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Li J, Hou X, Zhao M, Xie H, Su Y, Pan H, Yue Z, Zhang Z, Liu P. Establishment and validation of an immune-related genes diagnostic model and experimental validation of diagnostic biomarkers for autoimmune thyroiditis based on RNA-seq. Int Immunopharmacol 2025; 150:114290. [PMID: 39965388 DOI: 10.1016/j.intimp.2025.114290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2024] [Revised: 01/29/2025] [Accepted: 02/10/2025] [Indexed: 02/20/2025]
Abstract
BACKGROUND Autoimmune thyroiditis (AIT), a common autoimmune disease, is a complex disease with an increasing incidence and an unknown pathogenesis that awaits the refinement of diagnostic methods and identification of diagnostic biomarkers to improve screening to identify patients at high risk of AIT earlier and provide the potential effective therapeutic drugs. PATIENTS AND METHODS All samples for this study were from a cross-sectional survey, which was conducted among adults in two regions of Anhui Province, China. Ten representative samples (nAIT = 5, nControl = 5) were selected for RNA sequencing to build a training-set in order to identify immune-related differentially expressed genes (IRDEGs), and least absolute shrinkage and selection operator (LASSO) regression analysis was subsequently adopted to screen key IRDEGs and construct a diagnostic model. Then, a test-set was created by downloading AIT transcriptome datasets from the Gene Expression Omnibus (GEO) database. The diagnostic model was systematically evaluated in the training-set and test-set by principal component analysis (PCA) analysis, receiver operating characteristic (ROC) curve and immune infiltration analysis. To identify diagnostic biomarkers, quantitative reverse transcription PCR (RT-qPCR) was used to measure the expression levels of the diagnostic genes in 80 samples. The diagnostic and therapeutic values of the diagnostic genes for AIT were investigated using gene set variation analysis (GSVA), ROC curve, logistic regression analysis and drug docking. RESULTS The diagnostic model included three diagnostic genes (FGFR2, CCR1, IL1B). All ROC curves (AUC > 0.7) results suggested that the diagnostic model and the diagnostic genes had reliable predictive power. The results of logistic regression analysis showed that the three diagnostic genes were significant for AIT. The results of GSVA and immunoinfiltration analysis demonstrated that the diagnostic genes have significant negative or positive regulatory effect in immune mechanisms of AIT and the diagnostic model implements immune-related prediction algorithms. Finally, the small molecular compounds (Acetaminophen and Albuterol) were screened as the potential therapeutic drugs for AIT. CONCLUSION Using machine learning and bioinformatics techniques, this study developed and validated an AIT diagnostic model, explored the diagnostic model's prediction mechanism, verified three potential diagnostic biomarkers by experiments and predicted two small molecule therapeutic drugs.
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Affiliation(s)
- Jia Li
- Center for Endemic Disease Control, Chinese Center for Disease Control and Prevention, Harbin Medical University, Harbin, 150081, China
| | - Xin Hou
- Center for Endemic Disease Control, Chinese Center for Disease Control and Prevention, Harbin Medical University, Harbin, 150081, China
| | - Meng Zhao
- Center for Endemic Disease Control, Chinese Center for Disease Control and Prevention, Harbin Medical University, Harbin, 150081, China
| | - Honglei Xie
- Center for Endemic Disease Control, Chinese Center for Disease Control and Prevention, Harbin Medical University, Harbin, 150081, China
| | - Yue Su
- Center for Endemic Disease Control, Chinese Center for Disease Control and Prevention, Harbin Medical University, Harbin, 150081, China
| | - Haowen Pan
- Center for Endemic Disease Control, Chinese Center for Disease Control and Prevention, Harbin Medical University, Harbin, 150081, China
| | - Zongyu Yue
- Center for Endemic Disease Control, Chinese Center for Disease Control and Prevention, Harbin Medical University, Harbin, 150081, China
| | - Zexu Zhang
- Center for Endemic Disease Control, Chinese Center for Disease Control and Prevention, Harbin Medical University, Harbin, 150081, China
| | - Peng Liu
- Center for Endemic Disease Control, Chinese Center for Disease Control and Prevention, Harbin Medical University, Harbin, 150081, China; Key Laboratory of Etiology and Epidemiology, Education Bureau of Heilongjiang Province (23618504) & Ministry of Health, Microelement and Human Health Laboratory of Heilongjiang Province, Harbin, 150081, China.
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2
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Song J, Jung KJ, Cho JW, Park T, Han SC, Park D. Transcriptomic Analysis of Polyhexamethyleneguanidine-Induced Lung Injury in Mice after a Long-Term Recovery. TOXICS 2021; 9:toxics9100253. [PMID: 34678949 PMCID: PMC8540838 DOI: 10.3390/toxics9100253] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 10/02/2021] [Accepted: 10/03/2021] [Indexed: 02/06/2023]
Abstract
Polyhexamethyleneguanidine phosphate (PHMG-P) is one of the causative agents of humidifier disinfectant-induced lung injury. Direct exposure of the lungs to PHMG-P causes interstitial pneumonia with fibrosis. Epidemiological studies showed that patients with humidifier disinfectant-associated lung injuries have suffered from restrictive lung function five years after the onset of the lung injuries. We investigated whether lung damage was sustained after repeated exposure to PHMG-P followed by a long-term recovery and evaluated the adverse effects of PHMG-P on mice lungs. Mice were intranasally instilled with 0.3 mg/kg PHMG-P six times at two weeks intervals, followed by a recovery period of 292 days. Histopathological examination of the lungs showed the infiltration of inflammatory cells, the accumulation of extracellular matrix in the lung parenchyma, proteinaceous substances in the alveoli and bronchiolar–alveolar hyperplasia. From RNA-seq, the gene expression levels associated with the inflammatory response, leukocyte chemotaxis and fibrosis were significantly upregulated, whereas genes associated with epithelial/endothelial cells development, angiogenesis and smooth muscle contraction were markedly decreased. These results imply that persistent inflammation and fibrotic changes caused by repeated exposure to PHMG-P led to the downregulation of muscle and vascular development and lung dysfunction. Most importantly, this pathological structural remodeling induced by PHMG-P was not reversed even after long-term recovery.
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Affiliation(s)
- Jeongah Song
- Animal Model Research Group, Korea Institute of Toxicology, Jeongeup 56212, Korea
- Correspondence: (J.S.); (D.P.); Tel.: +82-63-850-8553 (J.S.); +82-42-610-8844 (D.P.)
| | - Kyung-Jin Jung
- Bioanalytical and Immunoanalytical Research Group, Korea Institute of Toxicology, Daejeon 34114, Korea;
| | - Jae-Woo Cho
- Toxicologic Pathology Research Group, Korea Institute of Toxicology, Daejeon 34114, Korea;
| | - Tamina Park
- Department of Predictive Toxicology, Korea Institute of Toxicology, Daejeon 34114, Korea;
- Department of Human and Environmental Toxicology, University of Science and Technology, Daejeon 34113, Korea
| | - Su-Cheol Han
- Jeonbuk Department of Inhalation Research, Korea Institute of Toxicology, Jeongeup 56212, Korea;
| | - Daeui Park
- Department of Predictive Toxicology, Korea Institute of Toxicology, Daejeon 34114, Korea;
- Department of Human and Environmental Toxicology, University of Science and Technology, Daejeon 34113, Korea
- Correspondence: (J.S.); (D.P.); Tel.: +82-63-850-8553 (J.S.); +82-42-610-8844 (D.P.)
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3
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Joseph P. Transcriptomics in toxicology. Food Chem Toxicol 2017; 109:650-662. [PMID: 28720289 PMCID: PMC6419952 DOI: 10.1016/j.fct.2017.07.031] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2017] [Revised: 07/12/2017] [Accepted: 07/14/2017] [Indexed: 12/11/2022]
Abstract
Xenobiotics, of which many are toxic, may enter the human body through multiple routes. Excessive human exposure to xenobiotics may exceed the body's capacity to defend against the xenobiotic-induced toxicity and result in potentially fatal adverse health effects. Prevention of the adverse health effects, potentially associated with human exposure to the xenobiotics, may be achieved by detecting the toxic effects at an early, reversible and, therefore, preventable stage. Additionally, an understanding of the molecular mechanisms underlying the toxicity may be helpful in preventing and/or managing the ensuing adverse health effects. Human exposures to a large number of xenobiotics are associated with hepatotoxicity or pulmonary toxicity. Global gene expression changes taking place in biological systems, in response to exposure to xenobiotics, may represent the early and mechanistically relevant cellular events contributing to the onset and progression of xenobiotic-induced adverse health outcomes. Hepatotoxicity and pulmonary toxicity resulting from exposure to xenobiotics are discussed as specific examples to demonstrate the potential application of transcriptomics or global gene expression analysis in the prevention of adverse health effects associated with exposure to xenobiotics.
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Affiliation(s)
- Pius Joseph
- Molecular Carcinogenesis Laboratory, Toxicology and Molecular Biology Branch, Health Effects Laboratory Division, National Institute for Occupational Safety and Health (NIOSH), Morgantown, WV, USA.
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4
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Sellamuthu R, Umbright C, Roberts JR, Young SH, Richardson D, McKinney W, Chen BT, Li S, Kashon M, Joseph P. Molecular mechanisms of pulmonary response progression in crystalline silica exposed rats. Inhal Toxicol 2017; 29:53-64. [PMID: 28317464 DOI: 10.1080/08958378.2017.1282064] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
An understanding of the mechanisms underlying diseases is critical for their prevention. Excessive exposure to crystalline silica is a risk factor for silicosis, a potentially fatal pulmonary disease. Male Fischer 344 rats were exposed by inhalation to crystalline silica (15 mg/m3, six hours/day, five days) and pulmonary response was determined at 44 weeks following termination of silica exposure. Additionally, global gene expression profiling in lungs and BAL cells and bioinformatic analysis of the gene expression data were done to understand the molecular mechanisms underlying the progression of pulmonary response to silica. A significant increase in lactate dehydrogenase activity and albumin content in BAL fluid (BALF) suggested silica-induced pulmonary toxicity in the rats. A significant increase in the number of alveolar macrophages and infiltrating neutrophils in the lungs and elevation in monocyte chemoattractant protein-1 (MCP-1) in BALF suggested the induction of pulmonary inflammation in the silica exposed rats. Histological changes in the lungs included granuloma formation, type II pneumocyte hyperplasia, thickening of alveolar septa and positive response to Masson's trichrome stain. Microarray analysis of global gene expression detected 94 and 225 significantly differentially expressed genes in the lungs and BAL cells, respectively. Bioinformatic analysis of the gene expression data identified significant enrichment of several disease and biological function categories and canonical pathways related to pulmonary toxicity, especially inflammation. Taken together, these data suggested the involvement of chronic inflammation as a mechanism underlying the progression of pulmonary response to exposure of rats to crystalline silica at 44 weeks following termination of exposure.
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Affiliation(s)
- Rajendran Sellamuthu
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Christina Umbright
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Jenny R Roberts
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Shih-Houng Young
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Diana Richardson
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Walter McKinney
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Bean T Chen
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Shengqiao Li
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Michael Kashon
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Pius Joseph
- a Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
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5
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Kim M, Yun JW, Shin K, Cho Y, Yang M, Nam KT, Lim KM. Expression Levels of GABA-A Receptor Subunit Alpha 3, Gabra3 and Lipoprotein Lipase, Lpl Are Associated with the Susceptibility to Acetaminophen-Induced Hepatotoxicity. Biomol Ther (Seoul) 2017; 25:112-121. [PMID: 27530116 PMCID: PMC5340535 DOI: 10.4062/biomolther.2016.076] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2016] [Revised: 05/09/2016] [Accepted: 05/11/2016] [Indexed: 02/05/2023] Open
Abstract
Drug-induced liver injury (DILI) is the serious and fatal drug-associated adverse effect, but its incidence is very low and individual variation in severity is substantial. Acetaminophen (APAP)-induced liver injury accounts for >50% of reported DILI cases but little is known for the cause of individual variations in the severity. Intrinsic genetic variation is considered a key element but the identity of the genes was not well-established. Here, pre-biopsy method and microarray technique was applied to uncover the key genes for APAP-induced liver injury in mice, and a cause and effect experiment employing quantitative real-time PCR was conducted to confirm the correlation between the uncovered genes and APAP-induced hepatotoxicity. We identified the innately and differentially expressed genes of mice susceptible to APAP-induced hepatotoxicity in the pre-biopsied liver tissue before APAP treatment through microarray analysis of the global gene expression profiles (Affymetrix GeneChip® Mouse Gene 1.0 ST for 28,853 genes). Expression of 16 genes including Gdap10, Lpl, Gabra3 and Ccrn4l were significantly different (t-test: FDR <10%) more than 1.5 fold in the susceptible animals than resistant. To confirm the association with the susceptibility to APAP-induced hepatotoxicity, another set of animals were measured for the expression level of selected 4 genes (higher two and lower two genes) in the liver pre-biopsy and their sensitivity to APAP-induced hepatotoxicity was evaluated by post hoc. Notably, the expressions of Gabra3 and Lpl were significantly correlated with the severity of liver injury (p<0.05) demonstrating that these genes may be linked to the susceptibility to APAP-induced hepatotoxicity.
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Affiliation(s)
- Minjeong Kim
- College of Pharmacy, Ewha Womans University, Seoul 03760,
Republic of Korea
| | - Jun-Won Yun
- Department of Experimental Animal Research, Biomedical Research Institute, Seoul National University Hospital, Seoul 03080
| | - Kyeho Shin
- Department of Beauty Coordination, Suwon Science College, Suwon 18516,
Republic of Korea
| | - Yejin Cho
- Severance Biomedical Science Institute, Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul 03722,
Republic of Korea
| | - Mijeong Yang
- Severance Biomedical Science Institute, Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul 03722,
Republic of Korea
| | - Ki Taek Nam
- Severance Biomedical Science Institute, Brain Korea 21 PLUS Project for Medical Science, Yonsei University College of Medicine, Seoul 03722,
Republic of Korea
| | - Kyung-Min Lim
- College of Pharmacy, Ewha Womans University, Seoul 03760,
Republic of Korea
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6
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Umbright C, Sellamuthu R, Roberts JR, Young SH, Richardson D, Schwegler-Berry D, McKinney W, Chen B, Gu JK, Kashon M, Joseph P. Pulmonary toxicity and global gene expression changes in response to sub-chronic inhalation exposure to crystalline silica in rats. JOURNAL OF TOXICOLOGY AND ENVIRONMENTAL HEALTH. PART A 2017; 80:1349-1368. [PMID: 29165057 DOI: 10.1080/15287394.2017.1384773] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2017] [Accepted: 09/22/2017] [Indexed: 06/07/2023]
Abstract
Exposure to crystalline silica results in serious adverse health effects, most notably, silicosis. An understanding of the mechanism(s) underlying silica-induced pulmonary toxicity is critical for the intervention and/or prevention of its adverse health effects. Rats were exposed by inhalation to crystalline silica at a concentration of 15 mg/m3, 6 hr/day, 5 days/week for 3, 6 or 12 weeks. Pulmonary toxicity and global gene expression profiles were determined in lungs at the end of each exposure period. Crystalline silica was visible in lungs of rats especially in the 12-week group. Pulmonary toxicity, as evidenced by an increase in lactate dehydrogenase (LDH) activity and albumin content and accumulation of macrophages and neutrophils in the bronchoalveolar lavage (BAL), was seen in animals depending upon silica exposure duration. The most severe histological changes, noted in the 12-week exposure group, consisted of chronic active inflammation, type II pneumocyte hyperplasia, and fibrosis. Microarray analysis of lung gene expression profiles detected significant differential expression of 38, 77, and 99 genes in rats exposed to silica for 3-, 6-, or 12-weeks, respectively, compared to time-matched controls. Among the significantly differentially expressed genes (SDEG), 32 genes were common in all exposure groups. Bioinformatics analysis of the SDEG identified enrichment of functions, networks and canonical pathways related to inflammation, cancer, oxidative stress, fibrosis, and tissue remodeling in response to silica exposure. Collectively, these results provided insights into the molecular mechanisms underlying pulmonary toxicity following sub-chronic inhalation exposure to crystalline silica in rats.
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Affiliation(s)
- Christina Umbright
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Rajendran Sellamuthu
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Jenny R Roberts
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Shih-Houng Young
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Diana Richardson
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Diane Schwegler-Berry
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Walter McKinney
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Bean Chen
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Ja Kook Gu
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Michael Kashon
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
| | - Pius Joseph
- a Toxicology and Molecular Biology Branch, Health Effects Laboratory Division , National Institute for Occupational Safety and Health (NIOSH) , Morgantown , WV , USA
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Caballero-Gallardo K, Olivero-Verbel J, Freeman JL. Toxicogenomics to Evaluate Endocrine Disrupting Effects of Environmental Chemicals Using the Zebrafish Model. Curr Genomics 2016; 17:515-527. [PMID: 28217008 PMCID: PMC5282603 DOI: 10.2174/1389202917666160513105959] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2016] [Revised: 04/15/2016] [Accepted: 04/20/2016] [Indexed: 12/24/2022] Open
Abstract
The extent of our knowledge on the number of chemical compounds related to anthropogenic activities that can cause damage to the environment and to organisms is increasing. Endocrine disrupting chemicals (EDCs) are one group of potentially hazardous substances that include natural and synthetic chemicals and have the ability to mimic endogenous hormones, interfering with their biosynthesis, metabolism, and normal functions. Adverse effects associated with EDC exposure have been documented in aquatic biota and there is widespread interest in the characterization and understanding of their modes of action. Fish are considered one of the primary risk organisms for EDCs. Zebrafish (Danio rerio) are increasingly used as an animal model to study the effects of endocrine disruptors, due to their advantages compared to other model organisms. One approach to assess the toxicity of a compound is to identify those patterns of gene expression found in a tissue or organ exposed to particular classes of chemicals, through new technologies in genomics (toxicogenomics), such as microarrays or whole-genome sequencing. Application of these technologies permit the quantitative analysis of thousands of gene expression changes simultaneously in a single experiment and offer the opportunity to use transcript profiling as a tool to predict toxic outcomes of exposure to particular compounds. The application of toxicogenomic tools for identification of chemicals with endocrine disrupting capacity using the zebrafish model system is reviewed.
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Affiliation(s)
- Karina Caballero-Gallardo
- Environmental and Computational Chemistry Group. Campus of Zaragocilla. School of Pharmaceutical Sciences.University of Cartagena, Cartagena, Colombia
| | - Jesus Olivero-Verbel
- Environmental and Computational Chemistry Group. Campus of Zaragocilla. School of Pharmaceutical Sciences.University of Cartagena, Cartagena, Colombia
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Toska E, Zagorsky R, Figler B, Cheng F. Transcriptomic studies on liver toxicity of acetaminophen. Drug Dev Res 2015; 75:419-23. [PMID: 25195586 DOI: 10.1002/ddr.21227] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Acetaminophen is widely used as a pain reliever and to reduce fever. At high doses, it can cause severe hepatotoxicity. Acetaminophen overdose has become the leading cause of acute liver failure in the US. The mechanisms for acetaminophen-induced liver injury are unclear. Transcriptomic studies can identify the changes in expression of thousands of genes when exposed to supratherapeutic doses of acetaminophen. These studies elucidated the mechanism of acetaminophen-induced hepatotoxicity and also provide insight into future development of diagnosis and treatment options for acetaminophen-induced acute liver failure. The following is a brief overview of some recent transcriptomic studies and gene-expression-based prediction models on liver toxicity induced by acetaminophen.
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Affiliation(s)
- Endrit Toska
- Department of Pharmaceutical Science, College of Pharmacy, University of South Florida, Tampa, FL, 33612, USA
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Yun JW, Kim M, Cho SD, Lee JY, Bae ON, Lim KM. Highly expressed protein kinase A inhibitor α and suppression of protein kinase A may potentiate acetaminophen-induced hepatotoxicity. Toxicol Lett 2014; 229:59-65. [DOI: 10.1016/j.toxlet.2014.06.010] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2013] [Revised: 06/04/2014] [Accepted: 06/05/2014] [Indexed: 02/07/2023]
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Fernandez TD, Mayorga C, Guéant JL, Blanca M, Cornejo-García JA. Contributions of pharmacogenetics and transcriptomics to the understanding of the hypersensitivity drug reactions. Allergy 2014; 69:150-8. [PMID: 24467839 DOI: 10.1111/all.12304] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/16/2013] [Indexed: 01/11/2023]
Abstract
Hypersensitivity drug reactions (HDRs) represent a large and important health problem, affecting many patients and leading to a variety of clinical entities, some of which can be life-threatening. The culprit drugs include commonly used medications including antibiotics and NSAIDs. Nontherapeutical agents, such as contrast media, are also involved. Because the pathophysiological mechanisms are not well known and the current diagnostic procedures are somewhat insufficient, new approaches are needed for understanding the complexity of HDRs. Histochemical and molecular biology studies have enabled us to classify these reactions more precisely. Pharmacogenetics has led to the identification of several genes, involved mainly in T-cell-dependent responses, with a number of markers being replicated in different studies. These markers are now being considered as potential targets for reducing the number of HDRs. Transcriptomic approaches have also been used to investigate HDRs by identifying genes that show different patterns of expression in a number of clinical entities. This information can be of value for further elucidation of the mechanisms involved. Although first studies were performed using RT-PCR analysis to monitor the acute phase of the reaction, nowadays high-density expression platforms represent a more integrative way for providing a complete view of gene expression. By combining a detailed and precise clinical description with information obtained by these approaches, we will obtain a better understanding and management of patients with HDRs.
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Affiliation(s)
- T. D. Fernandez
- Research Laboratory; Malaga General Hospital-IBIMA; Malaga Spain
| | - C. Mayorga
- Research Laboratory; Malaga General Hospital-IBIMA; Malaga Spain
| | - J. L. Guéant
- Faculty of Medicine; INSERM U-954; Nutrition-Génétique et exposition aux risques environmentaux; University of Nancy; Vandoeuvre-les-Nancy France
- University Hospital Center of Nancy; Vandoeuvre-les-Nancy France
| | - M. Blanca
- Allergy Service; Malaga General Hospital; Malaga Spain
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11
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Shi Q, Yang X, Mendrick DL. Hopes and challenges in using miRNAs as translational biomarkers for drug-induced liver injury. Biomark Med 2013; 7:307-15. [PMID: 23547824 DOI: 10.2217/bmm.13.9] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
There is a need for better biomarkers of drug-induced liver injury (DILI) to guide risk assessment and patient management. Over the past 3 years, both animal and clinical studies have provided proof-of-concept data showing that a subset of miRNAs appear to offer unique advantages over the conventional DILI biomarkers, such as enhanced sensitivity and specificity, reduced inter-individual variations, the potential to differentiate lethal and nonlethal liver injury, and the ability to reflect the patterns and even the etiology of liver injury. Notably, many studies have demonstrated that level of miR-122, a liver-enriched miRNA accounting for approximately 70% of total hepatic miRNAs, was increased many fold in the blood when DILI occurred. However, currently available data are predominantly based on animal models and not human samples. Due to the lack of a standard quantification method for miRNAs and confirmatory studies using a comprehensive list of drugs and patients, the true value of all reported miRNA biomarkers remains to be carefully assessed. An outstanding challenge is to examine if miRNAs are also useful for idiosyncratic DILI, which constitutes the major part of clinical DILI cases but generally cannot be recapitulated in traditional animal models or in clinical trials (the latter due to its relative rarity).
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Affiliation(s)
- Qiang Shi
- Division of Systems Biology, National Center for Toxicological Research, Food & Drug Administration, 3900 NCTR Road, Jefferson, AR 72079, USA.
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12
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De Boever P, Wens B, Boix J, Felipo V, Schoeters G. Perinatal Exposure to Purity-Controlled Polychlorinated Biphenyl 52, 138, or 180 Alters Toxicogenomic Profiles in Peripheral Blood of Rats after 4 Months. Chem Res Toxicol 2013; 26:1159-67. [DOI: 10.1021/tx300510v] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Affiliation(s)
- Patrick De Boever
- Unit Environmental Risk and
Health, Flemish Institute for Technological Research (VITO), Industriezone Vlasmeer 7, 2400 Mol, Belgium
- Centre for Environmental Sciences, Hasselt University, Agoralaan Building D, 3590 Diepenbeek,
Belgium
| | - Britt Wens
- Unit Environmental Risk and
Health, Flemish Institute for Technological Research (VITO), Industriezone Vlasmeer 7, 2400 Mol, Belgium
| | - Jordi Boix
- Laboratory of Neurobiology, Centro de Investigación Principe Felipe, Avenida
Autopista del Saler 16, 46012 Valencia, Spain
| | - Vicente Felipo
- Laboratory of Neurobiology, Centro de Investigación Principe Felipe, Avenida
Autopista del Saler 16, 46012 Valencia, Spain
| | - Greet Schoeters
- Unit Environmental Risk and
Health, Flemish Institute for Technological Research (VITO), Industriezone Vlasmeer 7, 2400 Mol, Belgium
- Department of Biomedical Sciences, University of Antwerp, Universiteitsplein 1, 2610 Antwerp,
Belgium
- Department of Environmental
Medicine, University of Southern Denmark, J.B. Winslowsvej 17A, 5100 Odense, Denmark
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13
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Sun B, Utleg AG, Hu Z, Qin S, Keller A, Lorang C, Gray L, Brightman A, Lee D, Alexander VM, Ranish JA, Moritz RL, Hood L. Glycocapture-assisted global quantitative proteomics (gagQP) reveals multiorgan responses in serum toxicoproteome. J Proteome Res 2013; 12:2034-44. [PMID: 23540550 DOI: 10.1021/pr301178a] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Blood is an ideal window for viewing our health and disease status. Because blood circulates throughout the entire body and carries secreted, shed, and excreted signature proteins from every organ and tissue type, it is thus possible to use the blood proteome to achieve a comprehensive assessment of multiple-organ physiology and pathology. To date, the blood proteome has been frequently examined for diseases of individual organs; studies on compound insults impacting multiple organs are, however, elusive. We believe that a characterization of peripheral blood for organ-specific proteins affords a powerful strategy to allow early detection, staging, and monitoring of diseases and their treatments at a whole-body level. In this paper we test this hypothesis by examining a mouse model of acetaminophen (APAP)-induced hepatic and extra-hepatic toxicity. We used a glycocapture-assisted global quantitative proteomics (gagQP) approach to study serum proteins and validated our results using Western blot. We discovered in mouse sera both hepatic and extra-hepatic organ-specific proteins. From our validation, it was determined that selected organ-specific proteins had changed their blood concentration during the course of toxicity development and recovery. Interestingly, the peak responding time of proteins specific to different organs varied in a time-course study. The collected molecular information shed light on a complex, dynamic, yet interweaving, multiorgan-enrolled APAP toxicity. The developed technique as well as the identified protein markers is translational to human studies. We hope our work can broaden the utility of blood proteomics in diagnosis and research of the whole-body response to pathogenic cues.
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Affiliation(s)
- Bingyun Sun
- Institute for Systems Biology , 401 N. Terry Ave., Seattle, Washington 98109, USA.
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Joseph P, Umbright C, Sellamuthu R. Blood transcriptomics: applications in toxicology. J Appl Toxicol 2013; 33:1193-202. [PMID: 23456664 DOI: 10.1002/jat.2861] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2012] [Revised: 12/17/2012] [Accepted: 12/21/2012] [Indexed: 02/02/2023]
Abstract
The number of new chemicals that are being synthesized each year has been steadily increasing. While chemicals are of immense benefit to mankind, many of them have a significant negative impact, primarily owing to their inherent chemistry and toxicity, on the environment as well as human health. In addition to chemical exposures, human exposures to numerous non-chemical toxic agents take place in the environment and workplace. Given that human exposure to toxic agents is often unavoidable and many of these agents are found to have detrimental human health effects, it is important to develop strategies to prevent the adverse health effects associated with toxic exposures. Early detection of adverse health effects as well as a clear understanding of the mechanisms, especially at the molecular level, underlying these effects are key elements in preventing the adverse health effects associated with human exposure to toxic agents. Recent developments in genomics, especially transcriptomics, have prompted investigations into this important area of toxicology. Previous studies conducted in our laboratory and elsewhere have demonstrated the potential application of blood gene expression profiling as a sensitive, mechanistically relevant and practical surrogate approach for the early detection of adverse health effects associated with exposure to toxic agents. The advantages of blood gene expression profiling as a surrogate approach to detect early target organ toxicity and the molecular mechanisms underlying the toxicity are illustrated and discussed using recent studies on hepatotoxicity and pulmonary toxicity. Furthermore, the important challenges this emerging field in toxicology faces are presented in this review article.
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Affiliation(s)
- Pius Joseph
- Toxicology and Molecular Biology Branch, Health Effects Laboratory Division, National Institute for Occupational Safety and Health (NIOSH), Morgantown, WV, USA
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15
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Arita A, Muñoz A, Chervona Y, Niu J, Qu Q, Zhao N, Ruan Y, Kiok K, Kluz T, Sun H, Clancy HA, Shamy M, Costa M. Gene expression profiles in peripheral blood mononuclear cells of Chinese nickel refinery workers with high exposures to nickel and control subjects. Cancer Epidemiol Biomarkers Prev 2013; 22:261-9. [PMID: 23195993 PMCID: PMC3565097 DOI: 10.1158/1055-9965.epi-12-1011] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Occupational exposure to nickel (Ni) is associated with an increased risk of lung and nasal cancers. Ni compounds exhibit weak mutagenic activity, alter the cell's epigenetic homeostasis, and activate signaling pathways. However, changes in gene expression associated with Ni exposure have only been investigated in vitro. This study was conducted in a Chinese population to determine whether occupational exposure to Ni was associated with differential gene expression profiles in the peripheral blood mononuclear cells (PBMC) of Ni-refinery workers when compared with referents. METHODS Eight Ni-refinery workers and ten referents were selected. PBMC RNA was extracted and gene expression profiling was conducted using Affymetrix exon arrays. Differentially expressed genes (DEG) between both groups were identified in a global analysis. RESULTS There were a total of 2,756 DEGs in the Ni-refinery workers relative to the referents [false discovery rate (FDR) adjusted P < 0.05] with 770 upregulated genes and 1,986 downregulated genes. DNA repair and epigenetic genes were significantly overrepresented (P < 0.0002) among the DEGs. Of 31 DNA repair genes, 29 were repressed in the Ni-refinery workers and 2 were overexpressed. Of the 16 epigenetic genes, 12 were repressed in the Ni-refinery workers and 4 were overexpressed. CONCLUSIONS The results of this study indicate that occupational exposure to Ni is associated with alterations in gene expression profiles in PBMCs of subjects. IMPACT Gene expression may be useful in identifying patterns of deregulation that precede clinical identification of Ni-induced cancers.
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Affiliation(s)
- Adriana Arita
- New York University School of Medicine, Nelson Institute of Environmental Medicine, 57 Old Forge Road, NY 10987
| | - Alexandra Muñoz
- New York University School of Medicine, Nelson Institute of Environmental Medicine, 57 Old Forge Road, NY 10987
| | - Yana Chervona
- New York University School of Medicine, Nelson Institute of Environmental Medicine, 57 Old Forge Road, NY 10987
| | - Jingping Niu
- Lanzhou University School of Public Health, Lanzhou, China
| | - Qingshan Qu
- New York University School of Medicine, Nelson Institute of Environmental Medicine, 57 Old Forge Road, NY 10987
| | - Najuan Zhao
- Lanzhou University School of Public Health, Lanzhou, China
| | - Ye Ruan
- Lanzhou University School of Public Health, Lanzhou, China
| | - Kathrin Kiok
- New York University School of Medicine, Nelson Institute of Environmental Medicine, 57 Old Forge Road, NY 10987
| | - Thomas Kluz
- New York University School of Medicine, Nelson Institute of Environmental Medicine, 57 Old Forge Road, NY 10987
| | - Hong Sun
- New York University School of Medicine, Nelson Institute of Environmental Medicine, 57 Old Forge Road, NY 10987
| | - Hailey A. Clancy
- New York University School of Medicine, Nelson Institute of Environmental Medicine, 57 Old Forge Road, NY 10987
| | - Magdy Shamy
- King Abdulaziz University, Department of Environmental Sciences, Faculty of Meteorology, Environment and Arid Land Agriculture, Jeddah, Saudi Arabia
| | - Max Costa
- New York University School of Medicine, Nelson Institute of Environmental Medicine, 57 Old Forge Road, NY 10987
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17
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Sellamuthu R, Umbright C, Roberts JR, Chapman R, Young SH, Richardson D, Cumpston J, McKinney W, Chen BT, Frazer D, Li S, Kashon M, Joseph P. Transcriptomics analysis of lungs and peripheral blood of crystalline silica-exposed rats. Inhal Toxicol 2012; 24:570-9. [PMID: 22861000 DOI: 10.3109/08958378.2012.697926] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Minimally invasive approaches to detect/predict target organ toxicity have significant practical applications in occupational toxicology. The potential application of peripheral blood transcriptomics as a practical approach to study the mechanisms of silica-induced pulmonary toxicity was investigated. Rats were exposed by inhalation to crystalline silica (15 mg/m(3), 6 h/day, 5 days) and pulmonary toxicity and global gene expression profiles of lungs and peripheral blood were determined at 32 weeks following termination of exposure. A significant elevation in bronchoalveolar lavage fluid lactate dehydrogenase activity and moderate histological changes in the lungs, including type II pneumocyte hyperplasia and fibrosis, indicated pulmonary toxicity in the rats. Similarly, significant infiltration of neutrophils and elevated monocyte chemotactic protein-1 levels in the lungs showed pulmonary inflammation in the rats. Microarray analysis of global gene expression profiles identified significant differential expression [>1.5-fold change and false discovery rate (FDR) p < 0.01] of 520 and 537 genes, respectively, in the lungs and blood of the exposed rats. Bioinformatics analysis of the differentially expressed genes demonstrated significant similarity in the biological processes, molecular networks, and canonical pathways enriched by silica exposure in the lungs and blood of the rats. Several genes involved in functions relevant to silica-induced pulmonary toxicity such as inflammation, respiratory diseases, cancer, cellular movement, fibrosis, etc, were found significantly differentially expressed in the lungs and blood of the silica-exposed rats. The results of this study suggested the potential application of peripheral blood gene expression profiling as a toxicologically relevant and minimally invasive surrogate approach to study the mechanisms underlying silica-induced pulmonary toxicity.
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Affiliation(s)
- Rajendran Sellamuthu
- Toxicology and Molecular Biology Branch, National Institute for Occupational Safety and Health (NIOSH), Morgantown, WV 26505, USA
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Transcriptome profiling of peripheral blood cells identifies potential biomarkers for doxorubicin cardiotoxicity in a rat model. PLoS One 2012; 7:e48398. [PMID: 23209553 PMCID: PMC3507887 DOI: 10.1371/journal.pone.0048398] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2012] [Accepted: 09/25/2012] [Indexed: 02/08/2023] Open
Abstract
Aims Doxorubicin (DOX), a widely used anticancer agent, can cause an unpredictable cardiac toxicity which remains a major limitation in cancer chemotherapy. There is a need for noninvasive, sensitive and specific biomarkers which will allow identifying patients at risk for DOX-induced cardiotoxicity to prevent permanent cardiac damage. The aim of this study was to investigate whether the expression of specific genes in the peripheral blood can be used as surrogate marker(s) for DOX-induced cardiotoxicity. Methods/Results Rats were treated with a single dose of DOX similar to one single dose that is often administered in humans. The cardiac and peripheral blood mononuclear cells (PBMCs) genome-wide expression profiling were examined using Illumina microarrays. The results showed 4,409 differentially regulated genes (DRG) in the hearts and 4,120 DRG in PBMC. Of these 2411 genes were similarly DRG (SDRG) in both the heart and PBMC. Pathway analysis of the three datasets of DRG using Gene Ontology (GO) enrichment analysis and Ingenuity Pathways Analysis (IPA) showed that most of the genes in these datasets fell into pathways related to oxidative stress response and protein ubiquination. IPA search for potential eligible biomarkers for cardiovascular disease within the SDRG list revealed 188 molecules. Conclusions We report the first in-depth comparison of DOX-induced global gene expression profiles of hearts and PBMCs. The high similarity between the gene expression profiles of the heart and PBMC induced by DOX indicates that the PBMC transcriptome may serve as a surrogate marker of DOX-induced cardiotoxicity. Future directions of this research will include analysis of PBMC expression profiles of cancer patients treated with DOX-based chemotherapy to identify the cardiotoxicity risk, predict DOX-treatment response and ultimately to allow individualized anti-cancer therapy.
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Wens B, De Boever P, Verbeke M, Hollanders K, Schoeters G. Cultured human peripheral blood mononuclear cells alter their gene expression when challenged with endocrine-disrupting chemicals. Toxicology 2012; 303:17-24. [PMID: 23146750 DOI: 10.1016/j.tox.2012.10.019] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2012] [Accepted: 10/07/2012] [Indexed: 12/11/2022]
Abstract
Endocrine disrupting chemicals (EDCs) have the potential to interfere with the hormonal system and may negatively influence human health. Microarray analysis was used in this study to investigate differential gene expression in human peripheral blood cells (PBMCs) after in vitro exposure to EDCs. PBMCs, isolated from blood samples of four male and four female healthy individuals, were exposed in vitro for 18h to either a dioxin-like polychlorinated biphenyl (PCB126, 1μM), a non-dioxin-like polychlorinated biphenyl (PCB153, 10μM), a brominated flame retardant (BDE47, 10μM), a perfluorinated alkyl acid (PFOA, 10μM) or bisphenol (BPA, 10μM). ANOVA analysis revealed a significant change in the expression of 862 genes as a result of EDC exposure. The gender of the donors did not affect gene expression. Hierarchical cluster analysis created three groups and clustered: (1) PCB126-exposed samples, (2) PCB153 and BDE47, (3) PFOA and BPA. The number of differentially expressed genes varied per compound and ranged from 60 to 192 when using fold change and multiplicity corrected p-value as filtering criteria. Exposure to PCB126 induced the AhR signaling pathway. BDE47 and PCB153 are known to disrupt thyroid metabolism and exposure influenced the expression of the nuclear receptors PPARγ and ESR2, respectively. BPA and PFOA did not induce significant changes in the expression of known nuclear receptors. Overall, each compound produced a unique gene expression signature affecting pathways and GO processes linked to metabolism and inflammation. Twenty-nine genes were significantly altered in expression under all experimental conditions. Six of these genes (HSD11B2, MMP11, ADIPOQ, CEL, DUSP9 and TUB) could be associated with obesity and metabolic syndrome. In conclusion, microarray analysis identified that PBMCs altered their gene expression response in vitro when challenged with EDCs. Our screening approach has identified a number of gene candidates that warrant further study.
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Affiliation(s)
- B Wens
- Flemish Institute for Technological Research (VITO), Unit Environmental Risk and Health, Mol, Belgium
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20
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Zhang L, Bushel PR, Chou J, Zhou T, Watkins PB. Identification of Identical Transcript Changes in Liver and Whole Blood during Acetaminophen Toxicity. Front Genet 2012; 3:162. [PMID: 22973295 PMCID: PMC3432993 DOI: 10.3389/fgene.2012.00162] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2012] [Accepted: 08/09/2012] [Indexed: 12/11/2022] Open
Abstract
The ability to identify mechanisms underlying drug-induced liver injury (DILI) in man has been hampered by the difficulty in obtaining liver tissue from patients. It has recently been proposed that whole blood toxicogenomics may provide a non-invasive means for mechanistic studies of human DILI. However, it remains unclear to what extent changes in whole blood transcriptome mirror those in liver mechanistically linked to hepatotoxicity. To address this question, we applied the program Extracting Patterns and Identifying co-expressed Genes (EPIG) to publically available toxicogenomic data obtained from rats treated with both toxic and subtoxic doses of acetaminophen (APAP). In a training set of animals, we identified genes (760 at 6 h and 185 at 24 h post dose) with similar patterns of expression in blood and liver during APAP-induced hepatotoxicity. The pathways represented in the coordinately regulated genes largely involved mitochondrial and immune functions. The identified expression signatures were then evaluated in a separate set of animals for discernment of APAP exposure level or APAP-induced hepatotoxicity. At 6 h, the gene sets from liver and blood had equally sufficient classification of APAP exposure levels. At 24 h when toxicity was evident, the gene sets did not perform well in evaluating APAP exposure doses, but provided accurate classification of dose-independent liver injury that was evaluated by serum ALT elevation in the blood. Only 38 genes were common to both the 6 and 24-h gene sets, but these genes had the same capability as the parent gene sets to discern the exposure level and degree of liver injury. Some of the parallel transcript changes reflect pathways that are relevant to APAP hepatotoxicity, including mitochondria and immune functions. However, the extent to which these changes reflect similar mechanisms of action in both tissues remains to be determined.
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Affiliation(s)
- Liwen Zhang
- The Hamner Institutes for Health Sciences, Research Triangle Park NC, USA
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21
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Sellamuthu R, Umbright C, Roberts JR, Cumpston A, McKinney W, Chen BT, Frazer D, Li S, Kashon M, Joseph P. Molecular insights into the progression of crystalline silica-induced pulmonary toxicity in rats. J Appl Toxicol 2012; 33:301-12. [PMID: 22431001 DOI: 10.1002/jat.2733] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2011] [Revised: 01/11/2012] [Accepted: 01/11/2012] [Indexed: 01/28/2023]
Abstract
Identification of molecular target(s) and mechanism(s) of silica-induced pulmonary toxicity is important for the intervention and/or prevention of diseases associated with exposure to silica. Rats were exposed to crystalline silica by inhalation (15 mg m(-3), 6 h per day, 5 days) and global gene expression profile was determined in the lungs by microarray analysis at 1, 2, 4, 8 and 16 weeks following termination of silica exposure. The number of significantly differentially expressed genes (>1.5-fold change and <0.01 false discovery rate P-value) detected in the lungs during the post-exposure time intervals analyzed exhibited a steady increase in parallel with the progression of silica-induced pulmonary toxicity noticed in the rats. Quantitative real-time PCR analysis of a representative set of 10 genes confirmed the microarray findings. The number of biological functions, canonical pathways and molecular networks significantly affected by silica exposure, as identified by the bioinformatics analysis of the significantly differentially expressed genes detected during the post-exposure time intervals, also exhibited a steady increase similar to the silica-induced pulmonary toxicity. Genes involved in oxidative stress, inflammation, respiratory diseases, cancer, and tissue remodeling and fibrosis were significantly differentially expressed in the rat lungs; however, unresolved inflammation was the single most significant biological response to pulmonary exposure to silica. Excessive mucus production, as implicated by significant overexpression of the pendrin coding gene, SLC26A4, was identified as a potential novel mechanism for silica-induced pulmonary toxicity. Collectively, the findings of our study provided insights into the molecular mechanisms underlying the progression of crystalline silica-induced pulmonary toxicity in the rat. Published 2012. This article is a US Government work and is in the public domain in the USA.
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Affiliation(s)
- Rajendran Sellamuthu
- Toxicology and Molecular Biology Branch, Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Morgantown, WV 26505, USA
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22
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Jetten MJA, Gaj S, Ruiz-Aracama A, de Kok TM, van Delft JHM, Lommen A, van Someren EP, Jennen DGJ, Claessen SM, Peijnenburg AACM, Stierum RH, Kleinjans JCS. 'Omics analysis of low dose acetaminophen intake demonstrates novel response pathways in humans. Toxicol Appl Pharmacol 2012; 259:320-8. [PMID: 22285215 DOI: 10.1016/j.taap.2012.01.009] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2011] [Revised: 01/10/2012] [Accepted: 01/11/2012] [Indexed: 12/25/2022]
Abstract
Acetaminophen is the primary cause of acute liver toxicity in Europe/USA, which led the FDA to reconsider recommendations concerning safe acetaminophen dosage/use. Unfortunately, the current tests for liver toxicity are no ideal predictive markers for liver injury, i.e. they only measure acetaminophen exposure after profound liver toxicity has already occurred. Furthermore, these tests do not provide mechanistic information. Here, 'omics techniques (global analysis of metabolomic/gene-expression responses) may provide additional insight. To better understand acetaminophen-induced responses at low doses, we evaluated the effects of (sub-)therapeutic acetaminophen doses on metabolite formation and global gene-expression changes (including, for the first time, full-genome human miRNA expression changes) in blood/urine samples from healthy human volunteers. Many known and several new acetaminophen-metabolites were detected, in particular in relation to hepatotoxicity-linked, oxidative metabolism of acetaminophen. Transcriptomic changes indicated immune-modulating effects (2g dose) and oxidative stress responses (4g dose). For the first time, effects of acetaminophen on full-genome human miRNA expression have been considered and confirmed the findings on mRNA level. 'Omics techniques outperformed clinical chemistry tests and revealed novel response pathways to acetaminophen in humans. Although no definitive conclusion about potential immunotoxic effects of acetaminophen can be drawn from this study, there are clear indications that the immune system is triggered even after intake of low doses of acetaminophen. Also, oxidative stress-related gene responses, similar to those seen after high dose acetaminophen exposure, suggest the occurrence of possible pre-toxic effects of therapeutic acetaminophen doses. Possibly, these effects are related to dose-dependent increases in levels of hepatotoxicity-related metabolites.
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Affiliation(s)
- Marlon J A Jetten
- Department of Toxicogenomics, Maastricht University, Universitiessingel 50 6229 ER Maastricht, The Netherlands.
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23
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Lopparelli RM, Giantin M, Pozza G, Stefani AL, Ravarotto L, Montesissa C, Dacasto M. Target gene expression signatures in neutrophils and lymphocytes from cattle administered with dexamethasone at growth promoting purposes. Res Vet Sci 2011; 93:226-33. [PMID: 21807391 DOI: 10.1016/j.rvsc.2011.07.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2011] [Revised: 06/22/2011] [Accepted: 07/09/2011] [Indexed: 01/13/2023]
Abstract
The glucocorticoid dexamethasone (DEX), when used as a growth promoter, cause morphological and functional alterations in cattle lymphoid organs and cells. In the present experiment, the transcriptional effects of an illicit DEX protocol upon six target genes were investigated in cattle neutrophils (NEU) and lymphocytes (LFC). Blood samples were taken before (T(0)) and 2, 3, 10, 19, 31 and 43 days from the beginning of DEX administration (T(1)-T(6)). Leukocytes were counted and cells isolated by gradient centrifugation; then, glutathione peroxidase 1 and 3 (GPX1 and GPX3), glucocorticoid receptor alpha (GRα), l-selectin, nuclear factor κB, subunit p65 (NFκB) and tumor necrosis factor alpha (TNFα) mRNA amounts were measured through a quantitative Real Time RT-PCR approach. A significant change vs controls in NEU/LFC ratio was noticed from T(3) forward. Compared to T(0), DEX significantly increased to a variable extent all candidate gene mRNAs abundances in NEU; in contrast, only l-selectin, GRα and GPX1 were significantly up-regulated in LFC. Present results suggest that illicit DEX affects transcription in cattle immune cells, that might be considered as a promising surrogate tissue for the screening of DEX abuse in cattle farming.
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Affiliation(s)
- R M Lopparelli
- Dipartimento di Sanità pubblica, Patologia comparata ed Igiene veterinaria, viale dell'Università 16, I-35020 Agripolis Legnaro (Padova), Italy
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Dadarkar SS, Fonseca LC, Mishra PB, Lobo AS, Doshi LS, Dagia NM, Rangasamy AK, Padigaru M. Phenotypic and genotypic assessment of concomitant drug-induced toxic effects in liver, kidney and blood. J Appl Toxicol 2011; 31:117-30. [PMID: 20623750 DOI: 10.1002/jat.1562] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Several studies have characterized drug-induced toxicity in liver and kidney. However, the majority of these studies have been performed with 'individual' organs in isolation. Separately, little is known about the role of whole blood as a surrogate tissue in drug-induced toxicity. Accordingly, we investigated the 'concurrent' response of liver, kidney and whole blood during a toxic assault. Rats were acutely treated with therapeutics (acetaminophen, rosiglitazone, fluconazole, isoniazid, cyclophosphamide, amphotericin B, gentamicin and cisplatin) reported for their liver and/or kidney toxicity. Changes in clinical chemistry parameters (e.g. AST, urea) and/or observed microscopic tissue damage confirmed induced hepatotoxicity and/or nephrotoxicity by all drugs. Drug-induced toxicity was not confined to an 'individual' organ. Not all drugs elicited significant alterations in phenotypic parameters of toxicity (e.g. ALT, creatinine). Accordingly, the transcriptional profile of the organs was studied using a toxicity panel of 30 genes derived from literature. Each of the test drugs generated specific gene expression patterns which were unique for all three organs. Hierarchical cluster analyses of purported hepatotoxicants and nephrotoxicants each led to characteristic 'fingerprints' (e.g. decrease in Cyp3a1 indicative of hepatotoxicity; increase in Spp1 and decrease in Gstp1 indicative of nephrotoxicity). In whole blood cells, a set of genes was derived which closely correlated with individual drug-induced concomitant changes in liver or kidney. Collectively, these data demonstrate drug-induced multi-organ toxicity. Furthermore, our findings underscore the importance of transcriptional profiling during inadequate phenotypic anchorage and suggest that whole blood may be judiciously used as a surrogate for drug-induced extra-hematological organ toxicity.
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Affiliation(s)
- Shruta S Dadarkar
- Department of Pharmacology, Piramal Life Sciences Limited, Mumbai, Maharashtra, India.
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Transcriptomics identifies differences between ultrapure non-dioxin-like polychlorinated biphenyls (PCBs) and dioxin-like PCB126 in cultured peripheral blood mononuclear cells. Toxicology 2011; 287:113-23. [PMID: 21703328 DOI: 10.1016/j.tox.2011.06.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2011] [Revised: 05/30/2011] [Accepted: 06/07/2011] [Indexed: 01/01/2023]
Abstract
Polychlorinated biphenyls (PCBs) remain ubiquitously present in human lipids despite the ban on their production and use. Their presence can be chemically monitored in peripheral blood samples of the general population. We tested whether in vitro exposure to different PCB congeners induced different gene expression profiles in peripheral blood cells. We have isolated peripheral blood mononuclear cells (PBMC) from whole blood of 8 healthy individuals and exposed these cells in vitro to individual non-dioxin-like (NDL)-PCB congeners (PCB52, 138 or 180; 10μM) or dioxin-like (DL)-PCB congener PCB126 (1μM) during 18h. Differential gene expression response was measured using Agilent whole-human genome microarrays. Two-way ANOVA analysis of the data showed that both gender and PCB exposure are important factors influencing gene expression responses in blood cells. Hierarchical cluster analysis of genes influenced by PCB exposure, revealed that DL-PCB126 induced a different gene expression response compared to the NDL-PCBs. Biological interpretation of the results revealed that exposure to PCB126 induced the AhR signaling pathway, whereas the induction of nuclear receptor pathways by the NDL-PCBs was limited in blood cells. Nevertheless, molecular responses of blood cells to individual PCB congeners revealed significantly expressed genes that play a role in biological functions and processes known to be affected by PCB exposure in vivo. Observed gene expression changes in this in vitro model were found to be related to hepatotoxicity, immune and inflammatory response and disturbance of lipid and cholesterol homeostasis.
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Sellamuthu R, Umbright C, Roberts JR, Chapman R, Young SH, Richardson D, Leonard H, McKinney W, Chen B, Frazer D, Li S, Kashon M, Joseph P. Blood gene expression profiling detects silica exposure and toxicity. Toxicol Sci 2011; 122:253-64. [PMID: 21602193 DOI: 10.1093/toxsci/kfr125] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Blood gene expression profiling was investigated as a minimally invasive surrogate approach to detect silica exposure and resulting pulmonary toxicity. Rats were exposed by inhalation to crystalline silica (15 mg/m³, 6 h/day, 5 days), and pulmonary damage and blood gene expression profiles were determined after latency periods (0-16 weeks). Silica exposure resulted in pulmonary toxicity as evidenced by histological and biochemical changes in the lungs. The number of significantly differentially expressed genes in the blood, identified by microarray analysis, correlated with the severity of silica-induced pulmonary toxicity. Functional analysis of the differentially expressed genes identified activation of inflammatory response as the major biological signal. Induction of pulmonary inflammation, as suggested by the blood gene expression data, was supported by significant increases in the number of macrophages and infiltrating neutrophils as well as the activity of pro-inflammatory chemokines observed in the lungs of the silica-exposed rats. A gene expression signature developed using the blood gene expression data predicted the exposure of rats to lower, minimally toxic and nontoxic concentrations of silica. Taken together, our findings suggest the potential application of peripheral blood gene expression profiling as a minimally invasive surrogate approach to detect pulmonary toxicity induced by silica in the rat. However, further research is required to determine the potential application of our findings specifically to monitor human exposure to silica and the resulting pulmonary effects.
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Affiliation(s)
- Rajendran Sellamuthu
- Toxicology and Molecular Biology Branch, National Institute for Occupational Safety and Health, Morgantown, West Virginia 26505, USA
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Fricano MM, Ditewig AC, Jung PM, Liguori MJ, Blomme EAG, Yang Y. Global transcriptomic profiling using small volumes of whole blood: a cost-effective method for translational genomic biomarker identification in small animals. Int J Mol Sci 2011; 12:2502-17. [PMID: 21731455 PMCID: PMC3127131 DOI: 10.3390/ijms12042502] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2011] [Revised: 03/28/2011] [Accepted: 04/01/2011] [Indexed: 01/19/2023] Open
Abstract
Blood is an ideal tissue for the identification of novel genomic biomarkers for toxicity or efficacy. However, using blood for transcriptomic profiling presents significant technical challenges due to the transcriptomic changes induced by ex vivo handling and the interference of highly abundant globin mRNA. Most whole blood RNA stabilization and isolation methods also require significant volumes of blood, limiting their effective use in small animal species, such as rodents. To overcome these challenges, a QIAzol-based RNA stabilization and isolation method (QSI) was developed to isolate sufficient amounts of high quality total RNA from 25 to 500 μL of rat whole blood. The method was compared to the standard PAXgene Blood RNA System using blood collected from rats exposed to saline or lipopolysaccharide (LPS). The QSI method yielded an average of 54 ng total RNA per μL of rat whole blood with an average RNA Integrity Number (RIN) of 9, a performance comparable with the standard PAXgene method. Total RNA samples were further processed using the NuGEN Ovation Whole Blood Solution system and cDNA was hybridized to Affymetrix Rat Genome 230 2.0 Arrays. The microarray QC parameters using RNA isolated with the QSI method were within the acceptable range for microarray analysis. The transcriptomic profiles were highly correlated with those using RNA isolated with the PAXgene method and were consistent with expected LPS-induced inflammatory responses. The present study demonstrated that the QSI method coupled with NuGEN Ovation Whole Blood Solution system is cost-effective and particularly suitable for transcriptomic profiling of minimal volumes of whole blood, typical of those obtained with small animal species.
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Affiliation(s)
- Meagan M Fricano
- Global Pharmaceutical Research and Development, Abbott Laboratories, 100 Abbott Park Road, Abbott Park, Il 60064, USA; E-Mails: (M.M.F.); (A.C.D.); (P.M.J.); (M.J.L.); (E.A.G.B.)
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Muñoz B, Albores A. The role of molecular biology in the biomonitoring of human exposure to chemicals. Int J Mol Sci 2010; 11:4511-25. [PMID: 21151453 PMCID: PMC3000097 DOI: 10.3390/ijms11114511] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2010] [Revised: 10/12/2010] [Accepted: 10/29/2010] [Indexed: 11/16/2022] Open
Abstract
Exposure to different substances in an occupational environment is of utmost concern to global agencies such as the World Health Organization and the International Labour Organization. Interest in improving work health conditions, particularly of those employees exposed to noxious chemicals, has increased considerably and has stimulated the search for new, more specific and selective tests. Recently, the field of molecular biology has been indicated as an alternative technique for monitoring personnel while evaluating work-related pathologies. Originally, occupational exposure to environmental toxicants was assessed using biochemical techniques to determine the presence of higher concentrations of toxic compounds in blood, urine, or other fluids or tissues; results were used to evaluate potential health risk. However, this approach only estimates the presence of a noxious chemical and its effects, but does not prevent or diminish the risk. Molecular biology methods have become very useful in occupational medicine to provide more accurate and opportune diagnostics. In this review, we discuss the role of the following common techniques: (1) Use of cell cultures; (2) evaluation of gene expression; (3) the “omic” sciences (genomics, transcriptomics, proteomics and metabolomics) and (4) bioinformatics. We suggest that molecular biology has many applications in occupational health where the data can be applied to general environmental conditions.
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Affiliation(s)
- Balam Muñoz
- Departamento de Toxicología, Centro de Investigación y de Estudios Avanzados del IPN, Av. IPN 2508, México, DF 07360, Mexico; E-Mail:
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Dadarkar SS, Fonseca LC, Thakkar AD, Mishra PB, Rangasamy AK, Padigaru M. Effect of nephrotoxicants and hepatotoxicants on gene expression profile in human peripheral blood mononuclear cells. Biochem Biophys Res Commun 2010; 401:245-50. [DOI: 10.1016/j.bbrc.2010.09.039] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2010] [Accepted: 09/08/2010] [Indexed: 12/12/2022]
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Abstract
Of the estimated 10,000 documented human drugs, more than 1000 have been associated with drug-induced liver injury (DILI), although causality has not always been established clearly. Numerous biomarkers for DILI have been explored, but less than ten are adopted or qualified as valid by the US FDA. The biomarkers for DILI are individual or a panel of proteins, nucleic acids or metabolites from various sources, such as the liver, blood and urine. While most DILI biomarkers are drug independent, some possibly 'drug-specific' DILIs have been explored, but specificity and sensitivity of both types need to be improved for the diagnosis of DILI during drug development and in clinical practice. Novel approaches for DILI biomarkers have been actively investigated recently, but produced mainly animal-based biomarkers, which are possibly useful for drug development, but are not suitable or have not been validated for clinical applications. This review summarizes the current practice and future perspectives for DILI biomarkers.
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Affiliation(s)
- Qiang Shi
- Center for Toxicoinformatics, Division of Systems Toxicology, National Center for Toxicological Research, US Food and Drug Administration, 3900 NCTR Road, Jefferson, AR 72079, USA
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Yun JW, Lee TR, Kim CW, Park YH, Chung JH, Lee YS, Kang KS, Lim KM. Predose Blood Gene Expression Profiles Might Identify the Individuals Susceptible to Carbon Tetrachloride–Induced Hepatotoxicity. Toxicol Sci 2010; 115:12-21. [DOI: 10.1093/toxsci/kfq037] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
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