3.1 Spatial distributions in surface sediment of PFOS and PFOA
The measurement results of PFOS and PFOA concentrations in surface sediment (depth of 0–5 cm) in Cau river, Thai Nguyen are shown in Fig. 1. The concentrations of PFOS and PFOA in the surficial sediment (0-5cm of depth) are ranged from 1.19 ng/g to 4.73 ng/g and 0.17 ng/g to 1.78 ng/g, respectively. The largest value of total PSOS and PFOA concentration was recorded at site M3 (6.44 ng/g). This is the location where the river receives the discharge from the Thai Nguyen city wastewater treatment plant using activated sludge technology (Thai Nguyen city drainage and wastewater treatment project management unit 2008). Many previous studies have shown that only plants with advanced treatment technologies such as advanced oxidation processes (photolysis by UV, photocatalytic, ...), membrane filtration, and sonochemistry process is possible to effectively remove these compounds from the water environment, and activated sludge technology is not effective in the treatment of PFCs (Yao et al. 2014, Arvaniti et al. 2015). The second-highest concentration was observed at site M2, with a total concentration was 4.86 ng/g, in which the PFOS and PFOA contents were 3.07 ng/g and 1.78 ng/g, respectively. This is a central area of Thai Nguyen city, with a high population density, and several manufacturing facilities in this area. Meanwhile, the remaining sites are M1, M4, and M5 which are located upstream, the confluence of Cau River and main irrigation canal, and downstream of Cau River, respectively have the lower concentrations with total PFOS and PFOA concentration recorded at 1.37ng/g, 2.06ng/g, and 1.80ng/g, respectively. These results suggest that untreated or inefficiently treated domestic and industrial wastewater are the potential sources of PFOS and PFOA pollution to river sediments. This result is similar to conclusions in the studies by Bao et al and Pan et al (Bao et al. 2010, Pan et al. 2015).
The concentrations of target compounds in surface sediments of the Cau river were also compared with the worldwide levels and shown in Table 1. The results show that both PFOS and PFOA are typical pollutants, with concentrations often ranging from < 0.1 to 10 ng/g. The concentrations of both PFOS and PFOA in sediments of Cau river in Thai Nguyen are significantly higher than those observed in the world and some major rivers in Vietnam. The average concentration of PFOS and PFOA in the surface layer of Cau river was 2.66 ng/g and 0.84 ng/g, respectively. However, these values are still significantly lower than the recorded concentration in the Yellow river as the second-longest river in China with a populous area has many kinds of human activities with the mean PFOS concentration was reported as 198.81 ng/g (Wang et al. 2013). The difference in the concentration of PFOS and PFOA in river sediments can be explained by the different sources of pollutant discharge, wastewater treatment technologies, discharge rates, hydrogeological characteristics of the river, etc.
Table 1
Comparison of PFOS and PFOA concentration (ng/g) in river sediment with other studies
River
|
Location
|
Depth of sediment (cm)
|
PFOS range (mean)
(ng/g)
|
PFOA range (mean)
(ng/g)
|
The Hun river a)
|
China
|
0–10
|
0.13–0.37
|
< 0.08–0.17
|
The Taizi river a)
|
0–10
|
< 0.12–0.36
|
0.09–0.14
|
The Daliao river a)
|
0–10
|
0.14–0.28
|
0.10–0.13
|
The Zhujiang river b)
|
China
|
0–2
|
< 0.12–3.1 (0.58)
|
0.09–0.29 (0.21)
|
The Huangpu river b)
|
China
|
0–2
|
< 0.12–0.46 (0.11)
|
0.20–0.64 (0.43)
|
The Liao river c)
|
China
|
|
0.04–0.48 (0.11)
|
0.02–0.18 (0.08)
|
The Yellow river d)
|
China
|
0–10
|
75.48–456.98 (198.81)
|
-
|
The Yellow river e)
|
China
|
0–5
|
< LOD-3.69 (0.32)
|
0.14–0.93 (0.29)
|
The Hai river e)
|
China
|
0–5
|
< LOD-0.71 (0.30)
|
0.09–0.53 (0.23)
|
The Liao river e)
|
China
|
0–5
|
< LOD-0.10 (< LOD)
|
0.15–0.42 (0.24)
|
The Zhujiang river e)
|
China
|
0–5
|
0.27–1.28 (0.57)
|
0.31–0.68 (0.38)
|
The Dongjiang river e)
|
China
|
0–5
|
< LOD-1.48 (0.18)
|
0.13–0.92 (0.29)
|
L’Albufera Natural Park f)
|
Spain
|
0–30
|
0.10–4.80 (1.79)
|
0.03–10.9 (3.19)
|
The Nakdong river g)
|
Korea
|
1–5
|
0.04–0.27 (0.16)
|
0.04–0.08 (0.06)
|
The Yeongsan river g)
|
1–5
|
0.05–0.11 (0.07)
|
ND-0.05 (0.02)
|
The Nam river g)
|
1–5
|
0.02–0.12 (0.05)
|
0.03–0.09 (0.05)
|
The Bukhan river g)
|
1–5
|
0.01–0.07 (0.04)
|
ND-0.09 (0.04)
|
The Namhan river g)
|
1–5
|
0.02–0.048 (0.18)
|
0.03–0.28 (0.07)
|
Da Rang, Da Nong river h)
|
Vietnam
|
1–5
|
< 0.2
|
< 0.08–0.17
|
Cai, Quan Truong river h)
|
1–5
|
< 0.2
|
< 0.08
|
Dong Nai river h)
|
1–5
|
< 0.2
|
< 0.08
|
Sai Gon river h)
|
1–5
|
< 0.2
|
< 0.08
|
Mekong river h)
|
1–5
|
< 0.2
|
< 0.08
|
Cau river i)
|
Vietnam
|
0–5
|
1.19–4.73 (2.66)
|
0.17–1.78 (0.84)
|
5–10
|
1.55–4.54 (2.42)
|
0.37–1.98 (0.97)
|
10–15
|
1.31–2.85 (2.79)
|
< 0.1–1.55 (0.55)
|
15–20
|
1.21–2.35 (2.06)
|
< 0.1–1.56 (0.51)
|
20–25
|
1.02–4.18 (1.42)
|
< 0.1–1.04 (0.25)
|
25–30
|
0.51–1.88 (1.17)
|
< 0.1–0.60 (0.14)
|
a) (Bao et al. 2009); b)(Bao et al. 2010); c) (Yang et al. 2011); d) (Wang et al. 2013); e) (Pan et al. 2015); f) (Pico et al. 2012); g) (Lam et al. 2014); h) (Lam et al. 2017); i) This study. |
To better understand the distribution of PFOS and PFOA between water and sediment, the distribution coefficient (Kd) is estimated by the ratio between the concentration in the surface sediment (Cs) and the concentration in the liquid phase (Cw) followed the equation: Kd = Cs / Cw and the organic carbon normalized partition coefficient (Koc) was calculated by Koc =Kd /TOC, where TOC is the sediment organic carbon fraction. The results are shown in Table 2. The results showed that the distribution coefficient Kd is relatively different for PFOS and PFOA, with log Kd values ranged from 1.31– 1.86 and 0.08 – 1.31 for PFOS and PFOA, respectively. The log Koc value of PFOS (2.63 - 3.09) and PFOA (1.51-2.54) in this study were similar to those in Tangxun Lake, China (3.7 ± 0.38 for PFOS and 2.3 ± 0.23 for PFOA) (Zhou et al. 2013). It can be seen that PFOS has a higher affinity to sediment than PFOA. This result is consistent with the hydrophobicity of the two compounds revealed by their Kow values and solubility. The log Kow value of PFOS (5.26) is higher than PFOA (4.59) which indicated that PFOS is more hydrophobic than PFOA. In addition, PFOS has very low water solubility (0.57 g/L) in contrast with PFOA that has a relatively high solubility (3.4 g/L). Even with the same length of the carbon chain PFOS has a significantly higher adsorption capacity in sediment than PFOA. It was explained that the dominant mechanism of the adsorption to the sediment of the PFCs is based on hydrophobic interactions and the greater hydrophobic properties of the sulfonate functional groups compared to the carboxylate functional groups (Christopher P. Higgins et al. 2006, Zhao et al. 2012, Du et al. 2014). It also elucidated the fate and bioavailability of PFCs in sediment. PFOS has a high adsorption affinity to sediments and they will prioritize distribution over sediments rather than in the aqueous phase. Meanwhile, PFOA has weak capacity adsorption, along with good water solubility, so it tends to be distributed in the liquid phase when exists in the aquatic environment.
Table 2
The distribution coefficient Kd between water and sediment in the Cau river
Site
|
PFOS
|
PFOA
|
Cs (ng/g)
|
Cw (ng/L) a)
|
Log
Kd
|
Log Koc
|
Log Kow b)
|
Solubility (g/L) b)
|
Cs
(ng/g)
|
Cw (ng/L) a)
|
Log Kd
|
Log Koc
|
Log Kow b)
|
Solubility (g/L) b)
|
M1
|
1.20
|
0.06
|
1.33
|
2.71
|
5.26
|
0.57
|
0.18
|
0.04
|
0.64
|
2.01
|
4.59
|
3.40
|
M2
|
3.77
|
0.18
|
1.31
|
2.64
|
1.78
|
0.89
|
0.30
|
1.62
|
M3
|
4.73
|
0.07
|
1.86
|
3.10
|
1.71
|
0.08
|
1.31
|
2.54
|
M4
|
1.52
|
0.06
|
1.38
|
2.70
|
0.54
|
0.05
|
1.01
|
2.33
|
M5
|
1.57
|
0.07
|
1.33
|
2.75
|
0.26
|
0.19
|
0.08
|
1.51
|
a) (Tran Hoai Le et al. 2019) b) (Deng et al. 2012) |
3.2 Vertical distributions in core sediment of PFOS and PFOA
The core samples of Cau river sediment were collected to evaluate the distribution according to sediment depth of PFOS and PFOA. At each sampling site, the samples with a depth of 30 cm were collected and divided into six slices, each slice having a thickness of 5cm. The variation of concentration of PFOS and PFOA in each sediment layer at selected sites is shown in Fig. 2.
PFOS and PFOA exhibit a similar trend of the total concentration of all investigated depths in sampling sites along Cau river. The total concentration of all depth samples for PFOS and PFOA found highest at site M3 followed by M2. The lowest level for both compounds found at site M4. PFOS concentrations were higher than PFOA concentrations for all sample sites and at all different sediment depths. PFOS was detected in sediment samples at all depths ranging from 0-30cm. In contrast, PFOA was found only in all depths of 0–30 cm at M2 and M3 sites. With the remaining sites as M1, M4, and M5, PFOA was not detected or found at the very low level at the depth from 20 to 30 cm, in which < 0.1–1.04 ng/g (mean 0.25 ng/g) for depths of 20–25 cm, and < 0.1–0.60 ng/g (mean 0.14 ng/g) for depth of 25-30cm. These results suggest that the desorption from the sediment has occurred, and significant difference between PFOS and PFOA. This phenomenon often occurs in the surficial sediment, but it occurs in the deep layer in our research. The research results of Zhao et. al (Zhao et al. 2012) show that the desorption is one of the main processes to determine the existence of PFCs in sediments and is affected by the chain length and functional groups of PFC compounds, in which PFASs have the rate of desorption less than PFCAs with the same chain length. In their study, Zhao found that the desorption rate of PFOA was in the range of 77.6–87.3%, while PFOS was only 14.0-26.9%. This result is similar to the study of You et. al (You et al. 2010) confirming that the adsorption of PFOS to sediments is irreversible.
The previous studies analyzing the variation of concentration of PFCs with depth for core sediment samples are shown a tendency of decrease of PFC concentrations with sediment depth increasing (Bao et al. 2009, Bao et al. 2010, Zushi et al. 2010, Wang et al. 2013). This trend is also clearly observed in the sediments of the Cau river. The highest total concentration in surface sediment (depth of 0-5cm) was recorded at 4.86 ng/g and 2.06 ng/g, respectively at M2 and M4. Meanwhile, all the highest recorded concentrations in sediments with a depth of 5–10 cm ranging from 2.63 ng/g to 6.52 ng/g at M1, M3, and M5. In the remaining sediment slices, with a depth from 10 to 30 cm, the total concentration of PFOS and PFOA at all sites tends to decrease gradually. Zushi et. al (Zushi et al. 2010) examined the trend in the use of PFCs by evaluating these compounds in core sediment samples in Tokyo Bay, Japan. Results show the trend of consumption of PFOS products increased gradually from the 1970s, then gradually decreased from the 1990s, while the PFOA increased in the 1950s and 1960s and increased rapidly after 1990. This result is similar to studies by Codling et.al (Codling et al. 2014, Codling et al. 2018) in several US lakes which showed that total concentrations of PFCs peaked in the late 1990s and early 2000s, a slight increase in 2005, and then decreasing. The results of this study showed that a decreased trend of PFOS and PFOA pollution in the sediment in the Cau river in recent years.
3.3 The influences of sediment properties on the adsorption onto sediment
The review study of Du et. al suggests that the adsorption of PFOS and PFOA on the adsorbent materials is influenced by (1) chemistry solutions of liquid phase such as solution pH, inorganic ions, organic compounds; (2) properties of PFCs compounds such as chain length, functional groups, and (3) adsorbent properties like particle size, surface area, surface chemistry (Du et al. 2014). For some adsorbents containing organic components such as sediments and sludge, their adsorption properties are affected by the organic matter composition. Many studies have been conducted to investigate the effects of various sediment parameters such as surface area, the organic carbon content, ion exchange capacity, size of the particle, and sand content on PFC adsorption capacity on sediments, and the content of organic carbon was found to be decisive physicochemical properties of sediment affecting the adsorption of PFCs on sediment (Du et al. 2014).
In our study, the physicochemical properties of core sediment samples include total organic carbon (TOC) content, clay content, and particle size distribution in the sediments were also analyzed to evaluate the influence of these properties of sediment on the adsorption of the target compounds. Physicochemical properties of the Cau river sediment are summarized in Table 3. The TOC content ranges from 3.10 to 5.90%, of which the highest average concentration is recorded at the M3 site (mean 5.65%) corresponds to the receiving site of the Thai Nguyen wastewater treatment plant, and the lowest was recorded at the M1 site (mean 3.40%) is an upstream site of Cau river. The concentration of TOC in Cau river was lower than these values found in the sediments of Cedar and Ortega rivers (Florida, USA) with the concentration of TOC was ranged from 2.3–22.6% (Ouyang et al. 2006), but significantly higher than the values were explored in the sediments of the alluvial and estuarine in the Mahi river (India) with a range between 0.04 and 0.39% and 0.04 and 0.23%, respectively (Dinakaran et al. 2011). TOC concentrations in Cau river tend to more accumulate at the surface layers (0-10cm depth) than at the next layer (15-30cm). The percentages of gravel, sand, silt, and clay particles can be obtained from the particle-size distribution in which gravel (greater than 4.75 mm), sand (4.75 to 0.075 mm), and silt and clay (less than 0.075 mm). The results have shown that the majority of particles with a size larger than 0.6mm are mainly distributed in the surface layer (0-5cm), especially at M2 and M3 sites. These particles are mainly sands, sludges from the drainage system in these areas are deposited. With the next layers, the grain distribution is mainly particles smaller than 0.3 mm in diameter, especially at the M4 site (Thac Huong dam) where there is a strong deposition process. The clay content in all sediment samples is quite high, ranging from 30–90% (average 74.93%). In general, the Cau river sediments have relatively high TOC and clay content, especially at locations near the receiving points of domestic and industrial wastewater (M2 and M3 sites). The particle size distribution is different between the survey sites, but clearly shows the tendency of the proportion of small-sized particles to increase with the depth of the sediment. The above characteristics are predicted to be favorable factors for the adsorption of PFOS and PFOA on sediments.
Correlation analysis between the concentration of PFOS and PFOA in sediment (Cs) and sediment characteristic parameters including TOC, clay content, and distribution of the size of sediment particles was conducted and shown in Fig. 3. The concentration in sediment and TOC have a signification positive correlation for both PFOS (R2 = 0.5286, n = 30) and PFOA (R2 = 0.5699, n = 30). This result reconfirms that the organic content is the determinant factor of adsorption affinity and hydrophobic interaction between the carbon chain and the organic matters is the driving force for the sorption of PFCs on sediment. This result is similar to published studies that show the content of TOC is the dominant parameter affecting the adsorption of PFOS and PFOA on sediment (Gobas et al. 2003, Christopher P. Higgins et al. 2006, Zareitalabad et al. 2013, Du et al. 2014, Cao et al. 2015). However, the biological activity of sludge was observed to be able to affect the PFC sorption, in which the sludges with high biological activity are higher sorption capacity than those with low biological activity. It suggests that the bio-properties of microorganisms in sludge also affect the PFC sorption (Du et al. 2014). There is a need for more in-depth studies on the effect of the organic composition from the microbiota in sediment on the adsorption of PFCs in the future.
The particle size of the adsorbent is considered to effecting on the adsorption capacity, Yu et.al found that the activated carbon particles with smaller sizes have a higher adsorption capacity even though they have the same specific surface area (Yu et al. 2009). Zhao et. al also examined the rate of sorption on the different sediment fractions and found that the majority of PFCs (above 90%) were distributed in these small-size fractions (smaller than 65 µm) (Zhao et al. 2012). The tiny size and plate form of clay and mineral particles give a high surface area, which enhances the adsorption onto their surface. However, the influence of sediment particle size on the adsorption of sediment was not shown. Similarly, there was no significant correlation between Cs and clay content in the sediment in our study. Mussabek et al found that the sorption onto sediment of PFC also depends on the mineral contents in sediment such as metal ions. Their study explored that the correlation between PFCs concentration and sediment elemental content, in which a possitve correaltion was found between PFOS and lead, arsenic, iron contents, PFOA and lead, arsenic, titanium in sediment (Mussabek et al. 2020). It suggests that we need more detailed studies on the effecet of inorganic contents on the distribution of PFCs in sediment.
Table 3
Physicochemical properties of sediment in the Cau river
Sample
|
Total Organic Carbon
(%)
|
Clay content (%)
|
Particles size distribution (%)
|
Larger than 1,18 mm
|
0.6–1.18
mm
|
0.3–0.6 mm
|
0.15–0.3 mm
|
Smaller than 0.15 mm
|
M1
|
0–5 cm
|
3.19
|
78.76
|
20.172
|
15.451
|
8.155
|
28.755
|
27.468
|
5–10 cm
|
3.99
|
72.26
|
17.703
|
25.598
|
16.268
|
27.033
|
13.397
|
10–15 cm
|
3.76
|
81.34
|
22.939
|
20.430
|
13.620
|
21.147
|
21.864
|
15–20 cm
|
3.10
|
88.92
|
27.429
|
24.286
|
14.000
|
15.429
|
18.857
|
20–25 cm
|
3.45
|
83.53
|
30.357
|
20.833
|
11.607
|
14.286
|
22.917
|
25–30 cm
|
3.36
|
50.27
|
4.932
|
8.493
|
5.205
|
45.205
|
36.164
|
M2
|
0-5cm
|
4.76
|
87.87
|
31.527
|
20.690
|
15.271
|
17.241
|
15.271
|
5–10 cm
|
4.81
|
89.89
|
28.272
|
27.225
|
16.230
|
17.277
|
10.995
|
10-15cm
|
4.77
|
92.85
|
28.966
|
22.069
|
13.793
|
20.000
|
15.172
|
15-20cm
|
4.42
|
73.83
|
34.247
|
20.091
|
11.416
|
12.329
|
21.918
|
20-25cm
|
4.56
|
90.45
|
30.088
|
24.779
|
13.717
|
14.159
|
17.257
|
25-30cm
|
4.26
|
63.18
|
31.839
|
22.422
|
12.556
|
13.453
|
19.731
|
M3
|
0-5cm
|
5.83
|
90.00
|
22.807
|
30.702
|
19.298
|
13.158
|
14.035
|
5–10 cm
|
5.90
|
71.91
|
34.899
|
16.779
|
11.409
|
14.765
|
22.148
|
10-15cm
|
5.06
|
91.35
|
35.989
|
20.321
|
10.160
|
17.647
|
15.882
|
15-20cm
|
5.70
|
86.15
|
30.808
|
22.727
|
14.141
|
16.162
|
16.162
|
20-25cm
|
5.42
|
88.65
|
39.554
|
25.478
|
12.102
|
13.567
|
9.299
|
25-30cm
|
5.59
|
80.83
|
30.769
|
26.627
|
14.793
|
11.243
|
16.568
|
M4
|
0-5cm
|
3.78
|
64.20
|
33.034
|
13.034
|
12.360
|
27.978
|
13.596
|
5–10 cm
|
3.95
|
46.35
|
33.443
|
5.902
|
4.918
|
40.328
|
15.410
|
10-15cm
|
3.14
|
36.17
|
24.255
|
9.362
|
14.255
|
39.574
|
12.553
|
15-20cm
|
3.45
|
31.57
|
15.774
|
8.924
|
16.824
|
32.257
|
26.220
|
20-25cm
|
3.87
|
54.13
|
11.610
|
8.989
|
5.243
|
26.592
|
47.566
|
25-30cm
|
3.24
|
73.66
|
9.877
|
18.107
|
10.700
|
28.807
|
32.510
|
M5
|
0-5cm
|
4.77
|
79.08
|
33.766
|
18.182
|
12.987
|
16.883
|
18.182
|
5–10 cm
|
4.53
|
87.70
|
12.451
|
25.681
|
18.677
|
34.241
|
8.949
|
10-15cm
|
4.13
|
74.76
|
18.696
|
20.773
|
17.391
|
36.377
|
6.763
|
15-20cm
|
4.11
|
77.97
|
31.463
|
19.919
|
12.602
|
19.756
|
16.260
|
20-25cm
|
4.01
|
80.70
|
19.298
|
20.175
|
12.281
|
19.298
|
28.947
|
25-30cm
|
4.58
|
79.36
|
17.727
|
24.545
|
14.545
|
19.091
|
24.091
|