Integrative phenotypic and genomic analyses reveal strain-dependent responses to acute ozone exposure and their associations with airway macrophage transcriptional activity

Acute ozone (O3) exposure is associated with multiple adverse cardiorespiratory outcomes, the severity of which varies across human populations and rodent models from diverse genetic backgrounds. However, molecular determinants of response, including biomarkers that distinguish which individuals will develop more severe injury and inflammation (i.e., high responders), are poorly characterized. Here, we exposed adult, female and male mice from 6 strains, including 5 Collaborative Cross (CC) strains, to filtered air (FA) or 2 ppm O3 for 3 hours, and measured several inflammatory and injury parameters 21 hours later. Additionally, we collected airway macrophages and performed RNA-seq analysis to investigate influences of strain, treatment, and strain-by-treatment interactions on gene expression as well as transcriptional correlates of lung phenotypes. Animals exposed to O3 developed airway neutrophilia and lung injury, with varying degrees of severity. We identified many genes that were altered by O3 exposure across all strains, and examination of genes whose expression was influenced by strain-by-treatment interactions revealed prominent differences in response between the CC017/Unc and CC003/Unc strains, which were low- and high-responders, respectively (as measured by cellular inflammation and injury). Further investigation of this contrast indicated that baseline gene expression differences likely contribute to their divergent post-O3 exposure transcriptional responses. We also observed alterations in chromatin accessibility that differed by strain and with strain-by-treatment interactions, lending further plausibility that baseline differences can modulate post-exposure responses. Together, these results suggest that aspects of the respiratory response to O3 exposure may be mediated through altered airway macrophage transcriptional signatures, and further confirms the importance of gene-by-environment interactions in mediating differential responsiveness to environmental agents.

[1]  T. Mackay,et al.  Genotype by environment interaction for gene expression in Drosophila melanogaster , 2020, Nature Communications.

[2]  Nathan C. Sheffield,et al.  PEPATAC: An optimized ATAC-seq pipeline with serial alignments , 2020, bioRxiv.

[3]  Y. Saini,et al.  Compartment-specific transcriptomics of ozone-exposed murine lungs reveals sex and cell type-associated perturbations relevant to mucoinflammatory lung diseases. , 2020, American journal of physiology. Lung cellular and molecular physiology.

[4]  Wei Yang,et al.  Lung Secretoglobin Scgb1a1 Influences Alveolar Macrophage-Mediated Inflammation and Immunity , 2020, Frontiers in Immunology.

[5]  A. Gow,et al.  Regulation of Lung Macrophage Activation and Oxidative Stress Following Ozone Exposure by Farnesoid X Receptor. , 2020, Toxicological sciences : an official journal of the Society of Toxicology.

[6]  W. Valdar,et al.  Maternal Liver Metabolic Response to Chronic Vitamin D Deficiency Is Determined by Mouse Strain Genetic Background , 2020, Current developments in nutrition.

[7]  E. Burchard,et al.  Outdoor Air Pollution and New-Onset Airway Disease. An Official American Thoracic Society Workshop Report , 2020, Annals of the American Thoracic Society.

[8]  S. Mirarab,et al.  Sequence Analysis , 2020, Encyclopedia of Bioinformatics and Computational Biology.

[9]  D. Threadgill,et al.  Transcriptional Correlates of Tolerance and Lethality in Mice Predict Ebola Virus Disease Patient Outcomes , 2020, Cell reports.

[10]  K. D. Donohue,et al.  A Microbe Associated with Sleep Revealed by a Novel Systems Genetic Analysis of the Microbiome in Collaborative Cross Mice , 2020, Genetics.

[11]  J. Madenspacher,et al.  In Vivo Assessment of Alveolar Macrophage Efferocytosis Following Ozone Exposure. , 2019, Journal of visualized experiments : JoVE.

[12]  Robert W. Corty,et al.  Identification of Candidate Risk Factor Genes for Human Idelalisib Toxicity Using a Collaborative Cross Approach. , 2019, Toxicological sciences : an official journal of the Society of Toxicology.

[13]  C. Huttenhower,et al.  The interleukin-33 receptor contributes to pulmonary responses to ozone in male mice: role of the microbiome , 2019, Respiratory Research.

[14]  R. Månsson,et al.  Bhlhe40 and Bhlhe41 transcription factors regulate alveolar macrophage self‐renewal and identity , 2019, The EMBO journal.

[15]  Anavaj Sakuntabhai,et al.  Genetic diversity of Collaborative Cross mice controls viral replication, clinical severity and brain pathology induced by Zika virus infection, independently of Oas1b , 2019, bioRxiv.

[16]  J. Harkema,et al.  Transcriptional profiling of the murine airway response to acute ozone exposure , 2019, bioRxiv.

[17]  A. Hansell,et al.  Associations between daily air quality and hospitalisations for acute exacerbation of chronic obstructive pulmonary disease in Beijing, 2013–17: an ecological analysis , 2019, The Lancet. Planetary health.

[18]  I. Rusyn,et al.  Population-Based Analysis of DNA Damage and Epigenetic Effects of 1,3-Butadiene in the Mouse. , 2019, Chemical research in toxicology.

[19]  T. Furey,et al.  Integrative QTL analysis of gene expression and chromatin accessibility identifies multi-tissue patterns of genetic regulation , 2019, bioRxiv.

[20]  Milena B. Furtado,et al.  Variable outcomes of human heart attack recapitulated in genetically diverse mice , 2019, npj Regenerative Medicine.

[21]  L. Que,et al.  Sex Modifies Acute Ozone-Mediated Airway Physiologic Responses. , 2019, Toxicological sciences : an official journal of the Society of Toxicology.

[22]  C. Huttenhower,et al.  Sex Differences in Pulmonary Responses to Ozone in Mice. Role of the Microbiome , 2019, American journal of respiratory cell and molecular biology.

[23]  Gregory J. Smith,et al.  Development of a large-scale computer-controlled ozone inhalation exposure system for rodents , 2018, bioRxiv.

[24]  P. Silveyra,et al.  Sex-specific microRNA expression networks in an acute mouse model of ozone-induced lung inflammation , 2018, Biology of Sex Differences.

[25]  Kaur Alasoo,et al.  Shared genetic effects on chromatin and gene expression indicate a role for enhancer priming in immune response , 2018, Nature Genetics.

[26]  W. Altemeier,et al.  Versican is produced by Trif- and type I interferon-dependent signaling in macrophages and contributes to fine control of innate immunity in lungs. , 2017, American journal of physiology. Lung cellular and molecular physiology.

[27]  T. Furey,et al.  Variation in DNA-Damage Responses to an Inhalational Carcinogen (1,3-Butadiene) in Relation to Strain-Specific Differences in Chromatin Accessibility and Gene Transcription Profiles in C57BL/6J and CAST/EiJ Mice , 2017, Environmental health perspectives.

[28]  K. Ley,et al.  Natural variation of macrophage activation as disease-relevant phenotype predictive of inflammation and cancer survival , 2017, Nature Communications.

[29]  T. Mackay,et al.  A Drosophila model for toxicogenomics: Genetic variation in susceptibility to heavy metal exposure , 2017, PLoS genetics.

[30]  T. A. Bell,et al.  Genomes of the Mouse Collaborative Cross , 2017, Genetics.

[31]  Robert W. Corty,et al.  Editor’s Highlight: Candidate Risk Factors and Mechanisms for Tolvaptan-Induced Liver Injury Are Identified Using a Collaborative Cross Approach , 2017, Toxicological sciences : an official journal of the Society of Toxicology.

[32]  Joseph K. Pickrell,et al.  Genetic regulatory effects modified by immune activation contribute to autoimmune disease associations , 2017, Nature Communications.

[33]  Kelly E. Duncan,et al.  Ozone-derived Oxysterols Affect Liver X Receptor (LXR) Signaling , 2016, The Journal of Biological Chemistry.

[34]  Andrew D. Rouillard,et al.  Enrichr: a comprehensive gene set enrichment analysis web server 2016 update , 2016, Nucleic Acids Res..

[35]  S. Diangelo,et al.  Sex-specific IL-6-associated signaling activation in ozone-induced lung inflammation , 2016, Biology of Sex Differences.

[36]  Matthew Stephens,et al.  False discovery rates: a new deal , 2016, bioRxiv.

[37]  Yan Jin,et al.  Ozone-induced IL-17A and neutrophilic airway inflammation is orchestrated by the caspase-1-IL-1 cascade , 2016, Scientific Reports.

[38]  Lisa E. Gralinski,et al.  Genome Wide Identification of SARS-CoV Susceptibility Loci Using the Collaborative Cross , 2015, PLoS genetics.

[39]  S. Diangelo,et al.  Sex differences in the expression of lung inflammatory mediators in response to ozone. , 2015, American journal of physiology. Lung cellular and molecular physiology.

[40]  U. Kodavanti,et al.  Executive Summary: variation in susceptibility to ozone-induced health effects in rodent models of cardiometabolic disease , 2015, Inhalation toxicology.

[41]  A. Ledbetter,et al.  Strain differences in antioxidants in rat models of cardiovascular disease exposed to ozone , 2015, Inhalation toxicology.

[42]  A. Ledbetter,et al.  Variability in ozone-induced pulmonary injury and inflammation in healthy and cardiovascular-compromised rat models , 2015, Inhalation toxicology.

[43]  R. Kawaguchi,et al.  Identification of PLXDC1 and PLXDC2 as the transmembrane receptors for the multifunctional factor PEDF , 2014, eLife.

[44]  I. Amit,et al.  Tissue-Resident Macrophage Enhancer Landscapes Are Shaped by the Local Microenvironment , 2014, Cell.

[45]  David L. Aylor,et al.  Integrative genetic analysis of allergic inflammation in the murine lung. , 2014, American journal of respiratory cell and molecular biology.

[46]  R. Andrews,et al.  Innate Immune Activity Conditions the Effect of Regulatory Variants upon Monocyte Gene Expression , 2014, Science.

[47]  Chun Jimmie Ye,et al.  Common Genetic Variants Modulate Pathogen-Sensing Responses in Human Dendritic Cells , 2014, Science.

[48]  Howard Y. Chang,et al.  Transposition of native chromatin for fast and sensitive epigenomic profiling of open chromatin, DNA-binding proteins and nucleosome position , 2013, Nature Methods.

[49]  G. Kelsoe,et al.  Identification of a Tissue-Specific, C/EBPβ-Dependent Pathway of Differentiation for Murine Peritoneal Macrophages , 2013, The Journal of Immunology.

[50]  M. Febbraio,et al.  CD36 mediates endothelial dysfunction downstream of circulating factors induced by O3 exposure. , 2013, Toxicological sciences : an official journal of the Society of Toxicology.

[51]  Lisa E. Gralinski,et al.  Modeling Host Genetic Regulation of Influenza Pathogenesis in the Collaborative Cross , 2013, PLoS pathogens.

[52]  Brian J. Bennett,et al.  Unraveling Inflammatory Responses using Systems Genetics and Gene-Environment Interactions in Macrophages , 2012, Cell.

[53]  D. Laskin,et al.  Classical and alternative macrophage activation in the lung following ozone-induced oxidative stress. , 2012, Toxicology and applied pharmacology.

[54]  I. Jaspers,et al.  Exposure to Ozone Modulates Human Airway Protease/Antiprotease Balance Contributing to Increased Influenza A Infection , 2012, PloS one.

[55]  Lisa E. Gralinski,et al.  The Genome Architecture of the Collaborative Cross Mouse Genetic Reference Population , 2012, Genetics.

[56]  A. Saghatelian,et al.  Macrophage VLDL Receptor Promotes PAFAH Secretion in Mother’s Milk and Suppresses Systemic Inflammation in Nursing Neonates , 2012, Nature Communications.

[57]  Joseph K. Pickrell,et al.  DNaseI sensitivity QTLs are a major determinant of human expression variation , 2011, Nature.

[58]  D. Kang,et al.  Association of ozone exposure with asthma, allergic rhinitis, and allergic sensitization. , 2011, Annals of allergy, asthma & immunology : official publication of the American College of Allergy, Asthma, & Immunology.

[59]  W. M. Foster,et al.  Pulmonary function, bronchial reactivity, and epithelial permeability are response phenotypes to ozone and develop differentially in healthy humans. , 2011, Journal of applied physiology.

[60]  Colin N. Dewey,et al.  RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome , 2011, BMC Bioinformatics.

[61]  S. Kleeberger,et al.  Genetic mechanisms of susceptibility to ozone‐induced lung disease , 2010, Annals of the New York Academy of Sciences.

[62]  A. Biggeri,et al.  Susceptibility factors to ozone-related mortality: a population-based case-crossover analysis. , 2010, American journal of respiratory and critical care medicine.

[63]  Greg Gibson,et al.  Genotype-by-Diet Interactions Drive Metabolic Phenotype Variation in Drosophila melanogaster , 2010, Genetics.

[64]  R. Murphy,et al.  Apoptosis induced by ozone and oxysterols in human alveolar epithelial cells. , 2010, Free radical biology & medicine.

[65]  C. Glass,et al.  Simple combinations of lineage-determining transcription factors prime cis-regulatory elements required for macrophage and B cell identities. , 2010, Molecular cell.

[66]  S. London,et al.  Gene by environment interaction and ambient air pollution. , 2010, Proceedings of the American Thoracic Society.

[67]  L. Akinbami,et al.  The association between childhood asthma prevalence and monitored air pollutants in metropolitan areas, United States, 2001-2004. , 2010, Environmental research.

[68]  Russell D. Wolfinger,et al.  Geographical Genomics of Human Leukocyte Gene Expression Variation in Southern Morocco , 2009, Nature Genetics.

[69]  N. Rosenthal,et al.  A CREB-C/EBPβ cascade induces M2 macrophage-specific gene expression and promotes muscle injury repair , 2009, Proceedings of the National Academy of Sciences.

[70]  Vivian G. Cheung,et al.  Genetic analysis of radiation-induced changes in human gene expression , 2009, Nature.

[71]  C. Metz,et al.  Macrophage CD74 contributes to MIF-induced pulmonary inflammation , 2009, Respiratory research.

[72]  J. Hoover-Plow,et al.  Inflammatory macrophage migration requires MMP-9 activation by plasminogen in mice. , 2008, The Journal of clinical investigation.

[73]  M. Medina-Ramón,et al.  Who is More Vulnerable to Die From Ozone Air Pollution? , 2008, Epidemiology.

[74]  L. Kruglyak,et al.  Gene–Environment Interaction in Yeast Gene Expression , 2008, PLoS biology.

[75]  V. Chinchilli,et al.  Sex differences in the impact of ozone on survival and alveolar macrophage function of mice after Klebsiella pneumoniae infection , 2008, Respiratory research.

[76]  Wei Wang,et al.  The polymorphism architecture of mouse genetic resources elucidated using genome-wide resequencing data: implications for QTL discovery and systems genetics , 2007, Mammalian Genome.

[77]  S. Kleeberger,et al.  Protection against inhaled oxidants through scavenging of oxidized lipids by macrophage receptors MARCO and SR-AI/II. , 2007, The Journal of clinical investigation.

[78]  Jingyuan Fu,et al.  Mapping Determinants of Gene Expression Plasticity by Genetical Genomics in C. elegans , 2006, PLoS genetics.

[79]  A. Donovan,et al.  The iron exporter ferroportin/Slc40a1 is essential for iron homeostasis. , 2005, Cell metabolism.

[80]  W. M. Foster,et al.  Ozone-induced acute pulmonary injury in inbred mouse strains. , 2004, American journal of respiratory cell and molecular biology.

[81]  B. Forsberg,et al.  Clara cell protein as a biomarker for ozone-induced lung injury in humans , 2003, European Respiratory Journal.

[82]  L. Folinsbee,et al.  Distribution and reproducibility of spirometric response to ozone by gender and age. , 2003, Journal of applied physiology.

[83]  S. Breit,et al.  Activation of Macrophage Promatrix Metalloproteinase-9 by Lipopolysaccharide-Associated Proteinases1 , 2002, The Journal of Immunology.

[84]  S. Sur,et al.  CCL7 and CXCL10 Orchestrate Oxidative Stress-Induced Neutrophilic Lung Inflammation1 , 2002, The Journal of Immunology.

[85]  S. Kleeberger,et al.  Genetic variability in the development of pulmonary tolerance to inhaled pollutants in inbred mice. , 2001, American journal of physiology. Lung cellular and molecular physiology.

[86]  H. Magnussen,et al.  Ozone-induced airway inflammatory changes differ between individuals and are reproducible. , 1999, American journal of respiratory and critical care medicine.

[87]  M. Daly,et al.  Genetic analysis of ozone-induced acute lung injury in sensitive and resistant strains of mice , 1997, Nature Genetics.

[88]  K. Pinkerton,et al.  Ozone-induced acute tracheobronchial epithelial injury: relationship to granulocyte emigration in the lung. , 1992, American journal of respiratory cell and molecular biology.

[89]  S. Kleeberger,et al.  A genetic model for evaluation of susceptibility to ozone-induced inflammation. , 1990, The American journal of physiology.

[90]  David L. Aylor,et al.  2018 Toxicological Sciences Papers of the Year , 2019 .

[91]  E. Simons INVOLUNTARY SMOKING AND ASTHMA SEVERITY IN CHILDREN: DATA FROM THE THIRD NATIONAL HEALTH AND NUTRITION EXAMINATION SURVEY (NHANES III) , 2003 .

[92]  K. Driscoll,et al.  Chemokine regulation of ozone-induced neutrophil and monocyte inflammation. , 1998, American journal of physiology. Lung cellular and molecular physiology.

[93]  S. Kleeberger,et al.  Linkage analysis of susceptibility to ozone-induced lung inflammation in inbred mice , 1997, Nature Genetics.

[94]  Xianrang Song,et al.  Maturation of a central , 1996 .

[95]  D. House,et al.  Reproducibility of individual responses to ozone exposure. , 1985, The American review of respiratory disease.