrioid cancer prognosis, therapy tools. Further understanding of CDR3-mutant AA complementarity scoring factors, such as HLA binding.
Uterine cancer has been associated with a T-cell immune response that leads to increased survival. Therefore, we used several bioinformatics approaches to explore specific interactions between T-cell receptor (TCR) and tumor mutant peptide sequences. Using endometrioid uterine cancer exome files from the The Cancer Genome Atlas database, we obtained tumor resident V-J recombinations for the T-Cell Receptor alpha gene (TRA). The charged-based, chemical complementarity for each patient's LRP2 or TTN mutant amino acids (AAs) and the recovered, TRA complementarity determining region-3 (CDR3) sequences was calculated, allowing a division of patients into complementary and noncomplementary groups. Complementary groups with TTN mutants had increased disease-free survival and increased expression of complement genes. Furthermore, the survival distinction based on CDR3-mutant peptide complementarity was independent of programmatically assessed HLA class II binding and was not observable based on the CDR3 AA chemical features alone. The above approach provides a potential, highly efficient method for identifying TCR targets in uterine cancer and may aid in the development of novel prognostic tools.
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Zhang Q, Lin ZN, Chen J, Zheng WX. A multi-omics study on cutaneous and uveal melanoma. Int J Ophthalmol 2021; 14:32-41. [PMID: 33469481 DOI: 10.18240/ijo.2021.01.05] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Accepted: 09/15/2020] [Indexed: 12/20/2022] Open
Abstract
AIM To present the multi-omics landscape of cutaneous melanoma (CM) and uveal melanoma (UM) from The Cancer Genome Atlas (TCGA). METHODS The differentially expressed genes (DEGs) between CM and UM were found and integrated into a gene ontology enrichment analysis. Besides, the differentially expressed miRNAs were also identified. We also compared the methylation level of CM with UM and identified the differentially methylated regions to integrate with the DEGs to display the relationship between the gene expression and DNA methylation. The differentially expressed transcription factors (TFs) were identified. RESULTS Though CM had more mutational burden than UM, they shared several similarities such as the same rankings in diverse variant types. Except GNAQ and GNA11, the other top 18 mutated genes of the combined group were mostly detected in CM instead of UM. On the transcriptomic level, 4610 DEGs were found and integrated into a gene ontology enrichment analysis. We also identified 485 differentially expressed miRNAs. The methylation analysis showed that UM had a significantly higher methylation level than CM. The integration of differentially methylated regions and DEGs demonstrated that most DEGs were downregulated in UM and the hypo- and hypermethylation presented no obvious difference within these DEGs. Finally, 116 hypermethylated TFs and 114 hypomethylated TFs were identified as differentially expressed TFs in CM when compared with UM. CONCLUSION This multi-omics study on comparing CM with UM confirms that they differ in all analyzed levels. Of notice, the results also offer new insights with implications for elucidating certain unclear problems such as the distinct role of epithelial mesenchymal transition in two melanomas, the different metastatic routes of CM and UM and the liver tropism of metastatic UM.
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Affiliation(s)
- Qi Zhang
- Institute of Pathology and Neuropathology, University of Tuebingen, Tuebingen 72076, Germany
| | - Ze-Nan Lin
- University Eye Hospital, Center for Ophthalmology, University of Tuebingen, Tuebingen 72076, Germany
| | - Jie Chen
- Department of Ophthalmology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai 200120, China
| | - Wen-Xu Zheng
- Department of Ophthalmology, the Second Hospital Affiliated to Jilin University, Jilin University, Changchun 130041, Jilin Province, China
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Ong MS, Deng S, Halim CE, Cai W, Tan TZ, Huang RYJ, Sethi G, Hooi SC, Kumar AP, Yap CT. Cytoskeletal Proteins in Cancer and Intracellular Stress: A Therapeutic Perspective. Cancers (Basel) 2020; 12:cancers12010238. [PMID: 31963677 PMCID: PMC7017214 DOI: 10.3390/cancers12010238] [Citation(s) in RCA: 63] [Impact Index Per Article: 12.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2019] [Revised: 01/14/2020] [Accepted: 01/16/2020] [Indexed: 12/20/2022] Open
Abstract
Cytoskeletal proteins, which consist of different sub-families of proteins including microtubules, actin and intermediate filaments, are essential for survival and cellular processes in both normal as well as cancer cells. However, in cancer cells, these mechanisms can be altered to promote tumour development and progression, whereby the functions of cytoskeletal proteins are co-opted to facilitate increased migrative and invasive capabilities, proliferation, as well as resistance to cellular and environmental stresses. Herein, we discuss the cytoskeletal responses to important intracellular stresses (such as mitochondrial, endoplasmic reticulum and oxidative stresses), and delineate the consequences of these responses, including effects on oncogenic signalling. In addition, we elaborate how the cytoskeleton and its associated molecules present themselves as therapeutic targets. The potential and limitations of targeting new classes of cytoskeletal proteins are also explored, in the context of developing novel strategies that impact cancer progression.
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Affiliation(s)
- Mei Shan Ong
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore; (M.S.O.); (S.D.); (C.E.H.)
| | - Shuo Deng
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore; (M.S.O.); (S.D.); (C.E.H.)
| | - Clarissa Esmeralda Halim
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore; (M.S.O.); (S.D.); (C.E.H.)
| | - Wanpei Cai
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore (T.Z.T.); (R.Y.-J.H.)
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117600, Singapore;
| | - Tuan Zea Tan
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore (T.Z.T.); (R.Y.-J.H.)
| | - Ruby Yun-Ju Huang
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore (T.Z.T.); (R.Y.-J.H.)
- School of Medicine, College of Medicine, National Taiwan University, No. 1 Ren Ai Road Sec. 1, Taipei City 10617, Taiwan
- Department of Obstetrics and Gynaecology, National University Hospital, National University Health System, Singapore 119074, Singapore
| | - Gautam Sethi
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117600, Singapore;
- Medical Science Cluster, Cancer Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
- National University Cancer Institute, National University Health System, Singapore 119074, Singapore
| | - Shing Chuan Hooi
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore; (M.S.O.); (S.D.); (C.E.H.)
- Medical Science Cluster, Cancer Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
- Correspondence: (S.C.H.); (A.P.K.); (C.T.Y.); Tel.: +65-6516-3294 (S.C.H. & C.T.Y.); +65-6873-5456 (A.P.K.); Fax: +65-6778-8161 (S.C.H. & C.T.Y.); +65-6873-9664 (A.P.K.)
| | - Alan Prem Kumar
- Cancer Science Institute of Singapore, National University of Singapore, Singapore 117599, Singapore (T.Z.T.); (R.Y.-J.H.)
- Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117600, Singapore;
- Medical Science Cluster, Cancer Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
- National University Cancer Institute, National University Health System, Singapore 119074, Singapore
- Correspondence: (S.C.H.); (A.P.K.); (C.T.Y.); Tel.: +65-6516-3294 (S.C.H. & C.T.Y.); +65-6873-5456 (A.P.K.); Fax: +65-6778-8161 (S.C.H. & C.T.Y.); +65-6873-9664 (A.P.K.)
| | - Celestial T. Yap
- Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117593, Singapore; (M.S.O.); (S.D.); (C.E.H.)
- Medical Science Cluster, Cancer Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 117597, Singapore
- National University Cancer Institute, National University Health System, Singapore 119074, Singapore
- Correspondence: (S.C.H.); (A.P.K.); (C.T.Y.); Tel.: +65-6516-3294 (S.C.H. & C.T.Y.); +65-6873-5456 (A.P.K.); Fax: +65-6778-8161 (S.C.H. & C.T.Y.); +65-6873-9664 (A.P.K.)
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Patel JS, Callahan BM, Chobrutskiy BI, Blanck G. Matrix-Metalloprotease Resistant Mucin-16 (MUC16) Peptide Mutants Represent a Worse Lung Adenocarcinoma Outcome. Proteomics Clin Appl 2019; 13:e1800155. [PMID: 30790454 DOI: 10.1002/prca.201800155] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Revised: 02/06/2019] [Indexed: 12/12/2022]
Abstract
PURPOSE The relationship of lung adenocarcinoma (LUAD)-specific proteases and the mutant profile of cytoskeletal and extracellular matrix proteins (CECMPs) are examined. EXPERIMENTAL DESIGN Mutant CECMPs are assessed with an automated application of a protease binding, amino acid-based, scoring database. RESULTS MUC16 (Human Genome Organization symbol for mucin-16 gene) mutants in particular are, more often than not, resistant to matrix-metalloproteases (MMPs) commonly secreted by LUAD cells, and LUAD cases representing the MUC16, MMP resistant mutants have a worse outcome. Similar results are obtained for MUC16 mutants resistant to cathepsins, also commonly secreted by LUAD cells. Analyses also show that MUC16, MMP resistant peptide mutants have greater binding affinities to HLA-A and HLA-B when compared to MUC16, MMP nonresistant peptide mutants. CONCLUSION These results provide a potential, novel biomarker for lung cancer progression, in particular, protease resistant MUC16 peptides; and suggest a possible mechanism of immune escape entailing the reduction of mutant peptides available for HLA class I binding.
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Affiliation(s)
- Jay S Patel
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, 33612, FL, USA
| | - Blake M Callahan
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, 33612, FL, USA
| | - Boris I Chobrutskiy
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, 33612, FL, USA
| | - George Blanck
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, 33612, FL, USA.,Immunology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, 33612, FL, USA
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Falasiri S, Rahman T, Tu YN, Fawcett TJ, Blanck G. Germline cytoskeletal and extra-cellular matrix-related single nucleotide variations associated with distinct cancer survival rates. Gene 2018; 669:91-98. [DOI: 10.1016/j.gene.2018.05.037] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2018] [Accepted: 05/13/2018] [Indexed: 11/15/2022]
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Zaman S, Chobrutskiy BI, Patel JS, Callahan BM, Tong WL, Blanck G. Mutant cytoskeletal and ECM peptides sensitive to the ST14 protease are associated with a worse outcome for glioblastoma multiforme. Biochem Biophys Res Commun 2018; 503:2218-2225. [PMID: 29953855 DOI: 10.1016/j.bbrc.2018.06.141] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2018] [Accepted: 06/25/2018] [Indexed: 11/19/2022]
Abstract
We previously identified a set of the most frequently mutated cytoskeleton- and extracellular matrix-related proteins (CECMPs) in numerous cancer datasets. In this report, we used a bioinformatics approach to assess the impact of amino acid (AA) substitutions on the sensitivity of CECMPs to the ST14 protease (matriptase I), a transmembrane serine protease previously implicated in cancer development. Results indicated that AA substitutions in glioblastoma multiforme (GBM) CECMPs are skewed toward increased resistance to the ST14 protease, in comparison to the wild-type peptide sequence. Furthermore, the protease resistant AA substitutions represent relatively high binding affinities to HLA class I proteins, when assessing the binding specificities using HLA class I alleles matched to the source of the mutant AA. Moreover, samples representing AA substitutions that increased protease sensitivity also represented reduced overall and disease-free survival periods for patients with glioblastoma. To assess tumor specimen immunogenicity, we identified T-cell receptor (TCR) V(D)J recombinations in GBM exome files. The overlap between ST14 protease sensitive mutant barcodes and the TCR V(D)J recombination read positive barcodes represented significantly reduced survival.
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Affiliation(s)
- Saif Zaman
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA
| | - Boris I Chobrutskiy
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA
| | - Jay S Patel
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA
| | - Blake M Callahan
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA
| | - Wei Lue Tong
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA
| | - George Blanck
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA; Immunology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL, USA.
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Clark NM, Garcia Galindo CA, Patel VK, Parry ML, Stoll RJ, Yavorski JM, Pinkason EP, Johnson EM, Walker CM, Johnson J, Sexton WJ, Coppola D, Blanck G. The human, F-actin-based cytoskeleton as a mutagen sensor. Cancer Cell Int 2017; 17:121. [PMID: 29255378 PMCID: PMC5727871 DOI: 10.1186/s12935-017-0488-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2017] [Accepted: 11/27/2017] [Indexed: 12/30/2022] Open
Abstract
Background Forty years ago the actin cytoskeleton was determined to be disrupted in fibroblasts from persons with DNA repair-defective, hereditary colon cancer, with no clear connection between the cytoskeleton and DNA repair defects at that time. Recently, the large number of sequenced genomes has indicated that mammalian mutagenesis has a large stochastic component. As a result, large coding regions are large mutagen targets. Cytoskeletal protein-related coding regions (CPCRs), including extra-cellular matrix proteins, are among the largest coding regions in the genome and are indeed very commonly mutated in cancer. Methods To determine whether mutagen sensitivity of the actin cytoskeleton could be assessed experimentally, we treated tissue culture cells with 4-(methylnitrosamino)-1-(3-pyridyl)-1-butanone and quantified overall cytoskeleton integrity with rhodamine-phalloidin stains for F-actin. Results The above approach indicated cytoskeletal degradation with increasing mutagen exposure, consistent with increased mutagenesis of CPCRs in TCGA, smoker samples, where overall mutation rates correlate with CPCR mutation rates (R2 = 0.8694; p < 0.00001). In addition, mutagen exposure correlated with a decreasing cell perimeter to area ratio, raising questions about potential decreasing, intracellular diffusion and concentrations of chemotherapy drugs, with increasing mutagenesis and decreasing cytoskeleton integrity. Conclusion Determination of cytoskeletal integrity may provide the opportunity to assess mutation burdens in nonclonal cell populations, such as in intact tissues, where DNA sequencing for heterogeneous mutation burdens can be challenging.
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Affiliation(s)
- Nicolette M Clark
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA
| | - Carlos A Garcia Galindo
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA
| | - Vandan K Patel
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA
| | - Michele L Parry
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA
| | - Rebecca J Stoll
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA
| | - John M Yavorski
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA
| | - Elizabeth P Pinkason
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA
| | - Edna M Johnson
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA
| | - Chelsea M Walker
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA
| | - Joseph Johnson
- Analytical Microscopy Core Facility, Moffitt Cancer Center and Research Institute, Tampa, FL USA
| | - Wade J Sexton
- Department of Genitourinary Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL USA
| | - Domenico Coppola
- Department of Pathology, Moffitt Cancer Center and Research Institute, Tampa, FL USA
| | - George Blanck
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Bruce B. Downs Bd., Tampa, FL 12901 USA.,Analytical Microscopy Core Facility, Moffitt Cancer Center and Research Institute, Tampa, FL USA.,Immunology Program, Moffitt Cancer Center and Research Institute, Tampa, FL USA
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Yavorski JM, Blanck G. Smoking correlates with increased cytoskeletal protein-related coding region mutations in the lung and head and neck datasets of the cancer genome atlas. Physiol Rep 2017; 4:4/24/e13045. [PMID: 28039401 PMCID: PMC5210378 DOI: 10.14814/phy2.13045] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2016] [Revised: 10/27/2016] [Accepted: 10/28/2016] [Indexed: 12/19/2022] Open
Abstract
Cancer from smoking tobacco is considered dependent on mutagens, but significant molecular aspects of smoking‐specific, cancer development remain unknown. We defined sets of coding regions for oncoproteins, tumor suppressor proteins, and cytoskeletal‐related proteins that were compared between nonsmokers and smokers, for mutation occurrences, in the lung adenocarcinoma (LUAD), head and neck squamous carcinoma (HNSC), bladder carcinoma (BLCA), and pancreatic adenocarcinoma ( PAAD) datasets from the cancer genome atlas (TCGA). We uncovered significant differences in overall mutation rates, and in mutation rates in cytoskeletal protein‐related coding regions (CPCRs, including extracellular matrix protein coding regions), between nonsmokers and smokers in LUAD and HNSC (P < 0.001), raising the question of whether the CPCR mutation differences lead to different clinical courses for nonsmoker and smoker cancers. Another important question inspired by these results is, whether high smoker cancer mutation rates would facilitate genotoxicity or neoantigen‐based therapies. No significant, mutation‐based differences were found in the BLCA or PAAD datasets, between nonsmokers and smokers. However, a significant difference was uncovered for the average number of overall cancer mutations, in LUAD, for persons who stopped smoking more than 15 years ago, compared with more recent smokers (P < 0.032).
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Affiliation(s)
- John M Yavorski
- Department of Molecular Medicine, Morsani College of Medicine University of South Florida, Tampa, Florida
| | - George Blanck
- Department of Molecular Medicine, Morsani College of Medicine University of South Florida, Tampa, Florida .,Immunology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida
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Callahan BM, Patel JS, Fawcett TJ, Blanck G. Cytoskeleton and
ECM
tumor mutant peptides: Increased protease sensitivities and potential consequences for the
HLA
class
I
mutant epitope reservoir. Int J Cancer 2017; 142:988-998. [DOI: 10.1002/ijc.31111] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2017] [Revised: 08/29/2017] [Accepted: 10/09/2017] [Indexed: 12/30/2022]
Affiliation(s)
- Blake M. Callahan
- Department of Molecular Medicine, Morsani College of MedicineTampa Florida
| | - Jay S. Patel
- Department of Molecular Medicine, Morsani College of MedicineTampa Florida
| | | | - George Blanck
- Department of Molecular Medicine, Morsani College of MedicineTampa Florida
- Immunology Program, H. Lee Moffitt Cancer and Research InstituteTampa Florida
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10
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Segarra DT, Yavorski JM, Blanck G. Protected cytoskeletal-related proteins: Towards a resolution of contradictions regarding the role of the cytoskeleton in cancer. Biomed Rep 2017; 7:163-168. [PMID: 28804630 DOI: 10.3892/br.2017.940] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Accepted: 03/20/2017] [Indexed: 12/13/2022] Open
Abstract
Initial reports of the role of the cytoskeleton in cancer indicated that tumor cells with a more disorganized cytoskeleton were more tumorigenic. These reports were based on stains for the F-actin cytoskeleton, for example, using phalloidin or anti-F-actin antibody reagents, and gave a basic impression of F-actin-based cytoskeletal integrity. Later developments emphasized the significance of the cytoskeletal elements in cell migration, presumably associated with either basement membrane invasion or metastasis, or both, with several specific proteins implicated in the formation of cell invadopodia. With the advent of genomics approaches, it has become clear that cytoskeletal related proteins are indeed common targets of mutagenesis in cancer and commonly rank among the most mutated proteins in cancers, presumably due to large coding region sizes and the significant stochastic component to human mutagenesis. This cytoskeletal genomics result is consistent with the loss of cytoskeleton integrity as a hallmark of tumor development, but raises the question of whether such mutational sensitivity relates to the migration and invadopodia aspects of tumor progression. In the present study, the authors report that it is possible to identify a set of cytoskeletal related proteins protected from mutation, in comparison to the commonly mutated cytoskeleton related proteins in certain, but not all cancer, datasets.
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Affiliation(s)
- Daniel T Segarra
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - John M Yavorski
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - George Blanck
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA.,H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
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11
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Yavorski JM, Stoll RJ, Samy MD, Mauro JA, Blanck G. Identification of Sets of Cytoskeletal Related and Adhesion-related Coding Region Mutations in the TCGA Melanoma Dataset that Correlate with a Negative Outcome. Curr Genomics 2017; 18:287-297. [PMID: 28659724 PMCID: PMC5476947 DOI: 10.2174/1389202918666170105093953] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2016] [Revised: 11/03/2016] [Accepted: 11/05/2016] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND Relatively little cancer genome atlas data has been associated with clinically relevant stratifications of individual cancers. RESULTS Mutations in two subsets of a cytoskeletal related and adhesion-related protein coding region set (CAPCRs) were determined to have strong associations with a negative outcome for melanoma, in-cluding a subset constituted by: DSCAM, FAT3, MUC17 and PCDHGC5 (p < 0.0001). CONCLUSION Roles for CAPCR mutations in cancer progression raise a question about the potential dominant negative impact of these mutations for multi-meric subcellular and extra-cellular protein struc-tures.
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Affiliation(s)
- John M Yavorski
- 1Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, USA; 2Immunology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Rebecca J Stoll
- 1Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, USA; 2Immunology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Mohammad D Samy
- 1Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, USA; 2Immunology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - James A Mauro
- 1Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, USA; 2Immunology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - George Blanck
- 1Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, Florida, USA; 2Immunology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
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Stoll RJ, Thompson GR, Samy MD, Blanck G. De novo, systemic, deleterious amino acid substitutions are common in large cytoskeleton-related protein coding regions. Biomed Rep 2017; 6:211-216. [PMID: 28357075 DOI: 10.3892/br.2016.826] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2016] [Accepted: 10/31/2016] [Indexed: 11/05/2022] Open
Abstract
Human mutagenesis is largely random, thus large coding regions, simply on the basis of probability, represent relatively large mutagenesis targets. Thus, we considered the possibility that large cytoskeletal-protein related coding regions (CPCRs), including extra-cellular matrix (ECM) coding regions, would have systemic nucleotide variants that are not present in common SNP databases. Presumably, such variants arose recently in development or in recent, preceding generations. Using matched breast cancer and blood-derived normal datasets from the cancer genome atlas, CPCR single nucleotide variants (SNVs) not present in the All SNPs(142) or 1000 Genomes databases were identified. Using the Protein Variation Effect Analyzer internet-based tool, it was discovered that apparent, systemic mutations (not shared among others in the analysis group) in the CPCRs, represented numerous deleterious amino acid substitutions. However, no such deleterious variants were identified among the (cancer blood-matched) variants shared by other members of the analysis group. These data indicate that private SNVs, which potentially have a medical consequence, occur de novo with significant frequency in the larger, human coding regions that collectively impact the cytoskeleton and ECM.
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Affiliation(s)
- Rebecca J Stoll
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - Grace R Thompson
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - Mohammad D Samy
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
| | - George Blanck
- Department of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA; Immunology Program, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
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13
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Sait S, Fawcett T, Blanck G. Overlap of the cancer genome atlas and the immune epitope database. Oncol Lett 2016; 12:2982-2984. [PMID: 27703532 PMCID: PMC5038905 DOI: 10.3892/ol.2016.4991] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2015] [Accepted: 05/16/2016] [Indexed: 11/25/2022] Open
Abstract
Mutant peptides resulting from cancer drivers or passenger mutations are expected to have the potential to serve as a basis for cancer vaccines. However, a number of parameters regulate vaccine-associated immunogenicity, including the suitability of a peptide for binding to an antigen-presenting molecule or antibody. In order to obtain a basic indication of the prospect of human cancer epitope identification via current database development strategies, an overlap of the mutant Homo sapiens epitopes listed on the Immune Epitope Database (IEDB) and the mutant peptides indicated by The Cancer Genome Atlas (TCGA) somatic mutation database was obtained. No putative TCGA mutant peptides were detected among the 8,890 14-18 amino acid (AA) IEDB peptides available. In total, 3 IEDB mutant epitopes that encompassed a TCGA mutant AA position, but did not overlap the exact position of the TCGA mutant AA, were detected. The results of the present analysis confirm that verification of certain aspects of cancer epitope function can be obtained via the continued and systematic expansion of databases representing human protein epitopes. However, the analysis also indicates that there is relatively limited systematic information available regarding antigen-presenting molecule epitopes and cancer-related mutant peptides.
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Affiliation(s)
- Shaimaa Sait
- Department of Molecular Medicine, Morsani College of Medicine, Tampa, FL 33612, USA
| | - Timothy Fawcett
- Department of Chemical and Biomedical Engineering, College of Engineering, Research Computing University of South Florida, Tampa, FL 33620, USA
| | - George Blanck
- Department of Molecular Medicine, Morsani College of Medicine, Tampa, FL 33612, USA
- Immunology Program, Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
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