3.1. Water Quality Status in the Langat River
Descriptive statistics of the selected trace metals, i.e., Cd, Cr and Pb, showed high skewness, as the value ranges from 1.03 to 1.33 (
Table 1), and these metal concentrations along with the physicochemical parameters are from the river water samplings. However, the physical water quality parameters, i.e., dissolved oxygen (DO), conductivity/specific conductance (SPC), total dissolved solids (TDS), salinity (SAL), pH and temperature (Temp) were highly (i.e., −1 to +1) to moderately (i.e., −0.5 to 1) skewed in the range of −0.64 to 0.52. Chemingui and Ben Lallouna [
57] argued that a skewness <3 represents the normal distribution of the data. Additionally, the kurtosis analysis of the water quality parameters is flat because the values are <3 (i.e., platykurtic) and it also indicates that the data distribution has fewer and less extreme outliers [
57].
This study determined the dissolved Cd concentration in the range of 0.39–3.43 µg/L (
Table 2) from upstream to downstream in the Langat River, although the mean concentration was recorded as 1.22 ± 0.88 µg/L. The mean concentration of Cd was within the stipulated limit of raw water quality, 3 µg/L, as per the MOH, as well as within the limit of the toxic reference value of 2.2 µg/L by USEPA (
Table 2). However, the mean Cd concentration of 1.22 ± 0.88 µg/L exceeded the limit of the criteria of a continuous concentration of 0.72 µg/L, as per USPEA, as well as the annual average concentration of 0.2 µg/L as per the European Commission. Mamun et al. [
50] also reported a similar concentration of dissolved Cd in the Langat River (1.0 µg/L). However, Sarmani [
49] and Yusuf [
48] have observed a very high concentration of Cd in the Langat River, 35.56 µg/L and 24 µg/L, respectively. Accordingly, Wang et al. [
58] investigated the highly dissolved Cd concentration of 61.74 ± 90.12 µg/L in the Huaihe River, China.
Usually, the chromium concentrations in water are deficient. The natural total chromium content in water is approximately 0.5–2 µg/L [
59]. This study also determined a very low mean concentration of dissolved Cr 0.47 ± 0.27 µg/L (
Table 2) in the Langat River and it was within the stipulated limit of raw water quality of 50 µg/L as per the MOH, and within the limit of the toxic reference value of 11 µg/L by USEPA. Aris et al. [
32] also reported a similar dissolved Cr concentration 0.67 ± 0.90 µg/L in the Langat River. Although, the highest Cr concentration recorded in the Langat River, Malaysia, was 70 µg/L [
48], while Islam et al. [
41] reported a higher Cr concentration 78 ± 0.27 in the Korotoa River, Bangladesh.
The determined mean concentration of Pb of 9.99 ± 1.40 µg/L in the Langat River was compared with several surface freshwater quality standards stipulated by the Ministry of Health, Malaysia [
60], the United States Environmental Protection Agency [
61,
62] and the European Commission [
63]. The mean Pb concentration was within the standard limit proposed by Ministry of Health of Malaysia (
Table 2), except the maximum concentration of Pb, 24.93 µg/L, in the Langat River crossed the standard limit of 10 µg/L as per the drinking water quality standard as set by the Ministry of Health of Malaysia [
60] and the World Health Organization [
64].
The mean concentration of dissolved Pb of 9.99 ± 1.40 µg/L (
Table 2) in the Langat River was within the stipulated limit of raw water quality of 50 µg/L as per the MOH, but not within the toxic reference value of 2.5 µg/L by USEPA, criteria continuous concentration of 2.5 µg/L by USEPA and annual average concentration of 1.3 µg/L by the European Commission (
Table 2). Yusuf [
48] and Mamun et al. [
50] also investigated a similar concentration of Pb of 8.7 µg/L and 10 µg/L, respectively, in the Langat River (
Table 3). However, Wang et al. [
58] recorded a very high Pb concentration of 154.96 ± 193.34 µg/L in the Huaihe River, China, whereas in Langat the highest concentration was recorded, 57.78 µg/L, mainly because of mining activities [
49]. Sarmani [
49] has reported very high concentrations of Cd (35.56 µg/L) and Pb (57.78 µg/L) in the Langat River, mainly because of water sampling near the mining sites. Yusuf [
48] has also reported a very high concentrations of Cd (24 µg/L, Cr 70 µg/L and Pb 8.70 µg/L) in the Langat River, mainly due to the extensive development activities during the 1990s while establishing Putrajaya, the administrative capital of Malaysia, within the Langat River Basin. However, Aris [
32] reported a low level of Cd (0.07 ± 0.09 µg/L), Cr (0.67 ± 0.90 µg/L) and Pb (0.16 ± 0.23 µg/L) concentrations in the Langat River downstream, due to the precipitation of these metals from the higher salinity downstream than upstream.
According to the national water quality standard of Malaysia [
56], the determined Cd and Pb status in the Langat River is in Class III, respectively, which requires extensive treatment before drinking (
Table 4). Similarly, the status of the physicochemical parameters, such as dissolved oxygen and temperature, belongs to Class IIA (
Table S2), which requires conventional treatment before drinking. However, the conductivity, salinity, total dissolved solids, pH, etc., were within the standard (
Table 4).
3.3. Spatial Distribution of Cd, Cr and Pb in the Langat River during 2005–2015
The negative correlation between the Cd concentration and water flow (r = −0.584,
p = 0.018) in the Langat River (
Table S6) indicates the dilution trend of Cd (R
2 = 0.46) towards the downstream areas (
Figure 5). However, the Cr concentration has no significant trend in the river, although the higher mean Cr concentration (2005–2015) in the midstream indicates attribution of Cr through anthropogenic inputs along with natural factors. Moreover, there is no significant correlation between the Cr concentration and water flow in the river; however, water flow has a moderate increasing trend (R
2 = 0.69) towards the downstream area (
Figure 6), whereas the Cr concentrations that are lower in the downstream areas indicates a dilution of Cr.
The mean Pb concentration (2005–2015) in the Langat River also shows a decreasing trend (R
2 = 0.36) towards the downstream areas of the river (
Figure 7), and might be because of dilution due to the increasing trend of water flow (R
2 = 0.69) from up to downstream. The Pb concentration and water flow in the Langat river also had a significant negative correlation (r = −0.576,
p = 0.02,
Table S6). Therefore, the higher Pb concentration in the upstream areas of the Langat River might be mainly from the natural sources and the concentration dilutes downstream with the increase in water flow. The negative spatial correlation (2005–2015) between water flow and rainfall (r = −0.718,
p = 0.003) as well as rainfall and temperature (r = −0.765,
p = 0.001) indicate uncertain rainfall patterns within the basin due to a changing climate, whereas a temporal correlation (2005–2015) between rainfall and water flow shows a significant positive correlation (r = 0.882,
p < 0.001).
3.5. Predicting the Metal Concentration in the Langat River
The Shapiro–Wilk normality test at the 0.05 level indicates that the river water quality parameter’s data are typically distributed, except for DO (
p = 0.081) and TDS (
p = 0.123), which were log-transformed for the multiple regression model analysis (
Table S8). The multiple linear regression model (
Table 5) was used to predict the Cd, Cr and Pb concentrations (i.e., dependent variable) in the Langat River, including the dependent variables’ interaction with the other water quality parameters (i.e., independent variable).
Model 1 (Cd), Model 2 (Cr) and Model 3 (Pb) projected about 71.7%, 45.7% and 79.9% of the variance (i.e., adjusted R
2) to explain the models, respectively (
Table 5). The ANOVA test was also found significant for Model 1 (F = 6.836;
p = 0.001), Model 2 (F = 2.936;
p = 0.036) and Model 3 (F = 10.137;
p = 0.000127). Therefore, dissolved Cd (model 1), Cr (model 2) and Pb (model 3) have linear relationships with the other measured independent variables, respectively. The calculated VIF value for all the models were also less than 2.5, which indicates non-multicollinearity of the data. Similarly, the Durbin–Watson’s test also estimated the critical values for the Cd (d = 1.48), Cr (d = 1.47) and Pb (d = 1.14) models, and indicated that there was no first order linear autocorrelation in the multiple linear regression data.
The multiple linear regression of the Cd (i.e., Model 3) concentration was highly influenced by the Pb (p < 0.01), Cr (p < 0.05) and TDS (p < 0.10). Therefore, 1 µg/L of Pb, a 1 µg/L Cr increase and 1 mg/L TDS decrease in the Langat River will increase 0.785 µg/L and 0.337 µg/L of Cd and will decrease −0.883 µg/L of Cd, respectively. Similarly, the Cr (i.e., Model 4) concentration will be influenced by the Cd (p < 0.10), conductivity (p < 0.05) and salinity (p < 0.05). Hence, 1 µg/L of Cd, a 1 µS/cm SPC increase and a 1 ppt salinity decrease will enhance the concentration of Cr, i.e., 0.647 µg/L and 5.007 µg/L, and will decrease the concentration of Cr by −4.962 µg/L, respectively, in the river. Furthermore, the concentration of Pb (i.e., Model 5) was positively influenced by the dissolved Cd (p < 0.01) in the Langat River. It was also estimated that an increase of 1 µg/L Cd in the Langat River would increase Pb by 0.559 µg/L in the Langat River.
Meanwhile, several studies have reported higher TDS in the Langat River due to inorganic compounds both from the anthropogenic and natural sources [
32,
38,
69]. Similarly, the WHO [
82] reported TDS as an important indicator to confirm the presence of dissolved trace metals, which might be due to the influence in the ion-exchange mechanism to increase the dissolved concentration of metals through desorption of the trace metals from the sediment. Aside from the natural sources, steel manufacturing and metal finishing factories in the basin are the important sources of Pb in the river. Moreover, Helmers and Rutgers [
83] reported that in the tropical region wet deposition is the common source of dissolved Pb. Similarly, Cd, Cr and Pb can be considered as better predictors to confirm the presence of dissolved Cd (Model 2), Cr (Model 3) and Pb (Model 4), respectively, in the Langat River. Common sources of these trace elements in the river are the natural weathering mechanism of Main Range Granite rock along the Langat River Basin; for example, weathering of Cr from the serpentinite rock-derived oxisols [
79], and weathering of Pb from minerals such as Teallite (PbSnS
2), Galena (PbS) and Franckeite ((PbSn)
6FnSn
2Sb
2S
14) [
67,
84].
The multiple linear regression model for the dissolved Cd, Cr and Pb:
where:
β = Coefficient
Cd = Controlled Variable (Cadmium)
Cr = Controlled Variable (Chromium)
Pb = Controlled Variable (Lead)
DO = Controlled Variable (Dissolved Oxygen)
SPC = Controlled Variable (Conductivity)
TDS = Controlled Variable (Total Dissolved Solids)
SAL = Controlled Variable (Salinity)
pH = Controlled Variable
Temp = Controlled Variable (Temperature)
ε_i = Error
3.7. Cd, Cr and Pb Status in Drinking Water Supply Chain
The mean concentration of Cd (0.42 ± 0.31 µg/L), Cr (0.21 ± 0.14 µg/L) and Pb (4.78 ± 2.5 µg/L) in the treated water based on all the water treatment plants (WTPs) at the Langat River Basin, Malaysia was within the Malaysian drinking water quality standard of 3 µg/L, 50 µg/L and 10 µg/L, respectively; however, the maximum Pb concentration, 10.83 µg/L (
Table 6), was found in the treated water, which might be due to inadequacies in the conventional water treatment method to remove Pb entirely from the treated water.
The average Cd, Cr and Pb concentration removal efficiency by the WTPs was determined 65.69%, 55.07% and 52.17%, respectively, at the Langat River Basin, Malaysia, based on a single sampling event (
Figures S1–S3); however, an extensive 24-h long-term monitoring is required to calculate the significant efficiency of the plants, since the turbidity of the river changes very frequently in the tropics. The range of Cd (45.47% to 90.17%), Cr (21.47% to 83.45%) and Pb (1.98% to 87.75%) concentration removals in the treated water at the basin indicates the limitation of the conventional coagulation method of water treatment. The presence of the Cd, Cr and Pb concentrations in the treated water mainly originated from the raw water due to natural sources, along with dissolution of these metals in the acidic water during treatment due to the use of Al
2(SO
4)
3 (alum) for water disinfection. The frequent turbidity changes in the raw water at the tropics due to uncertain flash floods make it difficult to mix the chemical doses manually during treatment. The volume of water treatment regarding the designed capacity along with an old galvanized pipeline in the plants might have also attributed to the Cd, Cr and Pb concentrations in the treated water. Therefore, the treated water quality needs to be improved through modifying and upgrading the current water treatment method in the plants.
The mean dissolved concentration of Cd in the supply water of the basin was estimated as 0.42 ± 0.19 µg/L (
Table 7) and the concentration of Cd was far below the drinking water quality standard proposed by the MOH and WHO (3 µg/L). The higher concentration of dissolved Cd was observed at the location Hentian Kajang II (0.75 ± 0.02 µg/L), followed by the location UKM III (0.73 ± 0.04 µg/L). The higher concentration of dissolved Cd in the water distribution system might be due to the corrosion in the galvanized (i.e., zinc-coated) pipeline as well as cadmium-containing solders in fittings and taps in the distribution system because of the lower pH occurring from the use of lime in water treatment. Hence, the leaching of Cd from the galvanized pipe occurs because of the presence of Cd and Pb impurities in the zinc [
85] of the galvanized pipes along with the residence time of the water in the distribution network [
86].
Similarly, the mean concentration of dissolved Cr in the supply water of the basin was investigated (0.37 ± 0.21 µg/L;
Table 8), and it was very little compared to the maximum limit of the drinking water quality standard proposed by the MOH, WHO and EC, i.e., 50 µg/L. A higher concentration of dissolved Cr was recorded at the location Hentian Kajang VI (0.71 ± 0.41 µg/L), followed by the location UKM III (0.63 ± 0.02 µg/L). The higher concentration of dissolved Cr in the Hentian Kajang and UKM areas might be due to corrosion of Cr from the steel pipe, which is comprised of steel alloy and chromium, in the drinking water distribution system [
87,
88]. Moreover, the stagnant water period in the water distribution system is also an important factor of increased concentration of dissolved Cr in the supply water [
89].
Accordingly, the average Cr and Pb concentration in the tap/supply water, 0.37 ± 0.21 µg/L and 4.85 ± 1.87 µg/L (
Table 9), respectively, at the basin was determined as a little bit higher than the mean concentration of Cr and Pb in the treated water, 0.21 ± 0.14 µg/L and 4.78 ± 2.50 µg/L, respectively. The higher concentration of Cr and Pb in the tap water might be due to leaching/corrosion in the galvanized steel pipe. Leaching from the lead pipe, galvanized steel pipe along with PVC pipe plasticized with lead are the possible sources of dissolved Cr and Pb in the supply/tap water of Malaysia [
51,
90].
The mean concentration of dissolved Pb (4.85 ± 1.87 µg/L) in the supply/tap water of the Langat River Basin (LRB), Malaysia, was determined safe concerning the drinking water quality standard (
Table 7), because it was within the stipulated limit of 10 µg/L set by the Malaysian Ministry of Health (MOH) and World Health Organization (WHO), respectively. However, a high level of mean Pb concentration was found in the Hentian Kajang VI area (7.77 ± 1.42 µg/L) followed by the Hentian Kajang II area (6.53 ± 2.27 µg/L) (
Table 7). The high dissolved concentration of Pb in the supply water might be primarily from corrosion of the galvanized iron (i.e., zinc coated) pipe [
85,
91,
92] as well as PVC pipe where Pb is used as a stabilizer for manufacturing [
93]. Moreover, the combination of copper piping with lead soldering at the household level can produce galvanic corrosion, leaching lead even in relatively non-corrosive water [
94].
The average Pb concentration in the supply water (4.85 ± 1.87 µg/L) of the basin was determined 1.49% higher than the mean Pb concentration in the treated water (4.78 ± 2.50 µg/L); however, the 62.55% higher Pb concentration that was found at the location Hentian Kajang VI might be due to the repairing activities of the reticulation system at the household level. The mix uses of copper pipes with lead solders at the household level may have produced galvanic corrosion to leach lead even with the non-corrosive water. Similarly, the higher Pb concentration at Serdang II (20.50%) and Serdang III (36.40%) indicates a long water stagnant and corrosion of Pb from the galvanized iron pipe as well as erosions of natural deposits, especially in the old apartment houses. Moreover, the raw water treatment process at the water treatment plants can only filter up to a certain size of particulates. It can filter most particles, but very fine particles like minerals can still pass through the filtration process, such as coagulation, agglomeration, sedimentation, sand filters, and so forth [
95]. For example, conventional water treatment methods can remove a particle size of about 0.5 µm [
96], whereas the lead and aluminium ions along with other metal ions could be <0.000174 µm [
97,
98,
99].
The mean concentrations of dissolved Cd (0.42 ± 0.19 µg/L), Cr (0.37 ± 0.21 µg/L) and Pb (4.84 ± 1.87 µg/L) in the supply (i.e., tap) water of the Langat River Basin (LRB), Malaysia, were determined safe according to the drinking water quality standard of the Ministry of Health of Malaysia, as 3 µg/L, 50 µg/L and 10 µg/L, respectively. The Cd, Cr and Pb status in the drinking water supply chain (i.e., from the river, treated water at the treatment plant and tap and household water after filtration water) were determined Class IIA, which requires conventional treatment before drinking. However, both Cd and Pb status in Langat River is in Class III, which requires extensive treatment before drinking, if the concentration is considered based on the daily maximum average, i.e., Cd = 1 µg/L and 10 µg/L [
56].
The high concentration of Cd in the Alkaline II (0.66 ± 0.08 µg/L) and RO I (0.65 ± 0.01 µg/L) filtration water (
Table 7) might be due to the growing microorganism on the cartridge, because of irregular clean activities, and thus holding the inorganic ions and enhancing the ions’ deposition on the cartridge [
100,
101,
102,
103,
104]. Later the leaching of the ions from the cartridge attributes to increasing the concentration of trace metals, e.g., Cd, in the drinking water. However, the mean concentration of dissolved Cd (0.31 ± 0.21 µg/L) in the household filtration water at the basin was relatively much lower than the drinking water quality standard of 3 µg/L as proposed by the MOH and WHO, as well as the 5 µg/L proposed by USEPA and EC. However, the RO vendor machine at Johor, Malaysia, found the better concentration of Cd (0.08 ± 0.03 µg/L), Cr (0.39 ± 0.09 µg/L) and Pb (0.66 ± 0.38 µg/L) in the filtration water [
105].
On the contrary, the high dissolved concentration of Cr in the Distilled II (0.66 ± 0.003 µg/L) filtration water followed by Alkaline III (0.35 ± 0.13 µg/L) (
Table 8) might be due to the corrosion of the galvanized iron pipe linked to steel pipes at the end reticulation system along with water stagnant time within the filter. Moreover, the rust inside the distilled filter as well as the lack of cleaning activities also attributes to enhance the concentration of Cr in the drinking water. However, the mean concentration of dissolved Cr (0.2 ± 0.15 µg/L) in the household filtration water at the basin was much below the maximum limit of the drinking water quality standard of Cr (50 µg/L), as proposed by the MOH, WHO and EC.
The high concentration of dissolved Pb in the Carbon-I filtration water (12.04 ± 2.36 µg/L;
Table 9) might be due to the high accumulation of Pb in the cartridge because of the broken ceramic part of that carbon filtration system. The high Pb attribution in the supply water is both from the natural sources as well as corrosion of the galvanized iron pipeline distribution system of the supply water. Accordingly, the high concentration of Pb in the Distilled III filtration water (5.86 ± 0.76 µg/L) might be due to the rust inside the filtration system (i.e., galvanized iron body to boil the water and precipitation the vapour as drinking water) along with the galvanized pipe used in the filtration system. Although the average concentration of dissolved Pb in the filtration water at the basin was 4.12 ± 2.89 µg/L, which indicates Class I drinking water [
84], only the Pb concentration (12.04 ± 2.36 µg/L) of the Carbon I filtration system crossed the highest limit of the drinking water quality standard of 10 µg/L, as proposed by the MOH, WHO and EC. Similarly, the higher concentration of Pb in the Distilled III filtration water (i.e., −71.48%;
Figure 6) than the supply water might be due to the rust inside the filtration system as well as corrosion of the galvanized iron pipe used in the filtration system. Moreover, the RO I (i.e., −67.30%) and Alkaline I (i.e., −79.95%) filtration water status indicates the contamination of filtered water with Pb from outside sources apart from the leaching of Pb through the cartridge.