Skip to main content

Effects of urban coarse particles inhalation on oxidative and inflammatory parameters in the mouse lung and colon



Air pollution is a recognized aggravating factor for pulmonary diseases and has notably deleterious effects on asthma, bronchitis and pneumonia. Recent studies suggest that air pollution may also cause adverse effects in the gastrointestinal tract. Accumulating experimental evidence shows that immune responses in the pulmonary and intestinal mucosae are closely interrelated, and that gut-lung crosstalk controls pathophysiological processes such as responses to cigarette smoke and influenza virus infection. Our first aim was to collect urban coarse particulate matter (PM) and to characterize them for elemental content, gastric bioaccessibility, and oxidative potential; our second aim was to determine the short-term effects of urban coarse PM inhalation on pulmonary and colonic mucosae in mice, and to test the hypothesis that the well-known antioxidant N-acetyl-L-cysteine (NAC) reverses the effects of PM inhalation.


The collected PM had classical features of urban particles and possessed oxidative potential partly attributable to their metal fraction. Bioaccessibility study confirmed the high solubility of some metals at the gastric level. Male mice were exposed to urban coarse PM in a ventilated inhalation chamber for 15 days at a concentration relevant to episodic elevation peak of air pollution. Coarse PM inhalation induced systemic oxidative stress, recruited immune cells to the lung, and increased cytokine levels in the lung and colon. Concomitant oral administration of NAC reversed all the observed effects relative to the inhalation of coarse PM.


Coarse PM-induced low-grade inflammation in the lung and colon is mediated by oxidative stress and deserves more investigation as potentiating factor for inflammatory diseases.


Episodic increases in ambient air contaminant levels have been demonstrated to modulate the pathogenesis of an increasing number of chronic diseases, from asthma to cancer and stroke [1]. Exposure to ambient air pollution, especially to particulate matter (PM), is a major risk factor for pulmonary diseases such as asthma, chronic bronchitis, and pneumonia [2]. Numerous epidemiological studies indicate that long- and short-term exposure to coarse PM is associated with adverse health effects on the human respiratory system [3].

Although research on airborne pollutants has focused mostly on cardiovascular and respiratory effects, emerging epidemiological and experimental evidence suggests that air pollutants can also cause adverse effects on the gastrointestinal tract. Recent epidemiological studies have reported that exposure to air pollution may be associated with various gastrointestinal diseases including inflammatory bowel diseases [4, 5], appendicitis [6], irritable bowel syndrome [7], and enteric infections in children [8]. Notably, a correlation has been reported between ambient air pollution and hospitalizations for inflammatory bowel diseases in Wisconsin [9].

To date, only one study has assessed the effects of PM inhalation on the gastrointestinal tract in an animal model [10]. Li et al. reported that in Ldlr−/− mice, inhalation of ultrafine PM led to shortened villus length, which was accompanied by prominent macrophage and neutrophil infiltration into the ileum. Ultrafine PM exposure also increased the concentrations of intestinal free oxidative fatty acids and lysophosphatidic acids. This study was the first to report that inhaled particles can trigger a deleterious effect at the intestinal level, which justifies the value of exploring this topic further.

Investigations of the mechanisms responsible for air pollution exposure-induced toxicity are challenging because of the complexity of air pollutants. Reactive gases such as ozone, nitrogen oxides, carbon monoxide, sulfur dioxide, volatile organic compounds and PM of varying size are part of the air pollutant mixture. The physicochemical characteristics of this complex matrix of gases and PM are also highly variable depending on the generation mode and sources (e.g., point industrial sources, automotive combustion, natural processes such as wildfires and volcanic eruptions, and atmospheric conditions) [11]. Air particles are known sinks for various organics molecules and a number of inorganic chemicals including physiologically active transition metals.

Our study focused on coarse PM, which has an aerodynamic diameter between 2.5 and 10 μm. It therefore includes an extra-thoracic particulate fraction (particles from 5 to 10 μm in size) and a thoracic particulate fraction (particles from 2.5 to 5 μm in size) [12]. The particulate fraction deposited into the extra-thoracic region becomes trapped in the nasal cavity, mouth, and pharynx. The vast majority of particules deposited in the extrathoracic region are removed via a combination of nose-blowing, sneezing, and mucociliary transport to the gastrointestinal tract [13]. Ingestion is therefore the dominant exposure pathway to particles deposited in the extra-thoracic region. Meanwhile, the thoracic particulate fraction deposits in the tracheobronchial region. This region consists of trachea, bronchi and terminal bronchioles. These particles, trapped in the mucus produced by the bronchial epithelial cells are typically cleared by mucociliary transport into the throat, and then expectored or swallowed [14, 15]. Moreover, for both fractions, soluble particles can be absorbed directly via the airway epithelium and cleared into the blood or lymphatic system [13, 16]. Therefore, coarse PM appears to be a relevant PM fraction to study, because it comes into direct contact with the digestive tract and has several input pathways allowing it to affect both the pulmonary and intestinal mucosae.

The first objective of this study was to characterize metal content of urban coarse PM collected in the French city of Douai, hereafter called coarse PMD (cPMD) and to assess its gastric metal bioaccessibility. Because oxidative stress is a major mechanism of PM toxicity, the oxidative potential of cPMD was quantified. The second aim was to assess the effects of inhalation of cPMD at a concentration relevant to episodic elevation peak of air pollution in mice. The third aim was to evaluate the effect of the administration of a well-known antioxidant, the N-acetyl-L-cysteine (NAC), on the effects of cPMD inhalation in mice.


Sample collection

Aerosol samples were collected with a High-Vol (35 m3/h) six- stages (10.2, 4.2, 2.1, 1.4, 0.73, 0.41 μm) cascade impactor (Tisch Environmental Inc.). Particles were collected during the warm season from July 13 to October 9, 2013, in Douai, a small city in a densely urbanized region in the north of France, located about 100 km from the English Channel coast (Additional file 1: Figure S1). Daily meteorological data during the sampling period were retrieved from the nearest weather station of the French meteorological service Météo-France, located 20 km north of the sampling site at the airport of Lille-Lesquin. PM was collected onto each impactor plate covered with adhesive Teflon stripes, which allowed the particles to be easily swiped with a Teflon tip, and then transferred directly into acid-cleaned sterile tubes, weighed, homogenized, and kept at 4 °C until later sampling for chemical and biological assays. The particle fraction size of the cPMD used in this study was between 2.1 and 10.2 μm.

Total metal concentration

Particulate trace element mineralization and analysis were performed in triplicate, following a previously published method [17]. About 3 mg of cPMD was acid digested in a microwave oven (Milestone ETHOS) at 220 °C. Digests were diluted to 50 mL with ultrapure water and analyzed by inductively coupled plasma mass spectrometry (ICP-MS) (NeXion 300XX, PerkinElmer) for trace elements (As, Ba, Bi, Cd, Ce, Co, Cr, Cs, Cu, Hg, La, Li, Mn, Mo, Ni, Pb, Rb, Sb, Sc, Se, Sn, Sr, Th, Ti, Tl, U, V, Zn) and major elements (Al, Ca, Fe, K, Mg, Na). An internal mixed standard (69Ga, 103Rh) was added (1 μg/L) to all analyzed solutions to correct the drift of the ICP-MS signal. Reagent blanks, quality controls and standard reference materials (NIST 1648a and ERM CZ-120) were also analyzed repeatedly to validate the entire analytical procedure, as previously described [18]. The total metal concentration is expressed in micrograms of metal per gram of cPMD.

Metals bioaccessibility

Gastric bioaccessible fractions of cPMD were characterized after in vitro extraction using a synthetic gastric juice (SGJ), according to the previously described procedures [19]. The gastric extractions were performed using three aliquots of 1–5 mg of cPMD by agitating the PM suspensions for 2 h at 37 °C in accordance with the estimated physiological residence time. The separation of the particles from the synthetic fluid was performed by centrifugation for 10 min at 14,600 rpm at 6 °C. The supernatant was analyzed after a HNO3 digestion on a hot plate, evaporation to dryness, and dilution to 10 mL (1% HNO3). The results are expressed in micrograms of solubilized metal in the supernatant per gram of cPMD. To check the consistency of the measured concentrations, the residual fraction was acid digested in a microwave oven at 220 °C according to the method of Alleman et al. [17]. Elemental analyses were performed in triplicate. Trace and major elements were validated through repeated analysis of reagent blanks, quality controls and standard reference materials (NIST 1648a and 2584). The bioaccessible fractions are presented as the ratio (expressed as a percentage) of metal concentration measured in the gastric leaching solutions to the total metal concentration.

Oxidative potential of cPMD measured in ascorbic acid (AA) depletion assays

Oxidative potential is defined as a measure of the capacity of PM to oxidize target molecules, here AA, by generating reactive oxygen species in an acellular assay [20]. The AA depletion assay was performed under physiological conditions: at 37 °C and pH 7.4 in potassium Phosphate-buffered saline (PBS) at 10−2 mol/L, containing 30% KH2PO4 and 70% K2HPO4 on a molar basis, that had been pretreated with Chelex resin to remove all potential metallic contaminants. Ten milligrams of cPMD was solubilized in 300 mL of PBS 10−2 mol/L in an ultrasonic bath for 30 min and then agitated at 37 °C for 24 h. The cPMD suspension was prefiltered through a 0.45 μm syringe filter and divided into three cPMD extracts of 100 mL each. Next, 0.5 mL of AA at 4.10−2 mol/L in PBS was added to each cPMD extract and the sample was mixed. The absorbance was measured at 265 nm for different times up to 1 h for both the cPMD extract solution test and the blank samples without cPMD. The molar concentration of AA was then calculated from the absorbance at 265 nm using a preestablished calibration curve. A faster AA depletion rate in the presence of cPMD extract compared with the blank indicates that cPMD promotes the oxidation of AA. A similar assay using 10 mg of cPMD in 300 mL of PBS 10−2 mol/L was performed in the presence of 87.5 mg of EDTA, a transition metal chelating agent, before introducing the AA reactant to examine the effect of metal redox activity on AA depletion (Zielinski et al., 1999). All experiments were performed in triplicate. Oxidative potential is expressed as the maximum AA depletion rate in micromoles per liter per minute (i.e., the depletion rate calculated during the first hour) calculated after subtracting the blank for a solid-to-liquid ratio of 10 mg-to-300 mL.


The animal treatment protocol was approved by the regional bioethics committee (committee no.75; authorization no.CEEA2016072517274040) and all of the animals received human care in accordance with the Guide for the Care and the Use of Laboratory Animals (National Research Council (US) Committee 2011).

Male C57BL/6 mice (aged 7 weeks) were purchased from Janvier Labs and housed under standard conventional conditions. The room relative humidity was 55% and the temperature was 21 °C. Mice were randomly divided into the different exposure groups (n = 10/group), as described in Scheme 1 and Fig. 4a.

Scheme 1
scheme 1

Experimental design of the mouse model

Inhalation exposures

For inhalation experiments, mice were placed 4 h/day, 5 days/week for 2 weeks and for one additional day in a ventilated whole-body inhalation chamber that allowed free movement (InExpose, Scireq®) [21]. Nebulization was achieved using an Aeroneb Lab™ ultrasonic nebulizer directly connected to a 5 l–chamber and controlled through the flexiWare software v.6 according to the following parameters: bias flow of 2 l/min, nebulization rate of 0.083 ml/min, which were measured and controlled throughout the experiment. The Aeroneb Lab™ ultrasonic nebulizer produced droplets with a volume median diameter of 11 μm characterized by laser diffraction using the Spraytec system from Malvern Instruments. Mice were exposed to a solution of 40 μg cPMD/ml or to the soluble or insoluble fractions of cPMD. The dose concentration of the aerosol achieved with these conditions was 1.66 μg/L. Control mice were exposed to sterile water under the same conditions. cPMD suspension was fractionated into soluble and insoluble fractions by centrifugation for 5 min at 13000 g as previously described [22, 23]. Soluble and insoluble fractions were diluted in the same volume of sterile water as the total fraction.

N-acetyl-L-cysteine (NAC) administration

Mice were administrated NAC (Sigma-Aldrich) in drinking water (15 μg/kg/day), from the beginning of the PM exposure until the day of sacrifice as described in Scheme 1.

Biological samples

Mice were euthanized the morning following the final exposure day. The colon was dissected and measured. Then, the colon was emptied by pushing the stool outwards using a dissecting forceps, and weighed. Bronchoalveolar lavage fluid (BALF) and samples of the lungs, colon, and blood were collected and kept on ice for FACS analysis or immediately frozen at −80 °C.

Flow cytometry

Cells harvested from BALF or extracted from lung tissue were washed in PBS and incubated with antibodies (BD, Franklin Lakes, NJ, USA) for 30 min in PBS and then washed twice and suspended in PBS with 2% fetal calf serum. The antibodies used were: fluorescein isothiocyanate (FITC)-conjugated anti-I-A[b]; phycoerythrin (PE)-conjugated anti-F4/80; peridinin chlorophyll protein complex (PerCP)/Cy5-conjugated anti-CD103; PE/Cy7-conjugated anti-CD11c; allophycocyanin (APC)-conjugated anti-CCR2; Alexa 700-conjugated anti-CD86; APC-H7-conjugated anti-Ly6G; V450-conjugated anti-CD11b; V500-conjugated anti-CD45; BV605-conjugated anti-Ly6C; FITC-conjugated anti-CD5; PE-conjugated anti-CD1d tetramer; PerCP/Cy5-conjugated anti-NK1.1; APC-conjugated anti-CD25; Alexa 700-conjugated anti-CD69; APC-H7-conjugated anti-CD4; V450-conjugated anti-T-cell receptor-β; V500-conjugated anti-CD8, and BV605-conjugated CD45. Cells were analyzed on an LSR Fortessa cell analyzer (BD). The generated data were analyzed using FlowJo 8.7 (TreeStar, Stanford, CA, USA).

Gene expression in tissues

Total mRNA from lung and colon tissues was extracted using a Nucleospin RNA II kit (Macherey Nagel). Reverse transcription was performed using a High Capacity cDNA Archive Kit and quantitative polymerase chain reaction (PCR) with SYBR Green (Life Technologies). The primer sequences were designed using Primer Express 3 (Life Technologies) and are available upon request. Melting curve analyses were performed for each sample and gene to confirm the specificity of the amplification. Because the exposure to PM did not cause any significant alterations in Polr2a mRNA expression, the relative expression of each gene of interest was normalized to the relative expression of this gene. The quantification of the target gene expression was based on the comparative cycle threshold (Ct) value. The fold changes in the target genes were analyzed by the 2−ΔΔCt method [24].

Serum malondialdehyde (MDA) analysis

Serum samples (50 μL) were incubated with acetic acid and SDS at 95 °C for 1 h, followed by centrifugation at 800 g for 10 min. Supernatants were transferred to a 96-well plate and the absorbance was measured at λex = 532 and λem = 553 nm. 1,1,3,3-Tetramethoxypropane (Sigma-Aldrich) was used as a standard. Protein concentration in samples was determined using a DC™ protein assay (Bio-Rad Laboratories). Serum MDA concentration was corrected by the sample protein concentration and is expressed as nanomoles per milliliter of serum.

Myeloperoxidase activity assay

Neutrophil influx into colon was analyzed by measuring the enzymatic activity of myeloperoxidase (MPO). Mice colons were homogenized in 0.5% hexadecyltrimethylammonium bromide (Sigma-Aldrich) in 50 mM PBS, freeze-thawed three times, and centrifuged. MPO was analyzed in the clear supernatant by adding 1 mg/mL of dianisidine dihydrochloride (Sigma-Aldrich) and 5.10−4% hydrogen peroxide (H2O2), and the change in optical density was measured at 450 nm. Human neutrophil MPO (Sigma-Aldrich) was used as a standard. One unit of MPO activity was defined as the amount that degraded 1 μmol of peroxide per min at 25 °C. Readings from tissue samples were normalized to total protein content as detected in the DC™ protein assay (Bio-Rad).

Statistical analysis

Results are expressed as mean ± SEM. The statistical significance of differences between experimental groups was calculated using the Mann–Whitney U test (GraphPad, San Diego, CA).


Characteristics of cPMD

The meteorological conditions during the sampling period were typical for summertime under the oceanic climate of the northwestern European coast. The daily averages were a temperature of 17.7 °C (Additional file 1: Figure S2A), 71% relative humidity (Additional file 1: Figure S2B), 1017 hPa atmospheric pressure and cumulated rain of 172 mm over the whole period (Additional file 1: Figure S2C). These relatively high pressures and sparse rainfall conditions were observed throughout the period, and a continuing decrease in temperature and increase in relative humidity were recorded from summer to mid-autumn. The average wind speed was 3.3 m/s (Additional file 1: Figure S2D) and winds came mostly (39%) from the west sector (marine air masses from the English Channel and Atlantic Ocean) and secondarily (28%) from the north sector (more continental air masses toward the regional Scarpe-Escaut natural park and the south of Belgium (Additional file 1: Figure S2E).

The concentrations of elements in cPMD varied from 1 to 57,312 μg/g in the following order: U < Tl < Cs < Th < Sc < Hg < Bi < Se < La < Li < Cd < Co < As < Ce < Mo < Rb < V < Ni < Sb < Sn < Cr < Sr < Pb < Ba < Cu < Mn < Ti < Zn for trace elements and Mg < K < Al < Fe < Na < Ca for major elements (Fig. 1a). Enrichment factors relative to the upper continental crust with Th as the reference element [25] were applied to assess the anthropogenic influence on cPMD content (Fig. 1b). Enrichment factors >10 were observed for As, Mo, Sn, Pb, Cu, Bi, Zn, Cd, and Sb. All of these elements are commonly associated with traffic nonexhaust emissions (i.e., brakes and tire wear), particularly Cu, which is predominant in coarse PM in Europe [26], and Sb, which showed the highest enrichment factor, and confirmed the urban typology of the sampling site. Cd, Zn, Bi, and Pb are known tracers of nonferrous smelting [27,28,29] and their enrichment may indicate the influence of a nearby Zn smelter located 3 km north of our sampling site. To characterize cPMD better, we sought to assess their features in relation to other urban coarse PM. For this purpose, the elemental concentrations in cPMD were compared with those measured in other European cities: an urban site in Helsinki, Finland [30] and a traffic site in Budapest, Hungary [31] (Additional file 1: Figure S3). Globally, the elemental concentrations were very similar, except for the highest levels of Cd, Zn and Bi in Douai, in accordance with a significant influence of the nearby Zn smelter.

Fig. 1
figure 1

Coarse PMD characterization. a Mean concentrations of trace and major elements (μg/g). b Enrichment factors relative to Thorium. c Gastric bioaccessibility in SGJ (%). d Measurement of oxidative potential of cPMD in the AA depletion assay with or without EDTA, and for a solid-to-liquid ratio of 10 mg/300 mL, expressed as the maximum rate of AA depletion (μmol/L/min)

Gastric bioaccessibility of cPMD

Simulation of solubilization pathways was performed using the SGF to approximate gastric conditions (Fig. 1c). Metals showing the higher gastric bioaccessibility were Pb > Sb > Cd > Co > Sr, with values ranging from 90% for Pb to 70% for Sr. The lowest gastric bioaccessibility were observed for Cr (9%) and Fe (11%).

Oxidative potential of cPMD

The oxidative potential of cPMD was assessed using an AA depletion assay (Fig. 1d); AA is an antioxidant naturally present in the human body. The rates of AA depletion measured showed the effective oxidative potential of cPMD. To examine the effects of metal redox activity on AA depletion, the same experiment was performed in the presence of EDTA, a transition metal chelating agent. In the presence of EDTA, AA depletion was significantly lower (− 42%) although not totally depleted, which indicates a role of metals in the oxidative potential of cPMD.

Effects of cPMD inhalation on oxidative stress and inflammation in mice

We then exposed mice to this cPMD by inhalation in a whole body inhalation chamber. By this physiological way of exposure, as in real-life, coarse PM is expected to deposit primarily in the upper respiratory tract, and then to be transported from the conducting airways to the gastrointestinal tract by mucociliary clearance [12, 32]. We first aimed to assess the effects of an environmentally relevant episodic increase in ambient PM exposure on pulmonary and intestinal mucosal tissues. Following 14 days of exposure to inhaled cPMD, serum MDA concentration was significantly higher in the PM mice compared with CT mice that inhaled only water. This finding reflects the appearance of systemic oxidative stress (Fig. 2a). More cells were obtained in BALF from PM mice compared with CT mice (Fig. 2b). The numbers of neutrophils and alveolar macrophages in the lung did not differ significantly between PM and CT mice (Fig. 2c). By contrast, more conventional T cells and invariant natural killer (iNKT) cells were observed in the lung of PM mice, and these increased cell numbers were associated with higher Tnfα, Il5, Il22, and Il10 mRNA levels (Fig. 2d). At the intestinal level, the colon weight size ratio did not differ between PM and CT mice (Fig. 2e). A trend toward an increase in MPO activity was observed in the colons of PM mice (Fig. 2f). The gene expression levels of markers of neutrophils (Csf3r), macrophages (Cd68), conventional T cells (Cd247), and iNKT cells (Vα14) did not differ between PM and CT mice (Fig. 2g). By contrast, significantly greater expression of Tnfα, Ifnγ, Il10 and Cxcl10, and lower expression of Il5 were found in the colons of PM mice compared with CT mice (Fig. 2h). Together, these results suggest that cPMD inhalation led to low-grade inflammation in both the lungs and gut.

Fig. 2
figure 2

Effects of cPMD inhalation on oxidative stress and inflammation in mice. Mice that inhaled cPMD were compared with control mice that inhaled water (CT). a Serum MDA concentration. b BALF cellularity. c Counts of polymorphonuclear neutrophils (PMN), alveolar macrophages (AM), conventional T cells (ConvT) and iNKT cells in the lung determined by flow cytometry. d Quantitative PCR (qPCR) analysis of cytokine and chemokine mRNA levels in the lung. e Colon weight/size ratio. f Colon MPO activity. g qPCR analysis of mRNA levels of PMN, macrophage, T cell and iNKT cell markers in the colon. h qPCR analysis of cytokine and chemokine mRNA levels in the colon. Data are presented as mean ± SEM. *p < 0.05, **p < 0.01, ***p < 0.001, Mann–Whitney U test

Effects of NAC administration on cPMD -induced deleterious effects

Oral administration of NAC has been shown to protect against oxidative stress in the lung [33, 34]. We evaluated the consequences of NAC administration on the previously observed PM-induced effects. NAC was added to drinking water of mice that inhaled PM (PM + NAC mice). A group of mice that inhaled PM and did not receive NAC in drinking water was also included (PM mice). Serum MDA concentration was lower in PM + NAC mice than in PM mice (Fig. 3a). Fewer cells were found in BALF from PM + NAC mice than in that from PM mice (Fig. 3b). In the lungs, less iNKT recruitment (Fig. 3c) and lower Ifnγ, Il5 and Cxcl10 expression levels were observed (Fig. 3d). The mRNA levels of several oxidative stress markers such as Nos2, COX2, Sod2, Cat, and Hmox1 were markedly lower in the lungs of PM + NAC mice compared with those from PM mice (Fig. 3e). The colons of PM + NAC mice showed lower MPO activity (Fig. 3f) and reduced Tnfα, Ifnγ and Cxcl10 mRNA expression compared with those from PM mice (Fig. 3g). Taken together, these data show that NAC administration reversed the deleterious effects induced by PM inhalation. NAC did not alter the basal condition because NAC treatment did not modify inflammatory and oxidative stress parameters in serum, lung, or colon of CT mice that inhaled water (Additional file 1: Figure S4).

Fig. 3
figure 3

Effects of NAC administration on cPMD-induced damage. All mice inhaled PM. Mice that received NAC (15 μg/kg/day for 14 days) in drinking water were compared with CT mice that did not receive NAC in drinking water. a Serum MDA concentration. b BALF cellularity. c iNKT cell count in the lung measured by flow cytometry. d qPCR analysis of cytokine and chemokine mRNA levels in the lung. e qPCR analysis of mRNA levels of oxidative stress markers in the lung. f Colon MPO activity. g qPCR analysis of cytokine and chemokine mRNA levels in the colon. Data are presented as mean ± SEM. *p < 0.05, **p < 0.01, ***p < 0.001, Mann–Whitney U test

Involvement of water-soluble and insoluble fractions on cPMD-induced low-grade inflammation

To assess if the solubilization of PM in water during nebulization is involved in the observed low-grade inflammation, an experiment was performed including in addition to the 2 previously described groups [mice exposed to water (CT group), and mice exposed to cPMD (total fraction, FT group)], a group exposed to the soluble fraction of cPMD (Soluble Fraction, SF group) and a group exposed to the insoluble fraction of cPMD (Insoluble Fraction, IF group) (Fig. 4a). The increased number of cells in BALF in TF-exposed mice compared to CT mice was found also in IF-exposed mice, and not in SF-exposed mice (Fig. 4b). Similarly, the enhancement of iNKT cells in lungs of TF-exposed mice compared to CT mice was also found in IF-exposed mice, and not in SF-exposed mice (Fig. 4c). In the colon, an unexpected decrease of Tnfα levels was quantified in IF-exposed mice compared to CT mice (Fig. 4d). Most interestingly, no increase of Tnfα and Cxcl2 mRNA levels was detected in the colons of SF-exposed mice, while the transcription of both genes was increased in TF-exposed mice. Taken together, these results show that the water-soluble fraction of cPMD is not sufficient to induce the low-grade inflammation associated to cPMD inhalation.

Fig. 4
figure 4

Involvement of water-soluble and insoluble fractions on cPMD-induced low-grade inflammation. a Mice experimental protocol. b BALF cellularity. c Counts of polymorphonuclear neutrophils (PMN), alveolar macrophages (AM), conventional T cells (ConvT) and iNKT cells in the lung determined by flow cytometry. d Quantitative PCR analysis of Tnfα and Cxcl2 mRNA levels in the colon. Data are presented as mean ± SEM. *p < 0.05, **p < 0.01, ***p < 0.001, Mann–Whitney U test


The cPMD used in this study comprised urban particles collected over 4 months of the warm season in northern France, and ranged in size from 2.1 to 10,2 μm. Fe, Cu, and Zn were among the most concentrated metals quantified in cPMD, and their high concentrations are of concern because of their pro-oxidative potential [35]. The most enriched element was Sb, which is consistent with the main traffic-related origin of cPMD. Another metal of concern is Pb, which is highly toxic and is enriched by 86 times in cPMD [36, 37]. Both Sb and Pb concentrations were similar to those reported for other urban areas [30, 38, 39]. The strong enrichment for Cd and As in cPMD compared with the upper crust is likely to contribute to their negative health impact. Cd exposure is known to induce pulmonary damage such as emphysema and lung cancer [40, 41] and to cause intestinal inflammation in mice [42]. Similarly, As exposure has been repeatedly associated with lung carcinogenesis [43] and has been shown to perturb the gut microbiome in mice [44].

Furthermore, Pb, Sr, Sb, Co and Cd presented both high concentration in cPMD and high gastric bioaccessibility. A substantial proportion of these elements is therefore likely to be found in the bloodstream during air pollution peak in urban areas. The diffusion of these metals in the bloodstream could lead to both directly cytotoxic effects on circulatory monocytes [45], but also to indirectly aggravating effects on inflammation in peripheral tissues: notably, lead and cadmium levels in PM have been found negatively associated with miR-146a expression in blood leukocytes RNA from foundry workers [46]. Mir-146a is involved in limiting inflammatory responses triggered through the innate immune system [47]. Moreover, miR-146a-mediated NOD2-SHH signaling regulates gut inflammation in murine model of inflammatory bowel diseases [48].

The main objective of the current study was to assess the effects of cPMD inhalation at both the pulmonary and colonic levels. Our in vivo study was conducted in conditions as close as possible to real life, and aimed to determine the effects of a realistic inhalation of coarse PM. Exposure in an inhalation chamber was preferred to oral or intratracheal administration. For their aerosolization, the cPMD were solubilized in sterile water; the impact of solubilization on the observed effects seems negligible, since the mice that inhaled the water-soluble fraction of the cPMD did not exhibit pulmonary and colon low-grade inflammation. The dosage of PM nebulized in the inhalation chamber is close to that breathed during pollution peaks by inhabitants of megacities strongly affected by particulate pollution. In urban areas, the mean daily concentration of PM of ≤10 μm in diameter (PM10) ranges from <10 μg/m3 to >200 μg/m3 [49]. In 2002, the US Environmental Protection Agency reported a range of maximal city PM concentrations of 26–534 μg/m3 [50]. Extreme hourly concentrations of PM10 reaching 800 μg/m3 have been measured at a traffic site in London [51]. PM10 pollution peaks at >250 μg/m3 were measured in megacities in India, Pakistan and China in 2010 [52, 53]. Therefore, the dose used here is fairly representative of high pollution episodes in the most affected megacities worldwide.

The studies performed until now that assess the effects of coarse PM at the pulmonary level were performed using intratracheal instillation or oropharyngeal aspiration [54,55,56,57]; these two modes of coarse PM administration partially or totally excluded the physiological exposure of the mouth, nose, larynx and pharynx. They revealed in most of the cases pulmonary inflammation, which the players were variable regarding the type of PM, the timing and the dose of exposure. Some consistencies can however be found with our study assessing the effects of coarse PM following inhalation. Tumor necrosis factor (TNFα) produced by activated alveolar macrophages and by epithelial cells is a master cytokine of the inflammation induced by PM in the lung [58, 59]. As for TNFα, increased levels of interleukin 5 (IL-5), IL-10, and IL-22 are in agreement with previous studies. Overexpression of both IL-5 and IL-10 in the lung has been shown following early life exposure to combustion-derived PM [58]. IL-22 upregulation may be linked to activation of the aryl hydrocarbon receptor (AHR), as reported by previous work showing the ability of urban dust PM to induce Th17 polarization and IL-22 production in an AHR-dependent manner [60]. The most pronounced effects on the recruitment of immune cells involved in pulmonary inflammation induced by cPMD seemed to involve iNKT cells. Our report is the first to show that this immune population is associated with PM exposure, although its key role has been demonstrated in the pulmonary response to ozone [61] and cigarette smoke [62].

Few studies have assessed the effects of PM inhalation at the intestinal level. As expected because of the low dose of cPMD used, we did not find evidence of colitis clinical manifestation in the PM-exposed mice, as reflected by the lack of effect on the colon weight size ratio. Accordingly, some major intestinal immune populations, namely neutrophils, macrophages, lymphocytes and iNKT cells, do not seem to be significantly affected by PM inhalation. However, the increase in colon MPO activity, which almost reached significance, as well as the strong increase in the colonic expression of Tnfα, Ifnγ and Cxcl10 argue in favor of a low-grade inflammation generated in colon following PM inhalation. The large production of Il10 may be indicative of a regulatory response, although the decrease in Il5 level remains unexplained.

It is the first time that the effects of coarse PM administration on mice are studied by natural ventilation in an inhalation chamber. Nevertheless, when a high dose of coarse PM was administrated to mice by gavage during 14 days, an increase of pro-inflammatory cytokines (Il12a, Il17, and Il2) has been described [63]. Moreover, increases in colon TNFα and IFNγ protein levels have also been reported following 10 and 14 weeks of oral coarse PM intoxication in mice starting from the neonatal period [64]. Taken as a whole, the experimental protocols used to explore the effects of coarse PM on the gastrointestinal tract consistently describe low-grade intestinal inflammation, but are too diverse to reveal the common immune cells or molecular pathways implicated in the colonic effects of PM. Notably, it remains to be determined whether the observed effects on the gastrointestinal tract are mediated through a topical effect of PM, which comes into direct contact with intestinal epithelium, or through a systemic mechanism.

The triggering of low-grade intestinal inflammation could contribute in part to many health issues. Low-grade intestinal inflammation is a feature of irritable bowel syndrome [65]. It could also exacerbate Inflammatory Bowel Diseases [66], and promote colon carcinogenesis [67]. Moreover, a huge body of evidence indicates that low-grade intestinal inflammation participates in whole-body metabolism, and therefore to the metabolic syndrome that embraces cardiovascular diseases, type 2 diabetes, and non-alcoholic liver disease [68, 69]. It has also been speculated that intestinal low-grade inflammation associated with dysbiosis may play a pathophysiological role in human brain diseases, including autism spectrum disorder, anxiety, depression, and chronic pain [66, 70]. Intestinal low-grade inflammation has also been associated with chronic obstructive pulmonary disease [71]. Because of its critical role in health, any disturbance of intestinal immune homeostasis should be considered as a serious health threat.

A prominent finding of our study is that oxidative stress was a key mechanism for PM-induced deleterious effects. The AA depletion assay showed the oxidative potential of cPMD and the involvement of metal content in this property. Consistently, PM metal chelation prevents the systemic inflammatory response induced in mice by repeated PM intratracheal instillations [72]. Quinones [73] and polycyclic aromatic hydrocarbons [74] present in PM are likely to also contribute to the oxidative potential of cPMD. The increase in serum MDA concentrations that we observed in cPMD-exposed mice reflects systemic oxidative stress, which is a well-known effect of PM in rats [75] and in humans [76]. NAC has been used for several years as an antioxidant agent [77,78,79]. In our study, NAC administration led to a normalization of pulmonary and systemic phenotypes. Our results lead us to hypothesize a similar mechanism to that demonstrated in chronic obstructive pulmonary disease induced in mice by cigarette smoke exposure [34]: that the protective effects of NAC are mediated through reduced accumulation and activation of iNKT cells. Most noticeably, NAC administration led to obvious protective effects in the colon, such as downregulation of MPO activity and complete reversal of the phenotype observed in PM-exposed mice compared with control mice, i.e., extinction of Tnfα, Ifnγ, and Il10 upregulation. Because the concentration of NAC shown to induce significant improvement in colitis following oral administration (150 mg/kg body weight (bw)/day [80] or 160 mg/kg bw/day [81]) is much higher than that used in our study (15 μg/kg bw/day), these effects are not likely to be attributed to a topical effect of NAC.

NAC has been also described as a metal-chelating agent, able to increase urine gold excretion in rheumatoid arthritis patients treated with gold sodium thiomalate [82]. Moreover, intraperitoneal administration of NAC was very effective in increasing the urinary excretion of chromium and borate, but not lead, in rats intoxicated with potassium dichromate, boric acid and lead tetracetate respectively [83]. On the other hand, when NAC is administrated orally, its anti-oxidative properties are not systematically associated with chelating effects. By instance, in lead-exposed mice, oral administration of NAC (5.5 mmol/kg) reduced several indices of oxidative stress in both brain and liver samples, but not tissue lead levels [84]. Similarly, NAC treatment of arsenic-exposed rats (1 mmoml/kg) did not reduce significantly blood and liver arsenic levels, but reversed the elevation of brain MDA levels observed in untreated animals exposed to arsenic [85]. Especially, if the effects observed are mediated by the bioaccessible metal fraction of PM, it can be hypothesized that the attenuating effects of NAC are partly due to its metal chelating properties, but it is unlikely that this is the major mode of action of NAC.

Taken together, our results suggest that PM inhalation induces a succession of oxidative and inflammatory reactions that involve immune populations in the blood and in the pulmonary and gastrointestinal mucosae. Our work did not allow us to determine how these populations communicate but highlight an involvement of the gut-lung axis. This concept is strengthened by several lines of evidence showing the pathophysiological relevance of the immune crosstalk between the gut and lung. For example, house dust mite aeroallergens induce inflammation in the respiratory mucosa and reduce the gut epithelial barrier integrity [86]. In allergic airway disease, gut microbiota metabolism of dietary fibers influences the severity of allergic inflammation [87]. The importance of the gut microbiota has also been reported during respiratory influenza virus infection [88] and pneumococcal pneumonia [89]. The effects of cigarette smoke on the small intestine and colon, as evidenced by epithelial barrier defects, inflammatory cell recruitment, and microbial shifts, have been well described [62, 90, 91]. Therefore, our data demonstrating the deleterious effects of inhaled PM on both the pulmonary and colonic mucosae constitute additional evidence for the gut-lung axis, which deserves further investigation.


In healthy mice, inhalation of urban coarse PM which presented with significant oxidative potential induced a low-grade inflammation that affected both the pulmonary and colonic mucosae. The development of this low-grade inflammation was at least partly driven by an oxidative stress mechanism, as evidenced by its reversal by concomitant administration of the antioxidative compound NAC. Our results provide further demonstration of a gut-lung axis, and highlight the importance of understanding the mechanisms of crosstalk between the pulmonary and colonic mucosae. Together with previous experimental and epidemiological observations, our study strongly suggests that coarse PM inhalation may trigger or accelerate the development of both pulmonary and gastrointestinal inflammatory diseases, particularly in genetically susceptible individuals.



Ascorbic acid


Aryl hydrocarbon receptor


Alveolar macrophage




Bronchoalveolar lavage fluid




Cluster of differentiation


Conventional T cell


Cytochrome c oxidase subunit II

cPMD :

Coarse particulate matter from Douai


Colony stimulating factor 3 receptor




C-X-C motif chemokine 10


C-X-C motif chemokine 2


Fluorescein isothiocyanate


Glutathione peroxidase 1


heme oxygenase 1


Inductively coupled plasma mass spectrometry


Interferon gamma




Invariant Natural Killer T cell








Nitric Oxide Synthase 2




Peridinin chlorophyll protein complex


Particulate matter


Polymorphonuclear neutrophil


Synthetic gastric juice


Superoxide dismutase 2


Tumor necrosis factor alpha


V alpha 14


  1. Anderson JO, Thundiyil JG, Stolbach A. Clearing the air: a review of the effects of particulate matter air pollution on human health. J Med Toxicol. 2012;8:166–75.

    Article  CAS  PubMed  Google Scholar 

  2. Chen B, Kan H. Air pollution and population health: a global challenge. Environ Health Prev Med. 2008;13:94–101.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  3. Badyda A, Gayer A, Czechowski PO, Majewski G, Dąbrowiecki P. Pulmonary function and incidence of selected respiratory diseases depending on the exposure to ambient PM10. Int J Mol Sci. 2016, 1954;17

  4. Beamish LA, Osornio-Vargas AR, Wine E. Air pollution: an environmental factor contributing to intestinal disease. J. Crohns Colitis. 2011;5:279–86.

    Article  PubMed  Google Scholar 

  5. Kaplan G. Air pollution and the inflammatory bowel diseases. Inflamm Bowel Dis. 2011;17:1146–8.

    Article  PubMed  Google Scholar 

  6. Kaplan GG, Dixon E, Panaccione R, Fong A, Chen L, Szyszkowicz M, et al. Effect of ambient air pollution on the incidence of appendicitis. Can Med Assoc J. 2009;181:591–7.

    Article  Google Scholar 

  7. Kaplan GG, Szyszkowicz M, Fichna J, Rowe BH, Porada E, Vincent R, et al. Non-specific abdominal pain and air pollution: a novel association. PLoS One. 2012;7:e47669.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Orazzo F, Nespoli L, Ito K, Tassinari D, Giardina D, Funis M, et al. Air pollution, aeroallergens, and emergency room visits for acute respiratory diseases and gastroenteric disorders among young children in six Italian cities. Environ Health Perspect. 2009;117:1780–5.

    CAS  PubMed  PubMed Central  Google Scholar 

  9. Ananthakrishnan AN, McGinley EL, Binion DG, Saeian K. Ambient air pollution correlates with hospitalizations for inflammatory bowel disease: an ecologic analysis. Inflamm Bowel Dis. 2011;17:1138–45.

    Article  PubMed  Google Scholar 

  10. Li R, Navab K, Hough G, Daher N, Zhang M, Mittelstein D, et al. Effect of exposure to atmospheric ultrafine particles on production of free fatty acids and lipid metabolites in the mouse small intestine. Environ Health Perspect. 2015;123:34–41.

    Article  CAS  PubMed  Google Scholar 

  11. Kumarathasan P, Blais E, Saravanamuthu A, Bielecki A, Mukherjee B, Bjarnason S, et al. Nitrative stress, oxidative stress and plasma endothelin levels after inhalation of particulate matter and ozone. Part. Fibre Toxicol. 2015;12:28.

    Article  PubMed  PubMed Central  Google Scholar 

  12. Martin R, Dowling K, Pearce D, Sillitoe J, Florentine S. Health effects associated with inhalation of airborne arsenic arising from mining operations. Geosciences. 2014;4:128–75.

    Article  Google Scholar 

  13. Smith JRH, Etherington G, Shutt AL, Youngman MJA. Study of aerosol deposition and clearance from the human nasal passage. Ann Occup Hyg. 2002;46:309–13.

    Google Scholar 

  14. Asgharian B, Hofmann W, Miller FJ. Mucociliary clearance of insoluble particles from the tracheobronchial airways of the human lung. J Aerosol Sci. 2001;32:817–32.

    Article  CAS  Google Scholar 

  15. Smith JRH, Bailey MR, Etherington G, Shutt AL, Youngman MJ. Effect of particle size on slow particle clearance from the bronchial tree. Exp Lung Res. 2008;34:287–312.

    Article  CAS  PubMed  Google Scholar 

  16. Labiris NR, Dolovich MB. Pulmonary drug delivery. Part I: physiological factors affecting therapeutic effectiveness of aerosolized medications. Br J Clin Pharmacol. 2003;56:588–99.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Alleman LY, Lamaison L, Perdrix E, Robache A, Galloo J-C. PM10 metal concentrations and source identification using positive matrix factorization and wind sectoring in a French industrial zone. Atmospheric Res. 2010;96:612–25.

    Article  CAS  Google Scholar 

  18. Mbengue S, Alleman LY, Flament P. Size-distributed metallic elements in submicronic and ultrafine atmospheric particles from urban and industrial areas in northern France. Atmospheric Res. 2014;135–136:35–47.

    Article  Google Scholar 

  19. Hamel SC, Buckley B, Lioy PJ. Bioaccessibility of metals in soils for different liquid to solid ratios in synthetic gastric fluid. Environ. Sci. Technol. 1998;32:358–62.

    Article  CAS  Google Scholar 

  20. Yang A, Jedynska A, Hellack B, Kooter I, Hoek G, Brunekreef B, et al. Measurement of the oxidative potential of PM 2.5 and its constituents: the effect of extraction solvent and filter type. Atmos Environ. 2014;83:35–42.

    Article  CAS  Google Scholar 

  21. Jacobo-Estrada T, Cardenas-Gonzalez M, Santoyo-Sánchez M, Parada-Cruz B, Uria-Galicia E, Arreola-Mendoza L, et al. Evaluation of kidney injury biomarkers in rat amniotic fluid after gestational exposure to cadmium. J Appl Toxicol JAT. 2016;36:1183–93.

    Article  CAS  PubMed  Google Scholar 

  22. Knaapen AM, Shi T, Borm PJA, Schins RPF. Soluble metals as well as the insoluble particle fraction are involved in cellular DNA damage induced by particulate matter. Mol Cell Biochem. 2002;234–235:317–26.

    Article  PubMed  Google Scholar 

  23. Wegesser TC, Last JA. Lung response to coarse PM: bioassay in mice. Toxicol Appl Pharmacol. 2008;230:159–66.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  24. Livak KJ, Schmittgen TD. Analysis of relative gene expression data using real-time quantitative PCR and the 2−ΔΔCT method. Methods. 2001;25:402–8.

    Article  CAS  PubMed  Google Scholar 

  25. McLennan SM. Relationships between the trace element composition of sedimentary rocks and upper continental crust. Geochem Geophys Geosystems. 2001;2:1021.

    Article  Google Scholar 

  26. Tsai M-Y, Hoek G, Eeftens M, de Hoogh K, Beelen R, Beregszászi T, et al. Spatial variation of PM elemental composition between and within 20 European study areas — results of the ESCAPE project. Environ Int. 2015;84:181–92.

    Article  CAS  PubMed  Google Scholar 

  27. Sterckeman T, Douay F, Proix N, Fourrier H. Vertical distribution of cd, Pb and Zn in soils near smelters in the north of France. Environ Pollut. 2000;107:377–89.

    Article  CAS  PubMed  Google Scholar 

  28. Batonneau Y, Bremard C, Gengembre L, Laureyns J, Le Maguer A, Le Maguer D, et al. Speciation of PM10 sources of airborne nonferrous metals within the 3-km zone of lead/zinc smelters. Environ. Sci. Technol. 2004;38:5281–9.

    Article  CAS  PubMed  Google Scholar 

  29. Sobanska S, Ricq N, Laboudigue A, Guillermo R, Brémard C, Laureyns J, et al. Microchemical investigations of dust emitted by a lead smelter. Environ Sci Technol. 1999;33:1334–9.

    Article  CAS  Google Scholar 

  30. Pakkanen TA, Loukkola K, Korhonen CH, Aurela M, Mäkelä T, Hillamo RE, et al. Sources and chemical composition of atmospheric fine and coarse particles in the Helsinki area. Atmos Environ. 2001;35:5381–91.

    Article  CAS  Google Scholar 

  31. Maenhaut W, Raes N, Chi X, Cafmeyer J, Wang W, Salma I. Chemical composition and mass closure for fine and coarse aerosols at a kerbside in Budapest, Hungary, in spring 2002. X-Ray Spectrom. 2005;34:290–6.

    Article  CAS  Google Scholar 

  32. Méndez LB, Gookin G, Phalen RF. Inhaled aerosol particle dosimetry in mice: a review. Inhal Toxicol. 2010;22:1032–7.

    Article  PubMed  Google Scholar 

  33. Blesa S, Cortijo J, Mata M, Serrano A, Closa D, Santangelo F, et al. Oral N-acetylcysteine attenuates the rat pulmonary inflammatory response to antigen. Eur Respir J. 2003;21:394–400.

    Article  CAS  PubMed  Google Scholar 

  34. Pichavant M, Rémy G, Bekaert S, Le Rouzic O, Kervoaze G, Vilain E, et al. Oxidative stress-mediated iNKT-cell activation is involved in COPD pathogenesis. Mucosal Immunol. 2014;7:568–78.

    Article  CAS  PubMed  Google Scholar 

  35. Charrier JG, McFall AS, Richards-Henderson NK, Anastasio C. Hydrogen peroxide formation in a surrogate lung fluid by transition metals and quinones present in particulate matter. Environ. Sci. Technol. 2014;48:7010–7.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. Huang S, Hu H, Sánchez BN, Peterson KE, Ettinger AS, Lamadrid-Figueroa H, et al. Childhood blood lead levels and symptoms of attention deficit hyperactivity disorder (ADHD): a cross-sectional study of Mexican children. Environ Health Perspect. 2016;124:868–74.

    PubMed  Google Scholar 

  37. Liao LM, Friesen MC, Xiang Y-B, Cai H, Koh D-H, Ji B-T, et al. Occupational lead exposure and associations with selected cancers: the shanghai Men’s and Women’s health study cohorts. Environ Health Perspect. 2016;124:97–103.

    PubMed  Google Scholar 

  38. Querol X, Viana M, Alastuey A, Amato F, Moreno T, Castillo S, et al. Source origin of trace elements in PM from regional background, urban and industrial sites of Spain. Atmos Environ. 2007;41:7219–31.

    Article  CAS  Google Scholar 

  39. Wiseman CLS, Zereini F. Characterizing metal(loid) solubility in airborne PM10, PM2.5 and PM1 in Frankfurt, Germany using simulated lung fluids. Atmos Environ. 2014;89:282–9.

    Article  CAS  Google Scholar 

  40. Stayner L, Smith R, Thun M, Schnorr T, Lemen RA. Dose–response analysis and quantitative assessment of lung cancer risk and occupational cadmium exposure. Ann Epidemiol. 1992;2:177–94.

    Article  CAS  PubMed  Google Scholar 

  41. Dervan PA, Hayes JA. Peribronchiolar fibrosis following acute experimental lung damage by cadmium aerosol. J Pathol. 1979;128:143–9.

    Article  CAS  PubMed  Google Scholar 

  42. Breton J, Daniel C, Vignal C, Body-Malapel M, Garat A, Plé C, et al. Does oral exposure to cadmium and lead mediate susceptibility to colitis? The dark-and-bright sides of heavy metals in gut ecology. Sci Rep. 2016;6:19200.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  43. Celik I, Gallicchio L, Boyd K, Lam TK, Matanoski G, Tao X, et al. Arsenic in drinking water and lung cancer: a systematic review. Environ Res. 2008;108:48–55.

    Article  CAS  PubMed  Google Scholar 

  44. Lu K, Abo RP, Schlieper KA, Graffam ME, Levine S, Wishnok JS, et al. Arsenic exposure perturbs the gut microbiome and its metabolic profile in mice: an integrated metagenomics and metabolomics analysis. Environ Health Perspect. 2014;122:284–91.

    PubMed  PubMed Central  Google Scholar 

  45. Monn C, Becker S. Cytotoxicity and induction of Proinflammatory cytokines from human monocytes exposed to fine (PM2.5) and coarse particles (PM10–2.5) in outdoor and indoor air. Toxicol Appl Pharmacol. 1999;155:245–52.

    Article  CAS  PubMed  Google Scholar 

  46. Bollati V, Marinelli B, Apostoli P, Bonzini M, Nordio F, Hoxha M, et al. Exposure to metal-rich particulate matter modifies the expression of candidate MicroRNAs in peripheral blood leukocytes. Environ Health Perspect. 2010;118:763.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  47. Williams AE, Perry MM, Moschos SA, Larner-Svensson HM, Lindsay MA. Role of miRNA-146a in the regulation of the innate immune response and cancer. Biochem Soc Trans. 2008;36:1211–5.

    Article  CAS  PubMed  Google Scholar 

  48. Ghorpade DS, Sinha AY, Holla S, Singh V, Balaji KN. NOD2-Nitric Oxide-responsive MicroRNA-146a Activates Sonic Hedgehog Signaling to Orchestrate Inflammatory Responses in Murine Model of Inflammatory Bowel Disease. J Biol Chem. 2013;288:33037–48.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  49. World Health Organization. WHO | Exposure to ambient air pollution [Internet]. WHO. 2016 [cited 2016 Dec 29]. Available from:

  50. Brook RD, Franklin B, Cascio W, Hong Y, Howard G, Lipsett M, et al. Air pollution and cardiovascular disease a statement for healthcare professionals from the expert panel on population and prevention science of the American Heart Association. Circulation. 2004;109:2655–71.

    Article  PubMed  Google Scholar 

  51. Charron A, Harrison RM. Fine (PM2.5) and coarse (PM2.5-10) particulate matter on a heavily trafficked London highway: sources and processes. Environ. Sci. Technol. 2005;39:7768–76.

    Article  CAS  PubMed  Google Scholar 

  52. Gurjar BR, Ravindra K, Nagpure AS. Air pollution trends over Indian megacities and their local-to-global implications. Atmos Environ. 2016;142:475–95.

    Article  CAS  Google Scholar 

  53. Huang K, Zhuang G, Lin Y, Wang Q, JS F, Fu Q, et al. How to improve the air quality over megacities in China: pollution characterization and source analysis in shanghai before, during, and after the 2010 world expo. Atmospheric. Chem Phys. 2013;13:5927–42.

    Google Scholar 

  54. Schins RPF, Lightbody JH, Borm PJA, Shi T, Donaldson K, Stone V. Inflammatory effects of coarse and fine particulate matter in relation to chemical and biological constituents. Toxicol Appl Pharmacol. 2004;195:1–11.

    Article  CAS  PubMed  Google Scholar 

  55. Cho S-H, Tong H, McGee JK, Baldauf RW, Krantz QT, Gilmour MI. Comparative toxicity of size-fractionated airborne particulate matter collected at different distances from an urban highway. Environ Health Perspect. 2009;117:1682–9.

    CAS  PubMed  PubMed Central  Google Scholar 

  56. Wegesser TC, Last JA. Mouse lung inflammation after instillation of particulate matter collected from a working dairy barn. Toxicol Appl Pharmacol. 2009;236:348.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  57. Farina F, Sancini G, Mantecca P, Gallinotti D, Camatini M, Palestini P. The acute toxic effects of particulate matter in mouse lung are related to size and season of collection. Toxicol Lett. 2011;202:209–17.

    Article  CAS  PubMed  Google Scholar 

  58. Saravia J, You D, Thevenot P, Lee GI, Shrestha B, Lomnicki S, et al. Early-life exposure to combustion-derived particulate matter causes pulmonary immunosuppression. Mucosal Immunol. 2014;7:694–704.

    Article  CAS  PubMed  Google Scholar 

  59. Breznan D, Karthikeyan S, Phaneuf M, Kumarathasan P, Cakmak S, Denison MS, et al. Development of an integrated approach for comparison of in vitro and in vivo responses to particulate matter. Part Fibre Toxicol. 2016;13:41.

    Article  PubMed  PubMed Central  Google Scholar 

  60. van Voorhis M, Knopp S, Julliard W, Fechner JH, Zhang X, Schauer JJ, et al. Exposure to atmospheric particulate matter enhances Th17 polarization through the aryl hydrocarbon receptor. PLoS One. 2013;8:e82545.

    Article  PubMed  PubMed Central  Google Scholar 

  61. Pichavant M, Goya S, Meyer EH, Johnston RA, Kim HY, Matangkasombut P, et al. Ozone exposure in a mouse model induces airway hyperreactivity that requires the presence of natural killer T cells and IL-17. J Exp Med. 2008;205:385–93.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  62. Montbarbon M, Pichavant M, Langlois A, Erdual E, Maggiotto F, Neut C, et al. Colonic inflammation in mice is improved by cigarette smoke through iNKT cells recruitment. PLoS One. 2013;8:e62208.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  63. Kish L, Hotte N, Kaplan GG, Vincent R, Tso R, Gänzle M, et al. Environmental particulate matter induces murine intestinal inflammatory responses and alters the gut microbiome. PLoS One. 2013;8:e62220.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  64. Salim SY, Kaplan GG, Madsen KL. Air pollution effects on the gut microbiota: a link between exposure and inflammatory disease. Gut Microbes. 2014;5:215–9.

    Article  PubMed  Google Scholar 

  65. Sinagra E, Pompei G, Tomasello G, Cappello F, Morreale GC, Amvrosiadis G, et al. Inflammation in irritable bowel syndrome: myth or new treatment target? World J Gastroenterol. 2016;22:2242.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  66. Morris G, Berk M, Carvalho AF, Caso JR, Sanz Y, Maes M. The role of microbiota and intestinal permeability in the pathophysiology of autoimmune and Neuroimmune processes with an emphasis on inflammatory bowel disease type 1 diabetes and chronic fatigue syndrome. Curr Pharm Des. 2016;22:6058–75.

    Article  CAS  PubMed  Google Scholar 

  67. Viennois E, Merlin D, Gewirtz AT, Chassaing B. Dietary emulsifier-induced low-grade inflammation promotes colon carcinogenesis. Cancer res. 2016:canres1359.2016.

  68. Winer DA, Luck H, Tsai S, Winer S. The intestinal immune system in obesity and insulin resistance. Cell Metab. 2016;23:413–26.

    Article  CAS  PubMed  Google Scholar 

  69. Chassaing B, Gewirtz AT. Gut microbiota, low-grade inflammation, and metabolic syndrome. Toxicol Pathol. 2014;42:49–53.

    Article  PubMed  Google Scholar 

  70. Severance GE, Tveiten DH, Lindström LH, Yolken RL, Reichelt K. The gut microbiota and the emergence of autoimmunity: relevance to major psychiatric disorders. Curr Pharm Des. 2016;22:6076–86.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  71. Xin X, Dai W, Wu J, Fang L, Zhao M, Zhang P, et al. Mechanism of intestinal mucosal barrier dysfunction in a rat model of chronic obstructive pulmonary disease: an observational study. Exp. Ther. Med. 2016;12:1331–6.

    CAS  Google Scholar 

  72. Pardo M, Porat Z, Rudich A, Schauer JJ, Rudich Y. Repeated exposures to roadside particulate matter extracts suppresses pulmonary defense mechanisms. Resulting in lipid and protein oxidative damage. Environ. Pollut. Barking Essex 1987. 2015;210:227–37.

    Google Scholar 

  73. Shang Y, Zhang L, Jiang Y, Li Y, Airborne LP. Quinones induce cytotoxicity and DNA damage in human lung epithelial A549 cells: the role of reactive oxygen species. Chemosphere. 2014;100:42–9.

    Article  CAS  PubMed  Google Scholar 

  74. Lu S, Li Y, Zhang J, Zhang T, Liu G, Huang M, et al. Associations between polycyclic aromatic hydrocarbon (PAH) exposure and oxidative stress in people living near e-waste recycling facilities in China. Environ Int. 2016;94:161–9.

    Article  CAS  PubMed  Google Scholar 

  75. Dianat M, Radmanesh E, Badavi M, Goudarzi G, Mard SA. The effects of PM10 on electrocardiogram parameters, blood pressure and oxidative stress in healthy rats: the protective effects of vanillic acid. Environ Sci Pollut Res. 2016;23:19551–60.

    Article  CAS  Google Scholar 

  76. Bertazzi PA, Cantone L, Pignatelli P, Angelici L, Bollati V, Bonzini M, et al. Does enhancement of oxidative stress markers mediate health effects of ambient air particles? Antioxid Redox Signal. 2013;21:46–51.

    Article  Google Scholar 

  77. Samuni Y, Goldstein S, Dean OM, Berk M. The chemistry and biological activities of N-acetylcysteine. Biochim Biophys Acta. 2013;1830:4117–29.

    Article  CAS  PubMed  Google Scholar 

  78. Jin HM, Zhou DC, HF G, Qiao QY, SK F, Liu XL, et al. Antioxidant N-acetylcysteine protects pancreatic β-cells against aldosterone-induced oxidative stress and apoptosis in female db/db mice and insulin-producing MIN6 cells. Endocrinology. 2013;154:4068–77.

    Article  CAS  PubMed  Google Scholar 

  79. Lin H, Liu X, Yu J, Hua F, Antioxidant HZ. N-acetylcysteine attenuates hepatocarcinogenesis by inhibiting ROS/ER stress in TLR2 deficient mouse. PLoS One. 2013;8:e74130.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  80. Amrouche-Mekkioui I, Djerdjouri BN. Acetylcysteine improves redox status, mitochondrial dysfunction, mucin-depleted crypts and epithelial hyperplasia in dextran sulfate sodium-induced oxidative colitis in mice. Eur J Pharmacol. 2012;691:209–17.

    Article  CAS  PubMed  Google Scholar 

  81. Ebrahimi F, Esmaily H, Baeeri M, Mohammadirad A, Fallah S, Abdollahi M. Molecular evidences on the benefit of N-acetylcysteine in experimental colitis. Open. Life Sci. 2008;3:135–42.

    CAS  Google Scholar 

  82. Lorber A, Baumgartner WA, Bovy RA, Chang CC, Hollcraft R. Clinical application for heavy metal-complexing potential of N-acetylcysteine. J Clin Pharmacol. 1973;13:332–6.

    CAS  PubMed  Google Scholar 

  83. Banner W, Koch M, Capin DM, Hopf SB, Chang S, Tong TG. Experimental chelation therapy in chromium, lead, and boron intoxication with N-acetylcysteine and other compounds. Toxicol Appl Pharmacol. 1986;83:142–7.

    Article  CAS  PubMed  Google Scholar 

  84. Ercal N, Treeratphan P, Hammond TC, Matthews RH, Grannemann NH, Spitz DR. Vivo indices of oxidative stress in lead-exposed C57BL/6 mice are reduced by treatment with meso-2,3-Dimercaptosuccinic acid or N-acetylcysteine. Free Radic Biol Med. 1996;21:157–61.

    Article  CAS  PubMed  Google Scholar 

  85. Flora SJ. Arsenic-induced oxidative stress and its reversibility following combined administration of N-acetylcysteine and meso 2,3-dimercaptosuccinic acid in rats. Clin Exp Pharmacol Physiol. 1999;26:865–9.

    Article  CAS  PubMed  Google Scholar 

  86. Tulic MK, Vivinus-Nébot M, Rekima A, Medeiros SR, Bonnart C, Shi H, et al. Presence of commensal house dust mite allergen in human gastrointestinal tract: a potential contributor to intestinal barrier dysfunction. Gut. 2016;65:757–66.

    Article  CAS  PubMed  Google Scholar 

  87. Trompette A, Gollwitzer ES, Yadava K, Sichelstiel AK, Sprenger N, Ngom-Bru C, et al. Gut microbiota metabolism of dietary fiber influences allergic airway disease and hematopoiesis. Nat Med. 2014;20:159–66.

    Article  CAS  PubMed  Google Scholar 

  88. Wang J, Li F, Wei H, Lian Z-X, Sun R, Tian Z. Respiratory influenza virus infection induces intestinal immune injury via microbiota-mediated Th17 cell-dependent inflammation. J Exp Med. 2014;211:2397–410.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  89. Schuijt TJ, Lankelma JM, Scicluna BP, de Sousa E, Melo F, Roelofs JJTH, de Boer JD, et al. The gut microbiota plays a protective role in the host defence against pneumococcal pneumonia. Gut. 2016;65(4):575–83.

    Article  CAS  PubMed  Google Scholar 

  90. Allais L, Kerckhof F-M, Verschuere S, Bracke KR, De Smet R, Laukens D, et al. Chronic cigarette smoke exposure induces microbial and inflammatory shifts and mucin changes in the murine gut. Environ Microbiol. 2016;18:1352–63.

    Article  CAS  PubMed  Google Scholar 

  91. Zuo L, Li Y, Wang H, Wu R, Zhu W, Zhang W, et al. Cigarette smoking is associated with intestinal barrier dysfunction in the small intestine but not in the large intestine of mice. J Crohns Colitis. 2014;8:1710–22.

    Article  PubMed  Google Scholar 

Download references


The authors thank Bruno Mallet.


This work was supported by the Hauts-de-France Region and the Ministère de l’Enseignement Supérieur et de la Recherche (CPER Climibio), the European Fund for Regional Economic Development, and Digestscience (European Research Foundation on Intestinal Diseases and Nutrition).

Availability of data and materials

Data supporting the findings are found within the manuscript. Raw data files will be provided by the corresponding author upon request.

Author information

Authors and Affiliations



MD, FD, CW performed the animal exposure, acquired and analyzed the data. CV, MP and MBM interpreted the results of animal experiments. LYA, EP, AOA performed the particulate matter collect and analysis, and interpreted the results of these experiments. MBM drafted the manuscript. CV and MBM shared study supervision. CG and PD participated in manuscript writing. All authors read and approved the final manuscript.

Corresponding author

Correspondence to Mathilde Body-Malapel.

Ethics declarations

Authors’ information

Not applicable

Ethics approval and consent to participate

The animal treatment protocol was approved by the regional bioethics committee (committee no.75; authorization no.CEEA2016072517274040) and all of the animals received human care in accordance with the Guide for the Care and the Use of Laboratory Animals (National Research Council (US) Committee 2011).

Consent for publication

Not applicable

Competing interests

The authors declare they have no competing financial interests.

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Additional file

Additional file 1:

Figure S1. Location of the sampling site. Figure S2. Meteorological conditions during the sampling period. A Temperature. B Relative humidity. C Rain. D Wind speed. E Wind direction and frequency. Figure S3. Comparison of trace element concentrations in cPMD collected at Douai and coarse PM collected in Helsinki, Finland [30] and Budapest, Hungary [31]. Figure S4. Effects of NAC in the basal condition. All mice inhaled sterile water. Mice that received NAC (15 μg/kg/day for 14 days) in drinking water were compared with CT mice that did not receive NAC in drinking water. A Serum MDA levels. B iNKT cell count measured by flow cytometry. C Quantitative PCR (qPCR) analysis of cytokine and chemokine mRNA levels in the lung. D qPCR analysis of mRNA levels of oxidative stress markers in the lung. E MPO activity in the colon. F qPCR analysis of cytokine and chemokine mRNA levels in the colon. Data are presented as mean ± SEM. *p < 0.05, Mann-Whitney U test. (DOCX 1064 kb)

Rights and permissions

Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (, which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver ( applies to the data made available in this article, unless otherwise stated.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Vignal, C., Pichavant, M., Alleman, L.Y. et al. Effects of urban coarse particles inhalation on oxidative and inflammatory parameters in the mouse lung and colon. Part Fibre Toxicol 14, 46 (2017).

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: