Abstract
Airborne particulate matter (PM) is a leading driver of premature mortality and cardiopulmonary morbidity, associated with exacerbations of asthma and chronic obstructive pulmonary disease, idiopathic pulmonary fibrosis, and lung cancer. The airway epithelium, as the principal site of PM deposition, is critical to the effects of, and initial response to, PM. A key mechanism by which PM exerts its effects is the generation of reactive oxygen species (ROS), inducing antioxidant and inflammatory responses in exposed epithelial cells. However, much of what is known about the effects of PM is based on research using particulates from urban air. PM from underground railways is compositionally highly distinct from urban PM, being rich in metals associated with wheel, rail and brake wear and electrical arcing and component wear, which endows underground PM with potent ROS-generating capacity. In addition, underground PM appears to be more inflammogenic than urban PM in epithelial cells, but there is a lack of research into effects on exposed individuals, especially those with underlying health conditions. This review summarises current knowledge about the effects of PM on the airway epithelium, how the effects of underground PM may be different to urban PM and the potential health consequences and mitigation strategies for commuters and workers in underground railways.
Short abstract
Airborne particulate matter in underground railways is much more concentrated and metal-rich than that found above ground. The evidence surrounding what this might mean for effects on the airways of exposed commuters and staff is limited and inconsistent. http://bit.ly/2KtcorT
Introduction
Exposure to airborne particulate matter (PM), which encompasses solid particles or liquid droplets suspended in the air, is associated with almost 9 million deaths per annum worldwide [1, 2]. Adverse respiratory outcomes associated with PM exposure include exacerbations of asthma and chronic obstructive pulmonary disease, idiopathic pulmonary fibrosis and lung cancer [3–6]. PM is normally classified according to its aerodynamic diameter, most commonly as PM10 with a diameter <10 µm (PM10–2.5, defined as coarse PM), PM2.5 (fine; diameter <2.5 µm) and PM0.1 (ultrafine; 0.1 µm). Particles at the larger end of this scale are generally derived from crustal and abrasion sources, such as soil erosion, weathering, sea spray and road wear, whereas the smallest particles generally derive from combustion or other high-temperature processes. Coarse PM predominantly deposits in the upper airways, trapped by hairs and mucus, whereas fine PM may reach as far as the terminal bronchioles and alveoli. Ultrafine PM can enter the alveoli, may translocate across the gas–blood barrier, and persist for several months post-inhalation [7]. Regulation of ambient PM is by mass concentration, but this fails to take into account the composition of PM. Much of the current understanding of the effects of PM, from the population level down to the cellular and molecular level, is based upon studies of ambient PM, as found in urban air. Extrapolation of these findings to PM from alternative sources assumes that source-related composition, which may vary considerably [8], does not play a role in the effects [9]. One such alternative source is underground railways.
Underground railways
Underground railways are heavily used mass transit systems in many of the world's major cities, with 53.8 billion underground railway journeys being made worldwide in 2017 [10]. In underground railway systems, the airborne concentration of PM is often many times greater than above ground (table 1). Studies of PM fluxes and composition have shown that the predominant sources of PM mass in the underground are trains, from shearing of the wheels and rails, wearing of electrical rail or overhead wire and current collector and electrical arcing. These processes generate predominantly coarse and fine PM rich in metallic elements including iron, manganese, chromium (from steel rails/wheels), barium (from brakes) and copper (from electrical components), among others [11, 18], although high-temperature processes such as friction and current arcing can also generate ultrafine PM [24, 25]. In addition, depending on station location, PM enters from outside, predominantly in the ultrafine fraction and probably from road vehicle exhaust, contributing to particle number more than particle mass [26]. PM deposited on surfaces in the underground is resuspended and circulated by the piston action of trains, especially where ventilation systems are lacking, with on-platform airborne PM concentrations generally being higher than those in carriages [19], and higher in stations which are deeper and further from the tunnel entrance [15, 27].
TABLE 1.
City | Underground | Ambient | Reference | ||
PM10 µg·m−3 | PM2.5 µg·m−3 | PM10 µg·m−3 | PM2.5 µg·m−3 | ||
Athens | 68 | 41 | 20 | [11] | |
Barcelona | 58 | 24 | 14 | [11] | |
London | 1000–1500 | 300–420 | 23 | 12 | [12] |
London | 133 | 73 | 23 | 12 | [13] |
Los Angeles | 44 | 33 | 25# | 12 | [14] |
Milan | 71–283 | 36 | 27 | [15] | |
Montreal | 97¶ | 36¶ | 15# | 8 | [16] |
Porto | 84 | 11# | 5 | [11] | |
Paris | 361 (RER), 68 (Metro¶) | 28 | 16 | [17] | |
Prague | 215 | 94 | 23 | 17 | [18] |
Shanghai | 32–57 | 59 | 45 | [19] | |
Stockholm | 232 | 71 | 20 | 5 | [20] |
Taipei | 227 | 85 | 28# | 19 | [21] |
Toronto | 304 | 100 | 16# | 9 | [16] |
Turin | 23¶ | 16¶ | 34 | 25 | [22] |
Vancouver | 56 | 17 | 12# | 7 | [16] |
Where multiple studies have been performed on the same system, the most recent study with PM10 and PM2.5 measurements is cited. Ambient measurements are taken from the World Health Organization (WHO) Ambient (Outdoor) Air Quality Database [23]. #: PM10 not measured directly, but calculated by WHO from measured PM2.5 concentration using country-specific PM10/PM2.5 ratio as conversion factor; ¶: trains run on rubber tyres.
PM in the airways
The major site of deposition of inhaled PM is the bronchial epithelium, a pseudostratified epithelial layer which provides a chemically, immunologically and mechanically protective barrier against environmental insults [28, 29]. The epithelium is covered with a mucous layer, containing mucins, highly glycosylated proteins, in which particles are trapped before ciliary clearance. In contrast, particles reaching the lower airways tend to be cleared by macrophage-mediated phagocytosis [30]. Nonetheless, particles or their components may reach the underlying cells, and exert effects, key among which is thought to be oxidative stress.
PM-induced oxidative stress and oxidative damage in vitro
Oxidative stress occurs when there is an excess of potentially damaging oxidants, including free radicals and reactive oxygen species (ROS), over cellular antioxidant defences. As a consequence, there is oxidation of cellular components such as nucleic acids, proteins and lipids, leading to tissue injury and infiltration of inflammatory cells [31]. PM can exert oxidative stress through several mechanisms [32]. Certain surface or soluble components of PM, especially transition metals, can generate ROS on account of their ability to act as electron donors [33]. Transition metals are able to exist in multiple oxidation states, and thus donate electrons to molecular oxygen to generate ROS, facilitated by the oxygen-rich environment of the airways, forming superoxide, hydrogen peroxide and hydroxyl radicals, as well as potentially damaging reactive nitrogen and reactive sulphur species through downstream reactions [33, 34].
As well as acting as a source of ROS, PM can elicit increased ROS generation by exposed cells. Exposure to wildfire PM2.5 has been seen to increase expression of dual oxidase 1 (DUOX1) in human bronchial epithelial cells [35], with bronchial and alveolar DUOX and nicotinamide adenine dinucleotide phosphate (NADPH) oxidase activity potentially being a key mediator of the inflammatory effects of PM [36, 37]. Furthermore, PM can induce mitochondrial toxicity with consequent overproduction of ROS by mitochondria, dysregulation of the electron transport chain, loss of mitochondrial membrane potential and impaired oxidative phosphorylation [38, 39]. Further effects on the mitochondria and ATP generation may manifest directly or indirectly through different mechanisms for water-soluble metallic and water-insoluble organic PM components [40, 41], with nuclear factor erythroid 2-related factor 2 (Nrf2) potentially playing an important role in the maintenance of mitochondrial function, as well as more canonically through induction of phase II enzymes [41]. ROS can trigger release of the Nrf2 transcription factor from its cytoplasmic anchor kelch-like ECH-associated protein 1 (KEAP1) through mechanisms which may include direct oxidative attack or non-oxidative mechanisms, followed by binding of Nrf2 to the antioxidant response element, under the control of which are multiple antioxidant and detoxification enzymes including those relating to antioxidant activity (haemoxygenase-1 (HO-1), glutathione peroxidase), glutathione synthesis and (re)cycling (e.g. glutathione reductase, glutathione-S-transferase), NADPH regeneration (e.g. glucose-6-phosphate dehydrogenase) and xenobiotic metabolism (e.g. transaldolase, NAD(P)H-quinone oxidoreductase-1) [42–44].
A consequence of the richness in transition metals of underground PM is its ability to potently deplete antioxidants such as ascorbate or reduced glutathione, and generate free radicals independently of cells [45, 46]. This generation of ROS has been seen in primary bronchial epithelial cells exposed to underground PM, in a manner suggesting that ROS-generating potency increases as PM size decreases [24]. Comparison of underground PM with other PM types suggests that it is a more potent generator of ROS than PM from other sources, including urban PM, road wear, diesel and wood burning in A549 type 2 alveolar epithelial cells [47], and compared to similar PM sources in RAW264.7 murine macrophages, accompanied by increased lipid peroxidation [48]. Similarly, increased concentrations of oxidised biomolecules have been observed with underground PM appearing more potent than other PM types in inducing oxidative plasmid scission in a cell-free assay [12] and DNA damage in A549 cells [47, 49]. This oxidative damage to DNA exerted by underground PM can be mitigated by the iron chelator/redox inactivator desferrioxamine [50], while induction of the antioxidant enzyme HO-1 stimulated by underground PM is susceptible to desferrioxamine and the ROS scavenger N-acetylcysteine [51]. These data suggest that underground PM is able to generate ROS by itself, and in exposed cells, more potently than PM from above-ground sources on a PM mass basis, in a metal content-related manner, although conclusions are mixed as to whether this is a property principally of iron, the most abundant metal in underground PM, or other metals, especially those originating from the braking system.
Inflammatory and barrier responses to PM in vitro
When exposed cells are unable to rectify oxidative stress through clearance of particles or increased antioxidant generation, inflammation ensues [52]. This is primarily coordinated through activation of mitogen activated protein kinases (MAPKs) with downstream phosphorylation of inhibitor of κB (IκB) and thus activation of nuclear factor κ-light-chain-enhancer of activated B cells (NF-κB) signalling, with increased expression of a battery of inflammatory mediators including interleukin (IL)-1β, IL-6 and IL-8 as well as matrix metallopeptidase-9 and cyclooxygenase-2 [53]. Involvement of microRNAs in the effects of PM has been demonstrated, with PM inducing sustained activation of NF-κB via phosphoinositide 3-kinase/Akt-mediated suppression of miR-331 [54], disinhibiting expression of inhibitor of κβ kinase-β (IκK-β), consequently increasing phosphorylation of IκB [54].
Additionally, there may be involvement of toll-like receptors (TLRs), principally TLR4 and TLR2, in the cytokine response to PM in multiple cell types [55–57], signalling through the myeloid differentiation primary response protein MyD88 resulting in NF-κB translocation to the nucleus and induction of cytokines such as IL-6 and IL-8 [28, 58]. PM-associated lipopolysaccharide, a component of Gram-negative bacterial cell walls, may activate TLR4 [59], while TLR2 recognises other PM-associated microbial components including lipoteichoic acid and proteoglycans, but may also be responsive to metals or endogenous damage-associated molecular patterns [60]. ROS may induce endoplasmic reticulum (ER) stress and activate the unfolded protein response (UPR) [61, 62]. This may result in outcomes including arrest of protein translation, increased inflammatory mediator production through NF-κB, and apoptosis, which are co-ordinated through different arms of the UPR and may vary depending on the stimulus and cell type [63]. For example, there is evidence for UPR activating the intracellular danger-sensing nucleotide-binding domain and leucine-rich repeat protein-3 (NLRP3) inflammasome in PM-mediated neutrophilic airway inflammation [64], which appears to be principally involved with the innate immune response to PM and which increases activation of the cytokines IL-1β and IL-18 [65, 66]. However, it has also been demonstrated that ER stress-induced NLRP3 activation, while still requiring ROS, may occur independently of UPR, and proceed instead via a mitochondria-dependent pathway [67]. Given the aforementioned effects of PM on mitochondrial metabolism, it would be of interest to determine whether these effects on the NLRP3 inflammasome occur through common mechanisms.
PM can affect the integrity of the airway epithelial barrier. Mice exposed to ambient PM2.5 collected during haze episodes in Hong Kong and China showed suppressed levels of E-cadherin alongside increased concentrations of interferon (IFN)-γ, IL-2, IL-4, IL-6 and IL-10 in the bronchoalveolar lavage fluid (BALF) [68], while combustion-generated PM induced epithelial-to-mesenchymal transition in bronchial epithelial cells in vitro and in a murine model, including decreased E-cadherin expression and loss of epithelial cell morphology [69]. Similarly, human and rat alveolar epithelial cells exposed to PM10 and diesel exhaust particles exhibit reduced membrane occludin and dissociation from the cytoskeletal linker zonula occludens-1 [70]. In addition, ultrafine PM may enter human bronchial epithelial cells [50, 65, 71], potentially triggering autophagy [71].
Increased susceptibility of the asthmatic airways to PM may arise from impaired barrier function of the asthmatic airway epithelium, such as impaired junction formation with decreased tightness against ionic and macromolecular passage [72, 73], and increased PM-stimulated release of proinflammatory cytokines and airway remodelling factors [73, 74]. In addition, PM may exacerbate mucus hypersecretion, through upregulation of bronchial epithelial expression of MUC5AC and the epidermal growth factor receptor ligand amphiregulin [76]. Furthermore, asthma is associated with a background of pre-existing oxidative stress as well as increased susceptibility to ROS-associated damage [77, 78]. Indeed, genetic polymorphisms in enzymes involved in cycling of the antioxidant glutathione have been associated with asthma [79], as have decreased levels of airway superoxide dismutase and catalase [80, 81].
Studies have noted underground PM concentration-dependent increases in release of proinflammatory cytokines from A549 and primary bronchial epithelial cells, with underground PM generally being shown to be more potent than urban PM and other PM types in epithelial cells [50]. However, this is notably not the case for macrophage exposure, where underground PM tends to elicit less of an inflammatory cytokine response than urban PM [49, 82, 83]. This disparity may be due to the relatively high concentration of lipopolysaccharide (LPS) in urban PM compared to underground PM [82], to which macrophages are relatively more responsive than epithelial cells since the latter poorly/do not express CD14 or MD-2 involved in LPS-TLR4 signalling [83–85]. It may also be due to liberation of urban PM-specific PM components in the acidic phagosome, which has been observed with gold nanoparticles [87]. Unlike urban PM, the proinflammatory activity of underground PM seems to be predominantly confined to the insoluble fraction of the particulate [50], probably in the metal fraction, given that this inflammogenicity is abrogated by iron chelation. Furthermore, this activity is less pronounced for underground PM with a much lower metal content, such as may be found in underground systems where rubber pneumatic tyres are in use [17]. Indeed, the iron content of underground PM has been shown to be mainly in the form of insoluble iron oxide [88]. A recent report by the UK Committee on the Medical Effects of Air Pollution (COMEAP) on inhalable dust in the London Underground suggested that the insoluble nature of iron in underground PM at normal physiological pH may result in overestimation of the risk of exposure to underground PM given the diminished bioavailability of insoluble metal compared to soluble metal [89], although metal solubility may increase in the acidic environment of the lysosome, with implications for toxicity [90]. However, conversely, insoluble metallic PM may have a prolonged persistence and be more likely to enter distal organs intact [7, 91]. Similarly, the relatively less inflammogenic nature of underground PM compared to urban PM suggests that, mass-for-mass, underground PM may represent less of a health risk, although this conflicts with the increased level of oxidative stress exerted by underground PM. The contribution of underground sources to overall PM concentration is weighted towards the coarse and fine fractions, meaning that the portion of the toxic burden carried by the ultrafine fraction may be relatively less than above ground [13, 26], although this is not a uniform finding and may depend on underground network-specific factors [25].
In vivo exposure studies
Studies evaluating the composition of underground PM compared to PM found in overground light rail and road journeys suggest that, while underground PM may have relatively low concentrations of the carcinogenic polyaromatic hydrocarbons associated with diesel combustion, this may be outweighed by the presence of metals in underground PM, and the sheer airborne concentration of underground PM [14, 92]. Indeed, even a relatively short commute in an underground railway may contribute a large proportion of an individual's daily exposure to PM and airborne metals [16]. Therefore, it is perhaps surprising that studies of the effects of acute and chronic exposure to underground railway air have found little evidence of excess risk [93]. Exposure of volunteers in the Stockholm underground for 2 h found no change in lung function parameters, BALF cell counts or cytokine concentrations in healthy or mildly asthmatic volunteers, although there was increased self-reporting of lower and upper airways symptoms in the different groups [20, 94]. In addition, the study found increased concentration of circulating coagulation markers and BALF oxylipins in the healthy group only, suggesting that disease-specific differences may not necessarily manifest at the site of the pathology, although the clinical significance of this is unclear [20, 94]. A similar lack of obvious effect has been noted in Stockholm underground workers over the course of an 8-h shift, albeit with an increase in circulating coagulation markers, as with the aforementioned study [95, 96]. Similarly, 5-h exposure of volunteers at multiple sites across the Netherlands, including an underground railway station, found that exhaled nitric oxide fraction was not obviously associated with underground exposure [97], nor was nasal lavage inflammatory cytokine concentration [98] or coagulation markers in contrast to the Stockholm studies [99, 100], although nasal lactoferrin expression was associated with underground railway PM metals [98], as were circulating white blood cell, neutrophil and monocyte counts [101]. Studies of chronic workplace exposure have shown a similar lack of effect: Stockholm underground drivers were not noted to be at increased risk of lung cancer [102] or myocardial infarction [103]. However, these studies were performed in only two underground systems, using generally healthy young adult and middle-aged volunteers. Much more work is required before conclusions can be drawn about the effects of underground railway PM on incidence and exacerbation of respiratory diseases, differential effects on those with pre-existing respiratory disease and chronic effects.
Protection against PM
Given the clearly elevated PM mass concentrations in underground stations, there have been several proposals for their reduction [104]. Those focusing on reducing PM generation include the use of pneumatic tyres rather than metal wheels [17, 22], and the use of nonferrous materials to decrease the potential ROS-generating capacity of PM [105], although the use of pneumatic tyres may pose a different risk, acting as a source of inhalable microplastics [106, 107]. Those focusing on reducing exposure to PM include the installation of filters to attract and sequester magnetic PM [88, 108], and the washing of tunnel walls to diminish resuspension of PM by train passage [21]. Full-height platform edge doors, originally intended to prevent passenger access to the tracks when there is no stationary train in the station, have been suggested as being perhaps the most effective mechanism to decrease PM exposure for passengers on platforms [109], while there is some evidence that PM concentration varies along the platform, implying that exposure might be modified by passenger location [19, 110]. Face masks may reduce inhalation of PM, and have been shown to have beneficial effects in highly polluted urban settings [111, 112], but “real-life” filtration of PM may be less than expected, with poor facial fit a particular problem [113], and there are significant ethical questions regarding the use of masks by the public and public-facing staff.
Conclusions
There is an expanding body of evidence for the effects of PM on the airways (figure 1), and the mechanisms by which such outcomes occur, but there is a need to consider PM as a class of chemically and toxicologically heterogeneous toxicants, rather than simply as a single homogeneous entity. Given that underground railways generally have concentrations of airborne PM several times higher than above ground, and that physicochemical and in vitro data suggest that underground PM is a potent inducer of oxidative stress in airway epithelial cells, it is noteworthy that there is a lack of evidence for effect in vivo. There is a clear need for further studies of the effects of underground PM in vivo, especially focusing on demographic groups other than those predominantly represented in underground staff, such as severe asthmatics and the elderly, and in vitro and in vivo studies to determine effects of PM beyond the range of antioxidant and inflammatory markers usually evaluated in such studies.
Footnotes
Provenance: Commissioned article, peer reviewed
Conflict of interest: D.M. Cooper has nothing to disclose.
Conflict of interest: M. Loxham has nothing to disclose.
Support statement: D.M. Cooper is supported by a PhD Studentship from the Gerald Kerkut Charitable Trust, and a University of Southampton Presidential Scholarship. M. Loxham is supported by a Biotechnology and Biological Sciences Research Council (BBSRC) Future Leader Fellowship (BB/P011365/1) and a Senior Research Fellowship from the National Institute for Health Research (NIHR) Southampton Biomedical Research Centre. Funding information for this article has been deposited with the Crossref Funder Registry.
References
- 1.Burnett R, Chen H, Szyszkowicz M, et al. . Global estimates of mortality associated with long-term exposure to outdoor fine particulate matter. Proc Natl Acad Sci USA 2018; 115: 9592–9597. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Lelieveld J, Klingmüller K, Pozzer A, et al. . Cardiovascular disease burden from ambient air pollution in Europe reassessed using novel hazard ratio functions. Eur Heart J 2019; 40: 1590–1596. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Guarnieri M, Balmes JR. Outdoor air pollution and asthma. Lancet 2014; 383: 1581–1592. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Liu S, Zhou YM, Liu SX, et al. . Association between exposure to ambient particulate matter and chronic obstructive pulmonary disease: results from a cross-sectional study in China. Thorax 2017; 72: 788–795. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Winterbottom CJ, Shah RJ, Patterson KC, et al. . Exposure to ambient particulate matter is associated with accelerated functional decline in idiopathic pulmonary fibrosis. Chest 2018; 153: 1221–1228. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Hamra GB, Guha N, Cohen A, et al. . Outdoor particulate matter exposure and lung cancer: a systematic review and meta-analysis. Environ Health Perspect 2014; 122: 906–911. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Miller MR, Raftis JB, Langrish JP, et al. . Inhaled nanoparticles accumulate at sites of vascular disease. ACS Nano 2017; 11: 4542–4552. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Strak M, Steenhof M, Godri KJ, et al. . Variation in characteristics of ambient particulate matter at eight locations in the Netherlands – the RAPTES project. Atmos Environ 2011; 45: 4442–4453. [Google Scholar]
- 9.Loxham M. Harmful effects of particulate air pollution: identifying the culprits. Respirology 2015; 20: 7–8. [DOI] [PubMed] [Google Scholar]
- 10.UITP. UITP World Metro Figures 2018. www.uitp.org/sites/default/files/cck-focus-papers-files/Statistics%20Brief%20-%20World%20metro%20figures%202018V4_WEB.pdf
- 11.Martins V, Moreno T, Mendes L, et al. . Factors controlling air quality in different European subway systems. Environ Res 2016; 146: 35–46. [DOI] [PubMed] [Google Scholar]
- 12.Seaton A, Cherrie J, Dennekamp M, et al. . The London Underground: dust and hazards to health. Occup Environ Med 2005; 62: 355–362. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Rivas B, Kumar P, Hagen-Zanker A. Exposure to air pollutants during commuting in London: are there inequalities among different socio-economic groups? Environ Int 2017; 101: 143–157. [DOI] [PubMed] [Google Scholar]
- 14.Kam W, Delfino RJ, Schauer JJ, et al. . A comparative assessment of PM2.5 exposures in light-rail, subway, freeway, and surface street environments in Los Angeles and estimated lung cancer risk. Environ Sci Process Impacts 2013; 15: 234–243. [DOI] [PubMed] [Google Scholar]
- 15.Colombi C, Angius S, Gianelle V, et al. . Particulate matter concentrations, physical characteristics and elemental composition in the Milan underground transport system. Atmos Environ 2013; 70: 166–178. [Google Scholar]
- 16.Van Ryswyk K, Anastasopolos AT, Evans G, et al. . Metro commuter exposures to particulate air pollution and PM2.5-associated elements in three Canadian cities: the Urban Transportation Exposure Study. Environ Sci Technol 2017; 51: 5713–5720. [DOI] [PubMed] [Google Scholar]
- 17.Bachoual R, Boczkowski J, Goven D, et al. . Biological effects of particles from the Paris subway system. Chem Res Toxicol 2007; 20: 1426–1433. [DOI] [PubMed] [Google Scholar]
- 18.Cusack M, Talbot N, Ondráček J, et al. . Variability of aerosols and chemical composition of PM10, PM2.5 and PM1 on a platform of the Prague underground metro. Atmos Environ 2015; 118: 176–183. [Google Scholar]
- 19.Wang JJ, Zhao LJ, Zhu DL, et al. . Characteristics of particulate matter (PM) concentrations influenced by piston wind and train door opening in the Shanghai subway system. Transport Res D-Tr E 2016; 47: 77–88. [Google Scholar]
- 20.Klepczyńska-Nyström A, Larsson BM, Grunewald J, et al. . Health effects of a subway environment in mild asthmatic volunteers. Respir Med 2012; 106: 25–33. [DOI] [PubMed] [Google Scholar]
- 21.Chen YY, Lu CY, Chen PC, et al. . Analysis of aerosol composition and assessment of tunnel washing performance within a mass rapid transit system in Taiwan. Aerosol Air Qual Res 2017; 17: 1527–1537. [Google Scholar]
- 22.Carteni A, Cascetta F. Particulate matter concentrations in a high-quality rubber-tyred metro system: the case study of Turin in Italy. Int J Environ Sci Technol 2018; 15: 1921–1930. [Google Scholar]
- 23.World [A3] Health Organization (WHO). WHO Global Ambient Air Quality Database (update 2018). 2018. www.who.int/airpollution/data/cities/en/
- 24.Sundh J, Olofsson U, Olander L, et al. . Wear rate testing in relation to airborne particles generated in a wheel–rail contact. Lubr Sci 2009; 21: 135–150. [Google Scholar]
- 25.Loxham M, Cooper MJ, Gerlofs-Nijland ME, et al. . Physicochemical characterization of airborne particulate matter at a mainline underground railway station. Environ Sci Technol 2013; 47: 3614–3622. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Reche C, Moreno T, Martins V, et al. . Factors controlling particle number concentration and size at metro stations. Atmos Environ 2017; 156: 169–181. [Google Scholar]
- 27.Murruni LG, Solanes V, Debray M, et al. . Concentrations and elemental composition of particulate matter in the Buenos Aires underground system. Atmos Environ 2009; 43: 4577–4583. [Google Scholar]
- 28.Loxham M, Davies DE, Blume C. Epithelial function and dysfunction in asthma. Clin Exp Allergy 2014; 44: 1299–1313. [DOI] [PubMed] [Google Scholar]
- 29.De Grove KC, Provoost S, Brusselle GG, et al. . Insights in particulate matter-induced allergic airway inflammation: focus on the epithelium. Clin Exp Allergy 2018; 48: 773–786. [DOI] [PubMed] [Google Scholar]
- 30.Oberdörster G. Lung dosimetry: pulmonary clearance of inhaled particles. Aerosol Sci Tech 1993; 18: 279–289. [Google Scholar]
- 31.Kelly FJ. Oxidative stress: its role in air pollution and adverse health effects. Occup Environ Med 2003; 60: 612–616. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Øvrevik J, Refsnes M, Låg M, et al. . Activation of proinflammatory responses in cells of the airway mucosa by particulate matter: oxidant- and non-oxidant-mediated triggering mechanisms. Biomolecules 2015; 5: 1399–1440. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.van Klaveren RJ, Nemery B. Role of reactive oxygen species in occupational and environmental obstructive pulmonary diseases. Curr Opin Pulm Med 1999; 5: 118–123. [DOI] [PubMed] [Google Scholar]
- 34.Kelly FJ, Fussell JC. Size, source and chemical composition as determinants of toxicity attributable to ambient particulate matter. Atmos Environ 2012; 60: 504–526. [Google Scholar]
- 35.Nakayama Wong LS, Aung HH, Lamé MW, et al. . Fine particulate matter from urban ambient and wildfire sources from California's San Joaquin Valley initiate differential inflammatory, oxidative stress, and xenobiotic responses in human bronchial epithelial cells. Toxicol In Vitro 2011; 25: 1895–1905. [DOI] [PubMed] [Google Scholar]
- 36.Becher R, Bucht A, Øvrevik J, et al. . Involvement of NADPH oxidase and iNOS in rodent pulmonary cytokine responses to urban air and mineral particles. Inhal Toxicol 2007; 19: 645–655. [DOI] [PubMed] [Google Scholar]
- 37.Ovrevik J, Refsnes M, Totlandsdal AI, et al. . TACE/TGF-α /EGFR regulates CXCL8 in bronchial epithelial cells exposed to particulate matter components. Eur Respir J 2011; 38: 1189–1199. [DOI] [PubMed] [Google Scholar]
- 38.Wang Y, Zhang M, Li ZP, et al. . Fine particulate matter induces mitochondrial dysfunction and oxidative stress in human SH-SY5Y cells. Chemosphere 2019; 218: 577–588. [DOI] [PubMed] [Google Scholar]
- 39.Leclercq B, Kluza J, Antherieu S, et al. . Air pollution-derived PM2.5 impairs mitochondrial function in healthy and chronic obstructive pulmonary diseased human bronchial epithelial cells. Environ Pollut 2018; 243: 1434–1449. [DOI] [PubMed] [Google Scholar]
- 40.Lavrich KS, Corteselli EM, Wages PA, et al. . Investigating mitochondrial dysfunction in human lung cells exposed to redox-active PM components. Toxicol Appl Pharmacol 2018; 342: 99–107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Pardo M, Xu FF, Shemesh M, et al. . Nrf2 protects against diverse PM2.5 components-induced mitochondrial oxidative damage in lung cells. Sci Total Environ 2019; 669: 303–313. [DOI] [PubMed] [Google Scholar]
- 42.Li N, Xia T, Nel AE. The role of oxidative stress in ambient particulate matter-induced lung diseases and its implications in the toxicity of engineered nanoparticles. Free Radic Biol Med 2008; 44: 1689–1699. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Suzuki T, Yamamoto M. Molecular basis of the Keap1-Nrf2 system. Free Radic Biol Med 2015; 88: 93–100. [DOI] [PubMed] [Google Scholar]
- 44.Thimmulappa RK, Mai KH, Srisuma S, et al. . Identification of Nrf2-regulated genes induced by the chemopreventive agent sulforaphane by oligonucleotide microarray. Cancer Res 2002; 62: 5196–5203. [PubMed] [Google Scholar]
- 45.Moreno T, Kelly FJ, Dunster C, et al. . Oxidative potential of subway PM2.5. Atmos Environ 2017; 148: 230–238. [Google Scholar]
- 46.Janssen NA, Yang A, Strak M, et al. . Oxidative potential of particulate matter collected at sites with different source characteristics. Sci Total Environ 2014; 472: 572–581. [DOI] [PubMed] [Google Scholar]
- 47.Karlsson HL, Holgersson A, Möller L. Mechanisms related to the genotoxicity of particles in the subway and from other sources. Chem Res Toxicol 2008; 21: 726–731. [DOI] [PubMed] [Google Scholar]
- 48.Lindbom J, Gustafsson M, Blomqvist G, et al. . Wear particles generated from studded tires and pavement induces inflammatory reactions in mouse macrophage cells. Chem Res Toxicol 2007; 20: 937–946. [DOI] [PubMed] [Google Scholar]
- 49.Karlsson HL, Ljungman AG, Lindbom J, et al. . Comparison of genotoxic and inflammatory effects of particles generated by wood combustion, a road simulator and collected from street and subway. Toxicol Lett 2006; 165: 203–211. [DOI] [PubMed] [Google Scholar]
- 50.Karlsson HL, Nilsson L, Möller L. Subway particles are more genotoxic than street particles and induce oxidative stress in cultured human lung cells. Chem Res Toxicol 2005; 18: 19–23. [DOI] [PubMed] [Google Scholar]
- 51.Loxham M, Morgan-Walsh RJ, Cooper MJ, et al. . The effects on bronchial epithelial mucociliary cultures of coarse, fine, and ultrafine particulate matter from an underground railway station. Toxicol Sci 2015; 145: 98–107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Xia T, Zhu YF, Mu LN, et al. . Pulmonary diseases induced by ambient ultrafine and engineered nanoparticles in twenty-first century. Natl Sci Rev 2016; 3: 416–429. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 53.Wang J, Huang JA, Wang LL, et al. . Urban particulate matter triggers lung inflammation via the ROS-MAPK-NF-κB signaling pathway. J Thorac Dis 2017; 9: 4398–4412. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 54.Song L, Li DA, Li XP, et al. . Exposure to PM2.5 induces aberrant activation of NF-κB in human airway epithelial cells by downregulating miR-331 expression. Environ Toxicol Pharmacol 2017; 50: 192–199. [DOI] [PubMed] [Google Scholar]
- 55.Berman R, Downey GP, Dakhama A, et al. . Afghanistan particulate matter enhances pro-inflammatory responses in IL-13-exposed human airway epithelium via TLR2 signaling. Toxicol Sci 2018; 166: 345–353. [DOI] [PubMed] [Google Scholar]
- 56.He M, Ichinose T, Yoshida Y, et al. . Urban PM2.5 exacerbates allergic inflammation in the murine lung via a TLR2/TLR4/MyD88-signaling pathway. Sci Rep 2017; 7: 11027. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 57.Shoenfelt J, Mitkus RJ, Zeisler R, et al. . Involvement of TLR2 and TLR4 in inflammatory immune responses induced by fine and coarse ambient air particulate matter. J Leukoc Biol 2009; 86: 303–312. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 58.Ortiz-Martinez MG, Rodríguez-Cotto RI, Ortiz-Rivera MA, et al. . Linking endotoxins, African dust PM10 and asthma in an urban and rural environment of Puerto Rico. Mediators Inflamm 2015; 2015: 784212. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 59.Kim N, Han DH, Suh MW, et al. . Effect of lipopolysaccharide on diesel exhaust particle-induced junctional dysfunction in primary human nasal epithelial cells. Environ Pollut 2019; 248: 736–742. [DOI] [PubMed] [Google Scholar]
- 60.Becker S, Dailey L, Soukup JM, et al. . TLR-2 is involved in airway epithelial cell response to air pollution particles. Toxicol Appl Pharmacol 2005; 203: 45–52. [DOI] [PubMed] [Google Scholar]
- 61.Laing S, Wang GH, Briazova T, et al. . Airborne particulate matter selectively activates endoplasmic reticulum stress response in the lung and liver tissues. Am J Physiol Cell Physiol 2010; 299: C736–C749. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 62.Bronner DN, Abuaita BH, Chen XY, et al. . Endoplasmic reticulum stress activates the inflammasome via NLRP3-and caspase-2-driven mitochondrial damage. Immunity 2015; 43: 451–462. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 63.Pathinayake PS, Hsu ACY, Waters DW, et al. . Understanding the unfolded protein response in the pathogenesis of asthma. Front Immunol 2018; 9: 175. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Sayan M, Mossman BT. The NLRP3 inflammasome in pathogenic particle and fibre-associated lung inflammation and diseases. Part Fibre Toxicol 2016; 13: 51. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.Hirota JA, Hirota SA, Warner SM, et al. . The airway epithelium nucleotide-binding domain and leucine-rich repeat protein 3 inflammasome is activated by urban particulate matter. J Allergy Clin Immunol 2012; 129: 1116–1125. [DOI] [PubMed] [Google Scholar]
- 66.Hirota JA, Gold MJ, Hiebert PR, et al. . The nucleotide-binding domain, leucine-rich repeat protein 3 inflammasome/IL-1 receptor I axis mediates innate, but not adaptive, immune responses after exposure to particulate matter under 10 μm. Am J Respir Cell Mol Biol 2015; 52: 96–105. [DOI] [PubMed] [Google Scholar]
- 67.Menu P, Mayor A, Zhou R, et al. . ER stress activates the NLRP3 inflammasome via an UPR-independent pathway. Cell Death Dis 2012; 3: e261. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 68.Chuang HC, Ho KF, Cao JJ, et al. . Effects of non-protein-type amino acids of fine particulate matter on E-cadherin and inflammatory responses in mice. Toxicol Lett 2015; 237: 174–180. [DOI] [PubMed] [Google Scholar]
- 69.Thevenot PT, Saravia J, Jin NL, et al. . Radical-containing ultrafine particulate matter initiates epithelial-to-mesenchymal transitions in airway epithelial cells. Am J Respir Cell Mol Biol 2013; 48: 188–197. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 70.Caraballo JC, Yshii C, Westphal W, et al. . Ambient particulate matter affects occludin distribution and increases alveolar transepithelial electrical conductance. Respirology 2011; 16: 340–349. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 71.Chen ZH, Wu YF, Wang PL, et al. . Autophagy is essential for ultrafine particle-induced inflammation and mucus hyperproduction in airway epithelium. Autophagy 2016; 12: 297–311. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 72.Xiao C, Puddicombe SM, Field S, et al. . Defective epithelial barrier function in asthma. J Allergy Clin Immunol 2011; 128: 549–556. [DOI] [PubMed] [Google Scholar]
- 73.Hackett TL, de Bruin HG, Shaheen F, et al. . Caveolin-1 controls airway epithelial barrier function. Implications for asthma. Am J Respir Cell Mol Biol 2013; 49: 662–671. [DOI] [PubMed] [Google Scholar]
- 74.Hackett TL, Singhera GK, Shaheen F, et al. . Intrinsic phenotypic differences of asthmatic epithelium and its inflammatory responses to respiratory syncytial virus and air pollution. Am J Respir Cell Mol Biol 2011; 45: 1090–1100. [DOI] [PubMed] [Google Scholar]
- 75.Iwanaga K, Elliott MS, Vedal S, et al. . Urban particulate matter induces pro-remodeling factors by airway epithelial cells from healthy and asthmatic children. Inhal Toxicol 2013; 25: 653–660. [DOI] [PubMed] [Google Scholar]
- 76.Wang J, Zhu M, Wang L, et al. . Amphiregulin potentiates airway inflammation and mucus hypersecretion induced by urban particulate matter via the EGFR-PI3Kα-AKT/ERK pathway. Cell Signal 2019; 53: 122–131. [DOI] [PubMed] [Google Scholar]
- 77.Bucchieri F, Puddicombe SM, Lordan JL, et al. . Asthmatic bronchial epithelium is more susceptible to oxidant-induced apoptosis. Am J Respir Cell Mol Biol 2002; 27: 179–185. [DOI] [PubMed] [Google Scholar]
- 78.Teng Y, Sun PL, Zhang JY, et al. . Hydrogen peroxide in exhaled breath condensate in patients with asthma a promising biomarker? Chest 2011; 140: 108–116. [DOI] [PubMed] [Google Scholar]
- 79.Tamer L, Calikoğlu M, Ates NA, et al. . Glutathione-S-transferase gene polymorphisms (GSTT1, GSTM1, GSTP1) as increased risk factors for asthma. Respirology 2004; 9: 493–498. [DOI] [PubMed] [Google Scholar]
- 80.Zhang YM, Moffatt MF, Cookson WOC. Genetic and genomic approaches to asthma: new insights for the origins. Curr Opin Pulm Med 2012; 18: 6–13. [DOI] [PubMed] [Google Scholar]
- 81.Tsai YH, Parker JS, Yang IV, et al. . Meta-analysis of airway epithelium gene expression in asthma. Eur Respir J 2018; 51: 1701962. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 82.Lindbom J, Gustafsson M, Blomqvist G, et al. . Exposure to wear particles generated from studded tires and pavement induces inflammatory cytokine release from human macrophages. Chem Res Toxicol 2006; 19: 521–530. [DOI] [PubMed] [Google Scholar]
- 83.Steenhof M, Gosens I, Strak M, et al. . In vitro toxicity of particulate matter (PM) collected at different sites in the Netherlands is associated with PM composition, size fraction and oxidative potential – the RAPTES project. Part Fibre Toxicol 2011; 8: 26. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 84.Pugin J, Schürer-Maly CC, Leturcq D, et al. . Lipopolysaccharide activation of human endothelial and epithelial cells is mediated by lipopolysaccharide-binding protein and soluble CD14. Proc Natl Acad Sci USA 1993; 90: 2744–2748. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 85.Cario E, Rosenberg IM, Brandwein SL, et al. . Lipopolysaccharide activates distinct signaling pathways in intestinal epithelial cell lines expressing toll-like receptors. J Immunol 2000; 164: 966–972. [DOI] [PubMed] [Google Scholar]
- 86.Jia HP, Kline JN, Penisten A, et al. . Endotoxin responsiveness of human airway epithelia is limited by low expression of MD-2. Am J Physiol Lung Cell Mol Physiol 2004; 287: L428–L437. [DOI] [PubMed] [Google Scholar]
- 87.Carlander U, Midander K, Hedberg YS, et al. . Macrophage-assisted dissolution of gold nanoparticles. ACS Appl Bio Mater 2019; 2: 1006–1016. [DOI] [PubMed] [Google Scholar]
- 88.Eom HJ, Jung HJ, Sobanska S, et al. . Iron speciation of airborne subway particles by the combined use of energy dispersive electron probe X-ray microanalysis and Raman microspectrometry. Anal Chem 2013; 85: 10424–10431. [DOI] [PubMed] [Google Scholar]
- 89.Commitee on the Medical Effects of Air Pollution (COMEAP). Statement on the Evidence for Health Effects in the Travelling Public Associated with Exposure to Particulate Matter in the London Underground. 2019. https://assets.publishing.service.gov.uk/government/uploads/system/uploads/attachment_data/file/769884/COMEAP_TfL_Statement.pdf
- 90.Cho WS, Duffin R, Thielbeer F, et al. . Zeta potential and solubility to toxic ions as mechanisms of lung inflammation caused by metal/metal oxide nanoparticles. Toxicol Sci 2012; 126: 469–477. [DOI] [PubMed] [Google Scholar]
- 91.Maher BA, Ahmed IA, Karloukovski V, et al. . Magnetite pollution nanoparticles in the human brain. Proc Natl Acad Sci USA 2016; 113: 10797–10801. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 92.Lovett C, Shirmohammadi F, Sowlat MH, et al. . Commuting in Los Angeles: cancer and non-cancer health risks of roadway, light-rail and subway transit routes. Aerosol Air Qual Res 2018; 18: 2363–2374. [Google Scholar]
- 93.Loxham M, Nieuwenhuijsen MJ. Health effects of particulate matter air pollution in underground railway systems – a critical review of the evidence. Part Fibre Toxicol 2019; 16: 12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 94.Klepczyńska-Nyström A, Svartengren M, Grunewald J, et al. . Health effects of a subway environment in healthy volunteers. Eur Respir J 2010; 36: 240–248. [DOI] [PubMed] [Google Scholar]
- 95.Bigert C, Alderling M, Svartengren M, et al. . No short-term respiratory effects among particle-exposed employees in the Stockholm subway. Scand J Work Environ Health 2011; 37: 129–135. [DOI] [PubMed] [Google Scholar]
- 96.Bigert C, Alderling M, Svartengren M, et al. . Blood markers of inflammation and coagulation and exposure to airborne particles in employees in the Stockholm underground. Occup Environ Med 2008; 65: 655–658. [DOI] [PubMed] [Google Scholar]
- 97.Strak M, Janssen NA, Godri KJ, et al. . Respiratory health effects of airborne particulate matter: the role of particle size, composition, and oxidative potential – the RAPTES project. Environ Health Perspect 2012; 120: 1183–1189. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 98.Steenhof M, Mudway IS, Gosens I, et al. . Acute nasal pro-inflammatory response to air pollution depends on characteristics other than particle mass concentration or oxidative potential: the RAPTES project. Occup Environ Med 2013; 70: 341–348. [DOI] [PubMed] [Google Scholar]
- 99.Strak M, Hoek G, Godri KJ, et al. . Composition of PM affects acute vascular inflammatory and coagulative markers – the RAPTES project. PLoS One 2013; 8: e58944. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 100.Strak M, Hoek G, Steenhof M, et al. . Components of ambient air pollution affect thrombin generation in healthy humans: the RAPTES project. Occup Environ Med 2013; 70: 332–340. [DOI] [PubMed] [Google Scholar]
- 101.Steenhof M, Janssen NA, Strak M, et al. . Air pollution exposure affects circulating white blood cell counts in healthy subjects: the role of particle composition, oxidative potential and gaseous pollutants – the RAPTES project. Inhal Toxicol 2014; 26: 141–165. [DOI] [PubMed] [Google Scholar]
- 102.Gustavsson P, Bigert C, Pollán M. Incidence of lung cancer among subway drivers in Stockholm. Am J Ind Med 2008; 51: 545–547. [DOI] [PubMed] [Google Scholar]
- 103.Bigert C, Klerdal K, Hammar N, et al. . Myocardial infarction in Swedish subway drivers. Scand J Work Environ Health 2007; 33: 267–271. [DOI] [PubMed] [Google Scholar]
- 104.Moreno T, de Miguel E. Improving air quality in subway systems: an overview. Environ Pollut 2018; 239: 829–831. [DOI] [PubMed] [Google Scholar]
- 105.Font O, Moreno T, Querol X, et al. . Origin and speciation of major and trace PM elements in the barcelona subway system. Transport Res D-Tr E 2019; 72: 17–35. [Google Scholar]
- 106.Kole PJ, Löhr AJ, Van Belleghem FGAJ, et al. . Wear and tear of tyres: a stealthy source of microplastics in the environment. Int J Environ Res Public Health 2017; 14: E1265. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 107.Gasperi J, Wright SL, Dris R, et al. . Microplastics in air: are we breathing it in? Curr Opin Environ Sci Health 2018; 1: 1–5. [Google Scholar]
- 108.Son YS, Dinh TV, Chung SG, et al. . Removal of particulate matter emitted from a subway tunnel using magnetic filters. Environ Sci Technol 2014; 48: 2870–2876. [DOI] [PubMed] [Google Scholar]
- 109.Minguillón MC, Reche C, Martins V, et al. . Aerosol sources in subway environments. Environ Res 2018; 167: 314–328. [DOI] [PubMed] [Google Scholar]
- 110.Moreno T, Pérez N, Reche C, et al. . Subway platform air quality: assessing the influences of tunnel ventilation, train piston effect and station design. Atmos Environ 2014; 92: 461–468. [Google Scholar]
- 111.Langrish JP, Mills NL, Chan JKK, et al. . Beneficial cardiovascular effects of reducing exposure to particulate air pollution with a simple facemask. Part Fibre Toxicol 2009; 6: 8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 112.Langrish JP, Li X, Wang SF, et al. . Reducing personal exposure to particulate air pollution improves cardiovascular health in patients with coronary heart disease. Environ Health Perspect 2012; 120: 367–372. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 113.Cherrie JW, Apsley A, Cowie H, et al. . Effectiveness of face masks used to protect Beijing residents against particulate air pollution. Occup Environ Med 2018; 75: 446–452. [DOI] [PMC free article] [PubMed] [Google Scholar]