Polycyclic aromatic hydrocarbons are pervasive in the road dust of Hanoi metropolis. The
road dust samples were classified into slightly contaminated by PAHs for overall sampling sites
according to Maliszewska-KordyBach (1996). However, there was stringent different
contamination level among sites including roundabout, highway, bus station and residential
areas in which the roundabout and highway were classified into contaminated level and slightly
contaminated, respectively, residential and bus station presented non-contaminated. The vehicle
exhausts, coal combustion and petroleum components were primary sources of PAH
accumulated in road dust in Hanoi metropolis. Basing on TEQ and MEQ calculation, BaP, BbF,
BaA and DbA are good makers in assessing PAHs related with health risks. The adopted
approach in this study is very useful in determining the overall toxicity of road dust as well as
evaluating specific chemical components in the environment samples. It is suggesting that
mitigation programs related to PAHs in Hanoi should focus on controlling exhausts emission
and coal combustion. The estimated integrated lifetime cancer risks associated with exposure to
road dust indicated that ingestion and dermal contact are prevailing exposure to adult and
children which fell in moderate potential cancer risk.
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Journal of Science and Technology 54 (2A) (2016) 27-34
HUMAN HEALTH HAZARD OF POLYCYCLIC AROMATIC
HYDROCARBON IN ROAD DUST IN HA NOI METROPOLIS
Vo Thi Le Ha
1, *
, Nguyen Thi Thu Hien
1
, Minoru Yoneda
2
1
School for environmental Science and Technology, Hanoi Univesity of Sience and Technology,
01 Dai Co Viet Road, Hanoi, Vietnam
2
Kyoto University, KyotoDaigakuKatsura, Nishikyo-ku, Kyoto 615-8540, Japan
*
Email: ha.vothile@hust.edu.vn
Received: 6 May 2016; Accepted for publication: 20 June 2016
ABSTRACT
This study investigates PAHs content in road dust of Hanoi metropolis, Vietnam. The
samples were colected from the roads around city and analyzed by gas chromatography mass
spectrometry (GC/MS). The total PAHs mass concentration ranges from 33.88 µg/kg to 5588,16
µg/kg, with the mean of 356,24 µg/kg in which HMW accounted up 70 % and LMW made up
30 %. The toxic equivalence factors (TEFs), mutagenic potency equivalent factors (MEFs) and
the incremental lifetime cancer risk (ILCR) methodologies were applied to evaluate human
exposure to carcinogenic PAHs sources. Carcinogenic equivalents (BaP-TEQ) and mutagenic
equivalents (BaP-MEQ) were calculated from the potency relative to BaP (TEF) and BaP
(MEF). The value of BaP-TEQ for 8 PAHs varied from 1.13 µg/kg to 195.23 µg/kg with mean
of 24.34 µg/kg, while the value of BaP-MEQ ranged 1.45 µg/kg to 123.15 µg/kg with mean of
19.96 µg/kg. Basing on ILCRs model, the total cancer risk for children and adults was up to
1.6×10
-5
and 3.9×10
-5
, posing a moderate potential cancer risk, respectively.
Key words: Heath risk, road dust, PAHs, ILCR, Hanoi metropolis
1. INTRODUCTION
Polycyclic aromatic hydrocarbons (PAHs) are known as a group of organic compounds
containing two or more fused aromatic rings. They can enter into the environment via pyrogenic
and petrogenic sources [1, 2]. Pyrogenic sources are those where PAHs are generated by high
temperature combustion of fossil (coal and petroleum) such as vehicle exhaust particles and
biomass (burning of grass, and wood, bush fires), whereas petrogenic sources are derived from
crude oil and its refined products (oil, petro, and diesel leaks, tyre particles, asphalts sealant) [2-
4]. Ratios between low and high molecular weight PAHs as well as specific PAH isomers have
been used to identify the sources of PAHs [2, 5]. Principle component analysis has been
employed to quantify the source contribution of PAHs [6]. Due to their potential to
bioaccumulation, persistence, and carcinogenic and mutagenic potencies, the United States
Vo Thi Le Ha et al.
28
environmental protection agency (EPA) has identified several PAHs as significant pollutant due
to deleterious effects on the environment and biological bodies and considered as priority
pollutants to be controlled and routinely analyzed. Road dust which is deposited in two sides of
road has a high potential source of PAHs generated from vehicles’ activities as well as asphalt
pavement and tire rubber constitute [7]. PAHs from car exhausts, coal emissions and tobacco
smoke make up nearly all the carcinogenic PAHs [7]. In some recent years, road dust has been a
significant source of PAHs in the environment media which has adverse effects on ecological
function and human health via ingestion, dermal contact and inhalation [1]. The elevated
concentration of PAHs in water, air and soil can be toxic to the aquatic organism, human [1, 7].
In Vietnam, anthropogenic problems associated with organic pollution of road dust such as PAH
are more felt gloomy due to lack of database, inadequate pollution management. Especially in
Hanoi, the rapid urbanization, population blooming as well as poor infrastructure system has
been in great challenge due to ever-increasing motor-traffic density. A fast growing fleet of
motor vehicles at the rate of 12 % - 15 % annually results in a most serious environmental
burden and elevates road dust loadings [8]. However, very few studies are devoted to the
occurrence, source and toxicity of PAHs in road dust from metropolis. Therefore, to evaluate the
health risk of PAHs exposure via inhalation, dust intake and dermal contact is utmost necessary.
The main objective of this study is to identify the PAHs concentration and possible source in
Hanoi road dust. Also, to evaluate human hazard to carcinogenic PAHs exposure through
multiply pathway. These results will provide an important insight to PAHs in Hanoi urban
environment and is conductive to the scientific society, the local enterprises and policy makers
of municipality.
2. MATERIAL AND METHOD
2.1. Sampling collection
×
2.2. PAH Analysis
The samples were sieved through a metal sieves with mesh of 60 µm. Then, a 5.00 g sample was
extracted ultrasonically 3 times with 150ml dichloromethane. The extract was then concentrated
under a rotary evaporator, the aliphatic (non-aromatic) hydrocarbons and PAH fractions were
isolated by the standard silica-alumina column [9 - 16]. The extraction was removed into the
Figure 1. Sampling locations at Hanoi city.
Human health hazards of polycyclic aromatic hydrocarbons in road dust of Hanoi metropolis
29
standard silica-alumina column filled with 10 g silicagel (60–100 mesh) on which it is covered
by amorphous sodium sulfate. Then the aliphatic fraction was washed by hexane (50 ml) and
was abandoned, while PAH fraction was washed by dichloromethane-hexane (1:1) (50 ml) and
was kept and then re-concentrated with ultra-pure nitrogen to exactly 1 ml. The concentrated
extracts were then analyzed for PAHs by a gas chromatography coupled to mass spectrometry
(Agilent 6980N, U.S.A) equipped with a fused-silica DB-5MS capillary column (30 m × 0.32
mm i.d. 0.25 μm film thickness) [16 - 9]. The identification of individual PAHs was based on the
comparison of retention times (chromatographic column) and mass spectra of PAHs in samples
with those of PAH standards. Quantification of PAHs was performed in selected ion monitoring
(SIM) mode.
2.3. Quality control
The GC/MS was calibrated with a diluted mixture of 16 standard PAHs: Nap, Ace, Acy,
Flu, Phe, Ant, Fl, Pyr, BaA, Chry, BbF, BkF, BaP, IdP, DbA and BgP. Analysis of serial
dilutions of the PAH standards showed that the detection limit for individual PAHs ranged from
50 ng/g to 7500 ng/g.
2.4. Health risk assessment from PAHs exposure
To quantify the toxicity or carcinogenic potency of PAHs relative to BaP, the toxic
equivalent factors (BaPTEF) and mutagenic equivalent factors (BaPMEF) relating the carcinogenic
mutagenic potency of individual PAH to BaP have been used [9-10, 12-11]. The BaP
carcinogenic equivalent (BaPTEF) and BaP mutagenic equivalent (BaPMEQ) for the individual
PAHs was calculated in Eq (1.2):
(1)
(2)
wwhere BaPTEF, BaPMEF is the cancer, mutagenic potency relative to BaP, respectively and Ci is
the individual PAH concentration.
Residents are exposed to urban road dust through three main pathways: ingestion,
inhalation and dermal contact with dust particles [1]. Evaluation of Incremental Lifetime Cancer
Risk (ILCR) was carried basing the equations as follow:
(3)
(4)
(5)
where: ILCRing, ILCRderm, ILCRinh are the incremental lifetime cancer risk for ingestion, dermal
and inhalation routes respectively. CSFingestion, CSFiinhalation, SFdermal is carcinogenic slope factors
(7.3, 3.85, 25 mg.kg
-1
d
-1
, respectively [10-12, 12-11, 13]); BW is body weight (15 kg and 60 kg
for child and adult, respectively [10-12, 11-14]); AT is the average life span (25550 days [11-
14]); L is lifetime (70 years [10-12, 16-9]); EF is the exposure frequency (180 d.year
-1
[10-12,
11-14]); ED is the exposure duration (6 and 24 years for child and adult, respectively [10-12,
Vo Thi Le Ha et al.
30
11-14]), IRair is the inhalation rate (5 and 20 m
3
/day for child and adult, respectively [11-14]),
IRsoil is the soil intake rate (200 and mg.d
-1
for child and adult, respectively [10-12, 11-14]); SA
is the dermal surface exposure (2800 and 5700 cm
2
for child and adult, respectively [11-14]);
AF is the dermal adherence factor (0.2 and 0.07 mg.cm
-2
for child and adult, respectively [10-
12]); ABS is the dermal adsorption fraction (0.13 [11]) and PEF is the soil dust produce factor
(1.36×10
9
mg kg
-1
[11-14]). The total risks were the sum of risks associated with all exposure
routes.
2.6. Statistical analyses
Principle component analysis (PCA) can be used to reduce data and extract a smaller
number of independent factors to find the relationship among observed variables. Classic
statistical analyses were processed using IBM SPSS software version 20. A probability level of
P < 0.05 was considered statistical significant.
3. RESULTS AND DISCUSSION
3.1. Total PAHs concentration
Different levels of 16 PAH congeners were detected in all Hanoi metropolis road dust
samples. Table 1 represented the levels of PAHs in road dust. Total PAHs concentrations in road
dust samples displayed a very wide range from 33.88 µg/kg to 5588,16 µg/kg, with the mean of
356,24 µg/kg. Maliszewska KordyBach (1996) divided contamination levels in to four
categories according to the total PAHs: non-contaminated (< 200 µg/kg), slightly contaminated
(200 - 600 µg/kg), contaminated (600-1000 µg/kg), and heavily contaminated (>1000 µg/kg)
[13]. Using these criteria, all road dust samples were fallen in slightly contaminated. However,
the categories of contamination levels varied largely among the sites consisting of roundabout,
highway, bus station and residential road and shown in Table 2. The total PAHs concentrations
in road dust at roundabout, highway, bus station and residential road ranged from 30.88 to 5588
µg/kg, 87.38 to 378.32 µg/kg, 55.89 to 288.88 µg/kg and 45.09 to 314.78 µg/kg, with the mean
of 876.13 µg/kg, 215.38 µg/kg, 141.62 µg/kg and 121.69 µg/kg, respectively. Consequently, the
roundabout was classified into contaminated level, following to highway with slightly
contaminated, while residential and bus station revealed non-contaminated. The total PAHs
concentrations in roundabouts were much higher than those of other traffic areas and decreased
in order: roundabouts > highway > bus station > residential area. This may be due to the
increased traffic density, multiple traffic sources, including a high fraction of diesel vehicles
such as trucks and buses in highways. The low vehicle speeds around roundabouts may make the
longer traveling time in the circulations due to traffic congestion increase traffic volumes,
energy consumption and surface abrasion that can release higher loadings of PAHs [15]. The
contribution in LMW (Low molecular weight) and HMW (high molecular weight) portion
comparing to total PAH mass differentiated among sites. The order of distribution was followed
by roundabout (78.85 %) > Residential areas (69.43 %) > Station (66.58 %) > highway (62.49
%). The HMW were prevail in PAH congeners in all sites that agreed the previous studies
[3,15]. This may be due to the tendency of higher molecular weight compounds to adhere to
road dust [15]. Also, the high fraction of HMW PAHs in total PAHs mass indicated that they
mostly came from source of vehicle emission [3]. This result was similar with the speciation of
PAHs in gasoline vehicle soots enriched with HMW PAHs, revealing a dominant influence of
gasoline vehicle release [2]. The elevated concentration of HMW PAHs in solid surface can be
understood that the HMW PAHs are likely associated with airborne particulate that undergo
Human health hazards of polycyclic aromatic hydrocarbons in road dust of Hanoi metropolis
31
“single hop” transport behavior committing more of the HMW PAHs to settle and accumulate in
road surface close to emission sources [5].
Table 1. Occurrence of PAHs in road dust in Hanoi metropolis (n = 32) (µg/kg).
Table 2. PAH contamination levels in sites basing on Maliszewska-Kordybach (1996).
Position PAHs (µg/kg) Contamination degree
Highway 215,38 Slight contaminated
Residential 121,69 No contaminated
Bus station 141,62 No contaminated
Roundabout 876,13 Contaminated
3.2. Identification of the sources PAHs
Principal component analysis (PCA) is powerful tool for distinguishing pollution sources.
According to the initial Eigen values, two principle components had Eigen values greater than 1
and cumulatively represented 86.25 % of data variance. The 16 PAH congeners were separated
into two distinct components on the factor loading plot (Figure 2). The first component included
BaA, Flu, Pyr, Fl, Phe, Ant, Acy, Chry, Ace and Nap describing 61,27 % of total variance of
data while the second component included BbF, BkF, BaP, DbA, BgP and IdP accounting up
24.97 %. The first component consisted of both light molecular weight (2-4 rings) and high
molecular weight PAHs (4-6 rings) suggesting mixed sources, in which Nap, Ace, Acy, Fl, Phe,
Flu, Pyr and Ant could be considered as combined component of petroleum and cooking source
[2.7], while Chry, BaA were derived from coal combustion and vehicle emission [5]. The
Compounds Aromatic
ring
TEF[3,13,16] MEF[3,13,16] Mean Min Max Std.De
v
Naphthalene (Nap) 2 0.001 52.9 0.11 529.89 99.59
Acenaphthylene (Acy) 3 0.001 4.02 0.11 28.82 5.28
Acenaphthene (Ace) 3 0.001 4.01 0.11 27.79 6.66
Flourene (Fl) 3 0.001 6.05 0.06 34.76 6.78
Phenanthrene (Phe) 3 0.001 7.3 0.11 73.51 12.83
Anthracene (Ant) 3 0.01 5.76 0.12 63.63 11.05
Flouranthene (Flu) 4 0.001 33.09 9.41 181.05 32.20
Pyrene (Pyr) 4 0.001 44.88 0.14 259.15 48.33
Benzo(a) anthracene (BaA) 4 0.1 0.082 13.62 0.21 64.42 12.64
Chrysene (Chry) 4 0.01 0.017 141.36 0.11 4252.1 750.25
Benzo(b)flouranthene (BbF) 5 0.1 0.250 9.53 1.52 35.34 8.11
Benzo(k)flourathene (BkF) 5 0.1 0.11 8.0 0.11 52.36 11.83
Benzo(a) pyrene (BaP) 5 1 1 7.7 0.11 53.04 11.67
Dibezo(ah) anthracene (DbA) 5 1 0.29 12.02 0.11 127.93 26.36
Benzo(ghi) perylene (BgP) 6 0.01 0.190 6.68 0.11 66.19 13.51
Indeno (1,2,3-cd) pyrene (IdP) 6 0.01 0,310 2.31 0.11 7.23 2.27
PAHs 356.24 30.8 5588.1 964.62
BaP-TEQ 24.34 1.13 195.23 40.58
BaP - MEQ 19.96 1.45 123.15 30.40
Vo Thi Le Ha et al.
32
second component was heavily weighted
by BbF, BkF, BaP, DbA, BgP and IdP
which were consistent with emission
characteristics of PAHs from coal
combustion and vehicle [4] while BbF
was consistent with emission of diesel
[5]. It could be included that primary
sources of PAHs in Hanoi Metropolis
road dust are vehicle exhausts, coal
combustion and petroleum components
and secondary source is the deposits
coming from long-range atmospheric
transport.
3.3. Mutagenic and carcinogenic
equivalent of PAhs and their
contribution
The theoretical mutagenic and carcinogenic equivalents of PAH were calculated by
multiphying the concentrations in road dust by appropriate mutagenic and carcinogenic
potencies relative to BaP and the total values were expressed as BaP-MEQ and BaP-TEQ,
respectively which gave the best information of PAH toxicity and were calculated by equation 1,
2 [10, 11]. The results showed that total BaP-equivalent concentration ranged from 1.23 µg/kg
to 195.63 µg/kg, averaging 24.55 µg/kg. While BaP carcinogenic equivalent (BaPTEQ) varied
from 1.13 µg/kg to 195.23 µg/kg with mean of 24.34 µg/kg, BaP mutagenic equivalent (BaPMEQ)
were from 1.45 µg/kg to 123.15 µg/kg with mean of 19.96 µg/kg. The contribution of mutagenic
and carcinogenic potencies was shown in Figure 3.
Figure 3: contribution of individual PAH to mutagenic and carcinogenic potencies.
While contributions of individual PAHs to mutagenic potencies was in the order of BaP (31.08
%) > BbF (26.09 %) > BaA (13.15 %) > DbA (10,83 %) > BgP (5.95 %) > IdP (5.34 %) > BkF
(3.66 %) > Chry (3.9 %), Those to carcinogenic potencies was in the order of BaP (32.24 %) >
DbA (27.6 %) > BaA (20.34 %) > BbF (12.68 %) > BkF (3.48 %) > Chry (3.13 %) > BgP (0.33
%) > IdP (0.2 %). The findings revealed that the contributions of PAH congeners in mutagenic
and carcinogenic potencies were similar. While BaP, BbF, BaA and DbA are the major
mutagenic and carcinogenic contributors in Vietnamese road dust while BaP and B(b+k)F; IdP +
BgP and BaP are predominant in mutagenic and carcinogenic potencies in Korea [15].
Figure 2. PCA of road dust.
Human health hazards of polycyclic aromatic hydrocarbons in road dust of Hanoi metropolis
33
3.4. Health risk assessment
This study has identified the potential carcinogenic risk due to the exposure of human
(child and adult) to PAHs in road dust samples. The Incremental lifetime cancer risk model
(ILCR) has been applied to assess the potential risk of cancer induction in exposed human to
environmental toxicants [1, 14, 16]. Carcinogenic potencies relative to BaP, carcinogenic slope
factor (CSF) and probabilistic risk assessment framework were applied to estimate the cancer
risk to human who exposed road dust though three pathways. The carcinogenic total risk was
calculated from the summation of individual risks through each route of exposure. Exposure
carcinogenic risk is calculated using equation 3-5.
The cancer risk levels for children via ingestion, inhalation and dermal contacts were
7×10
-6
, 1×10
-9
, and 9×10
-6
, respectively, while these for adults were 1.4×10
-5
, 1×10
-8
, and
2.5×10
-5
. Cancer risks of inhalation of children and adults were low, almost 10
3
times lower than
from ingestion and dermal contact. Therefore, the inhalation of resuspended particles through
mouth and nose were almost negligible when compared with other pathway. Ingestion and
dermal contact appeared to be predominant exposure route for both children and adult. These
findings were consistent with previous studies in China and Nigeria [3, 16]. Cancer risk between
10
-6
and 10
-4
indicate moderate health risk, while greater than 10
-4
suggests high potential health
risk [14]. The total cancer risk is the sum of risks incurred from exposure routes of ingestion,
dermal contact and inhalation. In this study, the total cancer risk for adult and children were up
3.9 ×10
-5
and 1.6×10
-5
, respectively, which indicates a moderate potential cancer risk. Cancer
risk via derma contact and digestion for adults was relatively higher than children due to larger
exposure area and longer exposure duration, respectively. However, the children can be
vulnerable due to high physical contacts (hand to mouth) with road dust from out-door activities.
In addition, considering the smaller body weight, the PAH intake of a child were believed to be
greater than that of an adult. Thus, the hazard health risk for children exposed to PAHs in road
dust is thought to be greater than that of adult. The findings obtained in this study also raised the
concern over the potential effect of ambient air contaminated with PAHs on the occurrence of
common respiratory and skin diseases related to urban air pollution in Hanoi urban areas [8] and
such effects need immediate attention.
4. CONCLUSION
Polycyclic aromatic hydrocarbons are pervasive in the road dust of Hanoi metropolis. The
road dust samples were classified into slightly contaminated by PAHs for overall sampling sites
according to Maliszewska-KordyBach (1996). However, there was stringent different
contamination level among sites including roundabout, highway, bus station and residential
areas in which the roundabout and highway were classified into contaminated level and slightly
contaminated, respectively, residential and bus station presented non-contaminated. The vehicle
exhausts, coal combustion and petroleum components were primary sources of PAH
accumulated in road dust in Hanoi metropolis. Basing on TEQ and MEQ calculation, BaP, BbF,
BaA and DbA are good makers in assessing PAHs related with health risks. The adopted
approach in this study is very useful in determining the overall toxicity of road dust as well as
evaluating specific chemical components in the environment samples. It is suggesting that
mitigation programs related to PAHs in Hanoi should focus on controlling exhausts emission
and coal combustion. The estimated integrated lifetime cancer risks associated with exposure to
road dust indicated that ingestion and dermal contact are prevailing exposure to adult and
children which fell in moderate potential cancer risk.
Vo Thi Le Ha et al.
34
REFERENCES
1. Changsheng Q., Bing L., Haisui W.- Multi-pathway assessment of human health risk
posed polycyclic aromatic hydrocacbon, Environ Geochem Health 37 (2015) 1-15.
2. Yunker M. B. Robie W. M, Roxanne V, Mitchell H - PAHs in the Fraser River Basin: a
critical appraisal of PAH ratios as indicators of PAH source and composition. Organic
Geochemistry 33 (2002) 489-525.
3. Peng C, Chen W, Liao X, Wang M, Zhiyun Q, Jiao W, Yang B. - Polycyclic aromatic
hydrocarbons in urban soils of Bejing: Status, Sources, distribution and potential risk.
Environmental Pollution 159 (2011) 802-808.
4. Ruchaya B. Michio M. Gullaya - Sources of polycyclic aromatic hydrocacbons in street
dust in a tropical Asian mega city, Bangkok, Thailand. Scien total Environ. 384 (2007)
420-432.
5. Simcik M. F, Eisenreich S. J. Lioy P. J. - Source Apportionment and Source/Sink
Relationships of PAHs in the Coastal Atmosphere of Chicago and Lake Michigan.
Atmospheric Environment 33 (1999) 5071-5078.
6. Loganathan. P, Vigneswaran S, Kanda J. – Road deposited sediments: a critical review of
their characteristics, source apportionment and management. Cri. Rev. Environ. Sci.
Technol. 43 (2013) 1315-1348.
7. Khalili N. R. Scheff P. A. Holsen T - PAH Source Fingerprints for Coke Ovens, Diesel
and Gasoline Engines, Highway Tunnels, and Wood Combustion Emissions. Atmospheric
Environment 9 (1995) 533-542.
8. Hung NT. - Urban air quality modeling and management in Hanoi Vietnam, Ph.D thesis.
National Environmental Research Institute, Aarhus University, 2010.
9. H. Guoa, S.C. Leea, K.F. Hoa, X.M. Wangb, S.C. Zouc. - Particle-associated polycyclic
aromatic hydrocarbons in urban air of Hong Kong, Atmospheric Environment 37 (2003)
5307-5317.
10. Nisbet, I.C and LaGoy, P.K. - Toxic equivalency factors (TEFs) for polycyclic aromatic
hydrocarbons (PAHs). Regul. Toxicol. Pharmacol. 16 (1992) 290-300.
11. Knafla A. Phillipps K.A, Petrovic R.W, Richardson M.- Development of a dermal cancer
slope factor for Benzo[a]pyrene. Regul Toxic and Pharm 45 (2006) 159-168.
12. US, EPA. Exposure Factors Handbook: 2011 Edition, Office of Research and
Development, Washington, DC, 2011.
13. Maliszewska-Kordybach B. - Polycyclic aromatic hydrocarbons in agricultural soils in
Poland. Preliminary proposals for criteria to evaluate the level of soil contaminantion
Appl Geochem 11 (1996) 121–127.
14. US EPA Supplemental guidance for developing soil screening levels for superfund sites.
OSWER, 2002, pp.9355.4-24.
15. Lee B.K and Trang T.T.D - Toxicity and source assignment of polycyclic aromatic
hydrocarbons in road dust from urban residential and industrial areas in a typical
industrial city in Korea, J Mater Cycles Waste Manag 13 (2011) 34-42.
16. Olawoyin R , Larry G. R, Oladapo T. O. - Eco-toxicological and epidemiological
assessment of human exposure to polycyclic aromatic hydrocarbons in the Niger Delta,
Nigeria. Res Art Toxic & Environ Health Science 4 (2012) 173-185.
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