Abstract
Particulate matter (PM) is a key indicator of air pollution and a significant risk factor for adverse health outcomes in humans. PM is not a self-contained pollutant but a mixture of different compounds including chemical and biological fractions. While several reviews have focused on the chemical components of PM and associated health effects, there is a dearth of review studies that holistically examine the role of biological and chemical components of inhalable and respirable PM in disease causation. A literature search using various search engines and (or) keywords was done. Articles selected for review were chosen following predefined criteria, to extract and analyze data. The results show that the biological and chemical components of inhalable and respirable PM play a significant role in the burden of health effects attributed to PM. These health outcomes include low birth weight, emergency room visit, hospital admission, respiratory and pulmonary diseases, cardiovascular disease, cancer, non-communicable diseases, and premature death, among others. This review justifies the importance of each or synergistic effects of the biological and chemical constituents of PM on health. It also provides information that informs policy on the establishment of exposure limits for PM composition metrics rather than the existing exposure limits of the total mass of PM. This will allow for more effective management strategies for improving outdoor air quality.
Keywords: particulate matter, biological composition, chemical composition, health outcomes, disease burden
1. Introduction
Clean air is a requirement for life and healthy living, a fundamental human right. An adult requires between 10,000 and 20,000 liters of air per day for survival [1]. Staying and remaining healthy requires constant breathing in of clean and safe air. The World Health Organization (WHO) reported that an estimated 1.3 million deaths are ascribed to urban outdoor air pollution annually [2]. The reason being that the air we breathe often contains particulate matter (PM) of varied sizes and compositions. PM is introduced into the atmosphere during air pollution process, and its presence in the atmosphere may be injurious to humans, living organisms, and the natural environment [3,4]. PM according to the WHO, affects more people than any other pollutant [2].
PM is not a self-contained pollutant but a mixture of several pollutants distributed differently at various sizes. The United State Environmental Protection Agency (USEPA) defined PM as ‘‘a complex mixture of extremely small particles and gases and includes acids, organic chemicals, metals, soils and dust’’ [5]. The size of a PM varies from a few nanometers (nm) to tens micrometers (μm) [6]. It is usually expressed by mass concentration in terms of PM0.1 (aerodynamic diameter less than 0.1 μm), PM2.5, (aerodynamic diameter less than 2.5 μm) or PM10 (aerodynamic diameter less than 10 μm) [7]. PM10 (coarse or “inhalable” particles) can infiltrate into the human respiratory system, PM2.5 (fine or “respirable” particles) can penetrate into the gas-exchange region of the lung), while PM0.1 (ultrafine particles) provides a large surface area, with degrees of lung permeation [6]. Inhalable PM is a fraction of PM that is hazardous when deposited anywhere in the respiratory tract. Whereas, respirable PM are fractions of inhaled particles that are capable of passing beyond the human larynx and ciliated airways [8]. The size, mass and surface area of a PM are directly linked to its potential for causing health problems.
Though it may be apt to cluster PM as particulates, their sources, spread and effects may be highly varied [9]. These particles can originate from natural sources, such as biological particles (pollen, fungal spores, etc.), fine soil particles, fine marine salts, wildfire smoke particles and volcanic ash, among other things [9]. Some are from industrial combustion processes, vehicle emissions, domestic heating and cooking, burning of waste crop residues, land clearing, and fire control activities. Others are from the reaction of gaseous precursors (secondary particles) [9] emitted at distant locations and transported by atmospheric processes. The presence of PM from different sources varies with time, season, location and climate, thus resulting in spatial and season-dependent variations in concentration, characteristics, and toxicity [10,11].
PM contains different physical characteristics (particle size and number, total surface area, and electrostatic properties) [12], biological and chemical components (Figure 1) [7]. The biological components, also known as bioaerosols, are a mixture of viable and non-viable microorganisms as well as other types of biomass suspended in the air with their sizes ranging from <0.1 µm to ≤100 µm [13]. They tend to attach in a coarser particulate fraction, however, fungal spores, fragmented pollen, and non-agglomerated bacteria are also present in the fine fraction [14].
The chemical components of PM include mineral matter (oxides of aluminum, calcium, silicon, titanium, iron, magnesium, manganese, sodium and potassium), organic matter, elemental carbon, secondary inorganic aerosol, sea salt and trace elements [15]. Among these components, secondary inorganic aerosols (sulfate, nitrate, and ammonium) and carbonaceous particles are of great concern, as they are crucial factors controlling the degree of acidity and toxicity of the PM [16].
Although exposure to PM has been implicated in the causation of diverse health outcomes [17,18,19,20,21,22,23], not much has been reported on the role each or mixture of the components of PM plays in the occurrence of adverse health outcomes. The exact components of PM that effect disease causation and the modalities involved are relatively unknown. Studies to determine the components of PM that contribute to airway inflammation and irritation have however been attempted [24,25]. Describing the importance of the effects of each or mixtures of these components of PM on human health is of public health significance.
The aim of this review paper is to summarize the global evidence of the effects of the biological and chemical components of inhalable and respirable PM on health, and to recommend future focus areas for research and policy.
2. Methods
The authors conducted a scientific review of accessible literature published over the last 30 years. Our main objective was to provide evidence of the role of biological and chemical components of PM in the causation of adverse health effects in humans. We commenced a PubMed database search using the MESH terms “PM”, “particulate matter”, “air pollution”, “ultrafine particles”, “fine particles”, “coarse particles”, “PM10”, “PM2.5”, “PM0.1”, “Bioaerosols in PM”, “Bacteria in PM”, “Endotoxin in PM”, “Fungi and pollens in PM”, “trace elements in PM”, “secondary inorganic species in PM”, “Polycyclic aromatic hydrocarbon in PM”, “Inorganic mineral dust in PM”, “Elemental carbon in PM”, “Organic carbon in PM”, and “Black carbon in PM”, “Health effects”. Literature was also sourced from other scientific databases including ProQuest and Science Direct online database search. Articles were selected and agreed upon by the authors based on relevance and usefulness.
3. Particulate Matter-Associated Bioaerosols
Airborne PM comprises a substantial fraction of biological components [26]. Bioaerosols, which originate from biological sources and mostly associated with PM, are solid or liquid particles that are present in the gaseous medium [27]. Bioaerosols are generally planted pollen, microorganisms (fungi, bacteria, viruses) or organic compounds that evolve from microbes (endotoxins, metabolites, toxins and other microbial fragments) [28]. Stetzenbach [29], opined that about 5% to 34% of air pollutants is composed of bioaerosols. Bioaerosols attached to PM can exist either as non-viable biomolecules (e.g., antigenic compounds, dead skin cells, dander, plant and insect debris), non-viable microorganisms or as viable microorganisms [30].
In 2002, [31] termed bioaerosols to differ in mass and structure and are subject to the source, aerosolisation, and environmental conditions prominent at the site. Most bioaerosols are of the respirable size of 0.003 μm for viruses [32], 0.25 to 20 μm for bacteria [33], 17 to 58 μm for plant pollens [34], and 1 to 30 μm for fungi [35]. Bauer et al. [36] reported that Fungi accounted for up to ~10% of organic carbon, and ~5% of PM10 at urban and suburban locations and abundant in a coarser particulate fraction. However, Meklin and colleagues were of the opinion that fungal spores, fragmented pollen, and non-agglomerated bacteria are also present in a fine fraction of PM [13]. Other researchers reported that biological sources of PM accounted for between 5% and 10% of the urban and rural aerosol composition [37,38].
Bioaerosols can attach to PM from varied sources (e.g., traffic, industry, soil), have its aerodynamic and antigenic properties altered, and thus aiding its penetration into deeper regions of the lung [39]. For instance, inhalation of whole pollen (>10 µm) cannot reach the small airways, however, pollen allergens present in PM2.5 can easily penetrate the small airways of the lung [40]. Thus, the discrete effects of bioaerosols and PM, as well as their combined effects, can exacerbate respiratory allergy and other pulmonary diseases. A study done in the Cincinnati area revealed that high concentration of PM10 was synergistic with the airborne pollen concentration levels for envisaging daily asthma visits [41].
Adhikari and colleagues also reported that the combined effect of bioaerosols and PM can aggravate respiratory allergy and other pulmonary diseases in human [42]. It could trigger allergic, toxic, and infectious responses in exposed individuals [43,44,45]. Symptoms in exposed individuals can include coughing, wheezing, runny nose, irritated eyes or throat, skin rash, diarrhea, aggravation of asthma, headache, and fatigue. Immunological reactions include asthma, allergic rhinitis, and hypersensitivity pneumonitis [43,44,45]. Table 1 summarizes the available information on the types of study and biological pollutants analyzed (either singly or in combination with PM), study population and location, observed health effects, and the details of cited references.
Table 1.
Study | Type of Study | Study Population | Study Location | Pollutant Analyzed | Health Outcome |
---|---|---|---|---|---|
Schwartz et al. [44] | Cross-sectional | Grain handlers and postal workers | Iowa City | Endotoxin and grain dust | Concentration of endotoxin in the may be important in the development of grain dust-induced lung disease. |
Targonski et al. [45] | Cross-sectional | 5- to 34-year-olds in the general population 1985-1989 | Chicago | Ambient aeroallergen | The odds of a death caused by asthma occurring on days with mold spore counts of 1000 spores per cubic meter or greater was 2.16 times higher (95% CI = 1.31–3.56, p = 0.003) than on days on which mold spore counts were less than 1000 spores per cubic meter. |
Bolte et al. [54] | Cohort | Munich and Leipzig, Germany | Endotoxin | High endotoxin levels increased the risk of repeated wheeze (OR = 1.52; CI = 1.08–2.14). | |
Loh et al. [57] | Cross-sectional | 18 healthy non-atopic human subjects | Inhaled endotoxin or lipopolysaccharide (LPS) | Myeloperoxidase, human neutrophil elastase and interleukin-8 in sputum sol, showed a trend towards greater increase following 50 μg LPS. | |
Alexis et al. [61] | Toxicological | 9 Healthy subjects | Chapel Hill, NC | PM2.5–10, biologic material on PM2.5–10 | Induced elevated inflammation; increased eotaxin, and increased phagocytosis. |
Cakmak et al. [80] | Cross-sectional | Children presented with diagnosed conjunctivitis or rhinitis 1993–1997 | Eastern Ontario, Canada | Fungal spores and pollen grains | An increase of 551 basidiomycete’s spores per m3, or of 72 ragweed grains per m3, was associated with an increase of about 10% in hospital visits for conjunctivitis and rhinitis. |
Adhikari et al. [81] | Cross-sectional | Adult showing symptoms of type-I respiratory allergy | India | Airborne viable and non-viable fungi | 52% of the viable airborne fungi identified were allergenic. |
3.1. Particulate Matter-Associated Endotoxins
Endotoxin, an important biological component of PM is ubiquitous in the environment and is a key structural constituent of the outward membrane of Gram-negative bacteria [46]. Endotoxin is reported to be present in ambient PM at low levels. Some researchers reported that the endotoxin concentration in inhalable particles was 3–10 times higher than that in respirable particles [47,48]. However, other researchers assert that airborne endotoxins are considerably linked with PM2.5 [49,50,51] and are deposited in the lungs after inhalation [52].
Exposure to endotoxin has been reported to cause and trigger asthma and wheezing occurrence in children and adults [53,54]. Liebers et al. [55] and Rabinovitch et al. [56], implicated endotoxin in the weakening of the functioning of the lung, and the pathogenesis of pulmonary diseases such as organic dust lung diseases [57], chronic obstructive pulmonary diseases (COPD) [44], and acute lung injury [58]. Different studies have pointed out the role of endotoxin in PM toxicity both in vitro [59,60] and in vivo [61]. Inhalation of endotoxins together with other airborne pollutants such as PM, fungi, allergens, and ozone, have been documented to increase the susceptibility to and severity of an immune response, and can lead to other adverse health effects [62,63,64].
Therefore, it can be inferred that the airborne biological particles, a fraction of which is endotoxin, plays a significant role in the proinflammatory response. This is consistent with other previous findings that have been reported [65,66]. However, the actual role of endotoxin in inducing proinflammatory response is not well understood [67].
3.2. Particulate Matter-Associated Bacteria
Airborne bacteria are one of the main components of airborne biological particles in natural and urban environment. This is in addition to being key components of outdoor and indoor aerosols [68,69,70]. Contemporary knowledge of the distribution of bacteria in the atmosphere is quite inadequate. This is because most bioaerosols studies relied solely on culture-based techniques [71,72] or accounted only for the whole fraction of the PM [73]. However, recently, culture-independent techniques have been used in the study of bioaerosols associated with small size particles [74] and the characterisation of the spatial or temporal variations of bioaerosols in urban environments [69,75]. High concentrations of airborne bacteria can have major effects on human health as pathogens or triggers of allergic asthma and seasonal allergies [68].
3.3. Particulate Matter-Associated Fungi and Pollen Grains
Dominant biological component of airborne coarse particles are fungal spores [76]. They are produced during the life cycle of a fungus, and whose size range between 2 and 10 μm [77]. They originate from sources, such as plants, animals, soil and human activities. Kendrick [78] asserts that there are over 100,000 fungal species whose spores may become airborne. Earlier studies stated that PM may possibly bind with airborne pollen [79] and fungal spores [77] thus altering their morphology. Womiloju et al. [38], reported that cell materials of fungi and pollen could contribute 4%–11% of the total PM2.5 mass and 12%–22% of organic carbon in fine particulate matter.
In a study conducted in Cincinnati in the United State on the correlation of ambient inhalable bioaerosols with PM and ozone, the predominant airborne fungi and their corresponding percentages relative to the total airborne fungal load found during the entire sampling period were: Aspergillus/Penicillium group (41.6%), Cladosporium (28.4%), Ascospores (10.6%), Basidiospores (9.8%), smut spores (2.6%), Alternaria (1.4%), Epicoccum (0.7%), and rust spores (0.2%) [42]. Bauer and colleagues in their study that focused on knowing the significant contributions of fungal spores to the organic carbon and to the aerosol mass balance of the urban atmospheric aerosol discovered that fungal spores are the main constituents of coarse organic PM in the summer season [36].
Fungal spores are recognized risk factor for adverse health effects, such as inflammatory responses associated with allergies and asthma [80,82,83]. Among different bioaerosol components, airborne fungi and pollen grains are associated with respiratory allergic diseases and asthma [84,85]. Various studies around the world have investigated the ambient airborne fungi and pollen in relation to respiratory allergies [81,86].
4. Chemicals in Airborne Particulate Matter
Chemical components of PM are highly varied. They can generally be classified as carbonaceous fractions including organic carbon, elemental carbon, carbonate carbon and inorganic components consisting of crustal elements, trace metals, and ionic species. Each of these components typically contributes about 10%–30% of the total PM mass load [87,88].
Chemical constituents of PM can trigger allergic and asthmatic reactions caused by exposure to bioaerosols. Epidemiologic studies examining sources and composition of PM have identified several definite components, including elemental carbon, organic carbon, and nitrates as associated with increased risk for cardiovascular and respiratory hospital admissions [89,90] and mortality [91]. Elemental components of PM2.5, including Ni, Zn, Si, Al, V, Cr, As, and Br, have also been linked with increased cardiovascular and respiratory hospital admissions [89,92], increased mortality [93], and lower birth weight [94].
Many studies have examined the association between adverse health effects and the toxicity of the diverse chemical components of PM [95] and among others the role that transition metals [60,96] and organic species (polycyclic aromatic hydrocarbons and quinones) [97,98] played in PM toxicity. Findings from toxicological studies reported that organic compounds and transition metals present in PM2.5 may be significant due to their ability to stimulate inflammation with subsequent respiratory and cardiovascular effects [99]. However, the United Kingdom Department of Health Committee on the medical effects of air pollution [100] affirmed that no known single chemical substance in PM is of sufficient toxicity to cause the observed magnitude of health effects.
Studies that demonstrate the role of chemical components of inhalable and respirable PM in the causation of adverse health effects are presented in Table 2. Only studies written in English and with information on the types of study and chemical component were analyzed (in combination with PM), and study population and location, and observed health effects were examined. The reference list of the reviewed articles was also included.
Table 2.
Study | Type of Study | Study Population | Study Location | Component Analyzed | Health Outcome |
---|---|---|---|---|---|
Jacobs et al. [17] | Cross-sectional | 88 non-smoking individuals | Antwerp, Belgium | PM2.5, PAHs, transition metals | Increase of 20.8 μg/m³ in 24-h mean outdoor PM2.5 was associated with an increase in pulse pressure of 4.0 mmHg (95% CI = 1.8–6.2); V, Fe and Ni contents of PM2.5 were significantly associated with systolic blood pressure and pulse pressure; chrysene-5, 6-dione and benzo(a)pyrene-3,6-dione were significantly associated with increases in systolic blood pressure and pulse pressure. |
Osornio-Vargas et al. [63] | Toxicological | N/A | N/A | EC, bacteria on PMs | PM2.5 and PM10 samples caused cytotoxicity; PM2.5 induces cytotoxicity in vitro through an endotoxin-independent mechanism that is likely mediated by transition metals; PM10 with relatively high levels of endotoxin induces proinflammatory cytokine release via an endotoxin-dependent mechanism. |
Bell et al. [89] | Cross-sectional | General population >64 years 1999–2005 |
106 U.S. Counties | PM2.5, Vanadium, nickel, elemental carbon | Positive association between county-specific estimates of short-term effects of PM2.5 on cardiovascular and respiratory hospitalizations and county-specific levels of V, EC, or Ni PM2.5 content. |
Peng et al. [90] | Cross-sectional | General population 2000–2006 |
119 U.S urban communities | PM2.5, sulfate, nitrate, Si, elemental carbon, organic carbon matter, sodium, ammonium ions | Ambient levels of elemental carbon and organic carbon matter are associated with risks of emergency hospitalization. |
Ostro et al. [91] | Cross-sectional | General population | Six California counties | PM2.5 mass and components, including elemental and organic carbon (EC and OC), nitrates, sulfates, and various metal | PM2.5 mass and several constituents were associated with multiple mortality categories, especially cardiovascular death. |
Zanobetti et al. [92] | Cross-sectional | General population 2000–2003 |
US communities | PM2.5, elemental composition, ionic species | For a 10 μg/m3 increase in 2-day averaged PM2.5 concentration, there was an increase of 1.89% in CVD, 2.74% (95% CI: 1.30–4.2) in diabetes, and 2.07% (95% CI: 1.20–2.95) in respiratory admissions; PM2.5 mass was higher in Ni, As, and Cr, as well as Br and OC significantly increased its effect on hospital admissions. |
Bell et al. [94] | Cross-sectional | 3 Connecticut counties and 1 Massachusetts county | PM2.5, 50 elements, traffic, road dust/crustal | Increase in exposure was associated with low birthweight for Zn, EC, Si, Al, V, and Ni. Analysis by trimester showed effects of third-trimester exposure to EC, Ni, V, and oil combustion PM2.5. | |
Diaz and Dominguez [101] | Cross-sectional | General population | Mexico | EC of PM2.5 | High risk of contracting diseases associated with elemental exposure. |
Gavett and Koren [102] | Toxicological | Healthy volunteers | NA | Ambient PM, Transition metals | Formation of reactive oxygen species and subsequent lung injury, inflammation, and airway hyper responsiveness leading to airflow limitation and symptoms of asthma. |
Boffetta et al. [103] | Cross-sectional | Industrial workers | PAHs and nitro-PAHs | Risk of lung, skin, and bladder cancer. | |
Perera et al. [104] | Cross-sectional | 867 mothers and 822 newborns | Northern Manhattan, The World Trade Center Area, Poland, and China | PM, PAH, benzo( a)pyrene | Fetus may be 10-fold more susceptible to DNA damage than the mother and that in utero exposure to PAH may disproportionately increase carcinogenic risk. |
Edwards et al. [105] | Cohort study | Pregnant, healthy, non-smoking women | Krakow, Poland | PAH | Prenatal exposure to PAH was associated with decreased Raven Colored Progressive Matrices (RCPM) scores at age 5. |
Pope et al. [106] | Cross-sectional | General population 1980–1989 |
U.S. | PM, Sulfate | PM was associated with cardiopulmonary and lung cancer mortality; Increased mortality is associated with sulfate and PM2.5 at levels commonly found in U.S. cities. |
Burnett et al. [107] | Cross-sectional | General population 1983–1988 |
Ontario, Canada | Sulfate | A 13 μg/m3 increase in sulfates was associated with a 3.7% increase in respiratory admissions and a 2.8% increase in cardiac admissions for all age groups. |
Delfino et al. [108] | Cross-sectional | Patients with respiratory illnesses 1992–1993 |
Montreal, Quebec | PM2.5, PM10, O3, SO42− | 1-h maximum O3, PM10, PM2.5, and SO42− were all positively associated with respiratory visits for patients over 64 yrs. of age. |
Bennet et al. [109] | Cross-sectional | General population 1997–1999 |
Vancouver region of British Columbia, Canada | PM10, Desert Dust | Additional one or two hospitalizations per 100,000 population for respiratory and cardiac illnesses. |
Bonner et al. [110] | Toxicological study | General population | Mexico city | Endotoxins, elemental contents of PM10 | PM10 induce expression of the PDGF a-receptor subtype on rat pulmonary myofibroblasts; endotoxin and metal components of PM10 stimulate IL-1b release. Endotoxin on PM10 particles elicited upregulation of the PDGF receptor. |
Dockery et al. [111] | Cross-sectional | ICD Patients | Boston | PM2.5, BC, sulfate | Ventricular tachyarrhythmias. |
Frampton et al. [112] | Cross-sectional | General population | Utah valley | Metal content of PM10 | Cytotoxicity, induced expression of interleukin-6 and -8. |
Ghio et al. [113] | Toxicological | 38 Healthy volunteers | North Carolina | Ambient particles | Mild inflammation in the lower respiratory tract, and increased concentration of blood fibrinogen. |
Hsu et al. [114] | Cross-sectional | Elderly patients | New York City | PM2.5, PM10, , Elemental carbon (EC), K, Ni, Ca, Fe, Al, Si, Se, V, Zn | Cardiopulmonary function parameters. |
Lall et al. [115] | Cross-sectional | Medicare hospital Admissions |
New York City | EC, Ni, Mn, Si, S | Daily hospital admissions, 2001–2002. |
Strickland et al. [116] | Cross-sectional | Children 5–17 Years 1993–2004 |
Atlanta | PM10, PM2.5, sulfate, EC, OC, water-soluble Metals |
Emergency department visits for asthma. |
Thurston et al. [117] | Cross-sectional | General population 1986–1988 |
Toronto, Ontario | PM2.5, PM10, O3, (H+) and sulfates (SO4−) | Exposure to O3, H+, and SO4− were significantly associated with respiratory and asthma admissions. |
Wellenius et al. [118] | Cross-sectional | Hospitalized stroke Patients 1999–2008 |
Boston area | PM2.5, BC, sulfate | Stroke onset. |
Zhou et al. [119] | Cross-sectional | General population | Detroit, Seattle | PM2.5, Al, Fe, K, Na, Ni, S, Si, V, Zn, EC | Mortality: total, cardiovascular, respiratory. |
Notes: BC—Black carbon, EC—Elemental carbon, PM—Particulate matter, PAH—Polycyclic aromatic hydrocarbons, PDGF—Platelet-derived growth factor.
4.1. Particulate Matter-Associated Trace Metals
Present in virtually every aerosol size fractions of airborne PM are trace metals [120]. Different metals such as Cd, Cr, Cu, Mn, Ni, Pb, V, and Zn have been reported to be widely distributed in PM [121]. Their existence in PM originates from the combustion of fossil fuel, incineration, high-temperature metal processing and from soil dust [30]. Humans can be exposed to airborne metals in PM through inhalation of fine particulates, dermal contact and ingestion through deposition of particulates into foods and drinks [122].
The combined risk of exposure to multi-elements in fine particulate via the inhalation route has been reported to exceed acceptable limit [101]. Several epidemiological studies have revealed that exposure to particulate bound trace metals can exacerbate adverse human health effects [102,123,124]. Cu, Zn, and V have been implicated in the causation of diverse cardiovascular effects, together with increased expression of different cytokines and stress proteins, reduction in spontaneous beat rate, vasoconstriction, and vasodilation [125,126]. Metal-bound fine respirable particles have similarly been known to cause lung or cardiopulmonary injuries [127]. Exposure to the elevated amount of lead and manganese can trigger neurological and haematological effects in children [128] while exposure to As, Cd, Cr, and Ni compounds have been linked to the occurrence of cancer in human [129]. Moreover, Vanadium compounds, mostly vanadium pentoxide are associated with health effects of the human respiratory tract [130].
Remarkably, the effects resulting from exposure to metal-bound PM may be triggered by a complex interaction between different metals. Campen and colleagues [131], reported that nickel and vanadium may interact synergistically to effect instant and delayed cardiovascular effects. For instance, exposure to nickel in PM was reported to cause delayed bradycardia, hypothermia and arrhythmogenesis effects: however, vanadium alone did not cause any significantly delayed effects, but enhanced the effects of nickel [131].
Researchers in their studies assert that the resultant health outcomes associated with exposure to metals in PM start from the inhalation of these particles during breathing, followed by settling of the particles in the human respiratory system. Moreover, ultrafine particles less than 1 µm can travel deeper into alveolar region of lungs where they mix with the lung fluid [132,133], and can be absorbed into human physiological systems thus exerting an adverse toxic effect. Though quite a number of studies have specified that metals are among the contributory components in PM-induced effects, the relationship may not be direct.
4.2. Particulate Matter-Associated Polycyclic Aromatic Hydrocarbons
Polycyclic aromatic hydrocarbons (PAHs) are a large group of abundant, persistent semi-volatile organic compounds comprising of two or more bonded aromatic rings structured in various configurations [134,135,136]. They are formed from the incomplete combustion and pyrolysis of organic materials such as coal, oil, gas, and wood [137,138] and are released into the environment from natural (e.g., volcanic eruptions and forest fires) and anthropogenic sources (coal, oil and gas burning facilities, motor vehicles, waste incineration and industrial activities) [139].
PAHs differ in their molecular weight and structure [135]. Low molecular weight PAHs appears to be more available in the vapor phase while higher molecular weight PAHs are mostly associated with particulates [140]. For instance, atmospheric PAHs with 2–4 aromatic rings are assigned between PM and gas phase, whereas the ones with high molecular weight consisting of more (4–6) aromatic rings are mostly in the fine (PM2.5) fraction of particulate phases [141,142]. The behavior of PAHs in the atmosphere is contingent upon complex physicochemical reactions, interactions with other pollutants, photochemical transformations, and dry and wet deposition [143].
Moreover, PAHs in the ambient air can be attached to airborne particulate matter owing to atmospheric conditions, the nature of the aerosol, and the properties of individual PAHs [144]. Recognized carcinogenic PAHs have been found to be mostly associated with PM [145,146]. Some researchers also indicated that PAHs have their highest concentration in the respirable size range of airborne PM [147,148].
Akyuz and Cabuk in their study on particulate-associated PAHs in the atmospheric environment of Zonguldak in Turkey observed that the predominant PAHs determined in PM2.5 were pyrene, fluoranthene, benzo(a)anthracene, chrysene, benzo(b)fluoranthene and benzo(a)pyrene [149]. The total concentrations of PAHs were up to 464.0 ng·m−3 in fine and 28.0 ng·m−3 in a coarse fraction in winter, and up to 22.9 and 3.0 ng·m−3 in summer months respectively [149]. Higher concentration of PAHs was detected in fine particulates during winter as a result of higher adsorption of PAHs on fine particulates owing to their large surface area per unit mass. Approximately 93.3% and 84.0% of total PAHs in winter and summer months respectively were determined in PM2.5, penetrating the pulmonary alveoli and inducing adverse effects in human [149]. Studies done elsewhere on airborne particulates indicated that PAHs immersed in the PM may trigger adverse health effects [150,151].
Concern about exposure to PAHs in PM has been on the rise over the years due to their persistence, bioaccumulation, and carcinogenic, and mutagenic effects [152]. Most PAHs analyzed by the International Agency for Research on Cancer showed that benzo(a)anthracene, benzo(a)pyrene and dibenzo(a,h)anthracene were classified as probably carcinogenic to humans; while, naphthalene, benzo(b)fluoranthene and benzo(k)fluoranthene were classified as possibly carcinogenic to humans [149]. The most intoxicating PAH carcinogens have been identified to include benzo(a) anthracene, benzo(a)pyrene, and dibenz(ah)anthracene [134,153].
Short-term exposure to PAHs could impair lung function in asthmatics and thrombotic effects in people affected by coronary heart disease [154]. Mixtures of PAHs are known to cause skin irritation and inflammation [155]. Human cancer causes of skin, lungs, and bladder have always been associated with PAHs [103]. Exposure to PAHs may also induce cataracts and result in kidney, liver damage and jaundice [156]. Breathing or swallowing large amounts of naphthalene can cause the breakdown of red blood cells [157]. Moreover, PAHs can exert harmful effects on reproduction and immune function [158,159]. Long-term exposure to PAHs is alleged to raise the risks of cell damage via gene mutation and cardiopulmonary mortality [160].
The U.S.’s Center for Children’s Environmental Health (CCEH) demonstrated that exposure to PAH pollution during pregnancy is correlated with adverse birth outcomes such as low birth weight, premature delivery, and delayed child development [104]. High prenatal exposure to PAHs is also associated with low intelligent quotient at age three, increased behavioral problems at ages six to eight, and childhood asthma [105,161]. A study on childhood leukemia established a positive association between exposure to benzene and the risk of childhood leukemia [148]. Exposure to air pollution containing ultrafine particles and high levels of benzene were associated with increased oxidative DNA damage [162]. However, though PAHs are known for their carcinogenicity characteristics, there is still no threshold for a dose-response relationship established for PAHs [163].
4.3. Particulate Matter-Associated Inorganic Water Soluble Ionic Species
One of the chemical constituents of airborne PM are water soluble anions (e.g., NO3–, SO42–, Cl–, F–, NO2–, Br–) and cations (e.g., NH4+, Na+, K+, Ca2+, Mg2+) [164]. Several studies have revealed the concentration of ionic species in PM [165,166]. Zhao and Gao [167] reported that PM1.8 made up 68% of PM10 mass concentrations, and water-soluble ions accounted for more than 50% of PM1.8 mass concentrations.
Other researchers assert that in addition to organic species, sulfate, nitrate and ammonium ions were the dominant constituents of water-soluble ions in PM [165,168,169,170]. Ying and Kleeman [171] in their study conducted in the South Coast Air Basin, California, USA, reported that 80% of nitrate and ammonium in PM2.5 was formed from a precursor gas. However, Han et al. [172] showed that ionic constituents accounted for 35%–60% of PM2.5 mass in industrial and urban cities of Korea. As a key inorganic constituent of fine aerosols, sulfate, nitrate and ammonium are also linked with atmospheric visibility degradation, the acidity of precipitations and conductivity, and adverse human health effects [173].
Lippmann and Thurston in their study found statistically significant associations between sulfate and respiratory outcomes [174]. Other studies in Canada and the US reported the effects of sulfate on human health: on mortality [106,175], on hospital admissions [107], on respiratory health of children [176] and on emergency room visits [108]. However, a study conducted in The Netherlands reported no association with acute respiratory symptoms in children [177]. Although an association between sulfate and respiratory illnesses seems well documented, a related cause-effect relationship may be flawed by the strong correlation with PM2.5 and acidity.
Furthermore, an increase in the number of persons becoming ill has been reported when airborne concentrations of PM2.5 and PM2.5 SO42− increases [178]. Reported illnesses include respiratory problems, changes in heart rhythms, heart attacks, and severe respiratory and heart malfunctions leading to death. Dockery et al., [175] in the Harvard six cities study, found that increases in PM2.5 mass and PM2.5 SO42− are associated with increases in death rates. This includes deaths from all causes and death precisely from respiratory and heart problems, as well as from lung cancer.
4.4. Particulate Matter-Associated Inorganic Mineral Dust
Over the past decades, fewer studies existed that ascertained the correlations between inorganic mineral dust and health effects. In Europe, Perez et al. [179] brought inorganic mineral dust, the often overlooked component of PM, to the lead of public health with their study assessing the relationship between exposure to PM10 from Saharan dust and daily mortality. This study revealed that daily mortality in Barcelona increased by 8.4% (per increase of 10 µg/m3 of PM10) on Saharan dust days compared to 1.4% on non-Saharan dust days but no increased risk was observed with PM2.5 [117]. An increase in daily emergency room visits for bronchitis for each 100 µg/m3 increase in PM10 was reported by Hefflin and colleagues in 1994 during a study of the effects of dust storms in Washington State [180].
Moreover, Jimenez et al. [181] reported a more pronounced health effects among the elderly (>75 years) from exposure to PM10 on dust days in Madrid. The percentage of days in their study, 11.9% of non-dust days versus 41.3% on dust days, exceeded the WHO daily health-protection levels for PM10 (mean 50 µg/m3). Mallone et al. [182] also reported an increase in mortality for cardiovascular, circulatory and respiratory causes in Rome linked to increases in PM10 on Saharan dust days. A study in the Canary Islands established an association between the heart and respiratory mortality, and PM (10 and 2.5) with rates of respiratory mortality increased by 4.9% for each PM10 increase of 10 µg/m3 [183].
However, not all studies reported an association between far traveled dust and increased rates of morbidity or mortality. Bennet et al. [109] in a retrospective study in British Columbia proved that there was no evidence of increased hospitalization for respiratory or cardiovascular illnesses. In addition, there were no ample changes in clinic attendance for pediatric asthma cases in Barbados in relation to short-term increases in dust concentrations from Africa [184].
4.5. Particulate Matter-Associated Carbonaceous Species
A sizeable fraction of fine particles (PM2.5) constitutes the carbonaceous aerosol; one of its top three components [185]. It accounts for about 40% of PM2.5 mass in urban air [186], 60% of PM2.5 in the U.S. [187], 20%–40% [188] and 25%–50% [189] to ambient PM10 and PM2.5 mass respectively.
Carbonaceous species can be grouped into elemental carbon (EC) and organic carbon (OC). EC (occasionally called black carbon) is formed from the incomplete combustion of materials containing carbon, whereas OC can either be released directly into the atmosphere (primary OC) or produced from gas-to-particle reactions (secondary OC) [190]. OC embodies a mixture of hundreds of organic compounds, some of which are mutagenic and/or carcinogenic, such as PAHs, polychlorinated dibenzo-p-dioxins, and dibenzofurans (PCDD/Fs) [191].
5. Discussion
Our review, which examined literature on the biological and chemical components of PM provides important insights into the link between exposure to these constituents of PM and health outcomes. It is remarkable that most of the literature reviewed showed the contribution of PM components to observed health effects. This proved that exposure to PM alone does not trigger or cause health response but also its components, which often determine its toxicity.
Unlike the chemical components of PM, the impact of biogenic aerosols (bioaerosols) on health relating to inhalation of PM has not been well understood. A sizeable portion of airborne PM are bioaerosols accounting for between 5% and 10% of the urban and rural PM composition [36,37,39]. These bioaerosols are mostly fungi, bacteria, endotoxins, plant pollen, and spore material, all of which have the potential to illicit allergic symptoms. One could say that the individual effects of bioaerosols and PM as well as their synergistic effects, can aggravate respiratory allergy and other pulmonary diseases. Findings from our review of literature show that endotoxins are an important component of PM and are associated the progression of airway diseases [43]. Reduced functioning of the lungs, occurrence of asthma and other pulmonary diseases were reported among children and adults who were exposed to an elevated concentration of endotoxins [48,53,54,55,56,57,58]. Exposure to endotoxins on PM10 particles in a toxicological study resulted in elicited upregulation of the Platelet-derived growth factor (PDGF) [110]. Elsewhere, PM10 with relatively high levels of endotoxin induces proinflammatory cytokine release via an endotoxin-dependent mechanism [63]. Furthermore, fungal spores and pollen grains associated with PM are known risk factor for inflammatory responses such as asthma [80,81,82,83,84,85,86].
In addition, the association between the different chemical components of PM and adverse health effects were reported by several studies [101,103,104,106,108,112,115]. Bell et al. [94] reported that increased exposure to metals in PM2.5 such as Zn, Al, V, Si, and Ni, resulted in an incidence of low birth weight among pregnant women. Formation of reactive oxygen species and subsequent lung injury, inflammation, and airway hyper responsiveness that resulted in airflow limitation and symptoms of asthma was recorded among healthy volunteers that were exposed to metals in PM in a toxicological study [102]. In a cross-sectional study of non-smoking individuals, an exposure to V, Fe and Ni contents of PM2.5 were significantly associated with systolic blood pressure and pulse pressure [17].
Moreover, increased hospitalizations for respiratory and cardiac illnesses were recorded among the general population in British Columbia who were exposed to mineral dust in PM10 [109]. Burnette et al. [107] reported that a 13-μg/m3 increase in sulfates coated-PM was associated with a 3.7% increase in respiratory admissions and a 2.8% increase in cardiac admissions for all age groups in Canada. In totality, the studies considered in our review implicated the different biological and chemical constituents of PM in the causation of ill health.
6. Conclusions
In summary, findings from studies reviewed in this paper made it clear that though the particulate matter is a complex heterogeneous mix of remarkably small particles and gases that are capable of inducing adverse health effects in humans. Its biological and chemical components are culpable for the different health outcomes observed in humans. This implies that health effects linked to exposure to particulate matter are dependent on the physical properties, and the chemical and biological compositions of the particulate matter. Bringing into bare the components of particulate matter that drive the association between exposure and particulate-induced health outcomes is crucial to public health, and allow for more operative regulatory guidelines that will improve outdoor air pollution and thereby prolong human lives. Moreover, it is only with this information that strategies aimed at effectively managing the menace of particulate matter in the environment, so as to ensure environmental sustainability, can be developed. It will also provide evidence that will inform policy in the establishment of standard guidelines for the biological and chemical constituents of particulate matter rather than the total mass of ambient particulate matter. It is worth mentioning that there were no or very few studies reported from the low income and middle-income countries. With the upsurge in human population, industrialization, urbanization, modernisation and its attendant increase in vehicular emissions, studies on the health outcomes of exposure to inhalable and respirable particulate matter in these countries should be given more priority. In addition, more studies are needed to better understand the contribution of the combination of the biological and the chemical components of particulate matter to documented health-end points, which have not been fully understood.
Acknowledgments
We thank the Tshwane University of Technology, Pretoria, South Africa.
Author Contributions
Oyewale Mayowa Morakinyo, Matlou Ingrid Mokgobu, Murembiwa Stanley Mukhola and Raymond Paul Hunter conceived and designed the literature review. Oyewale Mayowa Morakinyo performed the literature search, and drafted the manuscript. Matlou Ingrid Mokgobu, Murembiwa Stanley Mukhola, and Raymond Paul Hunter critically reviewed the manuscript for important intellectual content. All authors read and approved the final manuscript.
Conflicts of Interest
The authors declare no conflict of interest.
References
- 1.Gilmour M.I., Koren H.S. Interaction of inhaled particles with the immune system. In: Gehr P., Heyder J., editors. Particle–Lung Interactions. Lung Biology in Health and Disease. Vol. 143. Marcel Dekker, Inc.; New York, NY, USA: 2000. pp. 629–647. [Google Scholar]
- 2.WHO Ambient (Outdoor) Air Quality and Health. [(accessed on 25 February 2016)]. Available online: http://www.who.int/mediacentre/factssheet/fs313/en/
- 3.Brauer M., Amann M., Burnett R.T., Cohen A., Dentener F., Ezzati M., Henderson S.B., Krzyzanowski M., Martin R.V., Van Dingenen R., et al. Exposure assessment for estimation of the global burden of disease attributable to outdoor air pollution. Environ. Sci. Technol. 2012;46:652–660. doi: 10.1021/es2025752. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Kim K.H., Jahan S.A., Kabir E., Brown R.J.C. A review of airborne polycyclic aromatic hydrocarbons (PAHs) and their human health effects. Environ. Int. 2013;60:71–80. doi: 10.1016/j.envint.2013.07.019. [DOI] [PubMed] [Google Scholar]
- 5.USEPA Particulate Matter. [(accessed on 26 February 2016)];2012 Available online: http://www.epa.gov/airquality/particlepollution/
- 6.Brunekreef B., Holgate S.T. Air pollution and health. Lancet. 2002;360:1233–1242. doi: 10.1016/S0140-6736(02)11274-8. [DOI] [PubMed] [Google Scholar]
- 7.Kelly F.J., Fussell J.C. Size, source and chemical composition as determinants of toxicity attributable to ambient particulate matter. Atmos. Environ. 2012;60:504–526. doi: 10.1016/j.atmosenv.2012.06.039. [DOI] [Google Scholar]
- 8.Brown J.S., Gordon T., Price O., Asgharian B. Thoracic and respirable particle definitions for human health risk assessment. Particle Fibre Toxcicol. 2013;10:12. doi: 10.1186/1743-8977-10-12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Dongarrà G., Manno E., Varrica D., Lombardo M., Vultaggio M. Study on ambient concentrations of PM10, PM10-2.5, PM2.5 and gaseous pollutants. Trace elements and chemical speciation of atmospheric particulates. Atmos. Environ. 2010;44:5244–5257. doi: 10.1016/j.atmosenv.2010.08.041. [DOI] [Google Scholar]
- 10.Kim E., Hopke P.K., Pinto J.P., Wilson W.E. Spatial variability of fine particle mass, components, and source contributions during the regional air pollution study in St. Louis. Environ. Sci. Technol. 2005;39:4172–4179. doi: 10.1021/es049824x. [DOI] [PubMed] [Google Scholar]
- 11.Peng R.D., Dominici F., Pastor-Barriuso R., Zeger S.L., Samet J.M. Seasonal analyses of air pollution and mortality in 100 U.S. cities. Am. J. Epidemiol. 2005;161:585–594. doi: 10.1093/aje/kwi075. [DOI] [PubMed] [Google Scholar]
- 12.Oeder S., Dietrich S., Weichenmeier I., Schober W., Pusch G., Jörres R.A., Schierl R., Nowak D., Fromme H., Behrendt H., et al. Toxicity and elemental composition of particulate matter from outdoor and indoor air of elementary schools in Munich, Germany. Indoor Air. 2012;22:148–158. doi: 10.1111/j.1600-0668.2011.00743.x. [DOI] [PubMed] [Google Scholar]
- 13.Haas D., Galler H., Luxner J., Zarfel G., Buzina W., Fried H., Marth E., Habib J., Reinthaler F.F. The concentrations of culturable microorganisms in relation to particulate matter in urban air. Atmos. Environ. 2013;65:215–222. doi: 10.1016/j.atmosenv.2012.10.031. [DOI] [Google Scholar]
- 14.Meklin T., Reponen T., Toivola M., Koponen V., Husman T., Hyvärinen A., Nevalainen A. Size distributions of airborne microbes in moisture-damaged and reference school buildings of two construction types. Atmos Environ. 2002;36:6031–6039. doi: 10.1016/S1352-2310(02)00769-0. [DOI] [Google Scholar]
- 15.Terzi E., Argyropoulos G., Bougatioti A., Mihalopoulos N., Nikolaou K., Samara C. Chemical composition and mass closure of ambient PM10 at urban sites. Atmos Environ. 2010;44:2231–2239. doi: 10.1016/j.atmosenv.2010.02.019. [DOI] [Google Scholar]
- 16.Lin C., Chen S., Huang K., Lee W., Lin W., Liao C., Chaung H., Chiu C. Water-soluble ions in nano/ultrafine/fine/coarse particles collected near a busy road and at a rural site. Environ. Pollut. 2007;145:562–570. doi: 10.1016/j.envpol.2006.04.023. [DOI] [PubMed] [Google Scholar]
- 17.Jacobs L., Buczynska A., Walgraeve C., Delcloo A., Potgieter-Vermaak S., Grieken R., Demeestere K., Dewulf J., Langenhove H., Backer H., et al. Acute changes in pulse pressure in relation to constituents of particulate air pollution in elderly persons. Environ. Res. 2012;117:60–67. doi: 10.1016/j.envres.2012.05.003. [DOI] [PubMed] [Google Scholar]
- 18.Liu C., Ying Z., Harkema J., Sun Q., Rajagopalan S. Epidemiological and experimental links between air pollution and Type 2 diabetes. Toxicol. Pathol. 2013;41:361–373. doi: 10.1177/0192623312464531. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Meister K., Johansson C., Forsberg B. Estimated short-term effects of coarse particles on daily mortality in Stockholm, Sweden. Environ. Health Perspect. 2012;120:431–436. doi: 10.1289/ehp.1103995. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Proietti E., Roosli M., Frey U., Latzin P. Air pollution during pregnancy and neonatal outcome: A review. J. Aerosol. Med. Pulmonary Drug Deliv. 2013;26:9–23. doi: 10.1089/jamp.2011.0932. [DOI] [PubMed] [Google Scholar]
- 21.Rückerl R., Schneider A., Breitner S., Cyrys J., Peters A. Health effects of particulate air pollution: A review of epidemiological evidence. Inhal. Toxicol. 2011;23:555–592. doi: 10.3109/08958378.2011.593587. [DOI] [PubMed] [Google Scholar]
- 22.Shah P.S., Balkhair T. Air pollution and birth outcomes: A systematic review. Environ. Int. 2011;37:498–516. doi: 10.1016/j.envint.2010.10.009. [DOI] [PubMed] [Google Scholar]
- 23.Zhou M., He G., Liu Y., Yin P., Li Y., Kan H., Fan M., Xue A., Fan M. The associations between ambient air pollution and adult respiratory mortality in 32 major Chinese cities, 2006–2010. Environ. Res. 2015;137:278–286. doi: 10.1016/j.envres.2014.12.016. [DOI] [PubMed] [Google Scholar]
- 24.Donaldson K., MacNee W. Potential mechanism of adverse pulmonary and cardiovascular effects of particulate air pollution (PM10) Int. J. Hyg. Environ. Health. 2001;203:411–415. doi: 10.1078/1438-4639-00059. [DOI] [PubMed] [Google Scholar]
- 25.Gilmour M.I., Jaakkola M.S., London S.J., Nel A.E., Rogers C.A. How exposure to environmental tobacco smoke, outdoor air pollutants, and increased pollen burdens influences the incidence of asthma. Environ. Health Perspect. 2006;114:627–633. doi: 10.1289/ehp.8380. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Jaenicke R. Abundance of cellular material and proteins in the atmosphere. Science. 2005;308:73. doi: 10.1126/science.1106335. [DOI] [PubMed] [Google Scholar]
- 27.Hargreaves M., Parappukkaran S., Morawska L., Hitchins J., Congrong H., Gilbert D. A pilot investigation into associations between indoor airborne fungal and non-biological particle concentrations in residential houses in Brisbane. Sci. Total Environ. 2003;312:89–101. doi: 10.1016/S0048-9697(03)00169-4. [DOI] [PubMed] [Google Scholar]
- 28.Heikkienen M.S.A., Hjelmroos-Koski M.K., Haggblom M.M., Macher J.M. Bioaerosols. In: Ruzer L.S., Harley N.H., editors. Aerosols Handbook. CRC Press; Boca Raton, FL, USA: 2005. pp. 291–342. [Google Scholar]
- 29.Stetzenbach L.D. Manual of Environmental Microbiology. ASM Press; Washington, DC, USA: 1997. Introduction to aerobiology; pp. 619–628. [Google Scholar]
- 30.Boreson J., Dillner A.M., Peccia J. Correlating bioaerosol load with PM2.5 and PM10cf concentrations: A comparison between natural desert and urban-fringe aerosols. Atmos. Environ. 2004;38:6029–6041. doi: 10.1016/j.atmosenv.2004.06.040. [DOI] [Google Scholar]
- 31.Pillai S.D., Ricke S.C. Bioaerosols from municipal and animal wastes: Background and contemporary issues. Can. J. Microbiol. 2002;48:681–696. doi: 10.1139/w02-070. [DOI] [PubMed] [Google Scholar]
- 32.Taylor E.J. Dorland's Medical Dictionary. W.B. Saunders Co.; Philadelphia, PA, USA: 1988. [Google Scholar]
- 33.Thompson W.A.R. Black's Medical Dictionary. 3rd ed. Adam and Charles Black; London, UK: 1981. [Google Scholar]
- 34.Stanley R.G., Linskins H.F. Pollen: Biology, Chemistry and Management. Springer-Verlag; Berlin, Germany: 1974. [Google Scholar]
- 35.Gregory P.H. The Microbiology of the Atmosphere. 2nd ed. Leonard Hall; Aylesbury, UK: 1973. [Google Scholar]
- 36.Bauer H., Claeys M., Vermeylen R., Schueller E., Weinke G., Berger A., Puxbaum H. Arabitol and mannitol as tracers for a quantification of airborne fungal spores. Atmos. Environ. 2008;42:588–593. doi: 10.1016/j.atmosenv.2007.10.013. [DOI] [Google Scholar]
- 37.Menetrez M.Y., Foarde K.K., Webber T.D., Dean T.R., Betancourt D.A. An evaluation of the protein mass of particulate matter. Atmos. Environ. 2007;41:8264–8274. doi: 10.1016/j.atmosenv.2007.06.021. [DOI] [Google Scholar]
- 38.Womiloju T.O., Miller J.D., Mayer P.M., Brook J.R. Methods to determine the biological composition of particular matter collected from outdoor air. Atmos. Environ. 2003;37:4335–4344. doi: 10.1016/S1352-2310(03)00577-6. [DOI] [Google Scholar]
- 39.D’Amato G. Environmental urban factors (air pollution and allergens) and the rising trends in allergic respiratory diseases. Allergy. 2002;57:S30–S33. doi: 10.1034/j.1398-9995.57.s72.5.x. [DOI] [PubMed] [Google Scholar]
- 40.Monn C. Exposure assessment of air pollutants: A review on spatial heterogeneity and indoor/outdoor/personal exposure to suspended particulate matter, nitrogen dioxide and ozone. Atmos. Environ. 2001;35:1–32. doi: 10.1016/S1352-2310(00)00330-7. [DOI] [Google Scholar]
- 41.Lierl M.B., Hornung R.W. Relationship of outdoor air quality to pediatric asthma exacerbations. Ann. Allergy Asthma Immunol. 2003;90:28–33. doi: 10.1016/S1081-1206(10)63610-1. [DOI] [PubMed] [Google Scholar]
- 42.Adhikari A., Reponen T., Grinshpun S.A., Martuzevicius D., LeMasters G. Correlation of ambient inhalable bioaerosols with particulate matter and ozone: A two-year study. Environ. Pollut. 2006;140:16–28. doi: 10.1016/j.envpol.2005.07.004. [DOI] [PubMed] [Google Scholar]
- 43.Husman T. Health effects of indoor-air microorganisms. Scand. J. Work Environ. Health. 1996;22:5–13. doi: 10.5271/sjweh.103. [DOI] [PubMed] [Google Scholar]
- 44.Schwartz D.A., Thorne P.S., Yagla S.J., Burnmeister L.F., Denchuck S.A., Watt J.L. The role of endotoxin in grain dust induced lung disease. A J. Respir. Crit. Care Med. 1995;152:503–600. doi: 10.1164/ajrccm.152.2.7633714. [DOI] [PubMed] [Google Scholar]
- 45.Targonski P., Persky V., Rameskrishnan V. Effect of environmental moulds on risk of death from asthma during the pollen season. J. Allergy Clin. Immunol. 1995;95:955–961. doi: 10.1016/S0091-6749(95)70095-1. [DOI] [PubMed] [Google Scholar]
- 46.Beutler B., Rietschel E.T. Innate immune sensing and its roots: The story of endotoxin. Nat. Rev. Immunol. 2003;3:169–176. doi: 10.1038/nri1004. [DOI] [PubMed] [Google Scholar]
- 47.Allen J., Bartlett K., Graham M., Jackson P. Ambient concentrations of airborne endotoxin in two cities in the interior of British Columbia. Can. J. Environ. Monit. 2011;13:631–640. doi: 10.1039/c0em00235f. [DOI] [PubMed] [Google Scholar]
- 48.Nilsson S., Merritt A.S., Bellander T. Endotoxins in urban air in Stockholm, Sweden. Atmos. Environ. 2011;45:266–270. doi: 10.1016/j.atmosenv.2010.09.037. [DOI] [Google Scholar]
- 49.Carty C.L., Gehring U., Cyrys J., Bischof W., Heinrich J. Seasonal variability of endotoxin in ambient fine particulate matter. J. Environ. Monit. 2003;5:953–958. doi: 10.1039/b308488d. [DOI] [PubMed] [Google Scholar]
- 50.Mueller-Anneling L., Avol J.M.P., Thorne P.S. Ambient endotoxin concentrations in PM10 from Southern California. Environ. Health Perspect. 2004;112:583. doi: 10.1289/ehp.6552. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 51.Tager I.B., Lurmann F.W., Haight T., Alcorn S., Penfold B., Hammond S.K. Temporal and spatial patterns of ambient endotoxin concentrations in Fresno, California. Environ. Health Perspect. 2010;118:1490–1496. doi: 10.1289/ehp.0901602. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Monn C., Koren H.S. Bioaerosols in ambient air particulates: A review and research needs. Environ. Health. 1999;14:79–89. doi: 10.1515/REVEH.1999.14.2.79. [DOI] [PubMed] [Google Scholar]
- 53.Abbing-Karahagopian V., van der Gugten A.C., van der Ent C.K., Uiterwaal C., de Jongh M., Oldenwening M., Brunekreef B., Gehring U. Effect of endotoxin and allergens on neonatal lung function and infancy respiratory symptoms and eczema. Pediatr. Allergy Immunol. 2012;23:448–455. doi: 10.1111/j.1399-3038.2012.01296.x. [DOI] [PubMed] [Google Scholar]
- 54.Bolte G., Bischof W., Borte M., Lehmann I., Wichmann H.E., Heinrich J., LISA Study Group Early endotoxin exposure and atopy development in infants: Results of a birth cohort study. Clin. Exp. Allergy. 2003;33:770–776. doi: 10.1046/j.1365-2222.2003.01665.x. [DOI] [PubMed] [Google Scholar]
- 55.Liebers V., Raulf-Heimsoth M., Brüning T. Health effects due to endotoxin inhalation (review) Arch. Toxicol. 2008;82:203–210. doi: 10.1007/s00204-008-0290-1. [DOI] [PubMed] [Google Scholar]
- 56.Rabinovitch N., Liu A.H., Zhang L., Rodes C.E., Foarde K., Dutton S.J., Murphy J.R., Gelfand E.W. Importance of the personal endotoxin cloud in school-age children with asthma. J. Allergy Clin. Immunol. 2005;116:1053–1057. doi: 10.1016/j.jaci.2005.08.045. [DOI] [PubMed] [Google Scholar]
- 57.Loh L.C., Vyas B., Kanabar V., Kemeny D.M., O’Connor B.J. Inhaled endotoxin in healthy human subjects, A dose-related study on systemic effects and peripheral CD4þ and CD8þ T cells. Respir. Med. 2006;100:519–528. doi: 10.1016/j.rmed.2005.06.003. [DOI] [PubMed] [Google Scholar]
- 58.Thorn J. The inflammatory response in humans after inhalation of bacterial endotoxin: A review. Inflammation. 2001;50:254–261. doi: 10.1007/s000110050751. [DOI] [PubMed] [Google Scholar]
- 59.Guastadisegni C., Kelly F.J., Cassee F.R., Gerlofs-Nijland M.E., Janssen N.A.H., Pozzi R., Brunekreef B., Sandstorm T., Mudway I.S. Determinants of the pro-inflammatory action of ambient particulate matter in immortalised murine macrophages. Environ. Health Perspect. 2010;118:1728–1734. doi: 10.1289/ehp.1002105. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 60.Shang Y., Zhu T., Lenz A.G., Frankenberger B., Tian F., Chen C., Stoeger T. Reduced in vitro toxicity of fine particulate matter collected during the 2008 summer Olympic Games in Beijing: The roles of chemical and biological components. Toxicol. In Vitro. 2013;27:2084–2093. doi: 10.1016/j.tiv.2013.08.004. [DOI] [PubMed] [Google Scholar]
- 61.Alexis N.E., Lay J.C., Zeman K., Bennett W.E., Peden D.B., Soukup J.M., Devlin R.B., Becker S. Biological material on inhaled coarse fraction particulate matter activates airway phagocytes in vivo in healthy volunteers. J. Allergy Clin. Immunol. 2006;117:1396–1403. doi: 10.1016/j.jaci.2006.02.030. [DOI] [PubMed] [Google Scholar]
- 62.Degobbi C., Hila P. Endotoxin as modifier of particulate matter toxicity: A review of the literature. Aerobiol. 2011;27:97–105. doi: 10.1007/s10453-010-9179-6. [DOI] [Google Scholar]
- 63.Osornio-Vargas A.R., Bonner J.C., Alfaro-Moreno E., Martínez L., García-Cuellar C., Rosales S.P., Miranda J., Rosas I. Pro-inflammatory and cytotoxic effects of Mexico city air pollution particulate matter in vitro are dependent on particle size and composition. Environ. Health Perspect. 2003;111:1289. doi: 10.1289/ehp.5913. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 64.Ryan P.H., Bernstein D.I., Lockey J., Reponen T., Levin L., Grinshpun S., Villareal M., Hershey G.K.K., Burkle J., LeMasters G. Exposure to traffic related particles and endotoxin during infancy is associated with wheezing at age 3 years. Am. J. Respir. Crit. Care Med. 2009;180:1068–1075. doi: 10.1164/rccm.200808-1307OC. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 65.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;155:245–252. doi: 10.1006/taap.1998.8591. [DOI] [PubMed] [Google Scholar]
- 66.Ning Y., Imrich A., Goldsmith C.A., Qin G., Kobzik L. Alveolar macrophage cytokine production in response to air particles in vitro: Role of endotoxin. J. Toxicol. Environ. Health. 2000;59:165–180. doi: 10.1080/009841000156952. [DOI] [PubMed] [Google Scholar]
- 67.Gangamma S. Airborne particulate matter associated endotoxin and proinflammatory responses. J. Allergy Clin. Immunol. 2012;130:1012–1013. doi: 10.1016/j.jaci.2012.07.033. [DOI] [PubMed] [Google Scholar]
- 68.Bowers R.M., Sullivan A.P., Costello E.K., Collett J.L., Jr., Knight R., Fierer N. Sources of bacteria in outdoor air across cities in the Midwestern United States. Appl. Environ. Microbiol. 2011 doi: 10.1128/AEM.05498-11. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 69.Brodie E.L., DeSantis T.Z., Parker J.P.M., Zubietta I.X., Piceno Y.M., Andersen G.L. Urban aerosols harbourharbor diverse and dynamic bacterial populations. Proc. Natl. Acad. Sci. USA. 2007;104:299–304. doi: 10.1073/pnas.0608255104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 70.Elbert W., Taylor P.E., Andreae M.O., P¨oschl U. Contribution of fungi to primary biogenic aerosols in the atmosphere: Wet and dry discharged spores, carbohydrates, and inorganic ions. Atmos. Chem. Phys. 2007;7:4569–4588. doi: 10.5194/acp-7-4569-2007. [DOI] [Google Scholar]
- 71.Fang Z.G., Ouyang Z.Y., Zheng H., Wang X.K., Hu L.F. Culturable airborne bacteria in outdoor environments in Beijing, China. Microb. Ecol. 2007;54:487–496. doi: 10.1007/s00248-007-9216-3. [DOI] [PubMed] [Google Scholar]
- 72.Shaffer B.T., Lighthart B. Survey of culturable airborne bacteria at four diverse locations in Oregon: Urban, rural, forest, and coastal. Microb. Ecol. 1997;34:167–177. doi: 10.1007/s002489900046. [DOI] [PubMed] [Google Scholar]
- 73.Maron P.A., Mougel C., Lejon D.P.H., Carvalho E., Bizet K., Marck G., Cubito N., Lemanceau P., Ranjard L. Temporal variability of airborne bacterial community structure in an urban area. Atmos. Environ. 2006;40:8074–8080. doi: 10.1016/j.atmosenv.2006.08.047. [DOI] [Google Scholar]
- 74.Polymenakou P.N., Mandalakis M., Stephanou E.G., Tselepides A. Particle size distribution of airborne microorganisms and pathogens during an intense African dust event in the Eastern Mediterranean. Environ. Health Perspect. 2008;116:292–296. doi: 10.1289/ehp.10684. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 75.Frohlich-Nowoisky J., Pickersgill D.A., Despres V.R., Poschl U. High diversity of fungi in air particulate matter. Proc. Natl. Acad. Sci. USA. 2009;106:12814–12819. doi: 10.1073/pnas.0811003106. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 76.Zhang T., Engling G., Chan C., Zhang Y., Zhang Z., Lin M., Xue-Fang S.X., Li Y.D., Li Y. Contribution of fungal spores to particulate matter in a tropical rainforest. Environ. Res. Lett. 2010;5 doi: 10.1088/1748-9326/5/2/024010. [DOI] [Google Scholar]
- 77.Glikson M., Rutherford S., Simpson R.W., Mitchel L.C.A., Yago A. Microscopic and submicron components of atmospheric particulate matter during high asthma periods in Brisbane, Queensland, Australia. Atmos. Environ. 1995;29:549–562. doi: 10.1016/1352-2310(94)00278-S. [DOI] [Google Scholar]
- 78.Kendrick B. In: Fungal Allergens Sampling and Identifying Allergenic Pollens and Moulds. Smith E.G., editor. Blewstone Press; San Antonio, CA, USA: 1990. pp. 134–164. [Google Scholar]
- 79.Risse U., Tomczok J., Huss-Marp J., Darsow U., Behrendt H. Health-relevant interaction between airborne particulate matter and aeroallergens (pollen) J. Aerosol. Sci. 2000;31:S27–S28. doi: 10.1016/S0021-8502(00)90033-8. [DOI] [Google Scholar]
- 80.Cakmak S., Dales R.E., Burnett R.T., Judek S., Coates F., Brook J.R. Effects of airborne allergens on emergency visits by children for conjunctivitis and rhinitis. Lancet. 2002;359:947–948. doi: 10.1016/S0140-6736(02)08045-5. [DOI] [PubMed] [Google Scholar]
- 81.Adhikari A., Sen M.M., Gupta-Bhattacharya S., Chanda S. Airborne viable, non-viable, and allergenic fungi in a rural agricultural area of India: A 2-year study at five outdoor sampling stations. Sci. Total Environ. 2004;326:123–141. doi: 10.1016/j.scitotenv.2003.12.007. [DOI] [PubMed] [Google Scholar]
- 82.Bush R.K., Portnoy J.M. The role and abatement of fungal allergens in allergic diseases. J. Allergy Clin. Immunol. 2001;107:S430–S440. doi: 10.1067/mai.2001.113669. [DOI] [PubMed] [Google Scholar]
- 83.Dales R.E., Cakmak S., Judek S., Dann T., Coates F., Brook J.R., Burnett R.T. The role of fungal spores in thunderstorm asthma. Chest. 2003;123:745–750. doi: 10.1378/chest.123.3.745. [DOI] [PubMed] [Google Scholar]
- 84.Chapman J.A. Update on airborne mould and mould allergy. Allergy Asthma Proc. 1999;20:289–292. doi: 10.2500/108854199778251889. [DOI] [PubMed] [Google Scholar]
- 85.Solomon W.R. Airborne pollen: A brief life. J. Allergy Clin. Immunol. 2002;109:895–900. doi: 10.1067/mai.2002.125556. [DOI] [PubMed] [Google Scholar]
- 86.Hasnain S.M., Al-Frayh A.S., Al-Suwaine A., Gad-El-Rab M.O., Fatima K., Al-Sedairy S. Cladosporium and respiratory allergy: Diagnostic implications in Saudi Arabia. Mycopathologia. 2004;157:171–179. doi: 10.1023/B:MYCO.0000020592.72238.a6. [DOI] [PubMed] [Google Scholar]
- 87.Raes F., Van Dingenen R., Vignati E., Wilson J., Putaud J.P., Seinfeld J.H., Adams P. Formation and cycling of aerosols in the global troposphere. Atmos. Environ. 2000;34:4215–4240. doi: 10.1016/S1352-2310(00)00239-9. [DOI] [Google Scholar]
- 88.Williams J., de Reus M., Krejci R., Fischer H., Strom J. Application of the variability-size relationship to atmospheric aerosol studies: Estimating aerosol lifetimes and ages. Atmos. Chem. Phys. 2002;2:133–145. doi: 10.5194/acp-2-133-2002. [DOI] [Google Scholar]
- 89.Bell M.L., Ebisu K., Peng R.D., Samet J.M., Dominici F. Hospital admissions and chemical composition of fine particle air pollution. Am. J. Respir. Crit. Care Med. 2009;12:1115–1120. doi: 10.1164/rccm.200808-1240OC. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 90.Peng R.D., Bell M.L., Geyh A.S., McDermott A., Zeger S.L., Samet J.M., Dominici F. Emergency admissions for cardiovascular and respiratory diseases and the chemical composition of fine particle air pollution. Environ. Health Perspect. 2009;117:957–963. doi: 10.1289/ehp.0800185. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 91.Ostro B., Feng W.Y., Broadwin R., Green S., Lipsett M. The effects of components of fine particulate air pollution on mortality in California: Results from CALFINE. Environ. Health Perspect. 2007;115:13–19. doi: 10.1289/ehp.9281. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 92.Zanobetti A., Franklin M., Koutrakis P., Schwartz J. Fine particulate air pollution and its components in association with cause-specific emergency admissions. Environ. Health. 2009;8:58. doi: 10.1186/1476-069X-8-58. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 93.Franklin M., Koutrakis P., Schwartz J. The role of particle composition on the association between PM2.5 and mortality. Epidemiology. 2008;19:680–689. doi: 10.1097/EDE.0b013e3181812bb7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 94.Bell M.L., Belanger K., Ebisu K., Gent J.F., Lee H.J., Koutrakis P., Leaderer B.P. Prenatal exposure to fine particulate matter and birth weight: Variations by particulate constituents and sources. Epidemiology. 2010;21:884–891. doi: 10.1097/EDE.0b013e3181f2f405. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 95.Brunekreef B. The colour of smoke. Epidemiology. 2010;21:903–904. doi: 10.1097/EDE.0b013e3181f4e1e6. [DOI] [PubMed] [Google Scholar]
- 96.Li R., Wiedinmyer C., Baker K.R., Hannigan M.P. Characterization of coarse particulate matter in the western United States: A comparison between observation and modeling. Atmos. Chem. Phys. Discuss. 2012;12:11445–11484. doi: 10.5194/acpd-12-11445-2012. [DOI] [Google Scholar]
- 97.Shang Z., Cheng L., Yu Q., He L., Lu Z. Changing characteristics on dust storm in Jiangsu. Open J. Air Pollut. 2012;1:67–73. doi: 10.4236/ojap.2012.13009. [DOI] [Google Scholar]
- 98.Wang Y., Hopke P.K., Chalupa D.C., Utell M.J. Effect of the shutdown of a coal-fired power plant on urban ultrafine particles and other pollutants. Aerosol Sci. Tech. 2011;45:1245–1249. doi: 10.1080/02786826.2011.588730. [DOI] [Google Scholar]
- 99.Schlesinger R.B., Kunzli N., Hidy G.M., Gotschi T., Jerrett M. The health relevance of ambient particulate matter characteristics: Coherence of toxicological and epidemiological inferences. Inhal. Toxicol. 2006;18:95–125. doi: 10.1080/08958370500306016. [DOI] [PubMed] [Google Scholar]
- 100.Department of Health . Committee on the Medical Effects of Air Pollutants: Asthma and Outdoor Air Pollutants. HMSO; London, UK: 1995. [Google Scholar]
- 101.Diaz R.V., Dominguez E.R. Health risk by inhalation of PM (2.5) in the metropolitan zone of the City of Mexico. Ecotox Environ. Safety. 2009;72:866–871. doi: 10.1016/j.ecoenv.2008.09.014. [DOI] [PubMed] [Google Scholar]
- 102.Gavett S.H., Koren H.S. The role of particulate matter in exacerbation of atopic asthma. Int. Arch. Immunol. 2001;124:109–112. doi: 10.1159/000053685. [DOI] [PubMed] [Google Scholar]
- 103.Boffetta P., Jourenkova N., Gustavsson P. Cancer risk from occupational and environmental exposure to polycyclic aromatic hydrocarbons. Cancer Causes Control. 1997;8:444–472. doi: 10.1023/A:1018465507029. [DOI] [PubMed] [Google Scholar]
- 104.Perera F., Rauh V., Tsai W.Y., Kinney P., Camann D., Barr D., Bernert T., Garfinkel R., Tu Y., Diaz D., et al. Effects of transplacental exposure to environmental pollutants on birth outcomes in a multiethnic population. Environ. Health Perspect. 2003;111:201–205. doi: 10.1289/ehp.5742. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 105.Edwards S.C., Jedrychowski W., Butscher M., Camann D., Kieltyka A., Mroz E., Flak E., Li Z., Wang S., Rauh V. Prenatal exposure to airborne polycyclic aromatic hydrocarbons and children’s intelligence at 5 years of age in a prospective cohort study in Poland. Environ. Health Perspect. 2010;118:1326–1331. doi: 10.1289/ehp.0901070. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 106.Pope C.A., Thun M.J., Namboodiri M.M., Dockery D.W., Evans J.S., Speizer F.E., Heath C.W. Particulate air pollution as a predictor of mortality in a prospective study of U.S. adults. Am. J. Respir. Crit. Care Med. 1995;151:669–674. doi: 10.1164/ajrccm/151.3_Pt_1.669. [DOI] [PubMed] [Google Scholar]
- 107.Burnett R.T., Dales R., Krewski D., Vincent R., Dann T., Brook J.R. Associations between ambient particulate sulfate and admissions to Ontario hospitals for cardiac and respiratory diseases. Am. J. Epidemiol. 1995;142:15–22. doi: 10.1093/oxfordjournals.aje.a117540. [DOI] [PubMed] [Google Scholar]
- 108.Delfino R.J., Murphy-Moulton A.M., Burnett R.T., Brook J.R., Becklake M.R. Effects of air pollution on emergency room visits for respiratory illnesses in Montreal, Quebec. Am. J. Respir. Crit. Care Med. 1997;155:568–575. doi: 10.1164/ajrccm.155.2.9032196. [DOI] [PubMed] [Google Scholar]
- 109.Bennet C.M., McKendry I.G., Kelly S., Denike K., Koch T. Impact of the 1998 Gobi dust event on hospital admissions in the lower Fraser Valley, British Columbia. Sci. Total Environ. 2006;366:918–925. doi: 10.1016/j.scitotenv.2005.12.025. [DOI] [PubMed] [Google Scholar]
- 110.Bonner J.C., Rice A.B., Lindroos P.M., O’Brian P.O., Dreher K.L., Rosas I. Introduction of the lung myofibroblast PDGF receptor system by urban ambient particles from Mexico city. Am. J. Resp. Cell Mol. Biol. 1998;19:672–680. doi: 10.1165/ajrcmb.19.4.3176. [DOI] [PubMed] [Google Scholar]
- 111.Dockery D.W., Luttman-Gibson H., Rich D.Q., Link M.S., Mittleman M.A., Gold D.R., Koutrakis P., Schwartz J.D., Verrier R.L. Association of air pollution with increased incidence of ventricular tachyarrhythmias recorded by implanted cardioverter defibrillators. Environ. Health Perspect. 2005;113:670–674. doi: 10.1289/ehp.7767. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 112.Frampton M.W., Ghio A.J., Samet J.M., Carson J.L., Carter J.D., Devlin R.B. Effects of aqueous extracts of PM10 filters from the Utah Valley on human airway epithelial cells. Am. J. Phys. 1999;277:L970–L967. doi: 10.1152/ajplung.1999.277.5.L960. [DOI] [PubMed] [Google Scholar]
- 113.Ghio A.J., Kim C., Devlin R.B. Concentrated ambient air particles induce mild pulmonary inflammation in healthy human volunteers. Am. J. Respir. Crit. Care Med. 2000;162:981–988. doi: 10.1164/ajrccm.162.3.9911115. [DOI] [PubMed] [Google Scholar]
- 114.Hsu S.I., Ito K., Lippmann M. Effects of thoracic and fine PM and their components on heart rate and pulmonary function and COPD patients. J. Exp. Sci. Environ. Med. 2011;21:464–472. doi: 10.1038/jes.2011.7. [DOI] [PubMed] [Google Scholar]
- 115.Lall R., Ito K., Thurston G.D. Distributed lag analyses of daily admissions and source-apportioned fine particle air pollution. Environ. Health Perspect. 2011;119:455–460. doi: 10.1289/ehp.1002638. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 116.Strickland J., Lyndsey A., Darrow M., Klein M., Flanders W.D., Sarnet J.A., Waller L.A., Sarnat S.E., Mulholland J.A., Tolbert P.E. Short-term associations between ambient air pollutants and pediatric asthma emergency department visits. Am. J. Respir. Crit. Care Med. 2010;182:307–316. doi: 10.1164/rccm.200908-1201OC. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 117.Thurston G.D., Ito K., Hayes C.G., Bates D.V., Lippmann M. Respiratory hospital admissions and summertime haze air pollution in Toronto, Ontario: Consideration of the role of acid aerosols. Environ. Res. 1994;65:271–290. doi: 10.1006/enrs.1994.1037. [DOI] [PubMed] [Google Scholar]
- 118.Wellenius G.A., Burger M.R., Coull B.A., Schwartz J., Suh H.H., Koutrakis P., Schlaug G., Gold D.R., Mittlemen M.A. Ambient air pollution and the risk of acute ischemic stroke. Arch. Intern. Med. 2012;172:229–234. doi: 10.1001/archinternmed.2011.732. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 119.Zhou J., Ito K., Lall R., Lippman M., Thurston G. Time-series analysis of mortality effects of fine particulate matter components in Detroit and Seattle. Environ. Health Perspect. 2011;119:461–466. doi: 10.1289/ehp.1002613. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 120.Samara C., Voutsa D. Size distribution of airborne particulate matter and associated heavy metals in the roadside environment. Chemosphere. 2005;59:1197–1206. doi: 10.1016/j.chemosphere.2004.11.061. [DOI] [PubMed] [Google Scholar]
- 121.Pacyna J.M. In: Toxic Metals in the Atmospheres. Nriagu J.O., Davidson C.I., editors. Wiley; New York, NY, USA: 1986. pp. 2–32. [Google Scholar]
- 122.Hu X., Zhang Y., Ding Z., Wang T., Lian H., Sun Y., Wu J. Bioaccessibility and health risk of arsenic and heavy metals (Cd, Co, Cr, Cu, Ni, Pb, Zn and Mn) in TSP and PM2.5 in Nanjing, China. Atmos. Environ. 2012;57:146–152. doi: 10.1016/j.atmosenv.2012.04.056. [DOI] [Google Scholar]
- 123.Dye J.A., Lehman J.R., McGee J.K., Winset D.W., Ledbetter A.D., Everitt J.I., Ghio A.J., Costa D. Acute pulmonary toxicity of particle matter filter extracts in rats coherence with epidemiologic studies in Utah Valley residents. Environ. Health Perspect. 2001;109:395–403. doi: 10.1289/ehp.01109s3395. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 124.Sunm G., Crissman K., Norwood J., Richards J., Slade R., Hatch G.E. Oxidative interactions of synthetic lung epithelial lining fluid with metal-containing particulate matter. Am. J. Physiol. Lung Cell Mol. Physiol. 2001;281:1807–1815. doi: 10.1152/ajplung.2001.281.4.L807. [DOI] [PubMed] [Google Scholar]
- 125.Graff D.W., Cascio W.E., Brackhan J.A., Devlin R.B. Metal particulate matter components affect gene expression and beat frequency of neonatal rat ventricular myocytes. Environ. Health Perspect. 2004;112:792–798. doi: 10.1289/txg.6865. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 126.Li Z., Carter J.D., Dailey L.A., Huang Y.C. Pollutant particles produce vasoconstriction and enhance MAPK signaling via angiotensin type I receptor. Environ. Health Perspect. 2005;113:1009–1014. doi: 10.1289/ehp.7736. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 127.Costa X., Dreher X. Bioavailable transition metals in particulate matter mediate cardiopulmonary injury in healthy and compromised animal models. Environ. Health Perspect. 1997;105:S1053–S1060. doi: 10.1289/ehp.97105s51053. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 128.Manalis N., Grivas G., Protonotarios V., Moutsatsou A., Samara C., Chaloulakou A. Toxic metal content of particulate matter (PM10), within the Greater Area of Athens. Chemosphere. 2005;60:557–566. doi: 10.1016/j.chemosphere.2005.01.003. [DOI] [PubMed] [Google Scholar]
- 129.Ambient Air Pollution by As, Cd and Ni Compounds—Position Paper. [(accessed on 13 June 2016)]. Available online: http://ec.europa.eu/environment/archives/air/pdf/pp_as_cd_ni.pdf.
- 130.WHO . Air Quality Guidelines. 2nd ed. WHO Regional Office for Europe; Copenhagen, Denmark: 2000. [Google Scholar]
- 131.Campen M.J., Nolan J.P., Schladweiler M.C.J., Kodavanti U.P., Evansky P.A., Costa D.L., Watkinson W.P. Cardiovascular and thermoregulatory effects of inhaled PM-associated transition metals: A potential interaction between nickel and vanadium sulfate. Toxicol. Sci. 2001;64:243–252. doi: 10.1093/toxsci/64.2.243. [DOI] [PubMed] [Google Scholar]
- 132.Jianjun N., Rasmussen P.E., Hassan N.M., Vincent R. Concentration distribution and bioaccessibility of trace elements in Nano and fine urban airborne particulate matter: Influence of particle size. Water Air Soil Pollut. 2010;213:211–225. [Google Scholar]
- 133.Song S., Lee K., Lee Y.M., Lee J.H., Lee S., Yu S.D., Paek D. Acute health effects of urban fine and ultrafine particles on children with atopic dermatitis. Environ. Res. 2011;3:394–399. doi: 10.1016/j.envres.2010.10.010. [DOI] [PubMed] [Google Scholar]
- 134.CCME (Canadian Council of Ministers of the Environment) Canadian Soil Quality Guidelines for Potentially Carcinogenic and Other Pahs: Scientific Criteria Document. CCME; Winnipeg, MB, Canada: 2010. [Google Scholar]
- 135.Kim K.H., Jahan S.A., Kabir E. A review on human health perspective of air pollution with respect to allergies and asthma. Environ. Int. 2013;59:41–52. doi: 10.1016/j.envint.2013.05.007. [DOI] [PubMed] [Google Scholar]
- 136.Masih J., Singhvi R., Kumar K., Jain V.K., Taneja A. Seasonal variation and sources of polycyclic aromatic hydrocarbons (PAHs) in indoor and outdoor air in a semi-arid tract of Northern India. Aerosol. Air Qual. Res. 2012;12:515–525. doi: 10.4209/aaqr.2011.11.0192. [DOI] [Google Scholar]
- 137.Lee R.G.M., Coleman P., Jones J.L., Jones K.C., Lohmann R. Emission factors and importance of PCDD/Fs, PCBs, PCNs, PAHs and PM10 from the domestic burning of coal and wood in the UK. Environ. Sci. Technol. 2005;39:1436–1447. doi: 10.1021/es048745i. [DOI] [PubMed] [Google Scholar]
- 138.Sharma H., Jain V.K., Khan Z.H. Characterization and source identification of polycyclic aromatic hydrocarbons (PAHs) in the urban environment of Delhi. Chemosphere. 2007;66:302–310. doi: 10.1016/j.chemosphere.2006.05.003. [DOI] [PubMed] [Google Scholar]
- 139.WHO . Polynuclear Aromatic Hydrocarbons in Drinking-Water. Background Document for Development of WHO Guidelines for Drinking-water Quality. WHO; Geneva, Switzerland: 2003. [Google Scholar]
- 140.Akyuz M., Cabuk H. Gas-particle partitioning and seasonal variation of polycyclic aromatic hydrocarbons in the atmosphere of Zonguldak, Turkey. Sci. Total Environ. 2010;408:5550–5558. doi: 10.1016/j.scitotenv.2010.07.063. [DOI] [PubMed] [Google Scholar]
- 141.Fang G.C., Wu Y.S., Chen J.C., Chang C.N., Ho T.T. Characteristic of polycyclic aromatic hydrocarbon concentrations and source identification for fine and coarse particulates at Taichung Harbor near Taiwan Strait during 2004–2005. Sci. Total Environ. 2006;366:729–738. doi: 10.1016/j.scitotenv.2005.09.075. [DOI] [PubMed] [Google Scholar]
- 142.Wu S.P., Tao S., Liu W.X. Particle size distributions of polycyclic aromatic hydrocarbons in rural and urban atmosphere of Tianjin, China. Chemosphere. 2006;62:357–367. doi: 10.1016/j.chemosphere.2005.04.101. [DOI] [PubMed] [Google Scholar]
- 143.Delgado-Saborit J.M., Aquilina N., Baker S., Harrad S., Meddings C., Harrison R.M. Determination of atmospheric particulate-phase polycyclic aromatic hydrocarbons from low volume air samples. Anal. Meth. 2010;2:231–242. doi: 10.1039/b9ay00157c. [DOI] [Google Scholar]
- 144.Wang Z., Ren P., Sun Y., Ma X., Liu X., Na G., Yao Z. Gas/particle partitioning of polycyclic aromatic hydrocarbons in coastal atmosphere of the north Yellow Sea. Environ. Sci. Pollut. Res. 2013;20:5753–5763. doi: 10.1007/s11356-013-1588-y. [DOI] [PubMed] [Google Scholar]
- 145.Lee W.M.G., Tsay L.-Y. The partitioning model of polycyclic aromatic hydrocarbon between gaseous and particulate (PM10A) phases in urban atmosphere with high humidity. Sci. Total Environ. 1994;145:163–171. doi: 10.1016/0048-9697(94)90307-7. [DOI] [Google Scholar]
- 146.Pankow J.F., Bidleman T.F. Effects of temperature, TSP, and percent non-exchangeable material in determining the gas–particle partitioning of organic compounds. Atmos. Environ. 1999;25:2241–2249. doi: 10.1016/0960-1686(91)90099-S. [DOI] [Google Scholar]
- 147.Finlayson-Pitts B., Pitts J.N. Tropospheric air pollution: Ozone, airborne toxics an polycyclic aromatic hydrocarbons and particles. Science. 1997;276:1045–1051. doi: 10.1126/science.276.5315.1045. [DOI] [PubMed] [Google Scholar]
- 148.Venkataraman C., FriedIander S. Size distributions of polycyclic aromatic hydrocarbons and elemental carbon: Ambient measurement and effects of atmospheric processes. Environ. Sci. Tech. 1994;28:563–572. doi: 10.1021/es00053a006. [DOI] [PubMed] [Google Scholar]
- 149.Akyüz M., Çabuk H. Particle-associated polycyclic aromatic hydrocarbons in the atmospheric environment of Zonguldak, Turkey. Sci. Total Environ. 2008;405:62–70. doi: 10.1016/j.scitotenv.2008.07.026. [DOI] [PubMed] [Google Scholar]
- 150.Skarek M., Janosek J., Cupr P., Kohoutek J., Novotna-Rychetska A., Holoubek I. Evaluation of genotoxic and non-genotoxic effects of organic air pollution using in vitro bioassays. Environ. Int. 2007;33:859–866. doi: 10.1016/j.envint.2007.04.001. [DOI] [PubMed] [Google Scholar]
- 151.Gilli G., Pignata C., Schiliro T., Bono R., Rosa A.L., Traversi D. The mutagenic hazards of environmental PM2.5 in Turin. Environ. Res. 2007;103:168–175. doi: 10.1016/j.envres.2006.08.006. [DOI] [PubMed] [Google Scholar]
- 152.Oanh N.H.K., Reutergardh L.B., Dung N.T. Emission of polycyclic aromatic hydrocarbons and particulate matter from domestic combustion of selected fuels. Environ. Sci. Technol. 1999;33:2703–2709. doi: 10.1021/es980853f. [DOI] [Google Scholar]
- 153.Armstrong B.G., Hutchinson E., Unwin J., Fletcher T. Lung cancer risk after exposure to polycyclic aromatic hydrocarbons: A review and meta-analysis. Environ. Health Perspect. 2004;112:970–978. doi: 10.1289/ehp.6895. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 154.ACGIH (American Conference of Governmental Industrial Hygienists) Polycyclic Aromatic Hydrocarbons (PAHs) Biologic Exposure Indices (BEI) Cincinnati. American Conference of Governmental Industrial Hygienists; Cincinnati, OH, USA: 2005. [Google Scholar]
- 155.Unwin J., Cocker J., Scobbie E., Chambers H. An assessment of occupational exposure to polycyclic aromatic hydrocarbons in the UK. Ann. Occup. Hyg. 2006;50:395–403. doi: 10.1093/annhyg/mel010. [DOI] [PubMed] [Google Scholar]
- 156.ATSDR (Agency for Toxic Substances, Disease Registry) Toxicological Profile for Polycyclic Aromatic Hydrocarbons. U.S. Department of Health and Human Services, U.S. Government Printing Office; Washington, DC, USA: 1995. pp. 639–298. [Google Scholar]
- 157.Srogi K. Monitoring of environmental exposure to polycyclic aromatic hydrocarbons: A review. Environ. Chem. 2007;5:169–195. doi: 10.1007/s10311-007-0095-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 158.Garcia-Suastegui W.A., Huerta-Chagoya A., Carrasco-Colın K.L., Pratt M.M., John K., Petrosyan P., Rubio J., Poirier M.C., Gonsebatt M.E. Seasonal variations in the levels of PAH-DNA adducts in young adults living in Mexico city. Mutagenesis. 2011;26:385–391. doi: 10.1093/mutage/geq104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 159.John K., Ragavan N., Pratt M.M., Singh P.B., Al-Buheissi S., Matanhelia S.S. Quantification of phase I/II metabolizing enzyme gene expression and polycyclic aromatic hydrocarbon-DNA adduct levels in human prostate. Prostate. 2009;69:505–519. doi: 10.1002/pros.20898. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 160.Kuo C.Y., Hsu Y.W., Lee H.S. Study of human exposure to particulate PAHs using personal air samplers. Arch. Environ. Contam. Toxicol. 2003;44:454–459. doi: 10.1007/s00244-002-1177-4. [DOI] [PubMed] [Google Scholar]
- 161.Perera F., Tang D., Whyatt R., Lederman S.A., Jedrychowski W. DNA damage from polycyclic aromatic hydrocarbons measured by benzo(a)pyrene-DNA adducts in mothers and newborns from Northern Manhattan, the World Trade Center Area, Poland, and China. Cancer Epidemiol. Biomarkers Prev. 2005;14:709–714. doi: 10.1158/1055-9965.EPI-04-0457. [DOI] [PubMed] [Google Scholar]
- 162.Ormstad H., Johansen B.V., Gaarder P.I. Airborne house dust particles and diesel exhaust particles as allergen carriers. Clin. Exp. Allergy. 1998;28:702–708. doi: 10.1046/j.1365-2222.1998.00302.x. [DOI] [PubMed] [Google Scholar]
- 163.Omar N.Y.M.J., Mon T.C., Rahman N.A., Abas M.R.B. Distributions and health risks of polycyclic aromatic hydrocarbons (PAHs) in atmospheric aerosols of Kuala Lumpur, Malaysia. Sci. Total Environ. 2006;369:76–81. doi: 10.1016/j.scitotenv.2006.04.032. [DOI] [PubMed] [Google Scholar]
- 164.Tsai J., Lin J., Yao Y., Hung L., Chiang H. Size Distribution and water soluble ions of ambient particulate matter on episode and non-episode days in Southern Taiwan. Aerosol Air Qual. Res. 2012;12:263–274. doi: 10.4209/aaqr.2011.10.0167. [DOI] [Google Scholar]
- 165.Deshmukh D.K., Deb M.K., Tsai Y.I., Mkoma S.L. Water soluble ions in PM2.5 and PM1 aerosols in Durg city, Chhattisgarh, India. Aerosol Air Qual. Res. 2011;11:696–708. doi: 10.4209/aaqr.2011.03.0023. [DOI] [Google Scholar]
- 166.Stone E.A., Yoon S.C., Schauer J.J. Chemical characterization of fine and coarse particles in Gosan, Korea during Springtime Dust Events. Aerosol Air Qual. Res. 2011;11:31–43. doi: 10.4209/aaqr.2010.08.0069. [DOI] [Google Scholar]
- 167.Zhao Y., Gao Y. Mass size distributions of water-soluble inorganic and organic ions in size-segregated aerosols over Metropolitan Newark in the U.S. East Coast. Atmos. Environ. 2008;42:4063–4078. doi: 10.1016/j.atmosenv.2008.01.032. [DOI] [Google Scholar]
- 168.Plaza J., Pujadas M., Gómez-Moreno F.J. Sánchez, M.; Artíñano, B. Mass size distribution of soluble sulfate, nitrate and ammonium in the Madrid urban aerosol. Atmos. Environ. 2011;45:4966–4976. doi: 10.1016/j.atmosenv.2011.05.075. [DOI] [Google Scholar]
- 169.Shen Z., Wang X., Zhang R., Ho K., Cao J., Zhang M. Chemical composition of water-soluble ions and carbonate estimation in spring aerosol at a semiarid site of Tongyu, China. Aerosol Air Qual Res. 2011;11:360–368. doi: 10.4209/aaqr.2011.02.0010. [DOI] [Google Scholar]
- 170.Zhao J., Zhang F., Xu Y., Chen J., Yin L., Shang X., Xu L. Chemical characteristics of particulate matter during a heavy dust episode in a coastal city, Xiamen, 2010. Aerosol Air Qual. Res. 2011;11:299–308. doi: 10.4209/aaqr.2010.09.0073. [DOI] [Google Scholar]
- 171.Ying Q., Kleeman M.J. Source contributions to the regional distribution of secondary particulate matter in California. Atmos. Environ. 2006;40:736–752. doi: 10.1016/j.atmosenv.2005.10.007. [DOI] [Google Scholar]
- 172.Han Y.J., Kim T.S., Kim H. Ionic constituents and source analysis of PM2.5 in three Korea cities. Atmos. Environ. 2008;42:3127–3141. doi: 10.1016/j.atmosenv.2008.01.047. [DOI] [Google Scholar]
- 173.Dockery D.W., Pope C.A. Acute respiratory effects of particulate air pollution. Annul. Rev. Public Health. 1994;15:107–132. doi: 10.1146/annurev.pu.15.050194.000543. [DOI] [PubMed] [Google Scholar]
- 174.Lippmann M., Thurston G.D. Sulfate concentrations as an indicator of ambient particulate matter air pollution for health risk evaluations. J. Expo. Anal Environ. Epidemiol. 1996;6:123–146. [PubMed] [Google Scholar]
- 175.Dockery D.W., Pope C.A., Xu X., Spengler J.D., Ware J.H., Fay M.E., Ferris B.G., Speizer F.E. An association between air pollution and mortality in six U.S. cities. N. Engl. J. Med. 1993;329:1753–1759. doi: 10.1056/NEJM199312093292401. [DOI] [PubMed] [Google Scholar]
- 176.Dockery D., Pope A. Epidemiology of acute health effects: Summary of time-series studies. In: Wilson R., Spengler J., editors. Particles in Our Air: Concentrations and Health Effects. Harvard University Press; Boston, MA, USA: 1996. pp. 123–147. [Google Scholar]
- 177.Hoek G., Brunekreef B. Effects of low level winter air pollution on respiratory health of Dutch children. Environ. Res. 1994;64:136–150. doi: 10.1006/enrs.1994.1012. [DOI] [PubMed] [Google Scholar]
- 178.Pope C.A. Invited Commentary: Particulate matter-mortality exposure-response relations and threshold. Am. J. Epidemiol. 2000;152:407–412. doi: 10.1093/aje/152.5.407. [DOI] [PubMed] [Google Scholar]
- 179.Perez L., Tobias A., Querol X., Kunzli N., Pey J., Alastuey A., Viana M., Valero N., Gonzales-Cabre M., Sunyer J. Coarse particles from Saharan dust and daily mortality. Epidemiology. 2007;19:800–807. doi: 10.1097/EDE.0b013e31818131cf. [DOI] [PubMed] [Google Scholar]
- 180.Hefflin B.J., Jalaludin B., McClue E., Cobb N., Johnson C.A., Jecha L., Etzel R.A. Surveillance for dust storms and respiratory diseases in Washington State. Arch. Environ. Health. 1994;49:170–174. doi: 10.1080/00039896.1994.9940378. [DOI] [PubMed] [Google Scholar]
- 181.Jimenez E., Linares C., Martinez D., Diaz J. Role of Saharan dust in the relationship between particulate matter and short-term daily mortality among the elderly in Madrid (Spain) Sci. Tot Environ. 2010;408:5729–5736. doi: 10.1016/j.scitotenv.2010.08.049. [DOI] [PubMed] [Google Scholar]
- 182.Mallone S., Stafoggia M., Faustini A., Gobbi G.P., Marconi A., Forastiere F. Saharan dust and associations between particulate matter and daily mortality in Rome, Italy. Environ. Health Perspect. 2011;119 doi: 10.1289/ehp.1003026. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 183.Lopez-Villarrubia E., Ballaster F., Iniguez C., Peral N. Air pollution and mortality in the Canary Islands: A time series analysis. Environ. Health. 2010;9:8. doi: 10.1186/1476-069X-9-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 184.Prospero J.M., Blades E., Naidu R., Mathison G., Thani H., Lavoie M.C. Relationship between African dust carried in the Atlantic trade winds and surges in pediatric asthma attendances in the Caribbean. Int. J. Biometeor. 2008;52:823–832. doi: 10.1007/s00484-008-0176-1. [DOI] [PubMed] [Google Scholar]
- 185.Shaocai Y.u., Robin L.D., Prakash V.B., Brian K.E. Primary and secondary organic aerosols over the United States: Estimates on the basis of observed organic carbon (OC) and elemental carbon (EC), and air quality modeled primary OC/EC ratios. Atmos. Environ. 2004;38:5257–5268. [Google Scholar]
- 186.Seinfeld J.H., Pandis S.N. Atmospheric Chemistry and Physics: From Air Pollution to Climate Change. Wiley; New York, NY, USA: 1998. [Google Scholar]
- 187.Malm W.C., Schichtel B.A., Pitchford M.L., Ashbaugh L.L., Eldred R.A. Spatial and monthly trends in speciated fine particle concentration in the United States. J. Geophys. Res. Atmos. 2004;109 doi: 10.1029/2003JD003739. [DOI] [Google Scholar]
- 188.Putaud J.P., Raes F., van Dingenen R., Baltensperger U., Bru¨ggemann E., Facchini M.C., Decesari S., Fuzzi S., Gehrig R., Hansson H.C., et al. European Aerosol Phenomenology II: Chemical characteristics of particulate matter at kerbside, urban, rural and background sites in Europe. Atmos. Environ. 2004;38:2579–2595. doi: 10.1016/j.atmosenv.2004.01.041. [DOI] [Google Scholar]
- 189.Querol X., Alastuey A., Rodríguez S., Viana M.M., Artíñano B., Salvador P. Levels of PM in rural, urban and industrial sites in Spain. Sci. Total Environ. 2004;334–335:359–376. doi: 10.1016/j.scitotenv.2004.04.036. [DOI] [PubMed] [Google Scholar]
- 190.Turpin B.J., Huntzicker J.J. Identification of secondary organic aerosol episodes and quantitation of primary and secondary organic aerosol concentrations during SCAQS. Atmos. Environ. 1995;29:3527–3544. doi: 10.1016/1352-2310(94)00276-Q. [DOI] [Google Scholar]
- 191.Li H., Feng J., Sheng G., Lü S., Fu J., Peng P., Ren M. The PCDD/F and PBDD/F pollution in the ambient atmosphere of Shanghai, China. Chemosphere. 2008;70:576–583. doi: 10.1016/j.chemosphere.2007.07.001. [DOI] [PubMed] [Google Scholar]