3.1. Toxic Metals
Table 1 shows the average concentrations of heavy metal in fresh cow’s milk from nine villages in the Kvemo Kartli region in Georgia.
The contents of lead and cadmium in the milk samples are presented in
Table 1. The concentrations of lead detected ranged from 0,004 to 0,048 mg L
−1. As for cadmium (Cd) LOD: 0,00001 mg L
−1, the results showed that its concentration in fresh raw milk was <0,001 mg L
−1.
Comparing the lead and cadmium contents in milk samples with the maximum permissible limits (MPL) established by the International Dairy Federation (IDF) [
50] and with the Maximum Permissible Concentrations (MPC) according to the Georgian regulation [
51], the mean concentration of both cadmium and lead in raw cow’s milk samples were lower than MPL and MPC, respectively (Cd: 0.0026 mg L
−1, Pb: 0.02 mg L
−1 and Cd: 0,03 mg L
−1, Pb: 0, mg L
−1). Furthermore, according to the European Commission and Codex Alimentarius Commission, the limit for Pb in milk is 0.02 mg L
−1 [
52,
53]. Thus, the analyzed milk samples did not exceed this permissible limit.
As for the cheese samples,
Table 2 shows that the mean concentration of cadmium content of both types of cheese (Imeruli and Sulguni) was higher than in the milk samples (as expected), 0.002 and 0.007 mg/kg, respectively (
Figure 2). However, it remains under the permissible limit. In the case of Pb, Sulguni cheese contained the highest concentration, 0.25 mg/kg ww, compared to Imeruli cheese, 0.12 mg/kg ww.
This difference between the cheese types may be due to the different methods used for cheese production; Imeruli cheese is usually taken as the base for making Sulguni cheese. To produce a kilogram of Imeruli cheese, one needs to have about seven liters of raw milk and only three ingredients: milk, salt and rennet. First, a solution of saltwater is prepared, and unheated curd is soaked in it for a period ranging from two to three days. The purpose of the brine is to stop the effect of bacteria, which enables the cheesemaker to adjust the time to control the acidity level of the Imeruli cheese, thus obtaining a highly melted cheese. Well-prepared Imeruli cheese should also have many small holes, as their presence is an indication that the bacteria have used up the lactic acid in the cheese, releasing carbon dioxide [
54,
55,
56,
57].
As for the manufacture of Sulguni cheese, either Imeruli cheese is used directly as the base or the following ingredients: milk, salt, rennet, whey and cream. About 10 L of raw milk are needed to produce a kilogram of Sulguni cheese. To prepare the Sulguni cheese, all these ingredients are combined and gently heated; the cheesemaker shapes it into a ball, then dried and pressed. Sulguni cheese, compared to other types of cheese, contains magnesium, phosphorus, potassium, sodium and iron [
54,
55,
56,
57].
According to the European Commission and Codex standards [
53,
58], it was observed that the Pb content in both cheese samples was above the maximum level (0.020 mg/kg ww). However, according to the Georgian regulation [
51], the Maximum Permissible Concentrations (MPC) of lead in both types of cheese is less than the permissible limit (0.50 mg/kg ww).
This study showed that the cadmium concentration is very low and below the permissible levels, although several studies have confirmed that the water and pastures used by farmers in these regions are contaminated with heavy metal, including cadmium [
39,
47]. Cadmium and lead are considered highly toxic and have harmful effects on human health [
59,
60]. Milk usually contains a very low concentration of cadmium, so when there is a high cadmium content in the milk, the reason is that these animals may have fed on cadmium-contaminated feed or drank from contaminated water as well [
61]. The acute toxicity of cadmium in the human body leads to the defection of the skeletal and cardiovascular systems [
61,
62].
Table 1.
Essential trace elements and heavy metal in milk n = 195 (mean ± standard deviation; mg L−1) obtained in an area with water and pastures contaminated with heavy metal through mining industry in the Kvemo Kartli region, Georgia.
Table 1.
Essential trace elements and heavy metal in milk n = 195 (mean ± standard deviation; mg L−1) obtained in an area with water and pastures contaminated with heavy metal through mining industry in the Kvemo Kartli region, Georgia.
Mean Concentration (mg L−1) ± Standard Deviation (SD) |
---|
Milk Samples | Trace Elements | Toxic Metals |
---|
Chromium (Cr) | Manganese (Mn) | Iron (Fe) | Cobalt (Co) | Nickel (Ni) | Copper (Cu) | Zinc (Zn) | Selenium (Se) | Molybdenum Mo | Cadmium Cd | Lead Pb |
---|
Bolnisi (n = 22) | 0,002 ± 0,0016 | 0,036 ± 0,026 | 0,987 ± 0,841 | <0,001 | 0,001 ± 0,0007 | 0,274 ± 0,370 | 2,975 ± 1,423 | 0,007 ± 0,0106 | 0,014 ± 0,0022 | <0,001 | 0,006 ± 0,0079 |
Chapala (n = 22) | 0,004 ± 0,002 | 0,075 ± 0,010 | 1,541 ± 1,284 | 0,0056 ± 0,003 | 0,017 ± 0,004 | 0,173 ± 0,079 | 3,458 ± 2,054 | 0,042 ± 0,023 | 0,022 ± 0,009 | <0,001 | 0,008 ± 0,006 |
Daba Kazreti (n = 24) | 0,002 ± 0,0036 | 0,044 ± 0,0617 | 1,391 ± 2,0387 | 0,004 ± 0,0107 | 0,002 ± 0,0016 | 0,133 ± 0,1404 | 2,411 ± 1,7129 | 0,005 ± 0,0038 | 0,009 ± 0,0068 | <0,001 | 0,005 ± 0,0039 |
Kvemo Bolnisi (n = 24) | 0,003 ± 0,002 | 0,036 ± 0,011 | 0,717 ± 0,525 | 0,003 ± 0,003 | 0,007 ± 0,005 | 0,133 ± 0,055 | 3,116 ± 0,959 | 0,020 ± 0,020 | 0,034 ± 0,025 | <0,001 | 0,048 ± 0,204 |
Khidiskuri (n = 22) | 0,001 ± 0,0013 | 0,023 ± 0,0229 | 0,502 ± 0,3815 | 0,007 ± 0,0172 | 0,006 ± 0,0075 | 0,120 ± 0,0811 | 2,223 ± 1,9752 | 0,020 ± 0,0142 | 0,011 ± 0,0092 | <0,001 | 0,009 ± 0,0067 |
Mitskineti (n = 22) | 0,003 ± 0,0014 | 0,049 ± 0,0185 | 1,089 ± 1,5586 | 0,005 ± 0,0030 | 0,002 ± 0,0026 | 0,142 ± 0,0544 | 3,916 ± 0,5227 | 0,006 ± 0,0022 | 0,022 ± 0,0138 | <0,001 | 0,008 ± 0,0114 |
Ratawani (n = 23) | 0,003 ± 0,002 | 0,058 ± 0,023 | 2,650 ± 2,137 | 0,002 ± 0,001 | 0,003 ± 0,003 | 0,404 ± 0,189 | 4,209 ± 1,671 | 0,011 ± 0,006 | 0,035 ± 0,025 | <0,001 | 0,013 ± 0,015 |
Sabereti (n = 12) | 0,002 ± 0,0006 | 0,032 ± 0,0059 | 5,537 ± 0,5251 | <0,001 | 0,002 ± 0,0009 | 0,568 ± 0,1445 | 2,862 ± 0,3414 | 0,011 ± 0,0063 | 0,004 ± 0,0017 | <0,001 | 0,004 ± 0,0029 |
Vanati (n = 24) | 0,004 ± 0,0025 | 0,079 ± 0,0361 | 6,150 ± 2,5317 | 0,002 ± 0,0017 | 0,004 ± 0,0029 | 0,592 ± 0,2698 | 4,294 ± 1,0783 | 0,007 ± 0,0034 | 0,047 ± 0,0108 | <0,001 | 0,012 ± 0,0115 |
Permissible limit * | 0,02 [63] 1 | 0,02–0,05 [64] 2 | 0,7 [65,66] 3,4 | 0,006 [63,66,67] 1,4,5 | 0,027 [63,67] 1,5 | 0,4 [68] 6,7 | 3–5 [69] 8/2–6 [70] 9 | 0,5 [71] 10 | 0,05 [63] 1 | 0,2 [51] 6 | 0,020 [53,58] 11,120,500 [51] 6 |
LOD, mg L−1 | 0,00013 | 0,00010 | 0,00041 | 0,00001 | 0,00007 | 0,00010 | 0,00033 | 0,00533 | 0,00005 | 0,00001 | 0,00006 |
Table 2.
Trace elements and toxic metals in Imeruli and Sulguni cheese n = 25 (mean ± standard deviation; mg/kg ww) were obtained in an area with water and pastures contaminated with heavy metal (caused by mining industry) in the Kvemo Kartli region, Georgia.
Table 2.
Trace elements and toxic metals in Imeruli and Sulguni cheese n = 25 (mean ± standard deviation; mg/kg ww) were obtained in an area with water and pastures contaminated with heavy metal (caused by mining industry) in the Kvemo Kartli region, Georgia.
Mean Concentration (mg/kg *) ± Standard Deviation (SD) |
---|
| Cheese Samples n = 25 |
---|
Trace Elements | Imeruli (n = 16) | Sulguni (n = 9) | LOD |
---|
Cr | 0,035 ± 0,017 | 0,079 ± 0,057 | 0,0013 |
Mn | 0,886 ± 0,595 | 2,348 ± 2,267 | 0,00033 |
Fe | 69,09 ± 64,918 | 101,1 ± 91,166 | 0,00349 |
Co | 0,013 ± 0,011 | 0,03 ± 0,026 | 0,00003 |
Ni | 0,011 ± 0,007 | 0,026 ± 0,029 | 0,00034 |
Cu | 1,261 ± 0,739 | 2,463 ± 2,314 | 0,00106 |
Zn | 75,86 ± 52,528 | 124,8 ± 97,775 | 0,00092 |
Se | 1,003 ± 0,901 | 3,06 ± 3,144 | 0,01107 |
Mo | 0,289 ± 0,111 | 0,401 ± 0,254 | 0,00023 |
Toxic metals | | | |
Cd | 0,002 ± 0,0015 | 0,007 ± 0,003 | 0,00024 |
Pb | 0,121 ± 0,093 | 0,258 ± 0,215 | 0,00018 |
As for Pb, the results show that the content in milk was low compared to cheese, as it was higher in the two types of cheese than the maximum level according to European standards. The results may be cause for concern since Pb is very dangerous to human health. Exceeding the permissible levels may have carcinogenic effects, and it may cause direct genotoxicity or an increase in oxidative stress, expression of growth factors and altered DNA repair [
72]. However, the Pb values in this study are considered below the established Georgian standards.
The Sulguni cheese contained the highest amount of Pb compared to the Imeruli cheese. One reason may be the difference in the methods and making of these two types of cheese. It is known that during cheesemaking, the hydrolysis of ĸ-casein causes milk to be divided into two compounds: (1) the curd, which is mainly composed of casein and fat; (2) the whey, containing all soluble compounds, the most abundant of which are lactose and whey proteins. It is worth highlighting that, among heavy metals, lead tends to associate to casein more than to whey proteins, which contributes to an increase of its concentration in cheese. On the other hand, the moisture content in cheese is very important, as, with higher water content, the proportion of Pb in cheese (wet weight) is diluted [
73].
3.2. Trace Elements
Furthermore,
Table 1 and
Figure 2 show the zinc, copper and iron concentrations in the raw milk and cheese samples. The concentrations of these trace elements (Zn, Fe and Cu) were detected in milk samples in amounts ranging from 2.22 to 4.29 mg L
−1 (Zn), 0.5 to 6.15 mg L
−1 (Fe) and 0.12 to 0.59 mg L
−1 (Cu), respectively (
Figure 3), and in both cheese samples Imeruli, 75.86 mg/kg ww Zn), 69.09 mg/kg ww (Fe) and 1.261 mg/kg ww (Cu), and Sulguni 124.8 mg/kg ww (Zn), 101.1 mg/kg ww (Fe) and 2.463 mg/kg ww (Cu), respectively (
Figure 4).
According to WHO, the permissible limit for zinc in raw milk should be between 3–5 mg L
−1 [
69]. Compared to Pechová et al. the permissible zinc content in milk could be within 2–6 mg L
−1 [
70]. Thus, the zinc content in raw milk in this study is considered within the acceptable limit. Comparing the amount of zinc in the milk samples with the cheese samples shows that the Imeruli and Sulguni cheese (mg/kg WW) zinc content is much higher than the concentration in the milk (75.86, 124.8), respectively, where the processing of cheese affects that.
Zinc is considered a heavy metal due to its high density (7.133 g/cm
3); once it exceeds 5 g/cm
3, it is considered a heavy metal [
74]. Still, zinc has an important role in the immune system’s physiological processes and functional performance in the human body. It is also involved in the structure and activity of approximately 300 enzymes in the body. These enzymes are responsible for replication and insulin secretion and cellular differentiation, protein synthesis and nucleic acid, and sexual maturation [
75,
76]. On the other hand, an increase in zinc content in the body and chronic exposure to it has negative effects on the human body, leading to anaemia and leucopenia and causes gastrointestinal diseases and diarrhea [
75,
76].
As for copper, the European Union has set the highest permissible amount of copper in milk and its products, which should not exceed 0.4 mg L
−1 [
68]. The results show that the concentration of copper in milk was less than the permissible limit, except for the Sabereti and Vanati regions, where the concentration of copper in milk was higher than the permissible value (0.56 and 0.59 mg L
−1), respectively.
As for the cheese samples, the copper content in both types of cheese, Imeruli and Sulguni, and according to the Georgian regulation MPC [
51] was less than the permissible limit (1.26 and 2.46 mg/kg wet weight), respectively. Copper is also considered one of the essential elements for humans but exceeding the normal permissible consumption levels may lead to toxic effects on the human body. It may cause gastrointestinal disorders, liver cirrhosis, reduced immunity, neurological disorders and dermatitis [
65,
77,
78].
As for iron, the results in
Table 1 and
Table 2 show that iron concentrations in both milk and cheese were higher than the permissible limit [
66,
79] (0.138–0.700 mg/kg WW) in all the villages except for Khidiskuri village. The amount of iron in milk in this village was less than the permissible limit (0.502 mg L
−1). In addition, the analysis of milk samples shows that the concentration of iron was relatively high in raw milk in the villages of Sabereti and Vanati compared with the rest of the villages (5.53 and 6.15 mg L
−1), respectively.
The iron content of both Imeruli and Sulguni cheese samples was very high compared to the raw milk samples (69.09 and 101.1 mg/kg wet weight), respectively.
Table 2 shows that Sulguni cheese had a higher iron content than Imeruli cheese, as the concentration of each of them exceeded the permissible limit.
Iron is an essential and important element for the human body, as it participates in many redox reactions [
80]. Iron also has critical metabolic functions, and one of its most essential functions is oxygen transport. Iron deficiency in the body leads to decreased immune function, anaemia, impairment of cognitive performance and psychomotor development [
80]. An increase in iron in the body may lead to dysfunction of the liver, spleen and brain [
81]. In addition, iron can influence the concentration of other minerals in the body, as it can help increase cobalt and decrease calcium, copper and chromium (through excretion or binding) [
81].
Furthermore, and based on the results in
Table 1 and
Table 2, the highest concentrations of the essential trace elements in the raw cow’s milk samples in the order of Cr, Mn, Co, Ni, Se and Mo (mg L
−1) were detected in raw milk in amounts ranging from 0.001 to 0.004, 0.023 to 0.079, 0.001 to 0.007, 0.001 to 0.017, 0.004 to 0.042 and 0.004 to 0.047, respectively; and in Imeruli cheese 0.035, 0.886, 0.013, 0.011, 1.003 and 0.289 mg/kg ww, and Sulguni cheese 0.079, 2.348, 0.03, 0.026, 3.06,and 0.401 mg/kg ww, respectively (
Figure 5).
Environmental pollution, especially human-induced pollution, is one of the most significant factors in the occurrence of many trace and toxic elements, along with the phenomena of interelement interactions. For this reason, the data available differs from the permissible limit for these elements to be present in milk and milk products [
82].
The selenium concentration in milk varies according to the natural soil content of Se or by geographical location. Selenium is present in soil inorganic salts, where plants absorb these salts, convert them into organic forms of the element (mostly as selenomethionine), and then incorporate them into proteins. In this way, selenium enters the food chain, as dependent mainly on the properties of the soil. There are several reasons for increases of this element in milk, for example, cattle feed supplementation with organic forms of Se (such as selenomethionine [
64,
83,
84,
85,
86,
87], or from the application of inorganic forms of selenium parenterally [
88,
89]).
The concentration of selenium in all milk samples in this study (
Table 1) did not exceed the permissible limit compared with the European Food Safety Authority (0.5 mg/kg) [
71]. Compared with other literature sources, the content of Se in the raw milk samples was lower than the values reported by Hermansen et al. (0.0223 mg L
−1) [
90] and Hurle (0.04 mg L
−1) [
67].
As for the Se in the cheese samples,
Table 2 shows that both types of cheese, Imeruli and Sulguni, exceeded the limit of Se in the literature 1.003 and 3.06 mg/kg wet weight, respectively. The proportion found in Sulguni cheese was higher than in Imeruli cheese because more milk is needed for this type of cheese.
In addition, the results in
Table 1 and
Table 2 show manganese levels in milk and cheese. Due to the lack of studies on manganese in milk and cheese, these results are compared with several pieces of literature. According to Knowles et al. [
64], the manganese concentration in the milk must be between 0.02 and 0.05 mg L
−1. Milk samples in 7 villages were within this limit, except for Chapala and Vanati, where they exceeded the permissible limit of 0,075, 0,079 mg L
−1, respectively.
In comparison to the permissible limit according to Flynn and Hurley [
63,
67] (0.03, 0.02 mg L
−1), the milk samples in this study have exceeded these limits. As for the cheese samples of Imeruli and Sulguni, we find that Mn in all samples exceeded the permissible limit compared to Knowles, Flynn and Hurley [
63,
64,
67]. Additionally, compared to other countries such as Poland, the permitted limit for manganese was 0.102 mg L
−1 [
89], as the samples in this study did not exceed this limit except for Sulguni cheese 2348 mg/kg wet weight.
The amount of manganese in high doses seriously affects human health. It leads to emotional and mental disturbances (lack of coordination and muscle stiffness) and causes impairment of neuromuscular and neurological control [
90]. The consumption of milk that contains high doses of manganese that have exceeded permissible limits leads to congenital disabilities, impaired bone development and causes impairment in male fertility. The brain is also very sensitive to an overabundance of manganese, and it is particularly vulnerable to this excess [
90].
As the results showed in
Table 1, the amount of Chromium and Molybdenum in raw milk was, according to Flynn [
63], less than the permissible limit (0.02, 0.05 mg L
−1), respectively. Likewise, according to Hurley [
67], the ratio of these two components in this study did not exceed the permissible limit (0.015, 0.07 mg L
−1).
As for the Cr and Mo analysis results in cheese samples,
Table 2 shows that Chromium and Molybdenum exceeded the permissible limit in Imeruli and Sulguni cheeses (0.035, 0,079 mg/kg), (0.289, 0.401 mg/kg), respectively. However, according to Qin et al. [
91], the permissible amount of chromium should not exceed 0.3 mg/kg.
Molybdenum and Chromium are essential trace elements, where molybdenum enters in a cofactor (molybdopterin) for some enzymes, which stimulates oxidation and reduction reactions. There are no sufficient studies or information that show toxicity or problems caused by an excess of Chromium beyond the permissible limit, as most of the experiments are based on animals [
92,
93]. Chromium is considered non-toxic if taken orally in a normal proportion, as it becomes 100% reduced in the gut. However, high doses of chromium, especially when exposed through the respiratory system, may cause sinonasal cancer [
94].
As for nickel, its concentration was lower than the permissible limit in milk and cheese (0.027 mg L
−1) [
63,
67]. An excess of Ni over the permissible limit may lead to neurotoxicity, impairment of the male reproductive system [
95,
96] and oxidative stress [
97].
Increased content of cobalt was found in Imeruli and Sulguni cheese samples (0.013, 0.03 mg/kg/ wet weight), While its concentration in milk was less than the permissible limit (0.006 mg L
−1) [
63,
66,
67]. The increase of cobalt in milk and cheese is directly related to the characteristics of the metabolic processes in a cows’ body, where some metals (such as cobalt) can be transferred directly from the blood into the milk. Cobalt is considered to have a toxic effect if it is consumed at higher than the permissible limit. It may cause central nervous system dysfunction, thyroid disorder and polycythemia [
66,
98,
99].
3.3. The Differences in the Presence of Minerals and Trace Elements in Cheese and Milk
A
t-test was used to compare the trace element content of Imeruli and Sulguni cheese (see
Table 3,
Table A1). The
t-test showed a strong significant difference in the content of Imeruli cheese and Sulguni cheese for chromium and selenium. The presence of each of these two elements was higher in Sulguni cheese than in Imeruli cheese, (
Cr: Mean
Imeruli = 0.035, Mean
Sulguni = 0.079,
t= 2.902,
p < 0.01), (
Se: Mean
Imeruli = 0.878, Mean
Sulguni = 3.06,
t = 2.627,
p < 0.01).
According to Cohen’s d [
100], this effect appears significantly (Cohen’s d
Cr = 1.209, Cohen’s d
Se = 1.095) and suggests a large effect size of the relevant test.
In addition, these differences appear in both cheese types for each of the following elements: (
Mn: Mean
Imeruli = 0.887, Mean
Sulguni = 2.35,
t = 2.468,
p < 0.05), (
Pb: Mean
Imeruli = 0.122, Mean
Sulguni = 0.259,
t = 2.229,
p < 0.05), (
Co: Mean
Imeruli = 0.014, Mean
Sulguni = 0.030,
t = 2.210,
p < 0.05), (
Cu: Mean
Imeruli = 1.26, Mean
Sulguni = 2.46,
t = 1.936,
p < 0.05), (
Ni: Mean
Imeruli = 0.005, Mean
Sulguni = 0.018,
t = 1.832,
p < 0.05). whereas Cohen’s d suggests a large effect size of the relevant test [
100]. (Cohen’s d
Mn = 1.028, Cohen’s d
Pb = 0.092, Cohen’s d
Co = 0.921, Cohen’s d
Cu = 0.807, Cohen’s d
Ni = 0.763).
Thus, these results show that the content of Sulguni cheese from Cr, Se, Mn, Pb, Co, Cu and Ni is higher than Imeruli cheese, which could be due to the use of Imeruli cheese as a basis for making Sulguni cheese or the different production methods [
54,
55,
56,
57].
On the other hand,
Table 4 and
Table A2 shows the difference in the presence of trace elements in milk samples according to their presence in the areas of Mashavera and Khrami rivers. The
t-test showed a strong significant difference for the presence of manganese and iron in the two rivers. The presence of these two elements in milk samples taken from the Mashavera River region was higher than in the samples taken from the Khrami River region. (
Fe: Mean
Mashavera = 2.493, Mean
Khrami = 0.855,
t = 4.118,
p < 0.01), (
Mn: Mean
Mashavera = 0.053, Mean
Khrami = 0.037,
t = 2.876,
p < 0.01).
Cohen’s d value (Cohen’s d
Fe = 0.702, Cohen’s d
Mn = 0.490) suggests a large effect size of the relevant test [
100].
The
t-test (
Table 4) also shows a significant difference between copper, lead and chromium in milk samples according to the rivers: (
Cu: Mean
Mashavera = 0.287, Mean
Khrami = 0.202,
t = 2.007,
p < 0.05), (
Pb: Mean
Mashavera = 0.009, Mean
Khrami = 0.006,
t = 1.749,
p < 0.05), (
Cr: Mean
Mashavera = 0.003, Mean
Khrami = 0.003,
t = 1.707,
p < 0.05). Whereas Cohen’s d suggests a large effect size of the relevant test [
100]. (Cohen’s d
Cu = 0.342, Cohen’s d
Pb = 0.298, Cohen’s d
Cr = 0.291).
Therefore, these results show more trace elements in milk samples taken from the villages where the Mashavera River is located than the milk samples taken from the villages whose agriculture and irrigation depend on the Khrami River.
One explanation could be that mining companies are more present in the areas of the Mashavera River, as discussed in previous studies [
34,
36,
39,
41,
42].