201
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Zito Marino F, Rocco G, Morabito A, Mignogna C, Intartaglia M, Liguori G, Botti G, Franco R. A new look at the ALK gene in cancer: copy number gain and amplification. Expert Rev Anticancer Ther 2016; 16:493-502. [PMID: 26943457 DOI: 10.1586/14737140.2016.1162098] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
To date, ALK-rearrangement is a molecular target in several cancers, i.e. NSCLC. The dramatic benefits of crizotinib have prompted research into identifying other possible patients carrying ALK gene alterations with possible clinical significance. The ALK gene is involved not only in several rearrangements but also in other alterations such as amplification. ALK-amplification (ALK-A) is a common genetic event in several cancers, generally associated with poor outcome and more aggressive behaviour. Here we review the role of ALK-A in cancer as a prognostic and predictive biomarker. Furthermore, several critical issues regarding ALK-A in relation to; methods of detection, acquired resistance and ALK second generation inhibitors are analyzed. We conclude that ALK-A could be an intriguing alteration in the context of targeted therapy.
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Affiliation(s)
- Federica Zito Marino
- a Pathology Unit , Istituto Nazionale Tumori 'Fondazione G. Pascale'-IRCCS , Naples , Italy
| | - Gaetano Rocco
- b Division of Thoracic Surgery, Department of Thoracic Surgical and Medical Oncology , Istituto Nazionale Tumori 'Fondazione G. Pascale'-IRCCS , Naples , Italy
| | - Alessandro Morabito
- c Medical Oncology Unit, Department of Thoracic Surgical and Medical Oncology , Istituto Nazionale Tumori 'Fondazione G. Pascale'-IRCCS , Naples , Italy
| | - Chiara Mignogna
- d Department of Heath Science, Pathology Unit , University 'Magna Graecia' of Catanzaro , Catanzaro , Italy
| | - Martina Intartaglia
- a Pathology Unit , Istituto Nazionale Tumori 'Fondazione G. Pascale'-IRCCS , Naples , Italy
| | - Giuseppina Liguori
- a Pathology Unit , Istituto Nazionale Tumori 'Fondazione G. Pascale'-IRCCS , Naples , Italy
| | - Gerardo Botti
- a Pathology Unit , Istituto Nazionale Tumori 'Fondazione G. Pascale'-IRCCS , Naples , Italy
| | - Renato Franco
- a Pathology Unit , Istituto Nazionale Tumori 'Fondazione G. Pascale'-IRCCS , Naples , Italy.,e Pathology Unit , Second University of Naples - SUN , Naples , Italy
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202
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Men XM, Deng B, Tao X, Qi KK, Xu ZW. Association Analysis of Myosin Heavy-chain Genes mRNA Transcription with the Corresponding Proteins Expression of Longissimus Muscle in Growing Pigs. ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES 2016; 29:457-63. [PMID: 26949945 PMCID: PMC4782079 DOI: 10.5713/ajas.15.0259] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 03/24/2015] [Revised: 07/13/2015] [Accepted: 08/24/2015] [Indexed: 11/27/2022]
Abstract
The goal of this work was to investigate the correlations between MyHC mRNA transcription and their corresponding protein expressions in porcine longissimus muscle (LM) during postnatal growth of pigs. Five DLY (Duroc×Landrace×Yorkshire) crossbred pigs were selected, slaughtered and sampled at postnatal 7, 30, 60, 120, and 180 days, respectively. Each muscle was subjected to quantity MyHCs protein contents through an indirect enzyme-linked immunosorbent assay (ELISA), to quantity myosin heavy-chains (MyHCs) mRNA abundances using real-time polymerase chain reaction. We calculated the proportion (%) of each MyHC to total of four MyHC for two levels, respectively. Moreover, the activities of several key energy metabolism enzymes were determined in LM. The result showed that mRNA transcription and protein expression of MyHC I, IIa, IIx and IIb in LM all presented some obvious changes with postnatal aging of pigs, especially at the early stage after birth, and their mRNA transcriptions were easy to be influenced than their protein expressions. The relative proportion of each MyHC mRNA was significantly positively related to that of its corresponding protein (p<0.01), and MyHC I mRNA proportion was positively correlated with creatine kinase (CK), succinate dehydrogenase (SDH), malate dehydrogenase (MDH) activities (p<0.05). These data suggested that MyHC mRNA transcription can be used to reflect MyHC expression, metabolism property and adaptive plasticity of porcine skeletal muscles, and MyHC mRNA composition could be a molecular index reflecting muscle fiber type characteristics.
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203
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Khedr MA, Kanswa HA, Saber MA, Abdel-Motilb TM. Toll-like receptors 7 and 8 mRNA in monocytes of Egyptian children with chronic hepatitis C infection genotype 4 as predictor to “response” interferon and ribavirin treatment. EGYPTIAN PEDIATRIC ASSOCIATION GAZETTE 2016. [DOI: 10.1016/j.epag.2016.01.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
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204
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Zhang W, Zhang H, Ning L, Li B, Bao M. Quantitative Proteomic Analysis Provides Novel Insights into Cold Stress Responses in Petunia Seedlings. FRONTIERS IN PLANT SCIENCE 2016; 7:136. [PMID: 26941746 PMCID: PMC4766708 DOI: 10.3389/fpls.2016.00136] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2015] [Accepted: 01/26/2016] [Indexed: 05/17/2023]
Abstract
Low temperature is a major adverse environmental factor that impairs petunia growth and development. To better understand the molecular mechanisms of cold stress adaptation of petunia plants, a quantitative proteomic analysis using iTRAQ technology was performed to detect the effects of cold stress on protein expression profiles in petunia seedlings which had been subjected to 2°C for 5 days. Of the 2430 proteins whose levels were quantitated, a total of 117 proteins were discovered to be differentially expressed under low temperature stress in comparison to unstressed controls. As an initial study, 44 proteins including well known and novel cold-responsive proteins were successfully annotated. By integrating the results of two independent Gene Ontology (GO) enrichment analyses, seven common GO terms were found of which "oxidation-reduction process" was the most notable for the cold-responsive proteins. By using the subcellular localization tool Plant-mPLoc predictor, as much as 40.2% of the cold-responsive protein group was found to be located within chloroplasts, suggesting that the chloroplast proteome is particularly affected by cold stress. Gene expression analyses of 11 cold-responsive proteins by real time PCR demonstrated that the mRNA levels were not strongly correlated with the respective protein levels. Further activity assay of anti-oxidative enzymes showed different alterations in cold treated petunia seedlings. Our investigation has highlighted the role of antioxidation mechanisms and also epigenetic factors in the regulation of cold stress responses. Our work has provided novel insights into the plant response to cold stress and should facilitate further studies regarding the molecular mechanisms which determine how plant cells cope with environmental perturbation. The data have been deposited to the ProteomeXchange with identifier PXD002189.
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Affiliation(s)
- Wei Zhang
- College of Life Science and Technology, Huazhong Agricultural UniversityWuhan, China
- Key Laboratory of Horticultural Plant Biology, Ministry of Education, College of Horticulture and Forestry Sciences, Huazhong Agricultural UniversityWuhan, China
| | - Huilin Zhang
- Key Laboratory of Horticultural Plant Biology, Ministry of Education, College of Horticulture and Forestry Sciences, Huazhong Agricultural UniversityWuhan, China
| | - Luyun Ning
- Key Laboratory of Horticultural Plant Biology, Ministry of Education, College of Horticulture and Forestry Sciences, Huazhong Agricultural UniversityWuhan, China
| | - Bei Li
- Key Laboratory of Horticultural Plant Biology, Ministry of Education, College of Horticulture and Forestry Sciences, Huazhong Agricultural UniversityWuhan, China
| | - Manzhu Bao
- Key Laboratory of Horticultural Plant Biology, Ministry of Education, College of Horticulture and Forestry Sciences, Huazhong Agricultural UniversityWuhan, China
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205
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Affiliation(s)
- Falguni Pati
- Division of Proteomics and Nanobiotechnology, Science for Life Laboratory KTH – Royal Institute of Technology Stockholm Schweden
| | - Jesper Gantelius
- Division of Proteomics and Nanobiotechnology, Science for Life Laboratory KTH – Royal Institute of Technology Stockholm Schweden
| | - Helene Andersson Svahn
- Division of Proteomics and Nanobiotechnology, Science for Life Laboratory KTH – Royal Institute of Technology Stockholm Schweden
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206
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Pati F, Gantelius J, Svahn HA. 3D Bioprinting of Tissue/Organ Models. Angew Chem Int Ed Engl 2016; 55:4650-65. [PMID: 26895542 DOI: 10.1002/anie.201505062] [Citation(s) in RCA: 151] [Impact Index Per Article: 16.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2015] [Indexed: 12/17/2022]
Abstract
In vitro tissue/organ models are useful platforms that can facilitate systematic, repetitive, and quantitative investigations of drugs/chemicals. The primary objective when developing tissue/organ models is to reproduce physiologically relevant functions that typically require complex culture systems. Bioprinting offers exciting prospects for constructing 3D tissue/organ models, as it enables the reproducible, automated production of complex living tissues. Bioprinted tissues/organs may prove useful for screening novel compounds or predicting toxicity, as the spatial and chemical complexity inherent to native tissues/organs can be recreated. In this Review, we highlight the importance of developing 3D in vitro tissue/organ models by 3D bioprinting techniques, characterization of these models for evaluating their resemblance to native tissue, and their application in the prioritization of lead candidates, toxicity testing, and as disease/tumor models.
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Affiliation(s)
- Falguni Pati
- Division of Proteomics and Nanobiotechnology, Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, Sweden
| | - Jesper Gantelius
- Division of Proteomics and Nanobiotechnology, Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, Sweden
| | - Helene Andersson Svahn
- Division of Proteomics and Nanobiotechnology, Science for Life Laboratory, KTH-Royal Institute of Technology, Stockholm, Sweden.
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207
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Similar protein expression profiles of ovarian and endometrial high-grade serous carcinomas. Br J Cancer 2016; 114:554-61. [PMID: 26889980 PMCID: PMC4782211 DOI: 10.1038/bjc.2016.27] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Revised: 12/09/2015] [Accepted: 01/20/2016] [Indexed: 12/31/2022] Open
Abstract
Background: Ovarian and endometrial high-grade serous carcinomas (HGSCs) have similar clinical and pathological characteristics; however, exhaustive protein expression profiling of these cancers has yet to be reported. Methods: We performed protein expression profiling on 14 cases of HGSCs (7 ovarian and 7 endometrial) and 18 endometrioid carcinomas (9 ovarian and 9 endometrial) using iTRAQ-based exhaustive and quantitative protein analysis. Results: We identified 828 tumour-expressed proteins and evaluated the statistical similarity of protein expression profiles between ovarian and endometrial HGSCs using unsupervised hierarchical cluster analysis (P<0.01). Using 45 statistically highly expressed proteins in HGSCs, protein ontology analysis detected two enriched terms and proteins composing each term: IMP2 and MCM2. Immunohistochemical analyses confirmed the higher expression of IMP2 and MCM2 in ovarian and endometrial HGSCs as well as in tubal and peritoneal HGSCs than in endometrioid carcinomas (P<0.01). The knockdown of either IMP2 or MCM2 by siRNA interference significantly decreased the proliferation rate of ovarian HGSC cell line (P<0.01). Conclusions: We demonstrated the statistical similarity of the protein expression profiles of ovarian and endometrial HGSC beyond the organs. We suggest that increased IMP2 and MCM2 expression may underlie some of the rapid HGSC growth observed clinically.
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208
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Hanash S, Taguchi A, Wang H, Ostrin EJ. Deciphering the complexity of the cancer proteome for diagnostic applications. Expert Rev Mol Diagn 2016; 16:399-405. [PMID: 26694525 DOI: 10.1586/14737159.2016.1135738] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
The proteome is the most functional component encoded in the genome, yet most features of the proteome that are deregulated in cancer cannot be predicted from genomic analysis alone. These include post-translational modifications (PTMs), sub-cellular localization, networks and circuitry, formation of complexes, and functional activity, all of which could play a role or be affected as part of tumorigenesis. Thus, there is a substantial opportunity to elucidate protein alterations in cancer and to translate knowledge into diagnostics and therapeutics. The progress made in mining the cancer proteome for diagnostic applications and the path forward are herein reviewed.
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Affiliation(s)
- Samir Hanash
- a Department of Clinical Cancer Prevention , University of Texas MD Anderson Cancer Center , Houston , Texas , US
| | - Ayumu Taguchi
- b Department of Translational Molecular Pathology , University of Texas MD Anderson Cancer Center , Houston , Texas , US
| | - Hong Wang
- a Department of Clinical Cancer Prevention , University of Texas MD Anderson Cancer Center , Houston , Texas , US
| | - Edwin J Ostrin
- c Department of Pulmonary Medicine , University of Texas MD Anderson Cancer Center , Houston , Texas , US
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209
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Mhashilkar AS, Adapa SR, Jiang RHY, Williams SA, Zaky W, Slatko BE, Luck AN, Moorhead AR, Unnasch TR. Phenotypic and molecular analysis of the effect of 20-hydroxyecdysone on the human filarial parasite Brugia malayi. Int J Parasitol 2016; 46:333-41. [PMID: 26896576 DOI: 10.1016/j.ijpara.2016.01.005] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2015] [Revised: 01/20/2016] [Accepted: 01/22/2016] [Indexed: 11/18/2022]
Abstract
A homologue of the ecdysone receptor has been identified and shown to be responsive to 20-hydroxyecdysone in Brugia malayi. However, the role of this master regulator of insect development has not been delineated in filarial nematodes. Gravid adult female B. malayi cultured in the presence of 20-hydroxyecdysone produced significantly more microfilariae and abortive immature progeny than control worms, implicating the ecdysone receptor in regulation of embryogenesis and microfilarial development. Transcriptome analyses identified 30 genes whose expression was significantly up-regulated in 20-hydroxyecdysone-treated parasites compared with untreated controls. Of these, 18% were identified to be regulating transcription. A comparative proteomic analysis revealed 932 proteins to be present in greater amounts in extracts of 20-hydroxyecdysone-treated adult females than in extracts prepared from worms cultured in the absence of the hormone. Of the proteins exhibiting a greater than two-fold difference in the 20-hydroxyecdysone-treated versus untreated parasite extracts, 16% were involved in transcriptional regulation. RNA interference (RNAi) phenotype analysis of Caenorhabditis elegans orthologs revealed that phenotypes involved in developmental processes associated with embryogenesis were significantly over-represented in the transcripts and proteins that were up-regulated by exposure to 20-hydroxyecdysone. Taken together, the transcriptomic, proteomic and phenotypic data suggest that the filarial ecdysone receptor may play a role analogous to that in insects, where it serves as a regulator of egg development.
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Affiliation(s)
- Amruta S Mhashilkar
- Department of Global Health, College of Public Health, University of South Florida, Tampa, FL 33612, USA
| | - Swamy R Adapa
- Department of Global Health, College of Public Health, University of South Florida, Tampa, FL 33612, USA
| | - Rays H Y Jiang
- Department of Global Health, College of Public Health, University of South Florida, Tampa, FL 33612, USA
| | - Steven A Williams
- Department of Biological Sciences, 100 Green Street, Ford Hall, Smith College, Northampton, MA 01063, USA
| | - Weam Zaky
- Department of Biological Sciences, 100 Green Street, Ford Hall, Smith College, Northampton, MA 01063, USA
| | - Barton E Slatko
- Genome Biology Division, Molecular Parasitology Group, New England Biolabs, 240 County Road, Ipswich, MA 01938, USA
| | - Ashley N Luck
- Genome Biology Division, Molecular Parasitology Group, New England Biolabs, 240 County Road, Ipswich, MA 01938, USA
| | - Andrew R Moorhead
- Department of Infectious Diseases, University of Georgia, College of Veterinary Medicine, 501 D. W. Brooks Drive, Athens, GA 30602, USA
| | - Thomas R Unnasch
- Department of Global Health, College of Public Health, University of South Florida, Tampa, FL 33612, USA.
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210
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He Y, Cao X, Zhang S, Rogers J, Hartson S, Jiang H. Changes in the Plasma Proteome of Manduca sexta Larvae in Relation to the Transcriptome Variations after an Immune Challenge: Evidence for High Molecular Weight Immune Complex Formation. Mol Cell Proteomics 2016; 15:1176-87. [PMID: 26811355 DOI: 10.1074/mcp.m115.054296] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2015] [Indexed: 11/06/2022] Open
Abstract
Manduca sextais a lepidopteran model widely used to study insect physiological processes, including innate immunity. In this study, we explored the proteomes of cell-free hemolymph from larvae injected with a sterile buffer (C for control) or a mixture of bacteria (I for induced). Of the 654 proteins identified, 70 showed 1.67 to >200-fold abundance increases after the immune challenge; 51 decreased to 0-60% of the control levels. While there was no strong parallel between plasma protein levels and their transcript levels in hemocytes or fat body, the mRNA level changes (i.e.I/C ratios of normalized read numbers) in the tissues concurred with their protein level changes (i.e.I/C ratios of normalized spectral counts) with correlation coefficients of 0.44 and 0.57, respectively. Better correlations support that fat body contributes a more significant portion of the plasma proteins involved in various aspects of innate immunity. Consistently, ratios of mRNA and protein levels were better correlated for immunity-related proteins than unrelated ones. There is a set of proteins whose apparent molecular masses differ considerably from the calculatedMr's, suggestive of posttranslational modifications. In addition, some lowMrproteins were detected in the range of 80 to >300 kDa on a reducing SDS-polyacrylamide gel, indicating the existence of highMrcovalent complexes. We identified 30 serine proteases and their homologs, 11 of which are known members of an extracellular immune signaling network. Along with our quantitative transcriptome data, the protein identification, inducibility, and association provide leads toward a focused exploration of humoral immunity inM. sexta.
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Affiliation(s)
- Yan He
- From the ‡Department of Entomology and Plant Pathology, Oklahoma State University, Stillwater, OK 74078
| | - Xiaolong Cao
- From the ‡Department of Entomology and Plant Pathology, Oklahoma State University, Stillwater, OK 74078; §Department of Biochemistry and Molecular Biology, Oklahoma State University, Stillwater, OK 74078
| | - Shuguang Zhang
- From the ‡Department of Entomology and Plant Pathology, Oklahoma State University, Stillwater, OK 74078
| | - Janet Rogers
- §Department of Biochemistry and Molecular Biology, Oklahoma State University, Stillwater, OK 74078
| | - Steve Hartson
- §Department of Biochemistry and Molecular Biology, Oklahoma State University, Stillwater, OK 74078
| | - Haobo Jiang
- From the ‡Department of Entomology and Plant Pathology, Oklahoma State University, Stillwater, OK 74078;
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211
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Volpicella M, Fanizza I, Leoni C, Gadaleta A, Nigro D, Gattulli B, Mangini G, Blanco A, Ceci LR. Identification and Characterization of the Sucrose Synthase 2 Gene (Sus2) in Durum Wheat. FRONTIERS IN PLANT SCIENCE 2016; 7:266. [PMID: 27014292 PMCID: PMC4785679 DOI: 10.3389/fpls.2016.00266] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2015] [Accepted: 02/19/2016] [Indexed: 05/14/2023]
Abstract
Sucrose transport is the central system for the allocation of carbon resources in vascular plants. Sucrose synthase (SUS), which reversibly catalyzes sucrose synthesis and cleavage, represents a key enzyme in the control of the flow of carbon into starch biosynthesis. In the present study the genomic identification and characterization of the Sus2-2A and Sus2-2B genes coding for SUS in durum wheat (cultivars Ciccio and Svevo) is reported. The genes were analyzed for their expression in different tissues and at different seed maturation stages, in four tetraploid wheat genotypes (Svevo, Ciccio, Primadur, and 5-BIL42). The activity of the encoded proteins was evaluated by specific activity assays on endosperm extracts and their structure established by modeling approaches. The combined results of sucrose synthase 2 expression and activity levels were then considered in the light of their possible involvement in starch yield.
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Affiliation(s)
- Mariateresa Volpicella
- Department of Biosciences, Biotechnologies and Biopharmaceutics, University of Bari “A. Moro”Bari, Italy
- *Correspondence: Mariateresa Volpicella,
| | - Immacolata Fanizza
- Department of Biosciences, Biotechnologies and Biopharmaceutics, University of Bari “A. Moro”Bari, Italy
| | - Claudia Leoni
- Department of Biosciences, Biotechnologies and Biopharmaceutics, University of Bari “A. Moro”Bari, Italy
| | - Agata Gadaleta
- Department of Agricultural and Environmental Sciences, University of Bari “A. Moro”Bari, Italy
| | - Domenica Nigro
- Department of Soil, Plant and Food Sciences Section Genetics and Plant Breeding, University of Bari “A. Moro”Bari, Italy
| | - Bruno Gattulli
- Institute of Biomembranes and Bioenergetics – National Research CouncilBari, Italy
| | - Giacomo Mangini
- Department of Soil, Plant and Food Sciences Section Genetics and Plant Breeding, University of Bari “A. Moro”Bari, Italy
| | - Antonio Blanco
- Department of Soil, Plant and Food Sciences Section Genetics and Plant Breeding, University of Bari “A. Moro”Bari, Italy
| | - Luigi R. Ceci
- Institute of Biomembranes and Bioenergetics – National Research CouncilBari, Italy
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212
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Chaudhury A, Neilson JR. Use of the pBUTR Reporter System for Scalable Analysis of 3' UTR-Mediated Gene Regulation. Methods Mol Biol 2016; 1358:109-28. [PMID: 26463380 DOI: 10.1007/978-1-4939-3067-8_7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Posttranscriptional control of mRNA subcellular localization, stability, and translation is a central aspect of gene regulation and expression. Much of this control is mediated via recognition of a given mRNA transcript's 3' untranslated region (UTR) by microRNAs and RNA-binding proteins. Here we describe how a novel, scalable piggyBac-based vector, pBUTR, can be utilized for analysis of 3' UTR-mediated posttranscriptional gene regulation (PTGR) both in vitro and in vivo. This vector is specifically designed to express a selection marker, a control reporter, and an experimental reporter from three independent transcription units. Expression of spliced reporter transcripts from medium-copy non-viral promoter elements circumvents several potential confounding factors associated with saturation and stability, while stable integration of these reporter and selection elements in the context of a DNA transposon facilitates experimental reproducibility.
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Affiliation(s)
- Arindam Chaudhury
- Department of Molecular Physiology and Biophysics and Dan L. Duncan Cancer Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Joel R Neilson
- Department of Molecular Physiology and Biophysics and Dan L. Duncan Cancer Center, Baylor College of Medicine, Houston, TX, 77030, USA.
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213
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McDade KK, Chandran U, Day RS. Improving Cancer Gene Expression Data Quality through a TCGA Data-Driven Evaluation of Identifier Filtering. Cancer Inform 2015; 14:149-61. [PMID: 26715829 PMCID: PMC4686346 DOI: 10.4137/cin.s33076] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2015] [Revised: 10/26/2015] [Accepted: 11/03/2015] [Indexed: 11/05/2022] Open
Abstract
Data quality is a recognized problem for high-throughput genomics platforms, as evinced by the proliferation of methods attempting to filter out lower quality data points. Different filtering methods lead to discordant results, raising the question, which methods are best? Astonishingly, little computational support is offered to analysts to decide which filtering methods are optimal for the research question at hand. To evaluate them, we begin with a pair of expression data sets, transcriptomic and proteomic, on the same samples. The pair of data sets form a test-bed for the evaluation. Identifier mapping between the data sets creates a collection of feature pairs, with correlations calculated for each pair. To evaluate a filtering strategy, we estimate posterior probabilities for the correctness of probesets accepted by the method. An analyst can set expected utilities that represent the trade-off between the quality and quantity of accepted features. We tested nine published probeset filtering methods and combination strategies. We used two test-beds from cancer studies providing transcriptomic and proteomic data. For reasonable utility settings, the Jetset filtering method was optimal for probeset filtering on both test-beds, even though both assay platforms were different. Further intersection with a second filtering method was indicated on one test-bed but not the other.
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Affiliation(s)
- Kevin K McDade
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, USA. ; Department of Science, The Pennsylvania State University, Shenango Campus, Sharon, PA, USA
| | - Uma Chandran
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, USA
| | - Roger S Day
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA, USA
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214
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Native Australian plant extracts differentially induce Collagen I and Collagen III in vitro and could be important targets for the development of new wound healing therapies. Fitoterapia 2015; 109:45-51. [PMID: 26705840 DOI: 10.1016/j.fitote.2015.12.010] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2015] [Revised: 12/11/2015] [Accepted: 12/15/2015] [Indexed: 11/21/2022]
Abstract
Australian native plants have a long history of therapeutic use in indigenous cultures, however, they have been poorly studied scientifically. We analysed the effects of 14 plant derived compounds from the species Pilidiostigma glabrum, Myoporum montanum, Geijera parviflora, and Rhodomyrtus psidioides for their potential wound healing properties by assessing their ability to induce or suppress Collagen I and Collagen III expression in human skin fibroblasts in culture. The compound 7-geranyloxycoumarin was able to significantly increase Collagen I (23.7%, p<0.0002) expression in comparison to control. Significant suppression of Collagen III was observed for the compounds flindersine (11.1%, p<0.02), and (N-acetoxymethyl) flindersine (27%, p<0.00005). The implications of these finding is that these compounds could potentially alter the expression of different collagens in the skin allowing for the potential development of new wound healing therapies and new approaches for treating various skin diseases as well as photo (sun) damaged, and aged skin.
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215
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Affiliation(s)
- Ian L. Gunsolus
- Department of Chemistry, University of Minnesota, 207 Pleasant
Street SE, Minneapolis, Minnesota 55455, United States
| | - Christy L. Haynes
- Department of Chemistry, University of Minnesota, 207 Pleasant
Street SE, Minneapolis, Minnesota 55455, United States
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216
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Vaz CV, Marques R, Maia CJ, Socorro S. Aging-associated changes in oxidative stress, cell proliferation, and apoptosis are prevented in the prostate of transgenic rats overexpressing regucalcin. Transl Res 2015; 166:693-705. [PMID: 26397424 DOI: 10.1016/j.trsl.2015.08.009] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2015] [Revised: 08/27/2015] [Accepted: 08/28/2015] [Indexed: 11/18/2022]
Abstract
Regucalcin (RGN) is a calcium (Ca(2+))-binding protein that displays a characteristic downregulated expression with aging in several tissues. Besides its role in regulating intracellular Ca(2+) homeostasis, RGN has been associated with the control of oxidative stress, cell proliferation, and apoptosis. Thus, the diminished expression of RGN with aging may contribute to the age-associated deterioration of cell function. In the present study, we hypothesized that the maintenance of high expression levels of RGN may prevent age-related alterations in the processes mentioned previously. First, we confirmed that RGN expression is significantly diminished in the prostate of 8-, 9-, 12-, and 24-months wild-type rats. Then, the effect of aging on lipid peroxidation, antioxidant defenses, cell proliferation, and apoptosis in the prostate of wild-type controls and transgenic rats overexpressing RGN (Tg-RGN) was investigated. The activity of glutathione and the antioxidant capacity were increased in Tg-RGN rats in response to the age-associated increase in thiobarbituric acid reactive substances levels, an effect not seen in wild type. Overexpression of RGN also counteracted the effect of aging increasing prostate cell proliferation. In contrast to wild-type animals, the prostate weight of Tg-RGN did not change with aging and was underpinned by the diminished expression of stem cell factor and c-kit, and increased expression of p53. In addition, aged Tg-RGN animals displayed increased expression (activity) of apoptosis regulators, therefore not showing the age-induced resistance to apoptosis observed in wild type. Altogether, these findings indicate the protective role of RGN against the development of age-related pathologies, such as, for example, prostate cancer.
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Affiliation(s)
- Cátia V Vaz
- CICS-UBI, Health Sciences Research Centre, University of Beira Interior, Covilhã, Portugal
| | - Ricardo Marques
- CICS-UBI, Health Sciences Research Centre, University of Beira Interior, Covilhã, Portugal
| | - Cláudio J Maia
- CICS-UBI, Health Sciences Research Centre, University of Beira Interior, Covilhã, Portugal
| | - Sílvia Socorro
- CICS-UBI, Health Sciences Research Centre, University of Beira Interior, Covilhã, Portugal.
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Ghan R, Van Sluyter SC, Hochberg U, Degu A, Hopper DW, Tillet RL, Schlauch KA, Haynes PA, Fait A, Cramer GR. Five omic technologies are concordant in differentiating the biochemical characteristics of the berries of five grapevine (Vitis vinifera L.) cultivars. BMC Genomics 2015; 16:946. [PMID: 26573226 PMCID: PMC4647476 DOI: 10.1186/s12864-015-2115-y] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2015] [Accepted: 10/20/2015] [Indexed: 11/23/2022] Open
Abstract
Background Grape cultivars and wines are distinguishable by their color, flavor and aroma profiles. Omic analyses (transcripts, proteins and metabolites) are powerful tools for assessing biochemical differences in biological systems. Results Berry skins of red- (Cabernet Sauvignon, Merlot, Pinot Noir) and white-skinned (Chardonnay, Semillon) wine grapes were harvested near optimum maturity (°Brix-to-titratable acidity ratio) from the same experimental vineyard. The cultivars were exposed to a mild, seasonal water-deficit treatment from fruit set until harvest in 2011. Identical sample aliquots were analyzed for transcripts by grapevine whole-genome oligonucleotide microarray and RNAseq technologies, proteins by nano-liquid chromatography-mass spectroscopy, and metabolites by gas chromatography-mass spectroscopy and liquid chromatography-mass spectroscopy. Principal components analysis of each of five Omic technologies showed similar results across cultivars in all Omic datasets. Comparison of the processed data of genes mapped in RNAseq and microarray data revealed a strong Pearson’s correlation (0.80). The exclusion of probesets associated with genes with potential for cross-hybridization on the microarray improved the correlation to 0.93. The overall concordance of protein with transcript data was low with a Pearson’s correlation of 0.27 and 0.24 for the RNAseq and microarray data, respectively. Integration of metabolite with protein and transcript data produced an expected model of phenylpropanoid biosynthesis, which distinguished red from white grapes, yet provided detail of individual cultivar differences. The mild water deficit treatment did not significantly alter the abundance of proteins or metabolites measured in the five cultivars, but did have a small effect on gene expression. Conclusions The five Omic technologies were consistent in distinguishing cultivar variation. There was high concordance between transcriptomic technologies, but generally protein abundance did not correlate well with transcript abundance. The integration of multiple high-throughput Omic datasets revealed complex biochemical variation amongst five cultivars of an ancient and economically important crop species. Electronic supplementary material The online version of this article (doi:10.1186/s12864-015-2115-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ryan Ghan
- Department of Biochemistry and Molecular Biology, University of Nevada, Reno, Reno, NV, 89557, USA.
| | - Steven C Van Sluyter
- Department of Biological Sciences, Macquarie University, North Ryde, NSW, 2109, Australia.
| | - Uri Hochberg
- Ben-Gurion University of the Negev, Jacob Blaustein Institutes for Desert Research, Midreshet Ben-Gurion, 84990, Israel.
| | - Asfaw Degu
- Ben-Gurion University of the Negev, Jacob Blaustein Institutes for Desert Research, Midreshet Ben-Gurion, 84990, Israel.
| | - Daniel W Hopper
- Department of Biochemistry and Molecular Biology, University of Nevada, Reno, Reno, NV, 89557, USA.
| | - Richard L Tillet
- Nevada Center for Bioinformatics, University of Nevada, Reno, Reno, NV, 89557, USA.
| | - Karen A Schlauch
- Department of Biochemistry and Molecular Biology, University of Nevada, Reno, Reno, NV, 89557, USA. .,Nevada Center for Bioinformatics, University of Nevada, Reno, Reno, NV, 89557, USA.
| | - Paul A Haynes
- Department of Chemistry and Biomolecular Sciences, Macquarie University, North Ryde, NSW, 2109, Australia.
| | - Aaron Fait
- Ben-Gurion University of the Negev, Jacob Blaustein Institutes for Desert Research, Midreshet Ben-Gurion, 84990, Israel.
| | - Grant R Cramer
- Department of Biochemistry and Molecular Biology, University of Nevada, Reno, Reno, NV, 89557, USA.
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218
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Wan X, Song Y, Song N, Li J, Yang L, Li Y, Tan H. The preliminary study of immune superparamagnetic iron oxide nanoparticles for the detection of lung cancer in magnetic resonance imaging. Carbohydr Res 2015; 419:33-40. [PMID: 26649917 DOI: 10.1016/j.carres.2015.11.003] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2015] [Revised: 11/05/2015] [Accepted: 11/08/2015] [Indexed: 02/05/2023]
Abstract
To improve the sensitive and specific detection of metastasis of lung cancer, this study fabricated immune superparamagnetic iron oxide nanoparticles (SPIONs) used in magnetic resonance (MR) immumoimaging. These SPIONs were coated with oleic acid and carboxymethyl dextran, and then conjugated to mouse anti-CD44v6 monoclonal antibody. The physicochemical properties of magnetic nanoparticles without monoclonal antibody were characterized by X-ray powder diffraction (XRD), thermogravimetric analysis (TGA), and Fourier transform infrared spectroscopy (FTIR). The sizes of the nanoparticles were determined by dynamic light scattering measurements (DLS) and transmission electron microscope (TEM). Coated nanoparticles could well disperse in water with low dosage of CMD as the Fe/CMD ratio is 1/1 and 2/1 (w/w). Importantly, these SPIONs have relatively high saturation magnetization, as measured by vibrating sample magnetometer (VSM). They could efficiently become the transversal relaxation times (T2) contrast agent to improve detection limit through measured in vitro magnetic resonance imaging (MRI) and actively target human lung adenocarcinoma (A549) cells in vitro cell culture. Thus, these immune SPIONs are potentially useful for lung tumor-targeting diagnosis.
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Affiliation(s)
- Xinyuan Wan
- College of Polymer Science and Engineering, State Key Laboratory of Polymer Materials Engineering, Sichuan University, Chengdu 610065, China
| | - Yuanqing Song
- College of Polymer Science and Engineering, State Key Laboratory of Polymer Materials Engineering, Sichuan University, Chengdu 610065, China
| | - Nijia Song
- College of Polymer Science and Engineering, State Key Laboratory of Polymer Materials Engineering, Sichuan University, Chengdu 610065, China
| | - Jiehua Li
- College of Polymer Science and Engineering, State Key Laboratory of Polymer Materials Engineering, Sichuan University, Chengdu 610065, China.
| | - Lie Yang
- Institute of Digestive Surgery and State key Laboratory of Biotherapy, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Yuan Li
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China.
| | - Hong Tan
- College of Polymer Science and Engineering, State Key Laboratory of Polymer Materials Engineering, Sichuan University, Chengdu 610065, China
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Stewart PA, Parapatics K, Welsh EA, Müller AC, Cao H, Fang B, Koomen JM, Eschrich SA, Bennett KL, Haura EB. A Pilot Proteogenomic Study with Data Integration Identifies MCT1 and GLUT1 as Prognostic Markers in Lung Adenocarcinoma. PLoS One 2015; 10:e0142162. [PMID: 26539827 PMCID: PMC4634858 DOI: 10.1371/journal.pone.0142162] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2015] [Accepted: 10/19/2015] [Indexed: 11/19/2022] Open
Abstract
We performed a pilot proteogenomic study to compare lung adenocarcinoma to lung squamous cell carcinoma using quantitative proteomics (6-plex TMT) combined with a customized Affymetrix GeneChip. Using MaxQuant software, we identified 51,001 unique peptides that mapped to 7,241 unique proteins and from these identified 6,373 genes with matching protein expression for further analysis. We found a minor correlation between gene expression and protein expression; both datasets were able to independently recapitulate known differences between the adenocarcinoma and squamous cell carcinoma subtypes. We found 565 proteins and 629 genes to be differentially expressed between adenocarcinoma and squamous cell carcinoma, with 113 of these consistently differentially expressed at both the gene and protein levels. We then compared our results to published adenocarcinoma versus squamous cell carcinoma proteomic data that we also processed with MaxQuant. We selected two proteins consistently overexpressed in squamous cell carcinoma in all studies, MCT1 (SLC16A1) and GLUT1 (SLC2A1), for further investigation. We found differential expression of these same proteins at the gene level in our study as well as in other public gene expression datasets. These findings combined with survival analysis of public datasets suggest that MCT1 and GLUT1 may be potential prognostic markers in adenocarcinoma and druggable targets in squamous cell carcinoma. Data are available via ProteomeXchange with identifier PXD002622.
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Affiliation(s)
- Paul A. Stewart
- Department of Thoracic Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America 33612
| | - Katja Parapatics
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, 1090 Vienna, Austria
| | - Eric A. Welsh
- Cancer Informatics Core Facility, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America 33612
| | - André C. Müller
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, 1090 Vienna, Austria
| | - Haoyun Cao
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America 33612
| | - Bin Fang
- Proteomics Core Facility, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America 33612
| | - John M. Koomen
- Proteomics Core Facility, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America 33612
- Department of Molecular Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America 33612
| | - Steven A. Eschrich
- Cancer Informatics Core Facility, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America 33612
- Department of Biostatistics and Bioinformatics, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America 33612
| | - Keiryn L. Bennett
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Lazarettgasse 14, 1090 Vienna, Austria
| | - Eric B. Haura
- Department of Thoracic Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, United States of America 33612
- * E-mail:
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220
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De Naeyer H, Lamon S, Russell AP, Everaert I, De Spaey A, Jamart C, Vanheel B, Taes Y, Derave W. Effects of tail suspension on serum testosterone and molecular targets regulating muscle mass. Muscle Nerve 2015; 52:278-88. [PMID: 25524358 DOI: 10.1002/mus.24542] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2013] [Revised: 10/31/2014] [Accepted: 12/08/2014] [Indexed: 11/07/2022]
Abstract
INTRODUCTION The contribution of reduced testosterone levels to tail suspension (TS)-induced muscle atrophy remains equivocal. The molecular mechanism by which testosterone regulates muscle mass during TS has not been investigated. METHODS Effects of TS on serum testosterone levels, muscle mass, and expression of muscle atrophy- and hypertrophy-inducing targets were measured in soleus (SOL) and extensor digitorum longus (EDL) muscles after testosterone administration during 1, 5, and 14 days of TS in male mice. RESULTS TS produced an increase followed by a transient drop in testosterone levels. Muscle atrophy was associated with downregulation of Igf1 and upregulation of Mstn, Redd1, Atrogin-1, and MuRF1 mRNA with clear differences in Igf1, Mstn, and MAFbx/Atrogin-1 gene expression between SOL and EDL. Testosterone supplementation did not affect muscle mass or protein expression levels during TS. Conclusions The known anabolic effects of testosterone are not sufficient to ameliorate loss of muscle mass during TS.
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Affiliation(s)
- Hélène De Naeyer
- Department of Movement and Sports Sciences, Ghent University, Watersportlaan 2, 9000, Ghent, Belgium
| | - Séverine Lamon
- Centre for Physical Activity and Nutrition Research, Deakin University, Melbourne, Victoria, Australia
| | - Aaron P Russell
- Centre for Physical Activity and Nutrition Research, Deakin University, Melbourne, Victoria, Australia
| | - Inge Everaert
- Department of Movement and Sports Sciences, Ghent University, Watersportlaan 2, 9000, Ghent, Belgium
| | - Annelies De Spaey
- Department of Endocrinology, Ghent University Hospital, Ghent, Belgium
| | - Cécile Jamart
- Institute of Neuroscience, Université Catholique de Louvain, Louvain-la-Neuve, Belgium
| | - Bert Vanheel
- Department of Basic Medical Sciences, Division of Physiology, Ghent University, Ghent, Belgium
| | - Youri Taes
- Department of Endocrinology, Ghent University Hospital, Ghent, Belgium
| | - Wim Derave
- Department of Movement and Sports Sciences, Ghent University, Watersportlaan 2, 9000, Ghent, Belgium
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221
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Maji A, Misra R, Kumar Mondal A, Kumar D, Bajaj D, Singhal A, Arora G, Bhaduri A, Sajid A, Bhatia S, Singh S, Singh H, Rao V, Dash D, Baby Shalini E, Sarojini Michael J, Chaudhary A, Gokhale RS, Singh Y. Expression profiling of lymph nodes in tuberculosis patients reveal inflammatory milieu at site of infection. Sci Rep 2015; 5:15214. [PMID: 26469538 PMCID: PMC4606593 DOI: 10.1038/srep15214] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2015] [Accepted: 09/21/2015] [Indexed: 02/06/2023] Open
Abstract
Extrapulmonary manifestations constitute 15 to 20% of tuberculosis cases, with lymph node tuberculosis (LNTB) as the most common form of infection. However, diagnosis and treatment advances are hindered by lack of understanding of LNTB biology. To identify host response, Mycobacterium tuberculosis infected lymph nodes from LNTB patients were studied by means of transcriptomics and quantitative proteomics analyses. The selected targets obtained by comparative analyses were validated by quantitative PCR and immunohistochemistry. This approach provided expression data for 8,728 transcripts and 102 proteins, differentially regulated in the infected human lymph node. Enhanced inflammation with upregulation of T-helper1-related genes, combined with marked dysregulation of matrix metalloproteinases, indicates tissue damage due to high immunoactivity at infected niche. This expression signature was accompanied by significant upregulation of an immunoregulatory gene, leukotriene A4 hydrolase, at both transcript and protein levels. Comparative transcriptional analyses revealed LNTB-specific perturbations. In contrast to pulmonary TB-associated increase in lipid metabolism, genes involved in fatty-acid metabolism were found to be downregulated in LNTB suggesting differential lipid metabolic signature. This study investigates the tissue molecular signature of LNTB patients for the first time and presents findings that indicate the possible mechanism of disease pathology through dysregulation of inflammatory and tissue-repair processes.
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Affiliation(s)
- Abhijit Maji
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | - Richa Misra
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | - Anupam Kumar Mondal
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
- Academy of Scientific & Innovative Research (AcSIR), CSIR-IGIB, Delhi, India
| | - Dhirendra Kumar
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | - Divya Bajaj
- Department of Zoology, University of Delhi, Delhi, India
| | - Anshika Singhal
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | - Gunjan Arora
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | - Asani Bhaduri
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | - Andaleeb Sajid
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | - Sugandha Bhatia
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | | | | | - Vivek Rao
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | - Debasis Dash
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | | | | | - Anil Chaudhary
- Rajan Babu Institute of Pulmonary Medicine and Tuberculosis, Delhi, India
| | - Rajesh S. Gokhale
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
| | - Yogendra Singh
- CSIR-Institute of Genomics & Integrative Biology, Mall Road, Delhi, India
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222
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Cavill R, Jennen D, Kleinjans J, Briedé JJ. Transcriptomic and metabolomic data integration. Brief Bioinform 2015; 17:891-901. [PMID: 26467821 DOI: 10.1093/bib/bbv090] [Citation(s) in RCA: 167] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2015] [Indexed: 01/12/2023] Open
Abstract
Many studies now produce parallel data sets from different omics technologies; however, the task of interpreting the acquired data in an integrated fashion is not trivial. This review covers those methods that have been used over the past decade to statistically integrate and interpret metabolomics and transcriptomic data sets. It defines four categories of approaches, correlation-based integration, concatenation-based integration, multivariate-based integration and pathway-based integration, into which all existing statistical methods fit. It also explores the choices in study design for generating samples for analysis by these omics technologies and the impact that these technical decisions have on the subsequent data analysis options.
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223
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Zhang CR, Ho MF, Vega MCS, Burne THJ, Chong S. Prenatal ethanol exposure alters adult hippocampal VGLUT2 expression with concomitant changes in promoter DNA methylation, H3K4 trimethylation and miR-467b-5p levels. Epigenetics Chromatin 2015; 8:40. [PMID: 26421062 PMCID: PMC4587775 DOI: 10.1186/s13072-015-0032-6] [Citation(s) in RCA: 56] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2015] [Accepted: 09/16/2015] [Indexed: 12/31/2022] Open
Abstract
BACKGROUND Maternal consumption of alcohol during pregnancy is associated with a range of physical, cognitive and behavioural outcomes in the offspring which are collectively called foetal alcohol spectrum disorders. We and others have proposed that epigenetic modifications, such as DNA methylation and post-translational histone modifications, mediate the effects of prenatal alcohol exposure on gene expression and, ultimately, phenotype. Here we use an inbred C57BL/6J mouse model of early gestational ethanol exposure equivalent, developmentally, to the first 3-4 weeks of pregnancy in humans to examine the long-term effects on gene expression and epigenetic state in the hippocampus. RESULTS Gene expression analysis in the hippocampus revealed sex- and age-specific up-regulation of solute carrier family 17 member 6 (Slc17a6), which encodes vesicular glutamate transporter 2 (VGLUT2). Transcriptional up-regulation correlated with decreased DNA methylation and enrichment of histone H3 lysine 4 trimethylation, an active chromatin mark, at the Slc17a6 promoter. In contrast to Slc17a6 mRNA levels, hippocampal VGLUT2 protein levels were significantly decreased in adult ethanol-exposed offspring, suggesting an additional level of post-transcriptional control. MicroRNA expression profiling in the hippocampus identified four ethanol-sensitive microRNAs, of which miR-467b-5p was predicted to target Slc17a6. In vitro reporter assays showed that miR-467b-5p specifically interacted with the 3'UTR of Slc17a6, suggesting that it contributes to the reduction of hippocampal VGLUT2 in vivo. A significant correlation between microRNA expression in the hippocampus and serum of ethanol-exposed offspring was also observed. CONCLUSIONS Prenatal ethanol exposure has complex transcriptional and post-transcriptional effects on Slc17a6 (VGLUT2) expression in the mouse hippocampus. These effects are observed following a relatively moderate exposure that is restricted to early pregnancy, modelling human consumption of alcohol before pregnancy is confirmed, and are only apparent in male offspring in adulthood. Our findings are consistent with the idea that altered epigenetic and/or microRNA-mediated regulation of glutamate neurotransmission in the hippocampus contributes to the cognitive and behavioural phenotypes observed in foetal alcohol spectrum disorders. Although further work is needed in both mice and humans, the results also suggest that circulating microRNAs could be used as biomarkers of early gestational ethanol exposure and hippocampal dysfunction.
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Affiliation(s)
- Christine R Zhang
- Mater Research Institute, The University of Queensland, Translational Research Institute, Level 4, 37 Kent St, Woolloongabba, QLD 4102 Australia
| | - Mei-Fong Ho
- Mater Research Institute, The University of Queensland, Translational Research Institute, Level 4, 37 Kent St, Woolloongabba, QLD 4102 Australia
| | | | - Thomas H J Burne
- Queensland Brain Institute, The University of Queensland, St Lucia, QLD 4072 Australia
| | - Suyinn Chong
- Mater Research Institute, The University of Queensland, Translational Research Institute, Level 4, 37 Kent St, Woolloongabba, QLD 4102 Australia
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Roberts TC, Johansson HJ, McClorey G, Godfrey C, Blomberg KEM, Coursindel T, Gait MJ, Smith CIE, Lehtiö J, El Andaloussi S, Wood MJA. Multi-level omics analysis in a murine model of dystrophin loss and therapeutic restoration. Hum Mol Genet 2015; 24:6756-68. [PMID: 26385637 PMCID: PMC4634378 DOI: 10.1093/hmg/ddv381] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2015] [Accepted: 09/11/2015] [Indexed: 01/16/2023] Open
Abstract
Duchenne muscular dystrophy (DMD) is a classical monogenic disorder, a model disease for genomic studies and a priority candidate for regenerative medicine and gene therapy. Although the genetic cause of DMD is well known, the molecular pathogenesis of disease and the response to therapy are incompletely understood. Here, we describe analyses of protein, mRNA and microRNA expression in the tibialis anterior of the mdx mouse model of DMD. Notably, 3272 proteins were quantifiable and 525 identified as differentially expressed in mdx muscle (P < 0.01). Therapeutic restoration of dystrophin by exon skipping induced widespread shifts in protein and mRNA expression towards wild-type expression levels, whereas the miRNome was largely unaffected. Comparison analyses between datasets showed that protein and mRNA ratios were only weakly correlated (r = 0.405), and identified a multitude of differentially affected cellular pathways, upstream regulators and predicted miRNA-target interactions. This study provides fundamental new insights into gene expression and regulation in dystrophic muscle.
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Affiliation(s)
- Thomas C Roberts
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK, Sanford Burnham Prebys Medical Discovery Institute, Development, Aging and Regeneration Program, 10901 N. Torrey Pines Road, La Jolla, CA 92037, USA
| | - Henrik J Johansson
- Department of Oncology/Pathology, Cancer Proteomics Mass Spectrometry, SciLifeLab Stockholm, Karolinska Institutet, Stockholm SE-171 21, Sweden
| | - Graham McClorey
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK
| | - Caroline Godfrey
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK
| | - K Emelie M Blomberg
- Department of Laboratory Medicine, Karolinska Institutet, Huddinge SE-141 86, Sweden and
| | - Thibault Coursindel
- Laboratory of Molecular Biology, Medical Research Council, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Michael J Gait
- Laboratory of Molecular Biology, Medical Research Council, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - C I Edvard Smith
- Department of Laboratory Medicine, Karolinska Institutet, Huddinge SE-141 86, Sweden and
| | - Janne Lehtiö
- Department of Oncology/Pathology, Cancer Proteomics Mass Spectrometry, SciLifeLab Stockholm, Karolinska Institutet, Stockholm SE-171 21, Sweden
| | - Samir El Andaloussi
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK, Department of Laboratory Medicine, Karolinska Institutet, Huddinge SE-141 86, Sweden and
| | - Matthew J A Wood
- Department of Physiology, Anatomy and Genetics, University of Oxford, South Parks Road, Oxford OX1 3QX, UK,
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Mirzaei A, Tavoosidana G, Rad AA, Rezaei F, Tavakoli-Yaraki M, Kadijani AA, Khalili E, Madjd Z. A new insight into cancer stem cell markers: Could local and circulating cancer stem cell markers correlate in colorectal cancer? Tumour Biol 2015; 37:2405-14. [PMID: 26383518 DOI: 10.1007/s13277-015-3989-7] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2015] [Accepted: 08/25/2015] [Indexed: 12/12/2022] Open
Abstract
Cancer stem cell (CSC) markers could serve as potential prognostic procedure. This study is aimed to investigate the local expression of doublecortin-like kinase 1 (DCLK1) and Lgr5 in colorectal cancer tissues (CRC) at both protein and messenger RNA (mRNA) level, followed by providing a comparison of the local and circulating expression pattern of these markers, based on our present and previous study. The mRNA expression level of DCLK1 and Lgr5 was evaluated using comparative real-time PCR method applying 58 fresh tumor tissues and their correspondent normal margins. Immunohistochemistry was applied to analyze the protein expression level of DCLK1 and Lgr5 in paraffin-embedded CRC tissues. The correlation of DCLK1 and Lgr5 expression pattern with clinicopathological characteristics was assessed. A higher mRNA expression level of DCLK1 (3.28-fold change, p < 0.001) and Lgr5 (2.29-fold change, p < 0.001) was observed in CRC fresh tissues compared to the normal adjacent margins, and the expression level was higher in patients with higher grade and stages of disease and patients who underwent neoadjuvant chemoradiotherapy (CRT). The protein expression level of DCLK1 and Lgr5 was also increased significantly in tumor tissues compared to normal colon tissues which were positively correlated to tumor stage and grade and neoadjuvant CRT. Taken together, the results of protein analysis were in accordance with mRNA assessment. The local expression pattern of DCLK1 and Lgr5 was also in accordance with their expression level in circulation. However, some minor inconsistencies were observed which may be attributed to several factors including the possible effect of CRT on CSC reprogramming.
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Affiliation(s)
- Alireza Mirzaei
- Department of Molecular Medicine, School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Eastern side of Tehran University, 88, Italia St, Tehran, Iran
| | - Gholamreza Tavoosidana
- Department of Molecular Medicine, School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Eastern side of Tehran University, 88, Italia St, Tehran, Iran.
| | - Afshin Abdi Rad
- Surgical Pathology Department, Cancer Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Farhad Rezaei
- Department of Virology, Faculty of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Masoumeh Tavakoli-Yaraki
- Department of Biochemistry, Faculty of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Azade Amini Kadijani
- Department of Biotechnology, Faculty of Advanced Technologies in Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Ehsan Khalili
- Department of Clinical Biochemistry, Faculty of Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Zahra Madjd
- Department of Molecular Medicine, Faculty of Advanced Technologies in Medicine, Iran University of Medical Sciences, Tehran, Iran.
- Oncopathology Research Center, Iran University of Medical Sciences, Hemmat Street (Highway), Next to Milad Tower, Tehran, Iran.
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226
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Melgar–Rojas P, Alvarado JC, Fuentes–Santamaría V, Gabaldón–Ull MC, Juiz JM. Validation of Reference Genes for RT-qPCR Analysis in Noise-Induced Hearing Loss: A Study in Wistar Rat. PLoS One 2015; 10:e0138027. [PMID: 26366995 PMCID: PMC4569353 DOI: 10.1371/journal.pone.0138027] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2015] [Accepted: 08/24/2015] [Indexed: 12/26/2022] Open
Abstract
The reverse transcriptase–quantitative polymerase chain reaction (RT–qPCR) requires adequate normalization in order to ensure accurate results. The use of reference genes is the most common method to normalize RT–qPCR assays; however, many studies have reported that the expression of frequently used reference genes is more variable than expected, depending on experimental conditions. Consequently, proper validation of the stability of reference genes is an essential step when performing new gene expression studies. Despite the fact that RT–qPCR has been widely used to elucidate molecular correlates of noise–induced hearing loss (NIHL), up to date there are no reports demonstrating validation of reference genes for the evaluation of changes in gene expression after NIHL. Therefore, in this study we evaluated the expression of some commonly used reference genes (Arbp, b–Act, b2m, CyA, Gapdh, Hprt1, Tbp, Tfrc and UbC) and examined their suitability as endogenous control genes for RT–qPCR analysis in the adult Wistar rat in response to NIHL. Four groups of rats were noise–exposed to generate permanent cochlear damage. Cochleae were collected at different time points after noise exposure and the expression level of candidate reference genes was evaluated by RT–qPCR using geNorm, NormFinder and BestKeeper software to determine expression stability. The three independent applications revealed Tbp as the most stably expressed reference gene. We also suggest a group of top–ranked reference genes that can be combined to obtain suitable reference gene pairs for the evaluation of the effects of noise on gene expression in the cochlea. These findings provide essential basis for further RT–qPCR analysis in studies of NIHL using Wistar rats as animal model.
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Affiliation(s)
- Pedro Melgar–Rojas
- Instituto de Investigación en Discapacidades Neurológicas (IDINE), School of Medicine, University of Castilla–La Mancha, Campus in Albacete, Albacete, Spain
- * E-mail:
| | - Juan Carlos Alvarado
- Instituto de Investigación en Discapacidades Neurológicas (IDINE), School of Medicine, University of Castilla–La Mancha, Campus in Albacete, Albacete, Spain
| | - Verónica Fuentes–Santamaría
- Instituto de Investigación en Discapacidades Neurológicas (IDINE), School of Medicine, University of Castilla–La Mancha, Campus in Albacete, Albacete, Spain
| | - María Cruz Gabaldón–Ull
- Instituto de Investigación en Discapacidades Neurológicas (IDINE), School of Medicine, University of Castilla–La Mancha, Campus in Albacete, Albacete, Spain
| | - José M. Juiz
- Instituto de Investigación en Discapacidades Neurológicas (IDINE), School of Medicine, University of Castilla–La Mancha, Campus in Albacete, Albacete, Spain
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227
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Comparative proteome analysis across non-small cell lung cancer cell lines. J Proteomics 2015; 130:1-10. [PMID: 26361996 DOI: 10.1016/j.jprot.2015.09.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2015] [Revised: 07/24/2015] [Accepted: 09/02/2015] [Indexed: 02/06/2023]
Abstract
Non-small cell lung cancer (NSCLC) cell lines are widely used model systems to study molecular aspects of lung cancer. Comparative and in-depth proteome expression data across many NSCLC cell lines has not been generated yet, but would be of utility for the investigation of candidate targets and markers in oncogenesis. We employed a SILAC reference approach to perform replicate proteome quantifications across 23 distinct NSCLC cell lines. On average, close to 4000 distinct proteins were identified and quantified per cell line. These included many known targets and diagnostic markers, indicating that our proteome expression data represents a useful resource for NSCLC pre-clinical research. To assess proteome diversity within the NSCLC cell line panel, we performed hierarchical clustering and principal component analysis of proteome expression data. Our results indicate that general proteome diversity among NSCLC cell lines supersedes potential effects common to K-Ras or epidermal growth factor receptor (EGFR) oncoprotein expression. However, we observed partial segregation of EGFR or KRAS mutant cell lines for certain principal components, which reflected biological differences according to gene ontology enrichment analyses. Moreover, statistical analysis revealed several proteins that were significantly overexpressed in KRAS or EGFR mutant cell lines.
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228
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Fukunaga S, Kakehashi A, Sumida K, Kushida M, Asano H, Gi M, Wanibuchi H. Integrative analyses of miRNA and proteomics identify potential biological pathways associated with onset of pulmonary fibrosis in the bleomycin rat model. Toxicol Appl Pharmacol 2015; 286:188-97. [DOI: 10.1016/j.taap.2015.04.014] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2015] [Revised: 04/15/2015] [Accepted: 04/22/2015] [Indexed: 02/07/2023]
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229
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Edmunds LR, Sharma L, Wang H, Kang A, d’Souza S, Lu J, McLaughlin M, Dolezal JM, Gao X, Weintraub ST, Ding Y, Zeng X, Yates N, Prochownik EV. c-Myc and AMPK Control Cellular Energy Levels by Cooperatively Regulating Mitochondrial Structure and Function. PLoS One 2015; 10:e0134049. [PMID: 26230505 PMCID: PMC4521957 DOI: 10.1371/journal.pone.0134049] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2015] [Accepted: 07/04/2015] [Indexed: 12/25/2022] Open
Abstract
The c-Myc (Myc) oncoprotein and AMP-activated protein kinase (AMPK) regulate glycolysis and oxidative phosphorylation (Oxphos) although often for different purposes. Because Myc over-expression depletes ATP with the resultant activation of AMPK, we explored the potential co-dependency of and cross-talk between these proteins by comparing the consequences of acute Myc induction in ampk+/+ (WT) and ampk-/- (KO) murine embryo fibroblasts (MEFs). KO MEFs showed a higher basal rate of glycolysis than WT MEFs and an appropriate increase in response to activation of a Myc-estrogen receptor (MycER) fusion protein. However, KO MEFs had a diminished ability to increase Oxphos, mitochondrial mass and reactive oxygen species in response to MycER activation. Other differences between WT and KO MEFs, either in the basal state or following MycER induction, included abnormalities in electron transport chain function, levels of TCA cycle-related oxidoreductases and cytoplasmic and mitochondrial redox states. Transcriptional profiling of pathways pertinent to glycolysis, Oxphos and mitochondrial structure and function also uncovered significant differences between WT and KO MEFs and their response to MycER activation. Finally, an unbiased mass-spectrometry (MS)-based survey capable of quantifying ~40% of all mitochondrial proteins, showed about 15% of them to be AMPK- and/or Myc-dependent in their steady state. Significant differences in the activities of the rate-limiting enzymes pyruvate kinase and pyruvate dehydrogenase, which dictate pyruvate and acetyl coenzyme A abundance, were also differentially responsive to Myc and AMPK and could account for some of the differences in basal metabolite levels that were also detected by MS. Thus, Myc and AMPK are highly co-dependent and appear to engage in significant cross-talk across numerous pathways which support metabolic and ATP-generating functions.
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Affiliation(s)
- Lia R. Edmunds
- Section of Hematology/Oncology, Children’s Hospital of Pittsburgh of UPMC, Pittsburgh, PA, United States of America
- The University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America
| | - Lokendra Sharma
- Section of Hematology/Oncology, Children’s Hospital of Pittsburgh of UPMC, Pittsburgh, PA, United States of America
| | - Huabo Wang
- Section of Hematology/Oncology, Children’s Hospital of Pittsburgh of UPMC, Pittsburgh, PA, United States of America
| | - Audry Kang
- The University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America
| | - Sonia d’Souza
- Section of Hematology/Oncology, Children’s Hospital of Pittsburgh of UPMC, Pittsburgh, PA, United States of America
| | - Jie Lu
- Section of Hematology/Oncology, Children’s Hospital of Pittsburgh of UPMC, Pittsburgh, PA, United States of America
| | - Michael McLaughlin
- The University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America
| | - James M. Dolezal
- The University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America
| | - Xiaoli Gao
- Department of Biochemistry, The University of Texas Health Science Center at San Antonio, San Antonio TX, United States of America
| | - Susan T. Weintraub
- Department of Biochemistry, The University of Texas Health Science Center at San Antonio, San Antonio TX, United States of America
| | - Ying Ding
- Department of Biostatistics, The University of Pittsburgh, Pittsburgh, PA, United States of America
| | - Xuemei Zeng
- Department of Cell Biology, The University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America
| | - Nathan Yates
- Department of Cell Biology, The University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America
| | - Edward V. Prochownik
- Section of Hematology/Oncology, Children’s Hospital of Pittsburgh of UPMC, Pittsburgh, PA, United States of America
- The University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America
- Department of Microbiology and Molecular Genetics, The University of Pittsburgh School of Medicine, Pittsburgh, PA, United States of America
- The Hillman Cancer Center, The University of Pittsburgh, Pittsburgh, PA, United States of America
- * E-mail:
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230
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Creighton CJ, Huang S. Reverse phase protein arrays in signaling pathways: a data integration perspective. DRUG DESIGN DEVELOPMENT AND THERAPY 2015; 9:3519-27. [PMID: 26185419 PMCID: PMC4500628 DOI: 10.2147/dddt.s38375] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
The reverse phase protein array (RPPA) data platform provides expression data for a prespecified set of proteins, across a set of tissue or cell line samples. Being able to measure either total proteins or posttranslationally modified proteins, even ones present at lower abundances, RPPA represents an excellent way to capture the state of key signaling transduction pathways in normal or diseased cells. RPPA data can be combined with those of other molecular profiling platforms, in order to obtain a more complete molecular picture of the cell. This review offers perspective on the use of RPPA as a component of integrative molecular analysis, using recent case examples from The Cancer Genome Altas consortium, showing how RPPA may provide additional insight into cancer besides what other data platforms may provide. There also exists a clear need for effective visualization approaches to RPPA-based proteomic results; this was highlighted by the recent challenge, put forth by the HPN-DREAM consortium, to develop visualization methods for a highly complex RPPA dataset involving many cancer cell lines, stimuli, and inhibitors applied over time course. In this review, we put forth a number of general guidelines for effective visualization of complex molecular datasets, namely, showing the data, ordering data elements deliberately, enabling generalization, focusing on relevant specifics, and putting things into context. We give examples of how these principles can be utilized in visualizing the intrinsic subtypes of breast cancer and in meaningfully displaying the entire HPN-DREAM RPPA dataset within a single page.
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Affiliation(s)
- Chad J Creighton
- Department of Medicine, Baylor College of Medicine, Houston, TX, USA ; Dan L Duncan Cancer Center, Baylor College of Medicine, Houston, TX, USA
| | - Shixia Huang
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA ; Dan L Duncan Cancer Center, Baylor College of Medicine, Houston, TX, USA
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231
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Alyass A, Turcotte M, Meyre D. From big data analysis to personalized medicine for all: challenges and opportunities. BMC Med Genomics 2015; 8:33. [PMID: 26112054 PMCID: PMC4482045 DOI: 10.1186/s12920-015-0108-y] [Citation(s) in RCA: 240] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2015] [Accepted: 06/15/2015] [Indexed: 02/07/2023] Open
Abstract
Recent advances in high-throughput technologies have led to the emergence of systems biology as a holistic science to achieve more precise modeling of complex diseases. Many predict the emergence of personalized medicine in the near future. We are, however, moving from two-tiered health systems to a two-tiered personalized medicine. Omics facilities are restricted to affluent regions, and personalized medicine is likely to widen the growing gap in health systems between high and low-income countries. This is mirrored by an increasing lag between our ability to generate and analyze big data. Several bottlenecks slow-down the transition from conventional to personalized medicine: generation of cost-effective high-throughput data; hybrid education and multidisciplinary teams; data storage and processing; data integration and interpretation; and individual and global economic relevance. This review provides an update of important developments in the analysis of big data and forward strategies to accelerate the global transition to personalized medicine.
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Affiliation(s)
- Akram Alyass
- Department of Clinical Epidemiology and Biostatistics, McMaster University, 1280 Main Street West, Hamilton, ON, Canada.
| | - Michelle Turcotte
- Department of Clinical Epidemiology and Biostatistics, McMaster University, 1280 Main Street West, Hamilton, ON, Canada.
| | - David Meyre
- Department of Clinical Epidemiology and Biostatistics, McMaster University, 1280 Main Street West, Hamilton, ON, Canada.
- Department of Pathology and Molecular Medicine, McMaster University, 1280 Main Street West, Hamilton, ON, Canada.
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232
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Giampieri E, De Cecco M, Remondini D, Sedivy J, Castellani G. Active Degradation Explains the Distribution of Nuclear Proteins during Cellular Senescence. PLoS One 2015; 10:e0118442. [PMID: 26115222 PMCID: PMC4483236 DOI: 10.1371/journal.pone.0118442] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2014] [Accepted: 01/16/2015] [Indexed: 11/19/2022] Open
Abstract
The amount of cellular proteins is a crucial parameter that is known to vary between cells as a function of the replicative passages, and can be important during physiological aging. The process of protein degradation is known to be performed by a series of enzymatic reactions, ranging from an initial step of protein ubiquitination to their final fragmentation by the proteasome. In this paper we propose a stochastic dynamical model of nuclear proteins concentration resulting from a balance between a constant production of proteins and their degradation by a cooperative enzymatic reaction. The predictions of this model are compared with experimental data obtained by fluorescence measurements of the amount of nuclear proteins in murine tail fibroblast (MTF) undergoing cellular senescence. Our model provides a three-parameter stationary distribution that is in good agreement with the experimental data even during the transition to the senescent state, where the nuclear protein concentration changes abruptly. The estimation of three parameters (cooperativity, saturation threshold, and maximal velocity of the reaction), and their evolution during replicative passages shows that only the maximal velocity varies significantly. Based on our modeling we speculate the reduction of functionality of the protein degradation mechanism as a possible competitive inhibition of the proteasome.
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Affiliation(s)
- Enrico Giampieri
- Department of Physics and Astronomy, Bologna University, Bologna, Italy and INFN Bologna
- * E-mail:
| | - Marco De Cecco
- Department of Molecular Biology, Cell Biology and Biochemistry, Center for Genomics and Proteomics, Brown University, Providence, RI, USA
| | - Daniel Remondini
- Department of Physics and Astronomy, Bologna University, Bologna, Italy and INFN Bologna
| | - John Sedivy
- Department of Molecular Biology, Cell Biology and Biochemistry, Center for Genomics and Proteomics, Brown University, Providence, RI, USA
| | - Gastone Castellani
- Department of Physics and Astronomy, Bologna University, Bologna, Italy and INFN Bologna
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233
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Peng X, Qin Z, Zhang G, Guo Y, Huang J. Integration of the proteome and transcriptome reveals multiple levels of gene regulation in the rice dl2 mutant. FRONTIERS IN PLANT SCIENCE 2015; 6:351. [PMID: 26136752 PMCID: PMC4469824 DOI: 10.3389/fpls.2015.00351] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2015] [Accepted: 05/03/2015] [Indexed: 05/24/2023]
Abstract
Leaf vascular system differentiation and venation patterns play a key role in transporting nutrients and maintaining the plant shape, which is an important agronomic trait for improving photosynthetic efficiency. However, there is little knowledge about the regulation of leaf vascular specification and development. Here we utilized the rice midribless mutant (dl2) to investigate the molecular changes in transcriptome and proteome profiles during leaf vascular specification and differentiation. Using isobaric tags for relative and absolute quantification (iTRAQ) with digital gene expression (DGE) techniques, a nearly complete catalog of expressed protein and mRNA was acquired. From the catalog, we reliably identified 3172 proteins and 9,865,230 tags mapped to genes, and subsets of 141 proteins and 98 mRNAs, which were differentially expressed between the dl2 mutant and wild type. The correlation analysis between the abundance of differentially expressed mRNA and DEPs (differentially expressed proteins) revealed numerous discordant changes in mRNA/protein pairs and only a modest correlation was observed, indicative of divergent regulation of transcription and translational processes. The DEPs were analyzed for their involvement in biological processes and metabolic pathways. Up- or down- regulation of some key proteins confirmed that the physiological process of vascular differentiation is an active process. These key proteins included those not previously reported to be associated with vascular differentiation processes, and included proteins that are involved in the spliceosome pathway. Together, our results show that the developmental and physiological process of the leaf vascular system is a thoroughly regulated and complicated process and this work has identified potential targets for genetic modification that could be used to regulate the development of the leaf vasculature.
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Affiliation(s)
| | | | | | | | - Junli Huang
- *Correspondence: Junli Huang, Key Laboratory of Biorheological Science and Technology, Ministry of Education, Bioengineering College, Chongqing University, Shazheng Street, Chongqing 400030, China ;
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234
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Relationship between differentially expressed mRNA and mRNA-protein correlations in a xenograft model system. Sci Rep 2015; 5:10775. [PMID: 26053859 PMCID: PMC4459080 DOI: 10.1038/srep10775] [Citation(s) in RCA: 454] [Impact Index Per Article: 45.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2014] [Accepted: 05/01/2015] [Indexed: 12/23/2022] Open
Abstract
Differential mRNA expression studies implicitly assume that changes in mRNA expression have biological meaning, most likely mediated by corresponding changes in protein levels. Yet studies into mRNA-protein correspondence have shown notoriously poor correlation between mRNA and protein expression levels, creating concern for inferences from only mRNA expression data. However, none of these studies have examined in particular differentially expressed mRNA. Here, we examined this question in an ovarian cancer xenograft model. We measured protein and mRNA expression for twenty-nine genes in four drug-treatment conditions and in untreated controls. We identified mRNAs differentially expressed between drug-treated xenografts and controls, then analysed mRNA-protein expression correlation across a five-point time-course within each of the four experimental conditions. We evaluated correlations between mRNAs and their protein products for mRNAs differentially expressed within an experimental condition compared to those that are not. We found that differentially expressed mRNAs correlate significantly better with their protein product than non-differentially expressed mRNAs. This result increases confidence for the use of differential mRNA expression for biological discovery in this system, as well as providing optimism for the usefulness of inferences from mRNA expression in general.
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235
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Meyer FRL, Steinborn R, Grausgruber H, Wolfesberger B, Walter I. Expression of platelet-derived growth factor BB, erythropoietin and erythropoietin receptor in canine and feline osteosarcoma. Vet J 2015; 206:67-74. [PMID: 26189892 PMCID: PMC4582422 DOI: 10.1016/j.tvjl.2015.06.003] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2014] [Revised: 05/29/2015] [Accepted: 06/03/2015] [Indexed: 12/12/2022]
Abstract
The discovery of expression of the erythropoietin receptor (EPO-R) on neoplastic cells has led to concerns about the safety of treating anaemic cancer patients with EPO. In addition to its endocrine function, the receptor may play a role in tumour progression through an autocrine mechanism. In this study, the expression of EPO, EPO-R and platelet-derived growth factor BB (PDGF-BB) was analysed in five feline and 13 canine osteosarcomas using immunohistochemistry (IHC) and reverse transcription polymerase chain reaction (RT-PCR). EPO expression was positive in all tumours by IHC, but EPO mRNA was only detected in 38% of the canine and 40% of the feline samples. EPO-R was expressed in all samples by quantitative RT-PCR (RT-qPCR) and IHC. EPO-R mRNA was expressed at higher levels in all feline tumours, tumour cell lines, and kidney when compared to canine tissues. PDGF-BB expression was variable by IHC, but mRNA was detected in all samples. To assess the functionality of the EPO-R on tumour cells, the proliferation of canine and feline osteosarcoma cell lines was evaluated after EPO administration using an alamarBlue assay and Ki67 immunostaining. All primary cell lines responded to EPO treatment in at least one of the performed assays, but the effect on proliferation was very low indicating only a weak responsiveness of EPO-R. In conclusion, since EPO and its receptor are expressed by canine and feline osteosarcomas, an autocrine or paracrine tumour progression mechanism cannot be excluded, although in vitro data suggest a minimal role of EPO-R in osteosarcoma cell proliferation.
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Affiliation(s)
- F R L Meyer
- Institute of Anatomy, Histology and Embryology, Department of Pathobiology, University of Veterinary Medicine, Veterinaerplatz 1, 1210 Vienna, Austria
| | - R Steinborn
- Genomics Core Facility, VetCore, University of Veterinary Medicine, Veterinaerplatz 1, 1210 Vienna, Austria
| | - H Grausgruber
- Division of Plant Breeding, University of Natural Resources and Life Sciences, Vienna, Konrad Lorenz-Strasse 24, 3430 Vienna, Austria
| | - B Wolfesberger
- Department for Companion Animals and Horses, University of Veterinary Medicine, Veterinaerplatz 1, 1210 Vienna, Austria
| | - I Walter
- Institute of Anatomy, Histology and Embryology, Department of Pathobiology, University of Veterinary Medicine, Veterinaerplatz 1, 1210 Vienna, Austria.
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236
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Zhang C, Guo H, Li B, Sui C, Zhang Y, Xia X, Qin Y, Ye L, Xie F, Wang H, Yuan M, Yuan L, Ye J. Effects of Slit3 silencing on the invasive ability of lung carcinoma A549 cells. Oncol Rep 2015; 34:952-60. [PMID: 26045181 DOI: 10.3892/or.2015.4031] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Accepted: 05/18/2015] [Indexed: 11/05/2022] Open
Abstract
Slit proteins function as chemorepellents in axon guidance and neuronal migration by binding to cognate Robo receptors. The Slit/Robo signaling pathway is also involved in the regulation of tumor cell metastasis. However, whether the Slit/Robo signaling pathway exerts prometastatic or antimetastasis functions remains controversial. To date, most of the research on Slit/Robo has focused on Slit2, and the effects of Slit3 on metastasis remain largely unknown. Based on the Oncomine database, overall expression of Slit3 is low in tumor tissues compared to its level in normal tissues. The underlying mechanism for slit3 silencing in tumor tissues is likely related to hypermethylation of the slit3 promoter. However, lung carcinomas appear to be an exception. Several studies have reported that the frequency of Slit3 methylation in lung cancers is far lower than the frequency of Slit2. In the present study, high Slit3 expression at the mRNA level, yet not at the protein level, was detected in lung adenocarcinoma A549 cells. The function of Slit3 in tumor migration and invasion was examined by silencing of Slit3 expression in A549 cells. Silencing of Slit3 promoted proliferation, migration and invasion of A549 cells and induced epithelial-mesenchymal transition by downregulation of E-cadherin and upregulation of vimentin. The inhibitory effects of Slit3 on tumor migration and invasion are likely related to matrix metalloproteinases (MMPs). Silencing of Slit3 in the A549 cells enhanced MMP2 and MMP9 expression. These results indicate that Slit3 is a potential tumor suppressor in lung adenocarcinoma.
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Affiliation(s)
- Chao Zhang
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Hui Guo
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Bin Li
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Chengzhi Sui
- The First Affiliated Hospital of Xiamen University, Xiamen, Fujian, P.R. China
| | - Yuan Zhang
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Xianyuan Xia
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Ying Qin
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Liying Ye
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Fu'an Xie
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Heng Wang
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Mingjing Yuan
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Li Yuan
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
| | - Jun Ye
- State Key Laboratory of Cellular Stress Biology, School of Life Sciences, Xiamen University, Xiamen, Fujian, P.R. China
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237
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Heublein S, Mayr D, Meindl A, Angele M, Gallwas J, Jeschke U, Ditsch N. Thyroid Hormone Receptors Predict Prognosis in BRCA1 Associated Breast Cancer in Opposing Ways. PLoS One 2015; 10:e0127072. [PMID: 26029931 PMCID: PMC4451081 DOI: 10.1371/journal.pone.0127072] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2014] [Accepted: 04/11/2015] [Indexed: 12/02/2022] Open
Abstract
Since BRCA1 associated breast cancers are frequently classified as hormone receptor negative or even triple negative, the application of endocrine therapies is rather limited in these patients. Like hormone receptors that bind to estrogen or progesterone, thyroid hormone receptors (TRs) are members of the nuclear hormone receptor superfamily. TRs might be interesting biomarkers - especially in the absence of classical hormone receptors. The current study aimed to investigate whether TRs may be specifically expressed in BRCA1 associated cancer cases and whether they are of prognostic significance in these patients as compared to sporadic breast cancer cases. This study analyzed TRα and TRβ immunopositivity in BRCA1 associated (n = 38) and sporadic breast cancer (n = 86). Further, TRs were studied in MCF7 (BRCA1 wildtype) and HCC3153 (BRCA1 mutated) cells. TRβ positivity rate was significantly higher in BRCA1 associated as compared to sporadic breast cancers (p = 0.001). The latter observation remained to be significant when cases that had been matched for clinicopathological criteria were compared (p = 0.037). Regarding BRCA1 associated breast cancer cases TRβ positivity turned out to be a positive prognostic factor for five-year (p = 0.007) and overall survival (p = 0.026) while TRα positivity predicted reduced five-year survival (p = 0.030). Activation of TRβ resulted in down-modulation of CTNNB1 while TRα inhibition reduced cell viability in HCC3153. However, only BRCA1 wildtype MCF7 cells were capable of rapidly degrading TRα1 in response to T3 stimulation. Significantly, this study identified TRβ to be up-regulated in BRCA1 associated breast cancer and revealed TRs to be associated with patients’ prognosis. TRs were also found to be expressed in triple negative BRCA1 associated breast cancer. Further studies need to be done in order to evaluate whether TRs may become interesting targets of endocrine therapeutic approaches, especially when tumors are triple-negative.
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Affiliation(s)
- Sabine Heublein
- Department of Obstetrics and Gynecology, Ludwig-Maximilians-University of Munich, Munich, Germany
- * E-mail:
| | - Doris Mayr
- Department of Pathology, Ludwig-Maximilians-University of Munich, Munich, Germany
| | - Alfons Meindl
- Department of Obstetrics and Gynecology, Technical University of Munich, Munich, Germany
| | - Martin Angele
- Department of Surgery, Ludwig-Maximilians-University of Munich, Munich, Germany
| | - Julia Gallwas
- Department of Obstetrics and Gynecology, Ludwig-Maximilians-University of Munich, Munich, Germany
| | - Udo Jeschke
- Department of Obstetrics and Gynecology, Ludwig-Maximilians-University of Munich, Munich, Germany
| | - Nina Ditsch
- Department of Obstetrics and Gynecology, Ludwig-Maximilians-University of Munich, Munich, Germany
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The role of Dickkopf-3 overexpression in esophageal adenocarcinoma. J Thorac Cardiovasc Surg 2015; 150:377-385.e2. [PMID: 26093488 DOI: 10.1016/j.jtcvs.2015.05.006] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/13/2015] [Revised: 03/31/2015] [Accepted: 05/02/2015] [Indexed: 12/21/2022]
Abstract
OBJECTIVES Ninety percent of patients with esophageal adenocarcinoma ultimately die of their disease, highlighting the need for novel therapeutic targets. The goal of this study was to define the functional significance of overexpression of Dickkopf-3 (DKK3) in esophageal adenocarcinoma. METHODS DKK3 expression was analyzed by real-time polymerase chain reaction in 95 chemonaive and 21 chemoresistant esophageal adenocarcinomas. The esophageal adenocarcinoma cell line OE33 was stably transfected with DKK3 (OE33/DKK3) and evaluated using WST-1 (Roche, Basel, Switzerland), Matrigel (BD Biosciences, San Jose, Calif), endothelial tube formation, and chemosensitivity assays. Tumorigenesis was evaluated by injecting 1 × 10(6) OE33/DKK3 and vector cells in NOD/SCIDγ mice. RESULTS DKK3 was overexpressed (>2-fold) in 75.8% (72/95) of esophageal adenocarcinomas. DKK3 protein was present at moderate to high levels in 46.8% (29/62) of esophageal adenocarcinomas on tissue microarray. Stable transfection of DKK3 significantly increased proliferation (P < .05) and Matrigel invasion (P < .001). Levels of SMAD4, a key mediator of the transforming growth factor-ß pathway, increased after activin treatment of OE33/DKK3, and siSMAD4 significantly decreased Matrigel invasion, suggesting that DKK3 acts through the transforming growth factor-β pathway. OE33/DKK3 cells increased endothelial tube formation and were significantly more resistant to 5-fluorouracil and cisplatin, and DKK3 expression was significantly higher in chemoresistant esophageal adenocarcinomas (P < .005). In NOD/SCIDγ mice, OE33/DKK3 cells resulted in tumors at all sites (8/8), whereas vector cells grew in only 1 of 8 sites. Nodal metastases were also significantly increased in patients with esophageal adenocarcinomas highly overexpressing DKK3, 28 of 32 (88%) versus 42 of 63 (68%) (P < .05). CONCLUSIONS These findings suggest that DKK3 may be important in mediating invasion in esophageal adenocarcinoma and could be a novel target in the treatment and prevention of metastatic disease.
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French CL, Ye F, Revetta F, Zhang B, Coffey RJ, Washington MK, Deane NG, Beauchamp RD, Weaver AM. Linking patient outcome to high throughput protein expression data identifies novel regulators of colorectal adenocarcinoma aggressiveness. F1000Res 2015; 4:99. [PMID: 26097693 PMCID: PMC4457132 DOI: 10.12688/f1000research.6388.1] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 04/22/2015] [Indexed: 12/14/2022] Open
Abstract
A key question in cancer systems biology is how to use molecular data to predict the biological behavior of tumors from individual patients. While genomics data have been heavily used, protein signaling data are more directly connected to biological phenotype and might predict cancer phenotypes such as invasion, metastasis, and patient survival. In this study, we mined publicly available data for colorectal adenocarcinoma from the Cancer Genome Atlas and identified protein expression and signaling changes that are statistically associated with patient outcome. Our analysis identified a number of known and potentially new regulators of colorectal cancer. High levels of insulin growth factor binding protein 2 (IGFBP2) were associated with both recurrence and death, and this was validated by immunohistochemical staining of a tissue microarray for a secondary patient dataset. Interestingly, GATA binding protein 3 (GATA3) was the protein most frequently associated with death in our analysis, and GATA3 expression was significantly decreased in tumor samples from stage I-II deceased patients. Experimental studies using engineered colon cancer cell lines show that exogenous expression of GATA3 decreases three-dimensional colony growth and invasiveness of colon cancer cells but does not affect two-dimensional proliferation. These findings suggest that protein data are useful for biomarker discovery and identify GATA3 as a regulator of colorectal cancer aggressiveness.
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Affiliation(s)
- Christi L French
- Department of Cancer Biology, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA
| | - Fei Ye
- Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, 37232, USA ; Center for Quantitative Sciences, Vanderbilt University, Nashville, TN, 37232, USA
| | - Frank Revetta
- Department of Pathology,Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Bing Zhang
- Department of Cancer Biology, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA ; Center for Quantitative Sciences, Vanderbilt University, Nashville, TN, 37232, USA ; Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, 37232, USA ; Vanderbilt Ingram Cancer Center, Nashville, TN, 37232, USA
| | - Robert J Coffey
- Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA ; Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA ; Department of Veterans Affairs Medical Center, Nashville, TN, 37232, USA
| | - M Kay Washington
- Department of Pathology,Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | - Natasha G Deane
- Department of Surgery, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | | | - Alissa M Weaver
- Department of Cancer Biology, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA ; Department of Pathology,Microbiology, and Immunology, Vanderbilt University Medical Center, Nashville, TN, 37232, USA ; Department of Cell and Developmental Biology, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA ; Vanderbilt Ingram Cancer Center, Nashville, TN, 37232, USA
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Li H, Pan Y, Zhang Y, Wu C, Ma C, Yu B, Zhu N, Koh J, Chen S. Salt stress response of membrane proteome of sugar beet monosomic addition line M14. J Proteomics 2015; 127:18-33. [PMID: 25845583 DOI: 10.1016/j.jprot.2015.03.025] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2015] [Revised: 03/11/2015] [Accepted: 03/27/2015] [Indexed: 11/18/2022]
Abstract
UNLABELLED Understanding how plants respond to and tolerate salt stress is important for engineering and breeding effort to boost plant productivity and bioenergy in an ever challenging environment. Sugar beet M14 line is a unique germplasm that contains genetic materials from Beta vulgaris L. and Beta corolliflora Zoss, and it exhibits tolerance to salt stress. Here we report the changes in membrane proteome of the M14 plants in response to salt stress (0, 200, 400mM NaCl) using an iTRAQ two-dimensional LC-MS/MS technology for quantitative proteomic analysis. In total, 274 proteins, mostly membrane proteins, were identified, and 50 proteins exhibited differential protein level changes, with 40 proteins increased and 10 decreased. The proteins were mainly involved in transport, metabolism, protein synthesis, photosynthesis, protein folding and degradation, signal transduction, stress and defense, energy, and cell structure. These results have revealed interesting mechanisms underlying the M14 response and tolerance to salt stress. BIOLOGICAL SIGNIFICANCE Sugar beet monosomic addition line M14 is a special variety with salt stress tolerance. Analysis of the M14 membrane proteome under salt stress may provide useful information regarding specific adaptive mechanisms underlying salt stress tolerance. Membrane proteins are known to play critical roles in salt stress signaling and adaptation. The purpose of this study was to identify significantly changed membrane proteins and determine their possible relevance to salt tolerance. The proteomic analysis of the M14 line revealed important molecular mechanisms that can be potentially applied to improving crop salt tolerance. This article is part of a Special Issue entitled: Proteomics in India.
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Affiliation(s)
- Haiying Li
- Key Laboratory of Molecular Biology of Heilongjiang Province, College of Life Sciences, Heilongjiang University, Harbin 150080, China; Engineering Research Center of Agricultural Microbiology Technology, Ministry of Education, Heilongjiang University, Harbin 150080, China.
| | - Yu Pan
- Key Laboratory of Molecular Biology of Heilongjiang Province, College of Life Sciences, Heilongjiang University, Harbin 150080, China; Engineering Research Center of Agricultural Microbiology Technology, Ministry of Education, Heilongjiang University, Harbin 150080, China
| | - Yongxue Zhang
- Key Laboratory of Molecular Biology of Heilongjiang Province, College of Life Sciences, Heilongjiang University, Harbin 150080, China; Engineering Research Center of Agricultural Microbiology Technology, Ministry of Education, Heilongjiang University, Harbin 150080, China
| | - Chuan Wu
- Key Laboratory of Molecular Biology of Heilongjiang Province, College of Life Sciences, Heilongjiang University, Harbin 150080, China; Engineering Research Center of Agricultural Microbiology Technology, Ministry of Education, Heilongjiang University, Harbin 150080, China
| | - Chunquan Ma
- Key Laboratory of Molecular Biology of Heilongjiang Province, College of Life Sciences, Heilongjiang University, Harbin 150080, China; Engineering Research Center of Agricultural Microbiology Technology, Ministry of Education, Heilongjiang University, Harbin 150080, China
| | - Bing Yu
- Key Laboratory of Molecular Biology of Heilongjiang Province, College of Life Sciences, Heilongjiang University, Harbin 150080, China; Engineering Research Center of Agricultural Microbiology Technology, Ministry of Education, Heilongjiang University, Harbin 150080, China
| | - Ning Zhu
- Department of Biology, Genetics Institute, Plant Molecular and Cellular Biology Program, University of FL, Gainesville, FL 32610, USA
| | - Jin Koh
- Department of Biology, Genetics Institute, Plant Molecular and Cellular Biology Program, University of FL, Gainesville, FL 32610, USA
| | - Sixue Chen
- Key Laboratory of Molecular Biology of Heilongjiang Province, College of Life Sciences, Heilongjiang University, Harbin 150080, China; Department of Biology, Genetics Institute, Plant Molecular and Cellular Biology Program, University of FL, Gainesville, FL 32610, USA.
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Choi BM, Lee SH, An SM, Park DY, Lee GW, Noh GJ. The time-course and RNA interference of TNF-α, IL-6, and IL-1β expression on neuropathic pain induced by L5 spinal nerve transection in rats. Korean J Anesthesiol 2015; 68:159-69. [PMID: 25844135 PMCID: PMC4384404 DOI: 10.4097/kjae.2015.68.2.159] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2014] [Revised: 11/23/2014] [Accepted: 12/12/2014] [Indexed: 01/09/2023] Open
Abstract
Background The objective of this study was to investigate the time-course of the expression of TNF-α, IL-6, and IL-1β after L5 spinal nerve transection (SNT), and to determine the effect of small interfering RNA (siRNA) targeting these cytokines on neuropathic pain. Methods Rats received control siRNA (CON group, n = 80) or a cocktail of siRNAs targeting these cytokines (COCK group, n = 70). The siRNAs were given via intrathecal catheter 1 d prior to SNT, on the operation day, and 1, 2 and 3 d postoperatively. Behavioral tests and levels of the cytokine mRNAs and proteins as well as glial cell activity were following the L5 SNT. Results In the CON group, TNF-α and IL-1β mRNA levels increased immediately after SNT and remained high for 6 d, while IL-6 transcripts only began to increase after 12 h. TNF-α and IL-1β mRNA levels in the COCK group were lower than in the CON group at all time points (P < 0.05). In the behavioral tests, allodynia and hyperalgesia were significantly lower in the COCK group from 2 d after SNT (P < 0.05). Conclusions The time courses of TNF-α, IL-6 and IL-1β mRNA expression after L5 SNT differ. RNA interference may be a method of reducing the development of mechanical allodynia and hyperalgesia in response to nerve injury.
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Affiliation(s)
- Byung Moon Choi
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Soo Han Lee
- Department of Clinical Pharmacology and Therapeutics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Sang Mee An
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Do Yang Park
- Department of Clinical Pharmacology and Therapeutics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
| | - Gwan Woo Lee
- Department of Anesthesiology and Pain Medicine, Dankook University College of Medicine, Cheonan, Korea
| | - Gyu-Jeong Noh
- Department of Anesthesiology and Pain Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea. ; Department of Clinical Pharmacology and Therapeutics, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
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Redfern RL, Barabino S, Baxter J, Lema C, McDermott AM. Dry eye modulates the expression of toll-like receptors on the ocular surface. Exp Eye Res 2015; 134:80-9. [PMID: 25817729 DOI: 10.1016/j.exer.2015.03.018] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2014] [Revised: 03/03/2015] [Accepted: 03/24/2015] [Indexed: 02/08/2023]
Abstract
We aimed to determine if toll-like receptor (TLR) expression is modulated in response to dry eye-associated conditions and in dry eye syndrome (DES). Primary human corneal epithelial cells (HCEC), an SV40 HCEC cell line or a normal human conjunctival epithelial cell line (IOBA-NHC) were cultured under hyperosmolar stress (HOS) (400-500 mOsm/kg) or with DES associated cytokines (IL-1α/β, TNFα or TGFβ) at concentrations ranging from 1 to 1000 ng/ml for up to 24 h. Epithelial cells were harvested from a human cornea organ culture model following 24 h of desiccation. Conjunctival impression cytology samples were harvested from subjects with DES and age and gender-matched normal subjects. TLR4, TLR5 or TLR9 mRNA or protein was examined by quantitative RT-PCR, western blotting or flow cytometry. TLR functionality was evaluated in terms of addition of TLR agonists and quantitation of secreted inflammatory cytokines by the use of ELISA and Luminex assays. In SV40 HCEC, HOS significantly increased TLR4 by 8.18 fold, decreased TLR9 by 0.58 fold, but had no effect on TLR5 mRNA expression. TLR4 and TLR9 protein were decreased by 67.7% and 72% respectively. TLR4 mRNA was also significantly up-regulated by up to 9.70 and 3.36 fold in primary HCEC and IOBA-NHC respectively. DES associated cytokines had no effect on TLR4, TLR5 and TLR9 expression. In response to desiccation, TLR4 and TLR5 mRNA were significantly up-regulated by 4.81 and 2.51 fold respectively, while TLR9 mRNA was down-regulated by 0.86 fold in HCEC. A similar trend for TLR4 and TLR9 protein was observed. TLR9 mRNA was significantly down-regulated by almost 59.5% in DES subjects. In conclusion, changes in TLR expression occur in dry eye and could have an important role in ocular surface susceptibility to inflammation and infection.
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Affiliation(s)
- Rachel L Redfern
- University of Houston, College of Optometry, The Ocular Surface Institute (TOSI), Houston, TX 77204, USA.
| | - Stefano Barabino
- Clinica Oculistica, Department of Neurosciences, Ophthalmology, and Genetics University of Genoa, Genoa, Italy
| | - Jessica Baxter
- University of Houston, College of Optometry, The Ocular Surface Institute (TOSI), Houston, TX 77204, USA
| | - Carolina Lema
- University of Houston, College of Optometry, The Ocular Surface Institute (TOSI), Houston, TX 77204, USA
| | - Alison M McDermott
- University of Houston, College of Optometry, The Ocular Surface Institute (TOSI), Houston, TX 77204, USA
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Chiu AS, Braidy N, Marçal H, Welch JH, Gehringer MM, Guillemin GJ, Neilan BA. Global cellular responses to β-methyl-amino-L-alanine (BMAA) by olfactory ensheathing glial cells (OEC). Toxicon 2015; 99:136-45. [PMID: 25797319 DOI: 10.1016/j.toxicon.2015.03.009] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2014] [Revised: 03/13/2015] [Accepted: 03/18/2015] [Indexed: 01/15/2023]
Abstract
This study utilised a proteomics approach to identify any differential protein expression in a glial cell line, rat olfactory ensheathing cells (OECs), treated with the cyanotoxin β-methylamino-l-alanine (BMAA). Five proteins of interest were identified, namely Rho GDP-dissociation inhibitor 1 (RhoGDP1), Nck-associated protein 1 (NCKAP1), voltage-dependent anion-selective channel protein 1 (VDAC1), 3-hydroxyacyl-CoA dehydrogenase type-2 (3hCoAdh2), and ubiquilin-4 (UBQLN4). Four of these candidates, nuclear receptor subfamily 4 group A member 1 (Nur77), cyclophilin A (CyPA), RhoGDP1 and VDAC1, have been reported to be involved in cell growth. A microarray identified UBQLN4, palladin and CyPA, which have been implicated to have roles in excitotoxicity. Moreover, the NCKAP1, UBQLN4, CyPA and 3hCoAdh2 genes have been associated with abnormal protein aggregation. Differential expression of genes involved in mitochondrial activity, Nur77, 3hCoAdh2, VDAC1 and UBQLN4, were also identified. Confirmatory reverse transcription quantitative PCR (RT-qPCR) analysis of transcripts generated from the genes of interest corroborated the differential expression trends identified in the global protein analysis. BMAA induced cell cycle arrest in the G2/M phase of OEC and apoptosis after 48 h at concentrations of 250 μM and 500 μM. Collectively, this work advances our understanding of the mechanism of BMAA-mediated glial-toxicity in vitro.
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Affiliation(s)
- Alexander S Chiu
- School of Biotechnology and Biomolecular Sciences, The University of New South Wales, Sydney, Australia
| | - Nady Braidy
- Centre for Healthy Brain Ageing, School of Psychiatry, Faculty of Medicine, The University of New South Wales, Sydney, Australia
| | - Helder Marçal
- School of Biotechnology and Biomolecular Sciences, The University of New South Wales, Sydney, Australia
| | - Jeffrey H Welch
- School of Biotechnology and Biomolecular Sciences, The University of New South Wales, Sydney, Australia
| | - Michelle M Gehringer
- School of Biotechnology and Biomolecular Sciences, The University of New South Wales, Sydney, Australia
| | - Gilles J Guillemin
- Neuroinflammation Group, Faculty of Medicine and Health Sciences, Macquarie University, Australia
| | - Brett A Neilan
- School of Biotechnology and Biomolecular Sciences, The University of New South Wales, Sydney, Australia.
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Maserti B, Podda A, Giorgetti L, Del Carratore R, Chevret D, Migheli Q. Proteome changes during yeast-like and pseudohyphal growth in the biofilm-forming yeast Pichia fermentans. Amino Acids 2015; 47:1091-106. [PMID: 25743163 DOI: 10.1007/s00726-015-1933-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2014] [Accepted: 02/03/2015] [Indexed: 12/25/2022]
Abstract
The Pichia fermentans strain DISAABA 726 is a biofilm-forming yeast that has been proposed as biocontrol agent to control brown rot on apple. How ever, when inoculated on peach, strain 726 shows yeast-like to pseudohyphal transition coupled to a pathogenic behaviour. To identify the proteins potentially involved in such transition process, a comparative proteome analysis of P. fermentans 726 developed on peach (filamentous growth) vs apple (yeast-like growth) was carried out using two-dimensional gel electrophoresis coupled with mass spectrometry analysis. The proteome comparison was also performed between the two different cell morphologies induced in a liquid medium amended with urea (yeast-like cells) or methionine (filamentous cells) to exclude fruit tissue impact on the transition. Seventy-three protein spots showed significant variations in abundance (±twofold, p < 0.01, confidence intervals 99 %) between pseudohyphal vs yeast-like morphology produced on fruits. Among them, 30 proteins changed their levels when the two morphologies were developed in liquid medium. The identified proteins belong to several pathways and functions, such as glycolysis, amino acid synthesis, chaperones, and signalling transduction. The possible role of a group of proteins belonging to the carbohydrate pathway in the metabolic re-organisation during P. fermentans dimorphic transition is discussed.
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Affiliation(s)
- Biancaelena Maserti
- CNR-IPSP, Consiglio Nazionale delle Ricerche-Dipartimento di Scienze Bio-Agroalimentari, Istituto per la Protezione Sostenibile delle Piante, Area della Ricerca CNR, Via Madonna del Piano 10, 50019, Sesto Fiorentino, Florence, Italy,
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Alzheimer’s disease shares gene expression aberrations with purinergic dysregulation of HPRT deficiency (Lesch–Nyhan disease). Neurosci Lett 2015; 590:35-9. [DOI: 10.1016/j.neulet.2015.01.042] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2014] [Revised: 01/14/2015] [Accepted: 01/16/2015] [Indexed: 12/19/2022]
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Abstract
All of life is regulated by complex and organized chemical reactions that help dictate when to grow, to move, to reproduce, and to die. When these processes go awry, or are interrupted by pathological agents, diseases such as cancer, autoimmunity, or infections can result. Cytokines, chemokines, growth factors, adipokines, and other chemical moieties make up a vast subset of these chemical reactions that are altered in disease states, and monitoring changes in these molecules could provide for the identification of disease biomarkers. From the first identification of carcinoembryonic antigen, to the discovery of prostate-specific antigen, to numerous others described within, biomarkers of disease are detectable in a plethora of sample types. The growing number of biomarkers for infection, autoimmunity, and cancer allow for increasingly early detection, to identification of novel drug targets, to prognostic indicators of disease outcome. However, more and more studies are finding that a single cytokine or growth factor is insufficient as a true disease biomarker and that a more global perspective is needed to understand true disease biology. Such a broad view requires a multiplexed platform for chemical detection, and antibody arrays meet and exceed this need by performing this detection in a high-throughput fashion. Herein, we will discuss how antibody arrays have evolved, and how they have helped direct new drug target design, helped identify therapeutic disease markers, and helped in earlier disease detection. From asthma to renal disease, and neurological dysfunction to immunologic disorders, antibody arrays afford a bright future for new biomarkers discovery.
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Mathioudakis N, Sundaresh R, Larsen A, Ruff W, Schiller J, Guerrero-Cázares H, Burger P, Salvatori R, Quiñones-Hinojosa A. Expression of the pituitary stem/progenitor marker GFRα2 in human pituitary adenomas and normal pituitary. Pituitary 2015; 18:31-41. [PMID: 24402129 PMCID: PMC4090297 DOI: 10.1007/s11102-014-0553-1] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
PURPOSE Recent studies suggest that adult pituitary stem cells may play a role in pituitary tumorigenesis. We sought to explore whether the Glial cell-line derived neurotrophic factor receptor alpha 2 (GFRα2), a recently described pituitary stem/progenitor marker, might be differentially expressed in pituitary adenomas versus normal pituitary. METHODS The expression of GFRα2 and other members of the GFR receptor family (GFRα1, α3, α4) were analyzed using RT-PCR, western blot, and immunohistochemistry in 39 pituitary adenomas, 14 normal pituitary glands obtained at autopsy, and cDNA from 3 normal pituitaries obtained commercially. RESULTS GFRα2 mRNA was ~2.6 fold under-expressed in functioning adenomas (p < 0.01) and ~3.5 fold over-expressed in non-functioning adenomas (NFAs) (p < 0.05) compared to normal pituitary. Among NFAs, GFRα2 was significantly over-expressed (~5-fold) in the gonadotropinoma subtype only (p < 0.05). GFRα2 protein expression appeared to be higher in most NFAs, although there was heterogeneity in protein expression in this group. GFRα2 protein expression appeared consistently lower in functioning adenomas by IHC and western blot. In normal pituitary, GFRα2 was localized in Rathke's remnant, the putative pituitary stem cell niche, and in corticotropes. CONCLUSION Our results suggest that the pituitary stem cell marker GFRα2 is under-expressed in functioning adenomas and over-expressed in NFAs, specifically gonadotropinomas. Further studies are required to elucidate whether over-expression of GFRα2 in gonadotropinomas might play a role in pituitary tumorigenesis.
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Affiliation(s)
- Nestoras Mathioudakis
- Division of Endocrinology, Diabetes, and Metabolism, Johns Hopkins University School of Medicine, 1830 E. Monument Street, Suite 333, Baltimore, MD, 21287, USA,
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Yu S, Tang S, Mayer GD, Cobb GP, Maul JD. Interactive effects of ultraviolet-B radiation and pesticide exposure on DNA photo-adduct accumulation and expression of DNA damage and repair genes in Xenopus laevis embryos. AQUATIC TOXICOLOGY (AMSTERDAM, NETHERLANDS) 2015; 159:256-266. [PMID: 25569846 DOI: 10.1016/j.aquatox.2014.12.004] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2014] [Revised: 12/04/2014] [Accepted: 12/07/2014] [Indexed: 06/04/2023]
Abstract
Pesticide use and ultraviolet-B (UVB) radiation have both been suggested to adversely affect amphibians; however, little is known about their interactive effects. One potential adverse interaction could involve pesticide-induced dysregulation of DNA repair pathways, resulting in greater numbers of DNA photo-adducts from UVB exposure. In the present study, we investigated the interactive effects of UVB radiation and two common pesticides (endosulfan and α-cypermethrin) on induction of DNA photo-adducts and expression of DNA damage and repair related genes in African clawed frog (Xenopus laevis) embryos. We examined 13 genes that are, collectively, involved in stress defense, cell cycle arrest, nucleotide excision repair (NER), base excision repair, mismatch repair, DNA repair regulation, and apoptosis. We exposed X. laevis embryos to 0, 25, and 50 μg/L endosulfan or 0, 2.5, and 5.0 μg/L α-cypermethrin for 96 h, with environmentally relevant exposures of UVB radiation during the last 7 h of the 96 h exposure. We measured the amount of cyclobutane pyrimidine dimers (CPDs) and mRNA abundance of the 13 genes among treatments including control, pesticide only, UVB only, and UVB and pesticide co-exposures. Each of the co-exposure scenarios resulted in elevated CPD levels compared to UVB exposure alone, suggesting an inhibitory effect of endosulfan and α-cypermethrin on CPD repair. This is attributed to results indicating that α-cypermethrin and endosulfan reduced mRNA abundance of XPA and HR23B, respectively, to levels that may affect the initial recognition of DNA lesions. In contrast, both pesticides increased transcript abundance of CSA and MUTL. In addition, mRNA abundance of HSP70 and GADD45α were increased by endosulfan and mRNA abundance of XPG was increased by α-cypermethrin. XPC, HR23B, XPG, and GADD45α exhibited elevated mRNA concentrations whereas there was a reduction in MUTL transcript concentrations in UVB-alone treatments. It appeared that even though expression of XPC and CSA were induced by exposure to UVB or pesticides, XPA was the limiting factor in the NER pathway. Our results suggest that pesticides may increase the accumulation of UVB-induced DNA photo-adducts and one likely mechanism is the alteration of critical NER gene expression. The present study provides important implications for evaluating the combined risks of pesticide usage and potentially increasing UVB radiation in aquatic ecosystems.
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Affiliation(s)
- Shuangying Yu
- Department of Environmental Toxicology, The Institute of Environmental and Human Health, Texas Tech University, 1207 S. Gilbert Dr., Lubbock, TX 79416, USA.
| | - Song Tang
- Department of Environmental Toxicology, The Institute of Environmental and Human Health, Texas Tech University, 1207 S. Gilbert Dr., Lubbock, TX 79416, USA.
| | - Gregory D Mayer
- Department of Environmental Toxicology, The Institute of Environmental and Human Health, Texas Tech University, 1207 S. Gilbert Dr., Lubbock, TX 79416, USA.
| | - George P Cobb
- Department of Environmental Science, Baylor University, One Bear Place #97266, Waco, TX 76798, USA.
| | - Jonathan D Maul
- Department of Environmental Toxicology, The Institute of Environmental and Human Health, Texas Tech University, 1207 S. Gilbert Dr., Lubbock, TX 79416, USA.
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Madhukar NS, Warmoes MO, Locasale JW. Organization of enzyme concentration across the metabolic network in cancer cells. PLoS One 2015; 10:e0117131. [PMID: 25621879 PMCID: PMC4306493 DOI: 10.1371/journal.pone.0117131] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2014] [Accepted: 12/19/2014] [Indexed: 12/18/2022] Open
Abstract
Rapid advances in mass spectrometry have allowed for estimates of absolute concentrations across entire proteomes, permitting the interrogation of many important biological questions. Here, we focus on a quantitative aspect of human cancer cell metabolism that has been limited by a paucity of available data on the abundance of metabolic enzymes. We integrate data from recent measurements of absolute protein concentration to analyze the statistics of protein abundance across the human metabolic network. At a global level, we find that the enzymes in glycolysis comprise approximately half of the total amount of metabolic proteins and can constitute up to 10% of the entire proteome. We then use this analysis to investigate several outstanding problems in cancer metabolism, including the diversion of glycolytic flux for biosynthesis, the relative contribution of nitrogen assimilating pathways, and the origin of cellular redox potential. We find many consistencies with current models, identify several inconsistencies, and find generalities that extend beyond current understanding. Together our results demonstrate that a relatively simple analysis of the abundance of metabolic enzymes was able to reveal many insights into the organization of the human cancer cell metabolic network.
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Affiliation(s)
- Neel S. Madhukar
- Tri-Institutional Program in Computational Biology and Medicine, Cornell University, Ithaca, New York, Weill Cornell Medical College, New York, New York, Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
- Division of Nutritional Sciences, Cornell University, Ithaca, New York, United States of America
| | - Marc O. Warmoes
- Division of Nutritional Sciences, Cornell University, Ithaca, New York, United States of America
| | - Jason W. Locasale
- Tri-Institutional Program in Computational Biology and Medicine, Cornell University, Ithaca, New York, Weill Cornell Medical College, New York, New York, Memorial Sloan-Kettering Cancer Center, New York, New York, United States of America
- Division of Nutritional Sciences, Cornell University, Ithaca, New York, United States of America
- * E-mail:
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