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Khaliullin TO, Kisin ER, Guppi S, Yanamala N, Zhernovkov V, Shvedova AA. Differential responses of murine alveolar macrophages to elongate mineral particles of asbestiform and non-asbestiform varieties: Cytotoxicity, cytokine secretion and transcriptional changes. Toxicol Appl Pharmacol 2020; 409:115302. [PMID: 33148505 DOI: 10.1016/j.taap.2020.115302] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2020] [Revised: 10/17/2020] [Accepted: 10/21/2020] [Indexed: 01/19/2023]
Abstract
Human exposures to asbestiform elongate mineral particles (EMP) may lead to diffuse fibrosis, lung cancer, malignant mesothelioma and autoimmune diseases. Cleavage fragments (CF) are chemically identical to asbestiform varieties (or habits) of the parent mineral, but no consensus exists on whether to treat them as asbestos from toxicological and regulatory standpoints. Alveolar macrophages (AM) are the first responders to inhaled particulates, participating in clearance and activating other resident and recruited immunocompetent cells, impacting the long-term outcomes. In this study we address how EMP of asbestiform versus non-asbestiform habit affect AM responses. Max Planck Institute (MPI) cells, a non-transformed mouse line that has an AM phenotype and genotype, were treated with mass-, surface area- (s.a.), and particle number- (p.n.) equivalent concentrations of respirable asbestiform and non-asbestiform riebeckite/tremolite EMP for 24 h. Cytotoxicity, cytokines secretion and transcriptional changes were evaluated. At the equal mass, asbestiform EMP were more cytotoxic, however EMP of both habits induced similar LDH leakage and decrease in viability at s.a. and p.n. equivalent doses. DNA damage assessment and cell cycle analysis revealed differences in the modes of cell death between asbestos and respective CF. There was an increase in chemokines, but not pro-inflammatory cytokines after all EMP treatments. Principal component analysis of the cytokine secretion showed close clustering for the s.a. and p.n. equivalent treatments. There were mineral- and habit-specific patterns of gene expression dysregulation at s.a. equivalent doses. Our study reveals the critical nature of EMP morphometric parameters for exposure assessment and dosing approaches used in toxicity studies.
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Affiliation(s)
- T O Khaliullin
- West Virginia University, Morgantown, WV, United States of America; HELD, NIOSH, CDC, Morgantown, WV, United States of America.
| | - E R Kisin
- HELD, NIOSH, CDC, Morgantown, WV, United States of America.
| | - S Guppi
- HELD, NIOSH, CDC, Morgantown, WV, United States of America.
| | - N Yanamala
- West Virginia University, Morgantown, WV, United States of America; Carnegie Mellon University, Pittsburgh, PA, United States of America.
| | | | - A A Shvedova
- West Virginia University, Morgantown, WV, United States of America; HELD, NIOSH, CDC, Morgantown, WV, United States of America.
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Potential Synergies of β-Hydroxybutyrate and Butyrate on the Modulation of Metabolism, Inflammation, Cognition, and General Health. J Nutr Metab 2018; 2018:7195760. [PMID: 29805804 PMCID: PMC5902005 DOI: 10.1155/2018/7195760] [Citation(s) in RCA: 48] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2017] [Revised: 02/06/2018] [Accepted: 02/28/2018] [Indexed: 12/31/2022] Open
Abstract
The low-carbohydrate high-fat diet (LCHFD), also known as the ketogenic diet, has cycled in and out of popularity for decades as a therapeutic program to treat metabolic syndrome, weight mismanagement, and drug-resistant disorders as complex as epilepsy, cancer, dementia, and depression. Despite the benefits of this diet, health care professionals still question its safety due to the elevated serum ketones it induces and the limited dietary fiber. To compound the controversy, patient compliance with the program is poor due to the restrictive nature of the diet and symptoms related to energy deficit and gastrointestinal adversity during the introductory and energy substrate transition phase of the diet. The studies presented here demonstrate safety and efficacy of the diet including the scientific support and rationale for the administration of exogenous ketone bodies and ketone sources as a complement to the restrictive dietary protocol or as an alternative to the diet. This review also highlights the synergy provided by exogenous ketone, β-hydroxybutyrate (BHB), accompanied by the short chain fatty acid, butyrate (BA) in the context of cellular and physiological outcomes. More work is needed to unveil the molecular mechanisms by which this program provides health benefits.
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Wache S, Helmig S, Walter D, Schneider J, Mazurek S. Impact of biopersistent fibrous dusts on glycolysis, glutaminolysis and serine metabolism in A549 cells. Mol Med Rep 2017; 16:9233-9241. [PMID: 28990047 DOI: 10.3892/mmr.2017.7729] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2017] [Accepted: 08/15/2017] [Indexed: 11/05/2022] Open
Abstract
The conversion rates of different metabolic pathways summarized as a metabolic signature mirror the physiological functions and the general physiological status of a cell. The present study compared the impact of crocidolite and chrysotile asbestos, glass fibers and multi‑walled carbon nanotubes (MWCN) of two different lengths (1‑2 µm and 5‑15 µm) on the conversion rates in glycolysis, glutaminolysis and serine metabolism of A549 cells. The concentration tested was 1 µg/cm2 for all fibers. A concentration of 5 µg/cm2 was additionally used for chrysotile and crocidolite, and 25 µg/cm2 for glass fibers and MWCN. With respect to the inhibitory effect on cell proliferation and the extent of metabolic alterations, the present study revealed the following ranking among the fibers tested: Chrysotile>crocidolite>glass fibers>MWCN 5‑15 µm>MWCN 1‑2 µm. For the asbestos and glass fibers this ranking correlated best with the number of fibers. It appeared that the results observed for MWCN did not match this correlation. However, electron microscopy revealed an agglomeration of MWCN. The agglomeration decreased the toxicologically relevant number of fibers by forming larger particle‑like shapes and explained the smaller effects of MWCN 5‑15 µm and 1‑2 µm on cell proliferation and metabolism.
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Affiliation(s)
- Sybille Wache
- Institute of Veterinary Physiology and Biochemistry, Justus Liebig University Giessen, D‑35392 Giessen, Germany
| | - Simone Helmig
- Institute and Outpatient Clinic for Occupational and Social Medicine, Justus Liebig University Giessen, D‑35392 Giessen, Germany
| | - Dirk Walter
- Institute and Outpatient Clinic for Occupational and Social Medicine, Justus Liebig University Giessen, D‑35392 Giessen, Germany
| | - Joachim Schneider
- Institute and Outpatient Clinic for Occupational and Social Medicine, Justus Liebig University Giessen, D‑35392 Giessen, Germany
| | - Sybille Mazurek
- Institute of Veterinary Physiology and Biochemistry, Justus Liebig University Giessen, D‑35392 Giessen, Germany
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Fujita K, Fukuda M, Fukui H, Horie M, Endoh S, Uchida K, Shichiri M, Morimoto Y, Ogami A, Iwahashi H. Intratracheal instillation of single-wall carbon nanotubes in the rat lung induces time-dependent changes in gene expression. Nanotoxicology 2014; 9:290-301. [PMID: 24911292 PMCID: PMC4487535 DOI: 10.3109/17435390.2014.921737] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
The use of carbon nanotubes in the industry has grown; however, little is known about their toxicological mechanism of action. Single-wall carbon nanotube (SWCNT) suspensions were administered by single intratracheal instillation in rats. Persistence of alveolar macrophage-containing granuloma was observed around the sites of SWCNT aggregation at 90 days post-instillation in 0.2-mg- or 0.4-mg-injected doses per rat. Meanwhile, gene expression profiling revealed that a large number of genes involved in the inflammatory response were markedly upregulated until 90 days or 180 days post-instillation. Subsequently, gene expression patterns were dramatically altered at 365 days post-instillation, and the number of upregulated genes involved in the inflammatory response was reduced. These results suggested that alveolar macrophage-containing granuloma reflected a characteristic of the histopathological transition period from the acute-phase to the subchronic-phase of inflammation, as well as pulmonary acute phase response persistence up to 90 or 180 days after intratracheal instillation in this experimental setting. The expression levels of the genes Ctsk, Gcgr, Gpnmb, Lilrb4, Marco, Mreg, Mt3, Padi1, Slc26a4, Spp1, Tnfsf4 and Trem2 were persistently upregulated in a dose-dependent manner until 365 days post-instillation. In addition, the expression levels of Atp6v0d2, Lpo, Mmp7, Mmp12 and Rnase9 were significantly upregulated until 754 days post-instillation. We propose that these persistently upregulated genes in the chronic-phase response following the acute-phase response act as potential biomarkers in lung tissue after SWCNT instillation. This study provides further insight into the time-dependent changes in genomic expression associated with the pulmonary toxicity of SWCNTs.
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Affiliation(s)
- Katsuhide Fujita
- Research Institute of Science for Safety and Sustainability, National Institute of Advanced Industrial Science and Technology (AIST) , Tsukuba , Japan
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Hinton TM, Grusche F, Acharya D, Shukla R, Bansal V, Waddington LJ, Monaghan P, Muir BW. Bicontinuous cubic phase nanoparticle lipid chemistry affects toxicity in cultured cells. Toxicol Res (Camb) 2014. [DOI: 10.1039/c3tx50075f] [Citation(s) in RCA: 100] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
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Lee SE, Park YS. The role of antioxidant enzymes in adaptive responses to environmental toxicants in vascular disease. Mol Cell Toxicol 2013. [DOI: 10.1007/s13273-013-0013-4] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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Wu ML, Layne MD, Yet SF. Heme oxygenase-1 in environmental toxin-induced lung disease. Toxicol Mech Methods 2012; 22:323-9. [DOI: 10.3109/15376516.2012.666685] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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Nagai H, Ishihara T, Lee WH, Ohara H, Okazaki Y, Okawa K, Toyokuni S. Asbestos surface provides a niche for oxidative modification. Cancer Sci 2011; 102:2118-25. [PMID: 21895868 PMCID: PMC11158102 DOI: 10.1111/j.1349-7006.2011.02087.x] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2011] [Revised: 08/22/2011] [Accepted: 08/27/2011] [Indexed: 11/28/2022] Open
Abstract
Asbestos is a potent carcinogen associated with increased risks of malignant mesothelioma and lung cancer in humans. Although the mechanism of carcinogenesis remains elusive, the physicochemical characteristics of asbestos play a role in the progression of asbestos-induced diseases. Among these characteristics, a high capacity to adsorb and accommodate biomolecules on its abundant surface area has been linked to cellular and genetic toxicity. Several previous studies identified asbestos-interacting proteins. Here, with the use of matrix-assisted laser desorption ionization-time of flight mass spectrometry, we systematically identified proteins from various lysates that adsorbed to the surface of commercially used asbestos and classified them into the following groups: chromatin/nucleotide/RNA-binding proteins, ribosomal proteins, cytoprotective proteins, cytoskeleton-associated proteins, histones and hemoglobin. The surfaces of crocidolite and amosite, two iron-rich types of asbestos, caused more protein scissions and oxidative modifications than that of chrysotile by in situ-generated 4-hydroxy-2-nonenal. In contrast, we confirmed the intense hemolytic activity of chrysotile and found that hemoglobin attached to chrysotile, but not silica, can work as a catalyst to induce oxidative DNA damage. This process generates 8-hydroxy-2'-deoxyguanosine and thus corroborates the involvement of iron in the carcinogenicity of chrysotile. This evidence demonstrates that all three types of asbestos adsorb DNA and specific proteins, providing a niche for oxidative modification via catalytic iron. Therefore, considering the affinity of asbestos for histones/DNA and the internalization of asbestos into mesothelial cells, our results suggest a novel hypothetical mechanism causing genetic alterations during asbestos-induced carcinogenesis.
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Affiliation(s)
- Hirotaka Nagai
- Department of Pathology and Biological Responses, Nagoya University Graduate School of Medicine, Nagoya, Japan
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Morimoto Y, Hirohashi M, Kobayashi N, Ogami A, Horie M, Oyabu T, Myojo T, Hashiba M, Mizuguchi Y, Kambara T, Lee BW, Kuroda E, Shimada M, Wang WN, Mizuno K, Yamamoto K, Fujita K, Nakanishi J, Tanaka I. Pulmonary toxicity of well-dispersed single-wall carbon nanotubes after inhalation. Nanotoxicology 2011; 6:766-75. [PMID: 21942532 DOI: 10.3109/17435390.2011.620719] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Single-wall carbon nanotubes (SWCNTs) were well-dispersed by ultrasonication to conduct an inhalation study. SWCNTs were generated using a pressurised nebuliser with liquid suspension of SWCNTs. Wistar rats were exposed to the well-dispersed SWCNT (diameter of bundle: 0.2 μm; length of bundle: 0.7 μm) for 4 weeks. The low and high mass concentrations of SWCNTs were 0.03 ± 0.003 and 0.13 ± 0.03 mg/m(3), respectively. The rats were sacrificed at 3 days, 1 month, and 3 months after the end of exposure. There were no increases of total cell or neutrophil counts in the bronchoalveolar lavage fluid (BALF), or the concentration of cytokine-induced neutrophil chemoattractant in the lungs or BALF in both the high and low concentration-exposed groups. Pulmonary infiltration of neutrophils was not observed in either exposed group throughout the observation period. Well-dispersed SWCNT did not induce neutrophil inflammation in the lung under the conditions in the present study.
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Affiliation(s)
- Yasuo Morimoto
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental Health Japan, Kitakyushu, Japan.
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Obata Y, Morimoto Y, Hirohashi M, Ogami A, Oyabu T, Myojo T, Kawanami S, Horie S, Nagatomo H, Murakami M, Tanaka I. Expression of Heme Oxygenase‐1 in the Lungs of Rats Exposed to Potassium Octatitanate Whiskers. J Occup Health 2011; 53:267-73. [DOI: 10.1539/joh.l10056] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Affiliation(s)
- Yasuko Obata
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Yasuo Morimoto
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Masami Hirohashi
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Akira Ogami
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Takako Oyabu
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Toshihiko Myojo
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Shoko Kawanami
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Seichi Horie
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Hiroko Nagatomo
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Masahiro Murakami
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
| | - Isamu Tanaka
- Institute of Industrial Ecological Sciences, University of Occupational and Environmental HealthJapan
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Horie M, Fukui H, Nishio K, Endoh S, Kato H, Fujita K, Miyauchi A, Nakamura A, Shichiri M, Ishida N, Kinugasa S, Morimoto Y, Niki E, Yoshida Y, Iwahashi H. Evaluation of acute oxidative stress induced by NiO nanoparticles in vivo and in vitro. J Occup Health 2011; 53:64-74. [PMID: 21233593 DOI: 10.1539/joh.l10121] [Citation(s) in RCA: 74] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
OBJECTIVES Nickel oxide (NiO) is an important industrial material, and it is also a harmful agent. The toxicity of NiO is size-related: nanoparticles are more toxic than fine-particles. The toxic mechanism induced by NiO nanoparticles remains unexplained, and the relationship between in vitro and in vivo NiO toxicity results is unclear. In the present study, we focused on the oxidative stress caused by NiO nanoparticles by examining and comparing in vitro and in vivo acute responses induced by NiO nanoparticles. METHODS Cellular responses induced by black NiO nanoparticles with a primary particle size of 20 nm, were examined in human lung carcinoma A549 cells. In vivo responses were examined by instillation of NiO nanoparticles into rat trachea. Bronchoalveolar lavage fluid (BALF) was collected after intratracheal instillation at different time points, and concentrations of lipid peroxide heme oxygenase-1 (HO-1), surfactant protein-D (SP-D) and lactate dehydrogenase (LDH) in BALF were measured. RESULTS The levels of intracellular reactive oxygen species and lipid peroxidation in A549 cells increased with increasing exposure to NiO nanoparticles, and increases in gene expressions of HO-1 and SP-D were observed in A549 cells. The lipid peroxide level in BALF significantly increased after 24 h instillation but decreased three days later. LDH leakage was also observed three days later. CONCLUSIONS NiO nanoparticles induce oxidative stress-related lung injury. In vivo and in vitro oxidative stress was induced resulting in activation of antioxidant systems. Based on these responses, we conclude that the results of the in vivo and in vitro studies tend to correspond.
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Padilla-Carlin DJ, Schladweiler MCJ, Shannahan JH, Kodavanti UP, Nyska A, Burgoon LD, Gavett SH. Pulmonary inflammatory and fibrotic responses in Fischer 344 rats after intratracheal instillation exposure to Libby amphibole. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART A 2011; 74:1111-1132. [PMID: 21797767 DOI: 10.1080/15287394.2011.586940] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Increased incidences of asbestosis have been reported in workers from Libby, MT, associated with exposures to amphibole-contaminated vermiculite. In this study pulmonary and histopathological changes were investigated following Libby amphibole (LA) exposure in a rat model. Rat respirable fractions of LA and amosite (aerodynamic diameter <2.5 μm) were prepared by water elutriation. Male F344 rats were exposed to single doses of either saline (SAL), amosite (0.65 mg/rat), or LA (0.65 or 6.5 mg/rat) by intratracheal instillation. At times from 1 d to 3 mo after exposure, bronchoalveolar lavage (BAL) was performed and right and left lungs were removed for reverse-transcription polymerase chain reaction (RT-PCR) and histopathological analysis, respectively. Data indicated that 0.65 mg amosite resulted in a higher degree of pulmonary injury, inflammation, and fibrotic events than LA at the same mass dose. Exposure to either amosite or high dose LA resulted in higher levels of cellular permeability and injury, inflammatory enzymes, and iron binding proteins in both BAL fluid and lung tissue at most time points when compared to SAL controls. However, mRNA expression for some growth factors (e.g., platelet-derived growth factor [PDGF]-A and transforming growth factor [TGF]-1β), which contribute to fibrosis, were downregulated at several time points. Furthermore, histopathological examination showed notable thickening of interstitial areas surrounding the alveolar ducts and terminal bronchioles. On a mass dose basis, amosite produced a greater acute and persistent lung injury for at least 3 mo after exposure. However, further testing and analysis of LA are needed with regard to the dose metric to fully evaluate its potential fibrogenicity and carcinogenicity.
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Takata A, Yamauchi H, Toya T, Aminaka M, Shinohara Y, Kohyama N, Yoshida K. Forsterite exposure causes less oxidative DNA damage and lung injury than chrysotile exposure in rats. Inhal Toxicol 2009; 21:739-46. [DOI: 10.1080/08958370802492399] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Kido T, Morimoto Y, Asonuma E, Yatera K, Ogami A, Oyabu T, Tanaka I, Kido M. Chrysotile Asbestos Causes AEC Apoptosis via the Caspase ActivationIn VitroandIn Vivo. Inhal Toxicol 2008; 20:339-47. [DOI: 10.1080/08958370701866362] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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Hevel JM, Olson-Buelow LC, Ganesan B, Stevens JR, Hardman JP, Aust AE. Novel functional view of the crocidolite asbestos-treated A549 human lung epithelial transcriptome reveals an intricate network of pathways with opposing functions. BMC Genomics 2008; 9:376. [PMID: 18687144 PMCID: PMC2533023 DOI: 10.1186/1471-2164-9-376] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2007] [Accepted: 08/07/2008] [Indexed: 01/09/2023] Open
Abstract
Background Although exposure to asbestos is now regulated, patients continue to be diagnosed with mesothelioma, asbestosis, fibrosis and lung carcinoma because of the long latent period between exposure and clinical disease. Asbestosis is observed in approximately 200,000 patients annually and asbestos-related deaths are estimated at 4,000 annually[1]. Although advances have been made using single gene/gene product or pathway studies, the complexity of the response to asbestos and the many unanswered questions suggested the need for a systems biology approach. The objective of this study was to generate a comprehensive view of the transcriptional changes induced by crocidolite asbestos in A549 human lung epithelial cells. Results A statistically robust, comprehensive data set documenting the crocidolite-induced changes in the A549 transcriptome was collected. A systems biology approach involving global observations from gene ontological analyses coupled with functional network analyses was used to explore the effects of crocidolite in the context of known molecular interactions. The analyses uniquely document a transcriptome with function-based networks in cell death, cancer, cell cycle, cellular growth, proliferation, and gene expression. These functional modules show signs of a complex interplay between signaling pathways consisting of both novel and previously described asbestos-related genes/gene products. These networks allowed for the identification of novel, putative crocidolite-related genes, leading to several new hypotheses regarding genes that are important for the asbestos response. The global analysis revealed a transcriptome that bears signatures of both apoptosis/cell death and cell survival/proliferation. Conclusion Our analyses demonstrate the power of combining a statistically robust, comprehensive dataset and a functional network genomics approach to 1) identify and explore relationships between genes of known importance 2) identify novel candidate genes, and 3) observe the complex interplay between genes/gene products that function in seemingly different processes. This study represents the first function-based global approach toward understanding the response of human lung epithelial cells to the carcinogen crocidolite. Importantly, our investigation paints a much broader landscape for the crocidolite response than was previously appreciated and reveals novel paths to study. Our graphical representations of the function-based global network will be a valuable resource to model new research findings.
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Affiliation(s)
- Joan M Hevel
- Department of Chemistry and Biochemistry, Utah State University, Logan, USA.
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