This research is a descriptive cross-sectional study and is conducted based on collecting dust samples from air of the city of Kerman in certain locations and measuring the concentration of their toxic heavy metals. The carcinogenic and non-carcinogenic risk of their exposure was also evaluated.
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The city of Kerman is the capital of Kerman province in southeastern Iran and is located on a wide plain in a semi-arid area (Fig. 1). This city is located at latitude of 30.3 and longitude of 57.1. The elevation above sea level of this city is 1756 m. The area of the city of Kerman is 45401 km2 and has a population of 634132 people based on Census of 2016 [21].
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Sample Size Determination
Sample size was set at 24 based on the correlation calculated from the pilot study and using the sample size determination formula [22].
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In Fig. 2, the borders of eight dust sampling sites in city of Kerman have been specified. At each location, the sampling was carried out at a radius of 5 km. The names of the sampling locations were Jahad Boulevard, beginning of Kuhpayeh Road, Havaniruz junction, Kowsar Square, Resalat Boulevard, Azadi Square, Moshtagh Square, and Khaju Square.
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Dust sampling was performed using Dust Fall Jar method. Dust settling container is an open container that is used for collecting particles of air. In this apparatus, the deposition method is used [23]. In eight locations noted in Map 2, the sampling was conducted 3 times and each time during 30 days. The sampling container was installed 2 m above the ground and was filled with water by half. The container was covered by net to prevent the birds and other objects from entering. The samples were transferred to the laboratory after collection. The sampling was performed during the first 6 months of 2019.
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Preparation of air settling particle samples was conducted based on the method used by Shao et al. with slightly modification [6]. The samples were digested with a mixture of HF-HNO3-HClO4. The preparation steps were as follows. The collected dust sample was dried by heating and 0.5 g of the dried dust sample was dissolved in 50 ml of polytetrafluoroethylene in crucible, and then 5 ml of HF, 5 ml of HNO3, and 3 ml of HCIO4 were added. The solution-containing container was heated to reach an almost dry state. Then 3 ml of HF, 3 ml of HNO3, and 1 ml of HClO4 were added and heated to approximately reach the dried state. Afterwards, 5 ml of 1 mol/L of HNO3 solution was used as solvent. Finally, the samples were kept in a 25 ml container until analysis.
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Analysis of elements was performed using Inductively Coupled Plasma Spectroscopy Method (ICP-OES) made in Australia with a detection limit of ppm to ppb. In this method, the wavelength calibration was performed using internal calibration by a mercury vapor lamp [24].
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Data analysis was performed using SPSS v. 26 and Excel 2019. The central tendency and dispersion indicators were used for data description and the correlation analysis was used for data analysis.
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In this research, various environmental indicators have been used to determine the level of heavy metal contamination. These indicators are as follows: Index of geoaccumulation (Igeo), Enrichment factor, Pollution load index (PLI), Potential ecological risk, and Health risk assessment.
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Index of geoaccumulation (Igeo)
Igeo is used to assess the metal contamination in settle dust [25]. It is computed using Equation:
Where Cn is the measured concentration of the examined metal in the settled dust and Bn is the geochemical background concentration of the metal. Factor 1.5 was used because of possible variations in background values for a given metal in the environment as well as very small anthropogenic influences. The geoaccumulation index (Igeo) was distinguished into seven classes. Igeo ≤ 0, class 0, unpolluted; 0 < Igeo ≤ 1, class 1, from unpolluted to moderately polluted; 1 < Igeo ≤ 2, class 2, moderately polluted; 2 < Igeo ≤ 3, class 3, from moderately to strongly polluted; 3 < Igeo ≤ 4, class 4, strangle polluted; 4 < Igeo ≤ 5, class 5, from strongly to extremely polluted; and Igeo > 5, class 6, extremely polluted [26, 27].
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The enrichment factor of the metals in settled dust was calculated based on Eq. 2 using iron as a reference element since it is the most naturally abundant element in soil [28].
Where EF is enrichment factor, [M]sample and [Fe] sample are the concentrations of each metal and iron at various location of the dumpsite, while [M]shale and [Fe] shale are average shale concentrations of each metal and iron. Enrichment factor is an indication of the level of accumulation of the element of interest to the natural background level. Thus, it measures the geochemical trend and can be used in making comparisons between an area and overtime. Five contamination categories are recognized on the basis of enrichment factor [29]. These categories are: Deficiency to minimal enrichment for values below 2, Moderate enrichment for values from 2 to 5, Significant enrichment for values from 5 to 20, Very high enrichment for values 20 to 40, Extremely high enrichment for values above 40.
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Pollution load index (PLI)
The pollution load index (PLI) is another simple method to assess the level of pollution, was calculated using Eq. 3. In this study, PLI is determined the method proposed by Saleh et. al. [30].
Where n is the number of metals studied and CF is the contamination factor calculated based on Eq. 4.
The PLI gives an estimate of the metal contamination status and the necessary action that should be taken. PLI < 1 denotes perfection; PLI = 1 presents that only baseline levels of pollutants are present, and PLI > 1 would indicate deterioration of site quality.
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Potential ecological risk
Potential ecological risk indicator has been used to evaluate the potential environmental risks of metals in dust. In the present study, equations 4 and 5 were used to calculate the ecological risk of heavy metals. In this study, Potential ecological risk is determined the method proposed by Zhang et. al. [31].
Where, Cif is Contamination factor of the element, Ci is Concentration of the element in the soil sample, Cb is Background concentration of the element reference soil (lead = 25, Arsenic = 4.52, cadmium = 0.25, chromium = 79)
Where Tri =toxic response factor of a given element (lead = 5, Arsenic = 10, cadmium = 30, chromium = 2). Eri is the potential ecological risk index of a single element; RI is a comprehensive potential ecological risk index [32].
The following terminology were used for the potential ecological risk index: Eri>40, low potential ecological risk; 40 ≥ Eri >80, moderate potential ecological risk; 80 ≥ Eri >160, considerable potential ecological risk; 160 ≥ Eri >320, high potential ecological risk; and Eri ≤ 320, very high ecological risk and The following terminology are used for the potential ecological risk index: RI > 150, low ecological risk; 150 ≥ RI > 300, moderate ecological risk; 300 ≥ RI > 600, considerable ecological risk; and RI ≤ 600, very high ecological risk [29].
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Health risk assessment was conducted based on the risk assessment of human exposure to risks introduced by U.S. EPA [33]. It was assumed in the present study that the residents receive heavy metals in the dust mainly through mouth, respiration and skin contact.
In this study, the contaminants / human body weight (mg/kg × day) was used to represent the exposure to contaminants. Formulas 6 to 8 show the average daily exposure to dust through the mouth, skin contact and inhalation, respectively. Formula 9 is the average daily exposure through inhalation of carcinogenic heavy metals. Similar to other studies, the respiratory exposure is considered in this study to evaluate the carcinogenic risk [6].
The daily average exposure dose through hand-mouth feeding (ADDing):
The daily average exposure dose through skin contact (ADDdermal):
The daily average exposure dose through inhalation (ADDinh):
The daily average exposure for life through inhalation of carcinogenic heavy metal (LADDinh):
Where the ADDing, ADDinh and ADDdermal are the average daily dose (mg kg1 day− 1) exposure to metals through ingestion, inhalation and dermal contact, respectively. LADD is the lifetime average daily dose exposure to metals (mg kg1 day-1) for cancer risk, The detailed description of the values of exposure factors for children and adults applied to the above models (Equations 5– 8) are given in Tables 1 and 2 [6].
Table 1
Values of exposure factors for heavy metals doses for children and adults
Parameters/Unit | Description | adult | child |
C/mg/kg | Concentration of metals in dusts | | |
EF/mg/day | Exposure frequency | 180 | 180 |
ED/years | Exposure duration | 25 | 6 |
BW/kg | Average body weight | 70 | 15 |
AT/days | Average time | ED × 365 (non-carcinogen) 70 365 (carcinogen) | ED × 365 (non-carcinogen) 70 365 (carcinogen) |
IngR/mg.d− 1 | Ingestion rate of dust | 100 | 200 |
InhR/m3.d− 1 | Inhalation rate of dust | 20 | 10 |
SA/cm2 | Surface area of skin exposed to dust | 3300 | 2800 |
SL/mg.cm− 2.d− 1 | Skin adherence factor | 0.07 | 0.2 |
PEF/m3.kg− 1 | Particular emission factor | 1.36 109 | 1.36 109 |
ABS | Absorption factor (Dermal) | 0.001 | 0.001 |
Table 2
RfD and SF values of heavy metals
Element | ing RfD | Dermal RfD | Inhal. RfD | SF Inhal. |
Pb-non cancer | 3.50E-03 | 5.25E-04 | 3.50E-02 | |
Pb- cancer | | | | 8.40E-01 |
Cd-non cancer | 1.00E-03 | 1.00E-05 | 0.001 | |
Cd-cancer | | | | 6.30E + 00 |
Cr-non cancer | 3.00E-03 | 6.00E-05 | 0.0001 | |
Cr-cancer | | | | 4.20E + 01 |
As-non cancer | 3.00E_04 | 1.00E-05 | 1.00E-03 | |
As-cancer | | | | 1.51E + 01 |
In order to evaluate the human health risk of heavy metal exposure from dusts in Kerman, the HQ (Non-carcinogenic hazard quotient), HI (hazards index), and Risk (carcinogenic risk assessment) were applied. The potential risk of carcinogenic and non-carcinogenic hazards for individual metals were calculated using the following equations [12].
Where RfD and SF are the values of reference dose (mg kg1 day− 1) and slope factor. RfD is an estimation of maximum permissible risks to human population through daily exposure. It is recommended that the value of Risk < 10− 6 can be regarded as negligible, whereas Risk > 10− 4 is likely to be harmful to human beings. The acceptable or tolerable risk for regulatory purposes is in the range of 10− 6 ~ 10− 4. If the value of HQ ≤ 1, there is no adverse health effect. The value HQ > 1, adverse health effects occur. HI value show the sum of the value of the HQ for different substance through different pathways and refers to total risk of non-carcinogenic for a single metal. The value of HI ≤ 1 refers that there is no significant non-carcinogenic risk. On the other hand, there is a chance that non-carcinogenic effects may occur when HI > 1, and the probability increase with increasing the value of HI [6, 34].