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Human and Ecological Risk Assessment: An
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Arsenic in groundwater and its health risk assessment
in drinking water of Mailsi, Punjab, Pakistan
Atta Rasool
a
, Abida Farooqi
a
, Sajid Masood
b
& Khadim Hussain
c
a
Environmental hydro-geochemistry Laboratory, Department of Environmental Sciences,
Quaid-i-Azam University, 45320-Islamabad, Pakistan
b
Department of Plant Sciences, Quaid-i-Azam University, 45320-Islamabad, Pakistan
c
Geoscience Advanced Research Laboratories, Chak Shehzad, Islamabad,
Accepted author version posted online: 29 Jun 2015.
To cite this article: Atta Rasool, Abida Farooqi, Sajid Masood & Khadim Hussain (2015): Arsenic in groundwater and its health
risk assessment in drinking water of Mailsi, Punjab, Pakistan, Human and Ecological Risk Assessment: An International Journal,
DOI: 10.1080/10807039.2015.1056295
To link to this article: http://dx.doi.org/10.1080/10807039.2015.1056295
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Arsenic in drinking water of Mailsi area, Pakistan.
Arsenic in groundwater and its health risk assessment in drinking water of Mailsi, Punjab,
Pakistan
Atta Rasool1
, Abida Farooqi1
, Sajid Masood2
and Khadim Hussain3
1
Environmental hydro-geochemistry Laboratory, Department of Environmental Sciences, Quaid-
i-Azam University, 45320-Islamabad, Pakistan
2
Department of Plant Sciences, Quaid-i-Azam University, 45320-Islamabad, Pakistan
3
Geoscience Advanced Research Laboratories, Chak Shehzad, Islamabad
Corresponding Author: Dr. Abida Farooqi, Phone: 0092-51-90644139, E-mail:
abida.farrukh@gmail.com
Abstract
The present study was aimed to assess drinking water quality regarding arsenic (As) and its
impact on health from Mailsi (Punjab), Pakistan. Forty four groundwater samples were collected
from two sites Sarganaand Mailsi. Arsenic and other cations were determined by atomic
absorption spectrophotometer, whereas the anions were determined either through titration or
spectrophotometer. The results revealed that dominant anions were HCO3
-
and Cl-
and Ca+2
was
the dominant cation andoverall water chemistry of the area was CaMgHCO3
-
type. Arsenic
concentrations were high, rangedfrom 11 to 828 µg/L that crossed the World Health
Organization permissible limits. Likewise, higher SO4
-2
concentrations ranging from 247 to 1053
mg/L were observed. The health risk index was higher in Sargana site which employed the
differences in terms of higher Average Daily Dose,,Hazard Quotient , and Carcinogenic Risk of
arsenic. which is unsuitable for drinking purpose. The area seems to be at high risk due to arsenic
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pollution and wells have never been tested for arsenic concentrations earlier, therefore necessary
measures should be taken to test the wells with respect to arsenic.
Key words
Arsenic, drinking water, risk assessment, health risk, Mailsi, Pakistan
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1. Introduction
Quality of water is a vital concern for mankind since it is directly linked to human welfare. More
than 50% of the world’s population is dependent on groundwater for drinking. Groundwater is
the only source of drinking for many rural and small communities.This groundwater becomes
polluted mainly through improper urbanization, industrialization, agricultural practices and
domestic waste (Patil and Patil 2010).
Arsenic (As) is one of the harmful metalloids present in the groundwater resulting from both
anthropogenic and natural sources (Baig et al. 2010).Natural and anthropogenic activities such as
weathering, erosion, biological activities, petroleum refining, the use of wood preservatives,
pesticides, semi-conductors, paints, dyes, metals, soaps, drugs and herbicides significantly
contaminate the ground water (Gecol et al. 2004).
All over the world more than 70 arsenic affected countries have been recognized and majority of
these nations belong to South East Asia and South Asia. Worldwide 150million people are
affected by consumption of As contaminated water (Ravenscroft et al. 2009). It is frequently
found in different regions of the world, as by inference, in the groundwater ofthe USA,
Argentina, Taiwan, China, Hungary and Ganges Plains of India(Smedley and Kinniburgh
2002).South Asian countries like India and Bangladesh are facing severe health problems due to
As contamination of drinking water(Muhammad et al. 2010; Halim et al. 2009; Xie et al. 2009;
Gupta et al. 2009).
In Pakistan, As in groundwater is now an emerging threat in different areas of the country such
as Jamshoro (Baiget al. 2010),MancharLake (Arain et al. 2009), Lahore and Kasur(Farooqi et al.
2007a), Muzaffargarh (Nickson et al. 2005), DG Khan(Malana and Khosa 2011)and
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Tharparkar(Brahman et al. 2013). Higher Asconcentrations about 50 µg/L have been recorded in
drinking water inMultan, Rahim YarKhan and Bahawalpur (Punjab),whereas in some areas of
Sindh, these concentrations have been increased by 4-folds compared to Punjab(Kahlown et al.
2002).
Numerous reports are available on As contamination in groundwater and its effects on human
healthbut limited data is available from Pakistan. High arsenic concentrations have been reported
from the surrounding areas of Sargana and Mailsi including Multan and Muzaffargarh (Nickson
et al 2005), Arsenic concentrations are spatially variable. So far, no research work has been done
on As contamination in the study area. Therefore, the current study was aimed to 1) identify the
status of arsenic in Tehsil Mailsi(2) source identification of As contamination using multivariate
analysis and other statistical tools (3) to conduct health risk assessment in the study area due to
As contamination.
2. Materials and methods
2.1. Study area
Tehsil Mailsiis located between 29°78'Latitude and 72°17' Longitude, with a size of 1639
km2
and a population of about 704,878 (Figure 1). It has hot and semi-arid climate with average
precipitation of 243 mm/year and a mean temperature of 26 °C. The major drinking water source
is groundwater, by means of hand, motor or rotor pumps, whereas canal water is also supplied
for drinking purpose only in those areas having brackish water (District census organization
report, 1998). Hydrology and aquifer sediments of the Punjab were first described in detail
(Greenman et al. 1967) comprising of alluvial plains where>340 m thick Holocene and
Pleistocene sediments are transported by the Sutlej river. Sediments comprised ofa high
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percentage of fine to very fine sand, silt, clay and low organic matter content. The study area is
towards the southwestern part of Bari Doab (area between the two rivers, Sutlej and Chenab)
containing relatively older alluvial depositsthat tend to coincide with zones of highly mineralized
groundwater (Greenman et al. 1967).
2.2. Sampling and pretreatment
Two villages (Mailsi city and Sargana) potentially exposed to severe agricultural and
anthropogenic activities were selected for water sampling (Fig. 1). Mailsi is situated in active
flood plain area, around 2 km away from Sutlej River. Sampling was conducted in August, 2013
following the standard procedures (Khan et al., 2012).
In total 44 ground water samples consisting of 22 from Mailsi and 22 from Sargana were
collected (Figure 1). All groundwater samples were from the shallow depths ranging from 80-
140 feet. Water samples were collected in pre-cleaned polyethylene bottles after pumping for
about 2-5 min to flush the pipe water. Duplicate water samples were collected and preserved as
either acidified samples or non-acidified samples. Acidified water samples were used for the
determination of cations and non-acidified samples were used for anion analysis. A field
duplicate was collected at every 10th
site. The latitude and longitude were recorded via Global
Positioning System (GPS). During sampling, pH, Electric Conductivity (EC), Total Dissolved
Solids (TDS) and temperature of the samples were measured in situ using pH and EC meters
(470, Jenway), respectively. The dissolved oxygen (DO) was determined by using DO meter
(DO W2015) in all the drinking water samples during field . All the samples were kept in the
dark at 4o
Ctill further analysis. For the quality control duplicate samples and spiked samples
were analyzed.
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2.3. Physicochemical analysis of samples
Total hardness (TH) of the water samples was determined by computing calcium (Ca2+
) which
was analyzed by volumetric titration using 0.05 N Ethylene Diamine Tetra Acetic Acid (EDTA).
Concentrations of Mg2+
were calculated by subtracting the concentrations of calcium from total
concentration of calcium and magnesium determined in total hardness. Nitrates and sulphates
were determined using UV/Visible Spectrophotometer (Model UV 1601Shimadzu) at a
wavelength of 220 nm. Alkalinity (HCO3
-
) was determined by titration method (Standard
method, 1992). Chloride (Cl-
) concentrations in water samples were measured by titration
method (ISO 9297, 1989). Arsenic and other cation concentration in the samples was determined
using atomic absorption spectrophotometer (Spectra AA 220 FS, Varian, New Jersey, USA).
Reproducibility of the analytical data was within 5% and the analytical error was estimated at
<10%.
2.4. Human health risk assessment
A health risk assessment model derived from USEPA (2005) was applied to assess health risk in
individuals exposed to As. Average daily dose (ADD) of As in drinking water was calculated by
the following equation:
ADD C IR ED EF/ BW AT     (1)
Where C, IR, ED, EF, BW, AT represents the concentration of As in water (mg/L), water intake
rate (2L/day), exposure duration (assumed 67 years), exposure frequency (365 days/year), body
weight (72 kg) and average lifetime (24,455 days), respectively.
Generally, HQ can be calculated by the following formula (USEPA 2005).
HQ ADD / RfD (2)
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Where HQ is hazard quotient, if above 1, is considered to be health risk whereas a reference dose
(RfD)of As (0.0003 mg/ kg/day) cause toxicity (USEPA 2005).
Cancer risk (CR) was calculated using the following formula:
CR ADD CSF  (3)
Where CSF is the cancer slope factor for As which is 1.5 mg/kg/day (USEPA 2005).
2.5.Multivariate statistical analysis
Multi Variate Statistical Package (MVSP) and Statistical Package for the Social Sciences (SPSS)
statistic software version 17 were used for Principle Component Analysis (PCA), Correlation
Matrix (CM) and Hierarchical Cluster Analysis (HCA), respectively.Arc-GIS and Surfer
software version 10 were used to make distribution maps of As for the study area. Hydro-
chemical facies was determined by the Piper diagram (Piper 1953).
3. Resultsand discussions
3.1. Hydrochemistry
Physical and chemical properties were determined in order to check the drinking water quality.
Chemistry of groundwater showed large variation in samples of Sargana, although the two sites
did not show much variation in the concentration (Table 1). The Geology of the area is same due
to which large variation between two sites is not observed. The pH was slightly alkaline in the
range of 6.5 to 8.2 and 6.8 to 8.1 in Sargana and Mailsi areas, respectively. Mean of pH in
samples from two sites showed differences in the order of Mailsi>Sargana, however, pH values
were within the permissible limits for drinking water according to WHO described range (6.5-
8.5). Likewise, EC values in drinking water samples ranged from 0.69 to 2.81 and 0.66 to 2.43
mS/cm in Sargana and Mailsi areas, respectively and followed the same order as for pH. In
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contrast, 36% drinking water samples exceeded the WHO specified limits (1.5 mS/cm) of EC
while other samples were below the limits (Table 1). TDS in drinking water ranged from 469 to
1911 and 503 to 1652 mg/L in Sargana and Mailsi sites, respectively. DO in drinking water
samples ranged from 6.1 to 8.1 and 6.2 to 8.3 mg/L in Sargana and Mailsisites. Concentrations of
Na+
ranged from 261 to 453 and 177 to 637.5 mg/L, K+
ranged from 3.2 to 9.7 and 3.1 to 18.8
mg/LCa2+
ranged from 48.6 to 356.5 and 61.44 to 402.6 mg/LMg2+
from 31.2 to 86.9 and 31.6 to
85.5 mg/L, while,for Fe2+
and Mn2+
ranged from 0.002 to 0.031 and 0.002 to 0.049, 0.003 to 0.09
and 0.001 to 0.08 mg/L, respectively for Sargana and Mailsi (Table 1). For Na+
WHO
recommended value is 200 mg/L and all the samples exceeded permissible limit in Sargana while
97% samples of Mailsi area exceeded WHO limits. For Ca2+
WHO recommended value is 100
mg/L and 99 % samples in sargana area while in Mailsi 83 % samples exceeded WHO limits.
For Fe2+
,WHO recommended value is 0.3 mg/L and all the samples were belowWHO
limits.Whereas K+
and Mn2+
were below the permissible limits (Table 1).
Anion concentrations: SO4
-2
, HCO3
-
, NO3
-
and Cl-
in drinking water ranged from 205.8 to 1053.4
and 238.7 to 1185.2, 25.3 to 1268.8 and 390.4 to 1171.2, 8.9 to 53.2 and 10.1 to 58.5, 55.1 to
225.3 and 30 to 355.4 mg/L in Sargana and Mailsi areas respectively. 98% drinking water
samples exceeded the WHO permissible limits (10mg/L) of NO3
-
andlikewise NO3
-
concentrations were higher in Mailsi area (Table 1). Almost 95% of the drinking water samples
of both sites exceeded their WHO permissible limit for SO4
-2
concentrations. Water quality
showed the dominance of HCO3
-
among anions, while Ca2+
among cations. Further, it employed
Ca-Mg-HCO3
-
type of water chemistry with elevated sulphate and calcium and chloride
concentrations (Figure 2). Our results revealed that physiochemical parameters of drinking water
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were influenced due to altered ion chemistry. Increased TDS are mainly due to HCO3-, SO4
-2
,
Ca2+
and NO3
-
. Increased TDS simultaneously increase EC as a result of ion exchange(Baiget al.
2009). Higher EC values of drinking water samples exhibited higher pH. Similar results have
been reported previously by (Halimet al. 2009). Alkaline pH of the water in the area was due to
the presence of HCO3
-
, which was the weathering product of carbonaceous rocks (Breit and
Wanty 1991; Lopez-Pazos et al. 2010). Concentrations of SO4
-2
, Cl-
and NO3
-
were slightly
higher in samples of Mailsi than Sargana. It could be either due to anthropogenic activities
because Mailsiis more populated as compared to Sargana and is located at lower altitude where
water flows from North to South-West. Due to the lower altitude the contaminants have the
possibility of accumulation. Overload of SO4
-2
imparts unacceptable taste and may be laxative
and corrosive, especially when combined with Na+
or Mg2+
(Ashraf and Foolad 2007). High
levels of SO4
-2
can be attributed to the sulfide mineralization (Shah 2000) or due to massive use
of soaps and detergents in the urban areas (Li et al. 2006). Drinking water samples had higher Cl-
concentrations because the area is under arid environment so high Cl-
concentrations could be
due to high rate of evaporation in arid environments (Farooqi et al. 2007b). NO3
-
concentrations
in samples of the study area were higher than those reported by(Nickson et al. 2005) in
Multan,probably due to higher sewage discharges, animal excreta, and agricultural activities. In
the study area, urea, Di-ammonium Phosphate (DAP) and numerous other fertilizers are broadly
applied to various cash crops, including cotton, wheat, rice, maize and sugar-cane. In Pakistan
the fertilizer consumption has increased during the past 30 years and the Punjab Province
consumes the largest split due to its largest agricultural area (Nrmed 2004). The yearly
production of various fertilizers in Pakistan is: urea (4.3 million tonnes), DAP (450 thousand
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tones) and for Nitrogen, Phosphorus and Potassium (NPK) compounds is 100 thousand tones
(total 5.78 million tons),(Nrmed 2004) which are the principle source of groundwater
contamination with nitrates and phosphates in various regions of Punjab (Farooqi et al. 2007)
High concentrations of Ca2+
in groundwater may be due to the weathering of silicate minerals
whereas lower concentrations of K+
as compared to Na+
can be explained by the fact that K+
tends to be fixed on clay minerals and rate of disintegration of K+
is low as compared to Na+
minerals. The reason for low Fe2+
and Mn2+
concentrations in the area is because the groundwater
from certain rock types such as dark muddy lime stones, shale and sandstone areas contain low
Fe2+
and Mn2+
concentrations (Kelly and Moran 2002).
3.2. Spatial distribution of As in study area related to active flood plain
As concentrations in water samples of Sargana and Mailsi sites are shown in Table 2. Sargana
samples contained As in the range of 14 to 787µg/L, whereas Mailsi samples had 11 to 828 µg/L
of As. Relatively higher concentrations of As were found in Mailsi as compared to Sargana.
Comparative analysis of our samples with WHO permissible limits (10 µg/L) revealed 100%
contamination of samples, whereas 60% when compared with PakEPA (50 µg/L). Spatial
distribution of As concentration in groundwater is shown in Figure 3a. Maximum As was found
in Mailsi area, according to the contour map in west to east. 3-D imaging and dome shape
(Figure 3b) revealed variation in As concentrations in both Mailsi and Sargana areas.
Slightlypositive correlations was found between As and HCO3
-
(r2
= 0.444) (Table 3 and
Figure4b). Significant negative correlationwas found between As and Mn2+
(r2
= -0.051), As and
Fe2+
(r2
= -0.062) as shown in Figure 4c and 4d.
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The results of the current study showed that the As concentration was higher in the regions
located near to the Sutlej River as compared to the areas located far from it (Figure 3a and b).
This similar pattern was also observed in the previous study of district Muzaffargarh and Multan
(Nickson et al. 2005).It have been reported that As concentration is generally higher in the
regions near rivers or in floodplain areas. Some of the most As affected flood plain areas of the
world include Bengal delta of Bangladesh (Berg et al. 2001), Ganga-Mehgna Brahmaputra plain
of India (Chakraborti 2004), Red River Delta and Mekong basin of Vietnam and Cambodia
(Berg et al. 2007) and Western Snake River Plain of Idaho, USA (Busbee et al. 2009). Recently
Pakistan Council for Research in Water Resources (PCRWR) has declared 6 cities of Punjab as
the most affected areas in terms of As levels, which include Multan, Bahawalpur, Sheikhopura,
Gujranwalan, Kasur and Lahore. All of these areas are located near the river and thus fall under
the category of flood plain areas (kahlown 2005). Water from shallow aquifers with recent
alluvial sediments contain distinctly higher As than the water from deeper aquifers with
presumed Pre-Holocene sediments: only 1% of the wells in the depth range of 150-200 m have
aqueous As above 50 µg/L according to British Geological Survey (Kinniburgh and Smedley
2001).
3.3. Oxidative dissolution and evaporative enrichment: probable mechanism of As release
Four basic geo-chemical mechanisms are responsible for the release of As in water. These
mechanisms include oxidative and reductive dissolution (McArthur et al. 2001; Nickson et al.
1998), desorption (Smedley 2005) and concentration by evaporative enrichment (Welch et al.
2000). Natural enrichment of drinking water by As can arise in numerous ways such as;
hydrothermal volcanism, oxidation of arsenical sulphide minerals (Schreiber et al. 2000),
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reduction of FeOOH and the release of its sorbed load in groundwater (Ravenscroft et al. 2001),
desorption of As from mineral sorption sites in response to increase of pH (Robertson 1989), and
evaporative concentration (Nicolli et al. 1989). Oxidative dissolution is characterized by high
concentrations of HCO3
-
(>500ppm) and SO4
-2
(> 250ppm) and pH (>7.5)(Smedley and
Kinniburgh 2002). The findings of the current study can be supported by oxidative dissolution
and in some extent evaporative enrichment. In arid environments, evaporative concentration of
dissolved species can produce elevated As concentrations in groundwater (Bhattacharya et al.
2006). In these systems, evaporation increases the concentrations of all ions in the residual
waters, a process documented to occur in closed evaporative basins or locations where the water
table is sufficiently near-surface to be affected by evaporation (Nickson et al. 2005). Human
activities that can potentially promote evaporative enrichment include increasing evaporation
rates by decreasing the water table to the near-surface or by groundwater pumping for irrigation
(Nickson et al. 2005). Natural evaporation over long periods can cause solute concentrations in
shallow groundwater to increase (Welch 2000) and effects of evaporative concentration under
oxic conditions will be sorption of As to soils (Jones et al. 2009) and aquifer sediments (Nimick
et al. 1998). In the present study, high Cl-
and Na+
concentrations are indication of high
evaporation in the area. This is also supported by the dendrogram (Figure 5). Na+
, Cl-
and As fall
in the same group. So in the area arsenic seems to be released by oxidative dissolution under the
influence of high alkaline water and high pH (Figure 6) and to some extent high arsenic
concentrations are related with the high evaporation in the area.
Moreover, in the present study high DO values and the presence of high NO3, high SO4 and
alkaline pH indicate the oxidative nature of water, which in turn indicates that As is present in
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the form of AsV
in this study. AsV
is most effectively adsorbed on the Fe-oxyhydroxide/oxide at
weakly acid to neutral pH conditions, and it releases into the solution with increasing pH at
alkaline condition (Smedley and Kinniburgh 2002). On the other hand, the persistent intake of
high AsV
drinking water would potentially cause health hazards in future over an extended
period, since this element is reduced into arsenite, which is accumulated in the human body, and
arsenite is more difficult to remove from drinking water supplies than arsenate (Gupta and Chen
1978; Schneiter and Middlebrooks 1983).
3.4. High health risk area due to high arsenic in groundwater
The results showed that residents of the area had a toxic risk index in order of Mailsi>Sargana
(Table 2). ADD ranged from 5×10-4
to 2.2×10-2
and 5×10-4
to 2.3×10-2
mg/kg/day in drinking
water samples of Sargana and Mailsi. The highest value of ADD was found in sample 17 of
Mailsi area. HQ of drinking water ranged from 1.3 to 73.3 and 1 to 76.6 in Sargana and Mailsi
areas, respectively (Table 2). Highest HQ (76.6) was found in sample 17 of Mailsi site, whereas
HQ=73.3 was observed in sample 8 of Sargana area. In drinking water of both Sargana and
Mailsi, the potential CR values ranged from 0.0006 to 0.033 and 0.0009 to 0.0345, respectively
(Table 2).
In the study area, local people were interviewed for information such as age, sex, health,
economic status, nutritional habits, body weight, profession, qualification and drinking water
sources. It has been observed that local people in Mailsi and Sargana used both groundwater and
surface water for drinking and domestic purposes. The results suggest that ADD values have
been increased and comparable with the results reported in Bangladesh (5.00×10−2
– 5.00×10−1
mg/kg/day), Vietnam (1.1×10−3
–4.3× 10−3
), and Turkey (2.3×10−5
–5.21× 10−3
) (Karim 2000,
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Nguyen et al. 2009; Caylak 2012) and is much higher than other studies done in different areas
of Pakistan (0.00–5.56×10−7
mg/kg/day (Muhammad and Khan 2010). The ADD range is larger
in Mailsi area as compared to Sargana area. The calculated HQ through consumption of As
contamination in drinking water was found highest (76.6) in Mailsi area as compared to the
Sargana area. About 85% people in Mailsi area were using the water for drinking and household
purpose and therefore considered at high risk, when compared with USEPA approach (1999).
CR values greater than one in a million was generally considered significant by (Boobis et al.
2006). The calculatedCR index values show that the order of As cancer risk was Mailsi
area>Sargana area. The results indicate that CR values (3.5×10-2
mg/kg/day) in drinking water of
the study area Mailsi were higher than Sargana except for the 15% people of Mailsiarea that
showed medium risk, when compared with USEPA approach (1999). The results warn study area
to be at high risk. This is an alarming situation within the area and needs urgent remediation to
save health of people at risk.
3.5. Identification of pollution sources by statistical techniques
Multivariate analysis was performed in order to discriminate distinct groups of physic-chemical
parameters and Asas tracer of natural or anthropogenic sources. Principal Component Analysis
(PCA) is an effective tool for source identification of physicochemical parameters (Mico et al.
2006). The results of cluster analysis (CA) agreed well with PCA. An explorative hierarchical
analysis causes toxicity through increase in salinity, change in ironic composition of water. CA
grouped the sampling sites into clusters (called Zones in this study) on the basis of similarities
within a zone and dissimilarities between different zones. The results of CA helped in
interpreting the data and indicating patterns of similar objects. In drinking water samples three
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groups of elements were identified. In cluster analysis, similar objects fall into the same class
and dissimilar group fall into another group (Danielsson et al. 1999) levels of similarity at which
observations merge are used to construct a dendogram (Chen et al. 2007).
The first group includes pH, K+
, EC, NO3
-
and Mg2+
parameters as shown in Figure 5, suggesting
all these parameters are from the same source, mainly anthropogenic activities, (industrial and
natural activities). The electrical conductivity (EC) can be used as an indirect measurement of
dissolved solids in the water (Bityukova and Petersell 2010). The major cause of nitrate in the
water is industrial, domestic effluents, fertilizers, decayed animals and plant material, farm
leachates and atmospheric washout (Kahlown 2006), Excess of nitrate may cause infantile
methaemoglobinaemia (USEPA 1977) and gastric cancer (Xu 1981). Mg2+
contributes in
hardness of water together with calcium (Corkill et al. 1981).The high concentration of
magnesium can cause muscle slackening, nerve problems, depressions and personality changes,
vomiting and diarrhea (Sarma and Rao, 1997).
The second group includes Na+
, As, Cl-
and Ca2+
as shown in Figure 5. It is possible that all of
the ions of second group may beoriginated from the parent rock material. Elevated Ca2+
, Na+
, Cl-
and As concentrations were caused by the interaction of drinking water with aquifer sediments
rich in carbonate (Ahmed et al. 2004). Cl-
find its way to groundwater from underground salt
deposits of NaCl, KCl and MgCl, mostly intrusion of sea water and other saline water, and also
from the intrusion of municipal sewages (Kahlown 2006). Calcium being the important minerals
that are considered as essential for carrying out numerous functions in the human body like
blood clotting and transmission of nerve impulse and the regulation of the heart rhythm (WHO
1996). The main sources of calcium are calcite rock mineral weathering, fertilizers and
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agrochemical wastes. The third group includes TDS, TH, SO4
-2
and HCO3
-
as shown in Figure 5.
Similar to group 2, the elements of this group may be originated from anthropogenic, natural and
parent rock materials. High SO4
-2
concentrations may be derived from leaching of chemical
fertilizer, household waste and animal manure (Kahlown 2006). Sulfate is the common anion of
water, which enters the water from its naturally occurring minerals in some soil and rock
formation that contains groundwater (Shakirullah et al. 2005). Increasing sulfate causes health
concern may be laxative, cathartic and corrosive, especially when combine with Na+
, result in the
decline of water quality (Shakirullah et al. 2005).
PCA was employed to compare the compositional patterns between the drinking water systems
and identification of the factors that influence each one. Five components of PCA analysis
showed 76% of the variance on the data of ground water samples (Table 4).The five factors were
obtained by drinking water sample data using a Varimax normalized Algorithm that gives an
easier interpretation of the principle component loadings and maximized of the variance
explained by the extracted factors. VF1 explained 30.4% of the total variance and has high factor
loadings for Ca2+
, Mg2+
, SO4
-2
and TH which are associated with common natural origin (Harvey
et al. 2002). The sources of these parameters could be the weathering of Calc-silicate rocks
suggesting that Varimax Factor 1 (VF1) has geogenic sources. VF2 accounted for 18.2% of the
total variance and reflected significant loadings for EC, pH, TDS, HCO3
-
and As having geogenic
sources (Stuben et al. 2003; Hasan et al. 2007). VF3 explains 10.3% of the total variance and
significant factor loadings for Cl-
origin from anthropogenic activities, (Mico et al. 2006). VF4
accounted for 8.9% of the total variance and revealed the significant loading for NO3
-
and K+
originated from weathering of minerals and agricutural activity (Khan et al. 2004; Zan et al.
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2011). VF5 was loaded by Na+
with variance of 8.2 percent and dominanting solutes in
seawateand anthropogenic activities (Villalobos et al. 2001).
4. Conclusions
The current study demonstrates that groundwater of Mailsi and Sargana areas of Punjab province
are heavily contaminated with SO4
-2
, HCO3
-
and As. Maximum concentration of As (828 µg/L)
was recorded in the urban area of Mailsi. Additionally, calcium and magnesium concentrations
crossed the permissible limits in the presence of As. The type of water that predominates in the
study area is Na+
-HCO3
-
-SO4
-2
. The Desorption under alkaline and high pH seems to be the
dominating mechanism along with the evaporative enrichment. CR index of As indicates that
85% people of the urban area of Mailsi are under threat. It is further suggested that groundwater
of Tehsil Mailsi and Sargana is not fit for drinking purpose and immediate measures are required
to save the health of population residing in the area.
Acknowledgments
We are indebted to Geological Survey of Pakistan, Advanced Geosciences Research laboratories
for the arsenic analysis and Dr. Riffat Naseem Malik for providing lab facilities.
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Table 1: Ranges of Physio-Chemical drinking water quality parameters collected from the study
area
Parameters Sargana Mailsi
Drinking water Drinking water
n=22 n=22
Range Mean Range Mean
pH 6.5-8.2 7.58 6.8-8.1 7.5
EC (mS/cm) 0.69-2.81 1.39 0.66-2.43 1.4
TDS (mg/L) 469-1911 947.72 503-1652 940.73
DO (mg/L) 6.1-8.1 7.19 6.2-8.3 7.2
TH (mg/L) 368-1244 707.05 284-1330 665.91
Cl-
(mg/L) 55.1-225.3 105.59 30-355.4 130.38
HCO3
-
(mg/L) 25.3-1268.8 816.01 390.4-1171.2 728.89
NO3
-
(mg/L) 8.9-53-2 28.19 10.1-58.5 25.06
SO4
-2
(mg/L) 205.8-1053.4 596.67 238.7-1185.2 642.33
Na+
(mg/L) 261-453 375.34 177-637.5 400.57
K+
(mg/L) 3.2-9.7 5.15 3.1-18.8 5.23
Ca2+
(mg/L) 48.6-356.5 187.29 61.44-402.6 178.09
Mg2+
(mg/L) 31.2-86.9 55.42 31.6-85.5 53.86
Mn2+
(mg/L) 0.003-0.09 0.024 0.001-0.08 0.09
Fe2+
(mg/L) 0.002-0.031 0.012 0.002-0.049 0.017
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Table 2: Ranges of As, ADD, HQ and CR in drinking water samples of Sargana and
Mailsi,Pakistan
Parameters Sargana Mailsi
Drinking water
n=22
Drinking water
n=22
Range Mean Range Mean
As (μg/L) 14 - 787 165.82 11 - 828 145.6
ADD (mg kg-1 day-1) 0.0005-0.022 0.0046 0.0005-0.023 0.004
HQ 1.3-73.3 15.3 1-76.6 13.4
CR 0.0006-0.033 0.0069 0.0009-0.0345 0.006
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Table 3: Correlation coefficient among drinking water quality parameter. Significant values are
highlighted in bold where, p<0.05
Paramet
ers PH Ec TDS TH
Ca2
+
Mg2
+
HC
O3
-
Cl-
SO4
-
2
NO3
-
Na+
K+
A
s
pH 1
EC
0.10
9 1
TDS
0.10
9
0.99
6 1
TH 0.09
0.25
9
0.24
2 1
Ca2+
0.08
3
0.24
8
0.23
1
0.99
8 1
Mg2+
0.11
3
0.29
1
0.27
4 0.97
0.95
1 1
HCO3
-
0.27
6
0.39
8
0.40
7
0.17
8
0.17
6
0.17
8 1
Cl-
-
0.22
6 0.1
0.10
3
0.23
9
0.25
3 0.18
-
0.07
9 1
SO4
-2
0.07
8 0.11 0.09
0.69
9
0.69
6
0.68
7
0.05
6
0.06
6 1
NO3
-
-
0.05
-
0.24
6
-
0.24 0.21
0.22
6
0.14
5
-
0.06
6
0.05
5
0.11
7 1
Na+
-
0.07
5
-
0.08
1
-
0.08
9
0.02
1
0.02
5
0.00
4
0.14
1
0.05
2
0.02
2
0.04
7 1
K+
0.01
-
0.05
2
-
0.04
5
0.06
6
0.06
9
0.04
9
0.13
5
0.23
1
0.08
7
0.09
7
-
0.0
4 1
As
0.08
1
0.28
3
0.27
6
0.04
9
0.02
4
0.13
2
0.44
4
-
0.06
-
0.03
8
-
0.09
9
-
0.0
7
-
0.10
4 1
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Table 4: Factor loading of drinking water quality parameters
Parameters VF1 VF2 VF3 VF4 VF5
pH 0.166 0.238 -0.626 0.114 -0.362
Ec 0.522 0.735 0.284 -0.127 -0.002
TDS 0.507 0.742 0.289 -0.115 -0.012
TH 0.94 -0.282 -0.041 -0.061 0.029
Ca2+
0.932 -0.298 -0.03 -0.052 0.029
Mg2+
0.934 -0.212 -0.079 -0.093 0.027
HCO3
-
0.364 0.544 -0.263 0.543 0.08
Cl-
0.248 -0.184 0.735 0.222 -0.016
SO4
-2
0.716 -0.337 -0.143 -0.125 -0.022
NO3
-
0.118 -0.5 -0.143 0.276 0.004
Na+
0.005 -0.113 -0.02 0.435 0.782
K+
0.096 -0.158 0.267 0.666 -0.544
As 0.2 0.527 -0.214 0.181 0.131
Eigenvalues 3.952 2.371 1.333 1.159 1.065
Variability (%) 30.397 18.238 10.252 8.916 8.192
Cumulative (% 30.397 48.635 58.888 67.804 75.996
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Figure 1: Location maps showing the sampling points of drinking water samples of Sargana and
Mailsi
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Figure 2: Water chemistry in the area (DW stands for drinking water)
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Figure (3a): spatial distribution of arsenic in drinking water of Sargana and Mailsi
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Figure (3b): Maximum arsenic is from Mailsi as indicated by the dome
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(4a) (4b)
(4c) (4d)
Figure 4: (a, b, c and d) Showing the correlations of As with SO4, HCO3, Mn and Fe
200
400
600
800
1000
1200
1400
10 510 1010
SO4(mg/L)
As(µg/L)
350
550
750
950
1150
1350
0 500 1000
HCO3
1-(mg/L)
As(µg/L)
0
0.02
0.04
0.06
0.08
0.1
0.12
0 500 1000
Mn(mg/L)
As(µg/L)
0
0.5
1
1.5
2
2.5
3
3.5
10 510 1010
Fe(mg/L)
As(µg/L)
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Figure (5): Dendrogram of selected physicochemical parameters in drinking water samples
using average linkage (within group) method
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Figure (6) Scores for distribution of As species and water quality parameters in Tehsil Mailsi.
pH
EcTDS
THCa+2
Mg+2
HCO3-
Cl
SO4
NO3
Na
K
As
-1
-0.75
-0.5
-0.25
0
0.25
0.5
0.75
1
-1 -0.75 -0.5 -0.25 0 0.25 0.5 0.75 1
F2(18.24%)
F1 (30.40 %)
Variables (axes F1 and F2: 48.64 %)
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Atta paper

  • 1. This article was downloaded by: [Institute of Geochemistry] On: 30 June 2015, At: 23:37 Publisher: Taylor & Francis Informa Ltd Registered in England and Wales Registered Number: 1072954 Registered office: Mortimer House, 37-41 Mortimer Street, London W1T 3JH, UK Click for updates Human and Ecological Risk Assessment: An International Journal Publication details, including instructions for authors and subscription information: http://www.tandfonline.com/loi/bher20 Arsenic in groundwater and its health risk assessment in drinking water of Mailsi, Punjab, Pakistan Atta Rasool a , Abida Farooqi a , Sajid Masood b & Khadim Hussain c a Environmental hydro-geochemistry Laboratory, Department of Environmental Sciences, Quaid-i-Azam University, 45320-Islamabad, Pakistan b Department of Plant Sciences, Quaid-i-Azam University, 45320-Islamabad, Pakistan c Geoscience Advanced Research Laboratories, Chak Shehzad, Islamabad, Accepted author version posted online: 29 Jun 2015. To cite this article: Atta Rasool, Abida Farooqi, Sajid Masood & Khadim Hussain (2015): Arsenic in groundwater and its health risk assessment in drinking water of Mailsi, Punjab, Pakistan, Human and Ecological Risk Assessment: An International Journal, DOI: 10.1080/10807039.2015.1056295 To link to this article: http://dx.doi.org/10.1080/10807039.2015.1056295 Disclaimer: This is a version of an unedited manuscript that has been accepted for publication. As a service to authors and researchers we are providing this version of the accepted manuscript (AM). Copyediting, typesetting, and review of the resulting proof will be undertaken on this manuscript before final publication of the Version of Record (VoR). During production and pre-press, errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal relate to this version also. PLEASE SCROLL DOWN FOR ARTICLE Taylor & Francis makes every effort to ensure the accuracy of all the information (the “Content”) contained in the publications on our platform. However, Taylor & Francis, our agents, and our licensors make no representations or warranties whatsoever as to the accuracy, completeness, or suitability for any purpose of the Content. Any opinions and views expressed in this publication are the opinions and views of the authors, and are not the views of or endorsed by Taylor & Francis. The accuracy of the Content should not be relied upon and should be independently verified with primary sources of information. Taylor and Francis shall not be liable for any losses, actions, claims, proceedings, demands, costs, expenses, damages, and other liabilities whatsoever or howsoever caused arising directly or indirectly in connection with, in relation to or arising out of the use of the Content. This article may be used for research, teaching, and private study purposes. Any substantial or systematic reproduction, redistribution, reselling, loan, sub-licensing, systematic supply, or distribution in any form to anyone is expressly forbidden. Terms & Conditions of access and use can be found at http:// www.tandfonline.com/page/terms-and-conditions
  • 2. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT1 Arsenic in drinking water of Mailsi area, Pakistan. Arsenic in groundwater and its health risk assessment in drinking water of Mailsi, Punjab, Pakistan Atta Rasool1 , Abida Farooqi1 , Sajid Masood2 and Khadim Hussain3 1 Environmental hydro-geochemistry Laboratory, Department of Environmental Sciences, Quaid- i-Azam University, 45320-Islamabad, Pakistan 2 Department of Plant Sciences, Quaid-i-Azam University, 45320-Islamabad, Pakistan 3 Geoscience Advanced Research Laboratories, Chak Shehzad, Islamabad Corresponding Author: Dr. Abida Farooqi, Phone: 0092-51-90644139, E-mail: abida.farrukh@gmail.com Abstract The present study was aimed to assess drinking water quality regarding arsenic (As) and its impact on health from Mailsi (Punjab), Pakistan. Forty four groundwater samples were collected from two sites Sarganaand Mailsi. Arsenic and other cations were determined by atomic absorption spectrophotometer, whereas the anions were determined either through titration or spectrophotometer. The results revealed that dominant anions were HCO3 - and Cl- and Ca+2 was the dominant cation andoverall water chemistry of the area was CaMgHCO3 - type. Arsenic concentrations were high, rangedfrom 11 to 828 µg/L that crossed the World Health Organization permissible limits. Likewise, higher SO4 -2 concentrations ranging from 247 to 1053 mg/L were observed. The health risk index was higher in Sargana site which employed the differences in terms of higher Average Daily Dose,,Hazard Quotient , and Carcinogenic Risk of arsenic. which is unsuitable for drinking purpose. The area seems to be at high risk due to arsenic Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 3. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT2 pollution and wells have never been tested for arsenic concentrations earlier, therefore necessary measures should be taken to test the wells with respect to arsenic. Key words Arsenic, drinking water, risk assessment, health risk, Mailsi, Pakistan Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 4. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT3 1. Introduction Quality of water is a vital concern for mankind since it is directly linked to human welfare. More than 50% of the world’s population is dependent on groundwater for drinking. Groundwater is the only source of drinking for many rural and small communities.This groundwater becomes polluted mainly through improper urbanization, industrialization, agricultural practices and domestic waste (Patil and Patil 2010). Arsenic (As) is one of the harmful metalloids present in the groundwater resulting from both anthropogenic and natural sources (Baig et al. 2010).Natural and anthropogenic activities such as weathering, erosion, biological activities, petroleum refining, the use of wood preservatives, pesticides, semi-conductors, paints, dyes, metals, soaps, drugs and herbicides significantly contaminate the ground water (Gecol et al. 2004). All over the world more than 70 arsenic affected countries have been recognized and majority of these nations belong to South East Asia and South Asia. Worldwide 150million people are affected by consumption of As contaminated water (Ravenscroft et al. 2009). It is frequently found in different regions of the world, as by inference, in the groundwater ofthe USA, Argentina, Taiwan, China, Hungary and Ganges Plains of India(Smedley and Kinniburgh 2002).South Asian countries like India and Bangladesh are facing severe health problems due to As contamination of drinking water(Muhammad et al. 2010; Halim et al. 2009; Xie et al. 2009; Gupta et al. 2009). In Pakistan, As in groundwater is now an emerging threat in different areas of the country such as Jamshoro (Baiget al. 2010),MancharLake (Arain et al. 2009), Lahore and Kasur(Farooqi et al. 2007a), Muzaffargarh (Nickson et al. 2005), DG Khan(Malana and Khosa 2011)and Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 5. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT4 Tharparkar(Brahman et al. 2013). Higher Asconcentrations about 50 µg/L have been recorded in drinking water inMultan, Rahim YarKhan and Bahawalpur (Punjab),whereas in some areas of Sindh, these concentrations have been increased by 4-folds compared to Punjab(Kahlown et al. 2002). Numerous reports are available on As contamination in groundwater and its effects on human healthbut limited data is available from Pakistan. High arsenic concentrations have been reported from the surrounding areas of Sargana and Mailsi including Multan and Muzaffargarh (Nickson et al 2005), Arsenic concentrations are spatially variable. So far, no research work has been done on As contamination in the study area. Therefore, the current study was aimed to 1) identify the status of arsenic in Tehsil Mailsi(2) source identification of As contamination using multivariate analysis and other statistical tools (3) to conduct health risk assessment in the study area due to As contamination. 2. Materials and methods 2.1. Study area Tehsil Mailsiis located between 29°78'Latitude and 72°17' Longitude, with a size of 1639 km2 and a population of about 704,878 (Figure 1). It has hot and semi-arid climate with average precipitation of 243 mm/year and a mean temperature of 26 °C. The major drinking water source is groundwater, by means of hand, motor or rotor pumps, whereas canal water is also supplied for drinking purpose only in those areas having brackish water (District census organization report, 1998). Hydrology and aquifer sediments of the Punjab were first described in detail (Greenman et al. 1967) comprising of alluvial plains where>340 m thick Holocene and Pleistocene sediments are transported by the Sutlej river. Sediments comprised ofa high Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 6. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT5 percentage of fine to very fine sand, silt, clay and low organic matter content. The study area is towards the southwestern part of Bari Doab (area between the two rivers, Sutlej and Chenab) containing relatively older alluvial depositsthat tend to coincide with zones of highly mineralized groundwater (Greenman et al. 1967). 2.2. Sampling and pretreatment Two villages (Mailsi city and Sargana) potentially exposed to severe agricultural and anthropogenic activities were selected for water sampling (Fig. 1). Mailsi is situated in active flood plain area, around 2 km away from Sutlej River. Sampling was conducted in August, 2013 following the standard procedures (Khan et al., 2012). In total 44 ground water samples consisting of 22 from Mailsi and 22 from Sargana were collected (Figure 1). All groundwater samples were from the shallow depths ranging from 80- 140 feet. Water samples were collected in pre-cleaned polyethylene bottles after pumping for about 2-5 min to flush the pipe water. Duplicate water samples were collected and preserved as either acidified samples or non-acidified samples. Acidified water samples were used for the determination of cations and non-acidified samples were used for anion analysis. A field duplicate was collected at every 10th site. The latitude and longitude were recorded via Global Positioning System (GPS). During sampling, pH, Electric Conductivity (EC), Total Dissolved Solids (TDS) and temperature of the samples were measured in situ using pH and EC meters (470, Jenway), respectively. The dissolved oxygen (DO) was determined by using DO meter (DO W2015) in all the drinking water samples during field . All the samples were kept in the dark at 4o Ctill further analysis. For the quality control duplicate samples and spiked samples were analyzed. Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 7. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT6 2.3. Physicochemical analysis of samples Total hardness (TH) of the water samples was determined by computing calcium (Ca2+ ) which was analyzed by volumetric titration using 0.05 N Ethylene Diamine Tetra Acetic Acid (EDTA). Concentrations of Mg2+ were calculated by subtracting the concentrations of calcium from total concentration of calcium and magnesium determined in total hardness. Nitrates and sulphates were determined using UV/Visible Spectrophotometer (Model UV 1601Shimadzu) at a wavelength of 220 nm. Alkalinity (HCO3 - ) was determined by titration method (Standard method, 1992). Chloride (Cl- ) concentrations in water samples were measured by titration method (ISO 9297, 1989). Arsenic and other cation concentration in the samples was determined using atomic absorption spectrophotometer (Spectra AA 220 FS, Varian, New Jersey, USA). Reproducibility of the analytical data was within 5% and the analytical error was estimated at <10%. 2.4. Human health risk assessment A health risk assessment model derived from USEPA (2005) was applied to assess health risk in individuals exposed to As. Average daily dose (ADD) of As in drinking water was calculated by the following equation: ADD C IR ED EF/ BW AT     (1) Where C, IR, ED, EF, BW, AT represents the concentration of As in water (mg/L), water intake rate (2L/day), exposure duration (assumed 67 years), exposure frequency (365 days/year), body weight (72 kg) and average lifetime (24,455 days), respectively. Generally, HQ can be calculated by the following formula (USEPA 2005). HQ ADD / RfD (2) Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 8. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT7 Where HQ is hazard quotient, if above 1, is considered to be health risk whereas a reference dose (RfD)of As (0.0003 mg/ kg/day) cause toxicity (USEPA 2005). Cancer risk (CR) was calculated using the following formula: CR ADD CSF  (3) Where CSF is the cancer slope factor for As which is 1.5 mg/kg/day (USEPA 2005). 2.5.Multivariate statistical analysis Multi Variate Statistical Package (MVSP) and Statistical Package for the Social Sciences (SPSS) statistic software version 17 were used for Principle Component Analysis (PCA), Correlation Matrix (CM) and Hierarchical Cluster Analysis (HCA), respectively.Arc-GIS and Surfer software version 10 were used to make distribution maps of As for the study area. Hydro- chemical facies was determined by the Piper diagram (Piper 1953). 3. Resultsand discussions 3.1. Hydrochemistry Physical and chemical properties were determined in order to check the drinking water quality. Chemistry of groundwater showed large variation in samples of Sargana, although the two sites did not show much variation in the concentration (Table 1). The Geology of the area is same due to which large variation between two sites is not observed. The pH was slightly alkaline in the range of 6.5 to 8.2 and 6.8 to 8.1 in Sargana and Mailsi areas, respectively. Mean of pH in samples from two sites showed differences in the order of Mailsi>Sargana, however, pH values were within the permissible limits for drinking water according to WHO described range (6.5- 8.5). Likewise, EC values in drinking water samples ranged from 0.69 to 2.81 and 0.66 to 2.43 mS/cm in Sargana and Mailsi areas, respectively and followed the same order as for pH. In Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 9. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT8 contrast, 36% drinking water samples exceeded the WHO specified limits (1.5 mS/cm) of EC while other samples were below the limits (Table 1). TDS in drinking water ranged from 469 to 1911 and 503 to 1652 mg/L in Sargana and Mailsi sites, respectively. DO in drinking water samples ranged from 6.1 to 8.1 and 6.2 to 8.3 mg/L in Sargana and Mailsisites. Concentrations of Na+ ranged from 261 to 453 and 177 to 637.5 mg/L, K+ ranged from 3.2 to 9.7 and 3.1 to 18.8 mg/LCa2+ ranged from 48.6 to 356.5 and 61.44 to 402.6 mg/LMg2+ from 31.2 to 86.9 and 31.6 to 85.5 mg/L, while,for Fe2+ and Mn2+ ranged from 0.002 to 0.031 and 0.002 to 0.049, 0.003 to 0.09 and 0.001 to 0.08 mg/L, respectively for Sargana and Mailsi (Table 1). For Na+ WHO recommended value is 200 mg/L and all the samples exceeded permissible limit in Sargana while 97% samples of Mailsi area exceeded WHO limits. For Ca2+ WHO recommended value is 100 mg/L and 99 % samples in sargana area while in Mailsi 83 % samples exceeded WHO limits. For Fe2+ ,WHO recommended value is 0.3 mg/L and all the samples were belowWHO limits.Whereas K+ and Mn2+ were below the permissible limits (Table 1). Anion concentrations: SO4 -2 , HCO3 - , NO3 - and Cl- in drinking water ranged from 205.8 to 1053.4 and 238.7 to 1185.2, 25.3 to 1268.8 and 390.4 to 1171.2, 8.9 to 53.2 and 10.1 to 58.5, 55.1 to 225.3 and 30 to 355.4 mg/L in Sargana and Mailsi areas respectively. 98% drinking water samples exceeded the WHO permissible limits (10mg/L) of NO3 - andlikewise NO3 - concentrations were higher in Mailsi area (Table 1). Almost 95% of the drinking water samples of both sites exceeded their WHO permissible limit for SO4 -2 concentrations. Water quality showed the dominance of HCO3 - among anions, while Ca2+ among cations. Further, it employed Ca-Mg-HCO3 - type of water chemistry with elevated sulphate and calcium and chloride concentrations (Figure 2). Our results revealed that physiochemical parameters of drinking water Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 10. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT9 were influenced due to altered ion chemistry. Increased TDS are mainly due to HCO3-, SO4 -2 , Ca2+ and NO3 - . Increased TDS simultaneously increase EC as a result of ion exchange(Baiget al. 2009). Higher EC values of drinking water samples exhibited higher pH. Similar results have been reported previously by (Halimet al. 2009). Alkaline pH of the water in the area was due to the presence of HCO3 - , which was the weathering product of carbonaceous rocks (Breit and Wanty 1991; Lopez-Pazos et al. 2010). Concentrations of SO4 -2 , Cl- and NO3 - were slightly higher in samples of Mailsi than Sargana. It could be either due to anthropogenic activities because Mailsiis more populated as compared to Sargana and is located at lower altitude where water flows from North to South-West. Due to the lower altitude the contaminants have the possibility of accumulation. Overload of SO4 -2 imparts unacceptable taste and may be laxative and corrosive, especially when combined with Na+ or Mg2+ (Ashraf and Foolad 2007). High levels of SO4 -2 can be attributed to the sulfide mineralization (Shah 2000) or due to massive use of soaps and detergents in the urban areas (Li et al. 2006). Drinking water samples had higher Cl- concentrations because the area is under arid environment so high Cl- concentrations could be due to high rate of evaporation in arid environments (Farooqi et al. 2007b). NO3 - concentrations in samples of the study area were higher than those reported by(Nickson et al. 2005) in Multan,probably due to higher sewage discharges, animal excreta, and agricultural activities. In the study area, urea, Di-ammonium Phosphate (DAP) and numerous other fertilizers are broadly applied to various cash crops, including cotton, wheat, rice, maize and sugar-cane. In Pakistan the fertilizer consumption has increased during the past 30 years and the Punjab Province consumes the largest split due to its largest agricultural area (Nrmed 2004). The yearly production of various fertilizers in Pakistan is: urea (4.3 million tonnes), DAP (450 thousand Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 11. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT10 tones) and for Nitrogen, Phosphorus and Potassium (NPK) compounds is 100 thousand tones (total 5.78 million tons),(Nrmed 2004) which are the principle source of groundwater contamination with nitrates and phosphates in various regions of Punjab (Farooqi et al. 2007) High concentrations of Ca2+ in groundwater may be due to the weathering of silicate minerals whereas lower concentrations of K+ as compared to Na+ can be explained by the fact that K+ tends to be fixed on clay minerals and rate of disintegration of K+ is low as compared to Na+ minerals. The reason for low Fe2+ and Mn2+ concentrations in the area is because the groundwater from certain rock types such as dark muddy lime stones, shale and sandstone areas contain low Fe2+ and Mn2+ concentrations (Kelly and Moran 2002). 3.2. Spatial distribution of As in study area related to active flood plain As concentrations in water samples of Sargana and Mailsi sites are shown in Table 2. Sargana samples contained As in the range of 14 to 787µg/L, whereas Mailsi samples had 11 to 828 µg/L of As. Relatively higher concentrations of As were found in Mailsi as compared to Sargana. Comparative analysis of our samples with WHO permissible limits (10 µg/L) revealed 100% contamination of samples, whereas 60% when compared with PakEPA (50 µg/L). Spatial distribution of As concentration in groundwater is shown in Figure 3a. Maximum As was found in Mailsi area, according to the contour map in west to east. 3-D imaging and dome shape (Figure 3b) revealed variation in As concentrations in both Mailsi and Sargana areas. Slightlypositive correlations was found between As and HCO3 - (r2 = 0.444) (Table 3 and Figure4b). Significant negative correlationwas found between As and Mn2+ (r2 = -0.051), As and Fe2+ (r2 = -0.062) as shown in Figure 4c and 4d. Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 12. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT11 The results of the current study showed that the As concentration was higher in the regions located near to the Sutlej River as compared to the areas located far from it (Figure 3a and b). This similar pattern was also observed in the previous study of district Muzaffargarh and Multan (Nickson et al. 2005).It have been reported that As concentration is generally higher in the regions near rivers or in floodplain areas. Some of the most As affected flood plain areas of the world include Bengal delta of Bangladesh (Berg et al. 2001), Ganga-Mehgna Brahmaputra plain of India (Chakraborti 2004), Red River Delta and Mekong basin of Vietnam and Cambodia (Berg et al. 2007) and Western Snake River Plain of Idaho, USA (Busbee et al. 2009). Recently Pakistan Council for Research in Water Resources (PCRWR) has declared 6 cities of Punjab as the most affected areas in terms of As levels, which include Multan, Bahawalpur, Sheikhopura, Gujranwalan, Kasur and Lahore. All of these areas are located near the river and thus fall under the category of flood plain areas (kahlown 2005). Water from shallow aquifers with recent alluvial sediments contain distinctly higher As than the water from deeper aquifers with presumed Pre-Holocene sediments: only 1% of the wells in the depth range of 150-200 m have aqueous As above 50 µg/L according to British Geological Survey (Kinniburgh and Smedley 2001). 3.3. Oxidative dissolution and evaporative enrichment: probable mechanism of As release Four basic geo-chemical mechanisms are responsible for the release of As in water. These mechanisms include oxidative and reductive dissolution (McArthur et al. 2001; Nickson et al. 1998), desorption (Smedley 2005) and concentration by evaporative enrichment (Welch et al. 2000). Natural enrichment of drinking water by As can arise in numerous ways such as; hydrothermal volcanism, oxidation of arsenical sulphide minerals (Schreiber et al. 2000), Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 13. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT12 reduction of FeOOH and the release of its sorbed load in groundwater (Ravenscroft et al. 2001), desorption of As from mineral sorption sites in response to increase of pH (Robertson 1989), and evaporative concentration (Nicolli et al. 1989). Oxidative dissolution is characterized by high concentrations of HCO3 - (>500ppm) and SO4 -2 (> 250ppm) and pH (>7.5)(Smedley and Kinniburgh 2002). The findings of the current study can be supported by oxidative dissolution and in some extent evaporative enrichment. In arid environments, evaporative concentration of dissolved species can produce elevated As concentrations in groundwater (Bhattacharya et al. 2006). In these systems, evaporation increases the concentrations of all ions in the residual waters, a process documented to occur in closed evaporative basins or locations where the water table is sufficiently near-surface to be affected by evaporation (Nickson et al. 2005). Human activities that can potentially promote evaporative enrichment include increasing evaporation rates by decreasing the water table to the near-surface or by groundwater pumping for irrigation (Nickson et al. 2005). Natural evaporation over long periods can cause solute concentrations in shallow groundwater to increase (Welch 2000) and effects of evaporative concentration under oxic conditions will be sorption of As to soils (Jones et al. 2009) and aquifer sediments (Nimick et al. 1998). In the present study, high Cl- and Na+ concentrations are indication of high evaporation in the area. This is also supported by the dendrogram (Figure 5). Na+ , Cl- and As fall in the same group. So in the area arsenic seems to be released by oxidative dissolution under the influence of high alkaline water and high pH (Figure 6) and to some extent high arsenic concentrations are related with the high evaporation in the area. Moreover, in the present study high DO values and the presence of high NO3, high SO4 and alkaline pH indicate the oxidative nature of water, which in turn indicates that As is present in Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 14. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT13 the form of AsV in this study. AsV is most effectively adsorbed on the Fe-oxyhydroxide/oxide at weakly acid to neutral pH conditions, and it releases into the solution with increasing pH at alkaline condition (Smedley and Kinniburgh 2002). On the other hand, the persistent intake of high AsV drinking water would potentially cause health hazards in future over an extended period, since this element is reduced into arsenite, which is accumulated in the human body, and arsenite is more difficult to remove from drinking water supplies than arsenate (Gupta and Chen 1978; Schneiter and Middlebrooks 1983). 3.4. High health risk area due to high arsenic in groundwater The results showed that residents of the area had a toxic risk index in order of Mailsi>Sargana (Table 2). ADD ranged from 5×10-4 to 2.2×10-2 and 5×10-4 to 2.3×10-2 mg/kg/day in drinking water samples of Sargana and Mailsi. The highest value of ADD was found in sample 17 of Mailsi area. HQ of drinking water ranged from 1.3 to 73.3 and 1 to 76.6 in Sargana and Mailsi areas, respectively (Table 2). Highest HQ (76.6) was found in sample 17 of Mailsi site, whereas HQ=73.3 was observed in sample 8 of Sargana area. In drinking water of both Sargana and Mailsi, the potential CR values ranged from 0.0006 to 0.033 and 0.0009 to 0.0345, respectively (Table 2). In the study area, local people were interviewed for information such as age, sex, health, economic status, nutritional habits, body weight, profession, qualification and drinking water sources. It has been observed that local people in Mailsi and Sargana used both groundwater and surface water for drinking and domestic purposes. The results suggest that ADD values have been increased and comparable with the results reported in Bangladesh (5.00×10−2 – 5.00×10−1 mg/kg/day), Vietnam (1.1×10−3 –4.3× 10−3 ), and Turkey (2.3×10−5 –5.21× 10−3 ) (Karim 2000, Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 15. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT14 Nguyen et al. 2009; Caylak 2012) and is much higher than other studies done in different areas of Pakistan (0.00–5.56×10−7 mg/kg/day (Muhammad and Khan 2010). The ADD range is larger in Mailsi area as compared to Sargana area. The calculated HQ through consumption of As contamination in drinking water was found highest (76.6) in Mailsi area as compared to the Sargana area. About 85% people in Mailsi area were using the water for drinking and household purpose and therefore considered at high risk, when compared with USEPA approach (1999). CR values greater than one in a million was generally considered significant by (Boobis et al. 2006). The calculatedCR index values show that the order of As cancer risk was Mailsi area>Sargana area. The results indicate that CR values (3.5×10-2 mg/kg/day) in drinking water of the study area Mailsi were higher than Sargana except for the 15% people of Mailsiarea that showed medium risk, when compared with USEPA approach (1999). The results warn study area to be at high risk. This is an alarming situation within the area and needs urgent remediation to save health of people at risk. 3.5. Identification of pollution sources by statistical techniques Multivariate analysis was performed in order to discriminate distinct groups of physic-chemical parameters and Asas tracer of natural or anthropogenic sources. Principal Component Analysis (PCA) is an effective tool for source identification of physicochemical parameters (Mico et al. 2006). The results of cluster analysis (CA) agreed well with PCA. An explorative hierarchical analysis causes toxicity through increase in salinity, change in ironic composition of water. CA grouped the sampling sites into clusters (called Zones in this study) on the basis of similarities within a zone and dissimilarities between different zones. The results of CA helped in interpreting the data and indicating patterns of similar objects. In drinking water samples three Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 16. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT15 groups of elements were identified. In cluster analysis, similar objects fall into the same class and dissimilar group fall into another group (Danielsson et al. 1999) levels of similarity at which observations merge are used to construct a dendogram (Chen et al. 2007). The first group includes pH, K+ , EC, NO3 - and Mg2+ parameters as shown in Figure 5, suggesting all these parameters are from the same source, mainly anthropogenic activities, (industrial and natural activities). The electrical conductivity (EC) can be used as an indirect measurement of dissolved solids in the water (Bityukova and Petersell 2010). The major cause of nitrate in the water is industrial, domestic effluents, fertilizers, decayed animals and plant material, farm leachates and atmospheric washout (Kahlown 2006), Excess of nitrate may cause infantile methaemoglobinaemia (USEPA 1977) and gastric cancer (Xu 1981). Mg2+ contributes in hardness of water together with calcium (Corkill et al. 1981).The high concentration of magnesium can cause muscle slackening, nerve problems, depressions and personality changes, vomiting and diarrhea (Sarma and Rao, 1997). The second group includes Na+ , As, Cl- and Ca2+ as shown in Figure 5. It is possible that all of the ions of second group may beoriginated from the parent rock material. Elevated Ca2+ , Na+ , Cl- and As concentrations were caused by the interaction of drinking water with aquifer sediments rich in carbonate (Ahmed et al. 2004). Cl- find its way to groundwater from underground salt deposits of NaCl, KCl and MgCl, mostly intrusion of sea water and other saline water, and also from the intrusion of municipal sewages (Kahlown 2006). Calcium being the important minerals that are considered as essential for carrying out numerous functions in the human body like blood clotting and transmission of nerve impulse and the regulation of the heart rhythm (WHO 1996). The main sources of calcium are calcite rock mineral weathering, fertilizers and Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 17. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT16 agrochemical wastes. The third group includes TDS, TH, SO4 -2 and HCO3 - as shown in Figure 5. Similar to group 2, the elements of this group may be originated from anthropogenic, natural and parent rock materials. High SO4 -2 concentrations may be derived from leaching of chemical fertilizer, household waste and animal manure (Kahlown 2006). Sulfate is the common anion of water, which enters the water from its naturally occurring minerals in some soil and rock formation that contains groundwater (Shakirullah et al. 2005). Increasing sulfate causes health concern may be laxative, cathartic and corrosive, especially when combine with Na+ , result in the decline of water quality (Shakirullah et al. 2005). PCA was employed to compare the compositional patterns between the drinking water systems and identification of the factors that influence each one. Five components of PCA analysis showed 76% of the variance on the data of ground water samples (Table 4).The five factors were obtained by drinking water sample data using a Varimax normalized Algorithm that gives an easier interpretation of the principle component loadings and maximized of the variance explained by the extracted factors. VF1 explained 30.4% of the total variance and has high factor loadings for Ca2+ , Mg2+ , SO4 -2 and TH which are associated with common natural origin (Harvey et al. 2002). The sources of these parameters could be the weathering of Calc-silicate rocks suggesting that Varimax Factor 1 (VF1) has geogenic sources. VF2 accounted for 18.2% of the total variance and reflected significant loadings for EC, pH, TDS, HCO3 - and As having geogenic sources (Stuben et al. 2003; Hasan et al. 2007). VF3 explains 10.3% of the total variance and significant factor loadings for Cl- origin from anthropogenic activities, (Mico et al. 2006). VF4 accounted for 8.9% of the total variance and revealed the significant loading for NO3 - and K+ originated from weathering of minerals and agricutural activity (Khan et al. 2004; Zan et al. Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 18. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT17 2011). VF5 was loaded by Na+ with variance of 8.2 percent and dominanting solutes in seawateand anthropogenic activities (Villalobos et al. 2001). 4. Conclusions The current study demonstrates that groundwater of Mailsi and Sargana areas of Punjab province are heavily contaminated with SO4 -2 , HCO3 - and As. Maximum concentration of As (828 µg/L) was recorded in the urban area of Mailsi. Additionally, calcium and magnesium concentrations crossed the permissible limits in the presence of As. The type of water that predominates in the study area is Na+ -HCO3 - -SO4 -2 . The Desorption under alkaline and high pH seems to be the dominating mechanism along with the evaporative enrichment. CR index of As indicates that 85% people of the urban area of Mailsi are under threat. It is further suggested that groundwater of Tehsil Mailsi and Sargana is not fit for drinking purpose and immediate measures are required to save the health of population residing in the area. Acknowledgments We are indebted to Geological Survey of Pakistan, Advanced Geosciences Research laboratories for the arsenic analysis and Dr. Riffat Naseem Malik for providing lab facilities. Downloadedby[InstituteofGeochemistry]at23:3730June2015
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  • 25. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT24 Villalobos M, et al. 2001. Surface complexation modeling of carbonate effects on the adsorption of Cr (VI), Pb (II), and U (VI) on goethite. Environmental science & technology 35: 3849-56 USEPA. 2005. Guidelines for carcinogen risk assessment. Risk Assessment Forum, United States Environmental Protection Agency, Washington, DC. EPA/630/P-03/001F United State, Environmental Protection Agency (USEPA). 1977. Guidance for Performing Aggregate Exposure and Risk Assessments, Office of Pesticide Programs, Washington, D.C WHO (World Health Organization). 2004. Guidelines for Drinking-Water Quality, 2nd edit, vol.1, Recommendation. Geneva, Switzerland Piper AM. 1953. A graphic procedurein the geochemical interpretation of water analysis.USGS Groundwater Note No.12 Jones BF, Naftz DL, Spencer RJ, et al. 2009. Geochemical evolution of great salt lake,Utah, USA. Aquat. Geochem 1595-121 DCR. 1998. District Census Report of Tehsil Mailsi. Population Census Organization, Pakistan. http://www.census.gov.pk/publications.php (accessed10.05.10). Khan S, Shahnaz M, Jehan N, et al. 2012. Water quality and human health risk in Charsadda district, Pakistan. J. Cleaner Production 10, 10-16. Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 26. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT25 Table 1: Ranges of Physio-Chemical drinking water quality parameters collected from the study area Parameters Sargana Mailsi Drinking water Drinking water n=22 n=22 Range Mean Range Mean pH 6.5-8.2 7.58 6.8-8.1 7.5 EC (mS/cm) 0.69-2.81 1.39 0.66-2.43 1.4 TDS (mg/L) 469-1911 947.72 503-1652 940.73 DO (mg/L) 6.1-8.1 7.19 6.2-8.3 7.2 TH (mg/L) 368-1244 707.05 284-1330 665.91 Cl- (mg/L) 55.1-225.3 105.59 30-355.4 130.38 HCO3 - (mg/L) 25.3-1268.8 816.01 390.4-1171.2 728.89 NO3 - (mg/L) 8.9-53-2 28.19 10.1-58.5 25.06 SO4 -2 (mg/L) 205.8-1053.4 596.67 238.7-1185.2 642.33 Na+ (mg/L) 261-453 375.34 177-637.5 400.57 K+ (mg/L) 3.2-9.7 5.15 3.1-18.8 5.23 Ca2+ (mg/L) 48.6-356.5 187.29 61.44-402.6 178.09 Mg2+ (mg/L) 31.2-86.9 55.42 31.6-85.5 53.86 Mn2+ (mg/L) 0.003-0.09 0.024 0.001-0.08 0.09 Fe2+ (mg/L) 0.002-0.031 0.012 0.002-0.049 0.017 Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 27. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT26 Table 2: Ranges of As, ADD, HQ and CR in drinking water samples of Sargana and Mailsi,Pakistan Parameters Sargana Mailsi Drinking water n=22 Drinking water n=22 Range Mean Range Mean As (μg/L) 14 - 787 165.82 11 - 828 145.6 ADD (mg kg-1 day-1) 0.0005-0.022 0.0046 0.0005-0.023 0.004 HQ 1.3-73.3 15.3 1-76.6 13.4 CR 0.0006-0.033 0.0069 0.0009-0.0345 0.006 Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 28. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT27 Table 3: Correlation coefficient among drinking water quality parameter. Significant values are highlighted in bold where, p<0.05 Paramet ers PH Ec TDS TH Ca2 + Mg2 + HC O3 - Cl- SO4 - 2 NO3 - Na+ K+ A s pH 1 EC 0.10 9 1 TDS 0.10 9 0.99 6 1 TH 0.09 0.25 9 0.24 2 1 Ca2+ 0.08 3 0.24 8 0.23 1 0.99 8 1 Mg2+ 0.11 3 0.29 1 0.27 4 0.97 0.95 1 1 HCO3 - 0.27 6 0.39 8 0.40 7 0.17 8 0.17 6 0.17 8 1 Cl- - 0.22 6 0.1 0.10 3 0.23 9 0.25 3 0.18 - 0.07 9 1 SO4 -2 0.07 8 0.11 0.09 0.69 9 0.69 6 0.68 7 0.05 6 0.06 6 1 NO3 - - 0.05 - 0.24 6 - 0.24 0.21 0.22 6 0.14 5 - 0.06 6 0.05 5 0.11 7 1 Na+ - 0.07 5 - 0.08 1 - 0.08 9 0.02 1 0.02 5 0.00 4 0.14 1 0.05 2 0.02 2 0.04 7 1 K+ 0.01 - 0.05 2 - 0.04 5 0.06 6 0.06 9 0.04 9 0.13 5 0.23 1 0.08 7 0.09 7 - 0.0 4 1 As 0.08 1 0.28 3 0.27 6 0.04 9 0.02 4 0.13 2 0.44 4 - 0.06 - 0.03 8 - 0.09 9 - 0.0 7 - 0.10 4 1 Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 29. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT28 Table 4: Factor loading of drinking water quality parameters Parameters VF1 VF2 VF3 VF4 VF5 pH 0.166 0.238 -0.626 0.114 -0.362 Ec 0.522 0.735 0.284 -0.127 -0.002 TDS 0.507 0.742 0.289 -0.115 -0.012 TH 0.94 -0.282 -0.041 -0.061 0.029 Ca2+ 0.932 -0.298 -0.03 -0.052 0.029 Mg2+ 0.934 -0.212 -0.079 -0.093 0.027 HCO3 - 0.364 0.544 -0.263 0.543 0.08 Cl- 0.248 -0.184 0.735 0.222 -0.016 SO4 -2 0.716 -0.337 -0.143 -0.125 -0.022 NO3 - 0.118 -0.5 -0.143 0.276 0.004 Na+ 0.005 -0.113 -0.02 0.435 0.782 K+ 0.096 -0.158 0.267 0.666 -0.544 As 0.2 0.527 -0.214 0.181 0.131 Eigenvalues 3.952 2.371 1.333 1.159 1.065 Variability (%) 30.397 18.238 10.252 8.916 8.192 Cumulative (% 30.397 48.635 58.888 67.804 75.996 Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 30. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT29 Figure 1: Location maps showing the sampling points of drinking water samples of Sargana and Mailsi Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 31. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT30 Figure 2: Water chemistry in the area (DW stands for drinking water) Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 32. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT31 Figure (3a): spatial distribution of arsenic in drinking water of Sargana and Mailsi Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 33. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT32 Figure (3b): Maximum arsenic is from Mailsi as indicated by the dome Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 34. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT33 (4a) (4b) (4c) (4d) Figure 4: (a, b, c and d) Showing the correlations of As with SO4, HCO3, Mn and Fe 200 400 600 800 1000 1200 1400 10 510 1010 SO4(mg/L) As(µg/L) 350 550 750 950 1150 1350 0 500 1000 HCO3 1-(mg/L) As(µg/L) 0 0.02 0.04 0.06 0.08 0.1 0.12 0 500 1000 Mn(mg/L) As(µg/L) 0 0.5 1 1.5 2 2.5 3 3.5 10 510 1010 Fe(mg/L) As(µg/L) Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 35. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT34 Figure (5): Dendrogram of selected physicochemical parameters in drinking water samples using average linkage (within group) method Downloadedby[InstituteofGeochemistry]at23:3730June2015
  • 36. ACCEPTED MANUSCRIPT ACCEPTED MANUSCRIPT35 Figure (6) Scores for distribution of As species and water quality parameters in Tehsil Mailsi. pH EcTDS THCa+2 Mg+2 HCO3- Cl SO4 NO3 Na K As -1 -0.75 -0.5 -0.25 0 0.25 0.5 0.75 1 -1 -0.75 -0.5 -0.25 0 0.25 0.5 0.75 1 F2(18.24%) F1 (30.40 %) Variables (axes F1 and F2: 48.64 %) Downloadedby[InstituteofGeochemistry]at23:3730June2015