Heavy metal levels in the vegetables are presented in Table 1, showing significant variations between samples from Kinshasa and Lubumbashi, two major cities in the Democratic Republic of the Congo. The Pearson correlation matrix (Table S1) indicates the correlation coefficients between the analysed elements. A correlation coefficient higher than 0.99 was observed only between Al-Fe and Pb-Zn in Kinshasa and Al-Fe and Pb-Se in Lubumbashi, indicating a linear solid association at the 0.01 significance level. This suggests a common origin of these metals, possibly through sources like crustal contamination. Some other elements showed a positive correlation at the 0.05 significance level. In Kinshasa, Al is correlated with Cr, Mn, Pb, Se, and Zn; Cd is correlated with Se; Cr is correlated with Fe; it is correlated with Mn, Pb, Se, and Zn; and Mn is correlated with Se. In Lubumbashi, Al is correlated with Cr; Cr is correlated with Fe; and Cd is correlated with Cu and Zn. This demonstrates that the metals showing positive mutual associations interact, indicating a common source of pollution.
The levels of Al in the vegetable samples from Kinshasa and Lubumbashi are notably high, particularly in Lubumbashi. For instance, in Lubumbashi, Ipomoea batatas leaves contain as much as 93.62 mg/kg of aluminium, compared to 56.23 mg/kg in the same vegetable from Kinshasa. While aluminium is not typically associated with acute toxicity in humans, its elevated levels can indicate broader environmental contamination. The high aluminium content in Lubumbashi's vegetables likely reflects the pervasive influence of mining activities, which can introduce large amounts of aluminium into the soil. Although not as immediately harmful as some other metals, chronic exposure to high levels of aluminium may contribute to neurological conditions, including Alzheimer’s disease, and can impair bone mineralisation (Malamba-Lez et al., 2021).
The presence of As in vegetable samples is a grave concern due to its well-documented toxicity and carcinogenic properties (Mitra et al., 2022). In Lubumbashi, levels in Amaranthus sp. reach 7.64 mg/kg, and in Ipomoea batatas leaves, they reach 7.19 mg/kg. These levels far exceed the WHO/FAO guideline of 1.00 mg/kg (WHO/FAO, 2000), indicating a significant public health risk. Exposure to As is associated with a wide range of severe health issues, including skin lesions, cardiovascular disease, neurotoxicity, and various forms of cancer, such as lung, bladder, and skin cancer (Rafique et al., 2022). The high levels of As in Lubumbashi’s vegetables suggest that the local population could be at considerable risk, particularly with long-term consumption (Mata et al., 2020). Kinshasa's lower yet still concerning levels (ranging from 1.16 to 1.44 mg/kg) also pose a less severe risk than Lubumbashi. Cd in vegetable samples is a significant concern due to its high toxicity, even at low concentrations. In Lubumbashi, cadmium levels in vegetables like Amaranthus sp. (1.79 mg/kg) and Ipomoea batatas leaves (1.73 mg/kg) vastly exceed the WHO/FAO recommended 0.2 mg/kg limit. This presents a serious health risk, as cadmium is known to cause kidney damage, skeletal weakening, and respiratory problems. Prolonged exposure to cadmium, particularly at these elevated levels, can lead to chronic health conditions such as renal failure and osteoporosis. Although cadmium levels are lower (0.31 to 0.70 mg/kg) in Kinshasa, they still surpass safe limits, indicating a need for immediate concern and action in both cities.
The Concentrations of Cr in both cities are relatively low compared to other metals, yet the levels in Lubumbashi are still higher, ranging up to 0.77 mg/kg in Brassica oleracea. Chromium has several forms, with hexavalent chromium being highly toxic and carcinogenic (Genthe et al., 2018). While the specific form of chromium was not detailed in the data, its presence in elevated levels could suggest potential health risks, mainly if the toxic form is prevalent. Although the levels found do not exceed WHO/FAO limits, the consistent difference between the cities indicates ongoing environmental exposure that warrants monitoring. Copper (Cu) is an essential trace element necessary for various physiological processes, but at high concentrations, it can become toxic (Mitra et al., 2022). In Lubumbashi, copper levels in Amaranthus sp. reach 16.17 mg/kg, significantly higher than in Kinshasa (with a maximum of 3.93 mg/kg in Amaranthus sp.). While these levels do not exceed international safety guidelines, the elevated copper content in Lubumbashi’s vegetables suggests potential contamination from industrial sources. Chronic exposure to high levels of copper can lead to liver and kidney damage, and excessive intake can also cause gastrointestinal distress. Iron (Fe) is another essential nutrient for oxygen transport and energy metabolism (Mata et al., 2020). However, the levels of Fe in Lubumbashi’s vegetables, particularly in Ipomoea batatas leaves (94.22 mg/kg), are markedly high compared to those in Kinshasa (with a maximum of 65.76 mg/kg in Ipomoea batatas leaves). While these levels are within acceptable limits, they reflect the extent of environmental contamination in Lubumbashi. Excessive iron intake, especially from contaminated food sources, can lead to conditions like hemochromatosis, which causes iron overload and subsequent damage to organs such as the liver and heart (Malamba-Lez et al., 2021).
Manganese (Mn) levels are exceptionally high in Lubumbashi, particularly in Amaranthus sp., where concentrations reach 153.89 mg/kg. This starkly contrasts with Kinshasa, where the highest manganese concentration is 19.47 mg/kg in Ipomoea batatas leaves. While manganese is essential for bone formation and metabolic processes, excessive exposure, especially at the levels found in Lubumbashi, can lead to neurological issues similar to Parkinson’s disease. The significant disparity between the two cities suggests that manganese contamination in Lubumbashi directly results from the city’s intensive mining activities.
Lead (Pb) is one of the most dangerous metals identified in the samples, with levels in Lubumbashi reaching 5.52 mg/kg in Ipomoea batatas leaves—far exceeding the WHO/FAO limit of 0.3 mg/kg. Lead is a potent neurotoxin, and its effects are particularly severe in children, leading to developmental delays, cognitive deficits, and behavioural problems. The high lead levels found in Lubumbashi’s vegetables indicate a severe public health hazard. Even in Kinshasa, where the lead levels are lower (0.23 to 1.76 mg/kg), the presence of this metal at these concentrations is concerning and highlights the need for urgent intervention.
Selenium (Se) is essential in small amounts, but its elevated levels in Lubumbashi’s vegetables (up to 3.17 mg/kg in Ipomoea batatas leaves) could pose health risks. Excess selenium intake can lead to toxicity, causing symptoms such as gastrointestinal distress, hair loss, and neurological damage. In Kinshasa, selenium levels are lower (0.51 to 1.01 mg/kg), which is within safer limits. However, the significant difference in selenium concentrations between the two cities suggests varying environmental factors, likely linked to industrial emissions in Lubumbashi.
Zinc (Zn) is another essential metal that, in excess, can cause adverse health effects. The concentrations of Zn in Lubumbashi’s vegetables are extremely high, with Amaranthus sp. containing up to 375.01 mg/kg. In comparison, the highest zinc concentration in Kinshasa is 77.97 mg/kg in Ipomoea batatas leaves. Although zinc is necessary for immune function and enzyme activity, such high levels can lead to toxicity, causing symptoms like nausea, vomiting, and impaired immune response (Rafique et al., 2022). The data suggests that zinc contamination is a significant issue in Lubumbashi, likely due to the extensive industrial activities in the region.
The analysis of heavy metal concentrations in vegetables from Kinshasa and Lubumbashi reveals a clear pattern of higher contamination in Lubumbashi, driven by its extensive mining activities. While some metals like iron and zinc are essential nutrients, their excessive presence poses significant health risks (Mitra et al., 2022). Metals like lead, cadmium, and arsenic, in particular, present serious public health concerns due to their high toxicity and the severe health effects associated with long-term exposure. The data underscores the urgent need for stricter environmental regulations, continuous monitoring, and public health interventions to address and mitigate the risks associated with heavy metal contamination in these urban centers.
Tables 1: Trace element levels (mean ± SD in mg kg− 1 ) in vegetables from Markets in Kinshasa and Lubumbashi
Kinshasa
|
Samples
|
Al
|
As
|
Cd
|
Cr
|
Cu
|
Fe
|
Mn
|
Pb
|
Se
|
Zn
|
Brassica oleracea
|
18.78 ± 2.39
|
1.16 ± 0.73
|
0.31 ± 0.05
|
0.15 ± 0.08
|
1.88 ± 0.26
|
22.69 ± 2.16
|
7.03 ± 0.82
|
0.23 ± 0.02
|
0.51 ± 0.06
|
17.75 ± 1.95
|
Hibiscus sabdariffa L
|
32.04 ± 5.50
|
1.311 ± 0.56
|
0.36 ± 0.07
|
0.20 ± 0.08
|
1.79 ± 0.23
|
34.14 ± 4.71
|
6.51 ± 0.84
|
0.74 ± 0.15
|
0.55 ± 0.05
|
36.88 ± 6.29
|
Amaranthus sp
|
37.66 ± 4.46
|
1.44 ± 0.69
|
0.55 ± 0.05
|
0.21 ± 0.01
|
3.932 ± 0.37
|
36.18 ± 3.32
|
10.24 ± 1.05
|
0.57 ± 0.08
|
0.714 ± 0.08
|
26.71 ± 3.03
|
Ipomoea batatas leaves
|
56.23 ± 8.78
|
1.37 ± 0.09
|
0.70 ± 0.08
|
0.25 ± 0.017
|
3.87 ± 0.34
|
65.76 ± 7.67
|
19.47 ± 2.07
|
1.76 ± 0.04
|
1.01 ± 0.13
|
77.97 ± 10.65
|
Lubumbashi
|
Brassica oleracea
|
42.34 ± 7.89
|
5.80 ± 1.90
|
1.41 ± 0.17
|
0.77 ± 0.05
|
11.79 ± 0.78
|
47.67 ± 8.05
|
74.29 ± 10.05
|
0.71 ± 0.08
|
1.57 ± 0.27
|
239.64 ± 5.33
|
Hibiscus sabdariffa L
|
56.51 ± 2.86
|
6.56 ± 1.71
|
0.87 ± 0.05
|
0.56 ± 0.11
|
7.36 ± 0.81
|
83.49 ± 2.70
|
38.60 ± 4.51
|
1.36 ± 0.24
|
1.63 ± 0.78
|
97.02 ± 14.76
|
Amaranthus sp
|
81.03 ± 4.28
|
7.64 ± 3.56
|
1.79 ± 0.84
|
0.73 ± 0.37
|
16.17 ± 1.16
|
71.31 ± 4.54
|
153.89 ± 11.85
|
4.22 ± 0.57
|
2.44 ± 1.33
|
375.01 ± 31.92
|
Ipomoea batatas leaves
|
93.62 ± 5.95
|
7.19 ± 2.84
|
1.73 ± 0.38
|
0.70 ± 0.29
|
16.04 ± 1.77
|
94.22 ± 5.70
|
76.07 ± 6.68
|
5.52 ± 0.78
|
3.17 ± 0.55
|
274.76 ± 35.84
|
OMS/FAO 2007; 2011
|
|
|
0.2
|
1.3
|
73
|
425
|
500
|
0.3
|
|
99.4
|
FAO/WHO (2000)
|
12–71
|
1.00
|
|
|
|
|
|
|
|
|
Significant variations in heavy metal accumulation in Brassica oleracea are observed in different regions, reflecting the influence of local environmental factors and farming methods. For instance, in Lubumbashi, high levels of Pb and Cd in Brassica oleracea have been attributed to extensive mining activities. Similar findings in Jigawa State, Nigeria, also indicated significant health risks due to elevated levels of these metals (Sagagi et al., 2022). Conversely, studies in Durban and Barberton, South Africa, found that while Brassica oleracea did accumulate metals like iron (Fe) and lead, these were generally within permissible limits, suggesting lower health risks in these areas (Shabalala et al., 2022). In Kinshasa, heavy metal contamination was linked to urbanisation and industrial emissions, with levels comparable to those seen in wastewater irrigation regions, significantly increasing plant metal uptake (Shah et al., 2023). Despite these risks, Brassica oleracea in Kinshasa poses a relatively lower health risk than other vegetables, such as spinach, which accumulate higher levels of heavy metals.
Overall, samples from Lubumbashi consistently showed higher concentrations of heavy metals in all vegetables compared to Kinshasa, likely due to the city's intensive mining activities. The elevated levels of As, Cd, and Pb in Lubumbashi far exceed international safety standards, posing significant health risks, including cancer, neurological damage, and other severe health issues (Genthe et al., 2018). These findings highlight the need for region-specific monitoring and management of heavy metal pollution in agriculture to mitigate health risks effectively.
In the analysis conducted by Arslaner et al., (2021), Hibiscus sabdariffa L. accumulated significant concentrations of heavy metals, including manganese (Mn) at 308 mg/kg, Fe at 368 mg/kg, and Cu at 1.01 mg/kg. The study highlighted that Cr and As levels were particularly concerning, with Cr at 31.9 mg/kg and As ranging from 13.4 to 32.1 mg/kg, exceeding WHO permissible limits. Cd and Pb were also present at high levels, with Cd reaching up to 31.4 mg/kg and Pb up to 39.0 mg/kg, indicating potential health risks from consuming Hibiscus sabdariffa grown in contaminated soils. Similarly, in a comparative analysis of urban areas like Kinshasa and Lubumbashi, vegetables grown in heavily contaminated soils showed elevated levels of these metals, reinforcing concerns about health risks from such environments.
Njoku & Nwani, (2022) have explored the phytoremediation potential of Amaranthus spinosus. They reported that the plant accumulated significant levels of heavy metals, including 6.71 mg/kg of Cu, 38.1 mg/kg of Zn, 19.6 mg/kg of Pb, and 2.1 mg/kg of Cd when grown in contaminated soils. The study emphasised the high bioconcentration factor (BCF) for Zn and Cu, demonstrating Amaranthus spinosus's effectiveness in phytoremediation. The high Pb and Cd levels could pose health risks if the plant is consumed.
In another study by Tőzsér et al., (2023), Amaranthus species were found to accumulate considerable amounts of heavy metals, particularly Cd, with bioaccumulation factor (BAF) values indicating a substantial accumulation in the leaves. Pb and Zn also accumulated significantly, especially in the roots and leaves, while Fe, Ni, and Cu showed moderate accumulation levels across the plant parts. The study suggested that while Amaranthus species have strong potential for phytoremediation, the accumulation of heavy metals in edible parts like leaves could pose health risks if consumed without proper monitoring. Ramanlal et al. (2020) further supported these findings by showing that Amaranthus species effectively accumulated Zn and Cr when grown in soils contaminated with paint industry effluent. The study reported concentrations of 27.08 mg/kg Zn and 17.84 mg/kg Cr in the roots under 100% effluent treatment, with even higher concentrations in the shoots. Pb and Cu were also accumulated, with Pb reaching 28.47 mg/kg in roots and 18.13 mg/kg in shoots, indicating the plant's substantial potential for phytoremediation. However, accumulating such metals in edible parts raises health concerns.
Finally, Huang et al. (2020) examined Ipomoea batatas leaves. They found that they accumulated Cd and Pb at levels that exceeded Chinese National Food Safety Standards, with Cd concentrations ranging from 0.49 to 2.19 mg/kg and Pb from 0.65 to 1.92 mg/kg. These findings underscore the significant health risks posed by consuming Ipomoea batatas leaves from contaminated soils, particularly in areas with high levels of soil contamination by these metals. The consistent findings across these studies highlight the risks associated with consuming plants grown in contaminated environments, stressing the need for careful management and monitoring of agricultural practices in such areas.
Metal Pollution index
Figure 1 illustrates the Metal Pollution Index (MPI) of different vegetables from Kinshasa and Lubumbashi. In Kinshasa (A), Amaranthus sp. exhibits the highest MPI at 26.382, indicating substantial metal contamination, followed by Ipomoea batatas leaves and Brassica oleracea with MPI values of 17.193 and 17.459, respectively. Hibiscus sabdariffa L. shows the lowest MPI at 9.59, suggesting relatively lower contamination than the other vegetables. In Lubumbashi (B), the pattern of metal contamination is similar, with Amaranthus sp. again displaying the highest MPI, emphasising its significant role as a metal accumulator. These results underscore the need for targeted interventions to reduce heavy metal exposure from these commonly consumed vegetables in both cities. The MPI values emphasise the need for careful monitoring and management of these vegetables to ensure they are safe for consumption (Golia et al., 2021).
Potential Health Risks
Estimated Daily and weekly intake
The estimation of the daily intake of vegetables, as presented in Table 2, provides a comprehensive overview of the potential exposure to various toxic metals for the populations of Kinshasa and Lubumbashi. This analysis highlights significant disparities in the levels of heavy metal contamination across different vegetables, reflecting the distinct environmental conditions in each city.
Brassica oleracea samples from Kinshasa and Lubumbashi exhibit notable differences in heavy metal contamination. In Kinshasa, Brassica oleracea shows relatively low levels of Al, with an Estimated Daily Intake (EDI) of 21.77 mg/kg and an Estimated Weekly Intake (EWI) of 152.39 mg/kg, staying within acceptable limits. However, in Lubumbashi, Al levels are significantly higher, with an EDI of 172.25 mg/kg and an EWI of 1205.77 mg/kg, indicating substantial contamination likely linked to industrial activities. The concentration of As in Brassica oleracea is less of a concern in Kinshasa, with levels below the safety threshold. However, in Lubumbashi, As contamination is higher, although still within safer limits.
Table 2
Estimated Daily Intake (EDI) (mg.day− 1.person− 1)
Kinshasa
|
METAL
|
Brassica oleracea
|
Hibiscus sabdariffa L
|
Amaranthus sp
|
Ipomoea batatas leaves
|
Guidelines (FAO/WHO,2000)
|
|
EDIT
|
EWI
|
EDIT
|
EWI
|
EDIT
|
EWI
|
EDIT
|
EWI
|
EDIT
|
EWI
|
Al
|
21.77
|
152.39
|
37.14
|
259.99
|
42.71
|
298.99
|
88.36
|
618.52
|
120b
|
840
|
As
|
1.34
|
9.387
|
1.52
|
10.64
|
1.61
|
11.26
|
1.55
|
10.87
|
2.14a
|
14.98
|
Cd
|
0.39
|
2.75
|
0.43
|
2.912
|
0.63
|
4.42
|
0.81
|
5.67
|
1a
|
7
|
Cr
|
0.18
|
1.24
|
0.23
|
1.64
|
0.25
|
1.72
|
0.29
|
1.99
|
0.039b
|
0.273
|
Cu
|
2.18
|
15.25
|
2.08
|
14.53
|
4.56
|
31.91
|
4.48
|
31.39
|
700a
|
4900
|
Fe
|
26.34
|
18.44
|
39.57
|
277.03
|
41.94
|
293.58
|
76.23
|
533.64
|
45b
|
315
|
Mn
|
8.15
|
57.02
|
7.55
|
52.82
|
11.87
|
83.06
|
22.57
|
158.01
|
11b
|
77
|
Pb
|
0.27
|
1.86
|
0.85
|
5.98
|
0.66
|
4.60
|
2.04
|
14.25
|
3.6a
|
25.2
|
Se
|
0.59
|
4.12
|
0.64
|
4.49
|
0.83
|
5.79
|
1.17
|
8.15
|
0.055b
|
0.385
|
Zn
|
20.58
|
144.05
|
42.76
|
299.29
|
33.28
|
232.99
|
90.38
|
632.63
|
1000a
|
7000
|
Lubumbashi
|
Al
|
172.25
|
1205.77
|
63.64
|
445.47
|
187.46
|
1312.19
|
160.05
|
1120.33
|
120b
|
840
|
As
|
2.36
|
16.52
|
2.67
|
18.67
|
3.11
|
21.74
|
2.93
|
20.4
|
2.14a
|
14.98
|
Cd
|
0.57
|
4.01
|
0.36
|
2.48
|
0.73
|
5.08
|
0.70
|
4.91
|
1a
|
7
|
Cr
|
0.31
|
2.18
|
0.23
|
1.58
|
0.29
|
2.07
|
0.29
|
1.99
|
0.039b
|
0.273
|
Cu
|
4.49
|
31.46
|
2.99
|
20.94
|
6.57
|
46.02
|
6.52
|
45.67
|
700a
|
4900
|
Fe
|
193.69
|
1355.84
|
74.61
|
522.25
|
208.63
|
1460.41
|
179.60
|
1257.22
|
45b
|
315
|
Mn
|
30.21
|
211.44
|
15.69
|
109.87
|
62.57
|
438.01
|
30.93
|
216.49
|
11b
|
77
|
Pb
|
0.29
|
2.01
|
0.55
|
3.88
|
1.72
|
12.00
|
2.24
|
15.69
|
3.6a
|
25.2
|
Se
|
0.64
|
4.46
|
0.66
|
4.65
|
0.99
|
6.93
|
1.29
|
9.03
|
0.055b
|
0.385
|
Zn
|
97.44
|
682.06
|
39.45
|
276.14
|
152.48
|
1067.36
|
111.72
|
782.02
|
1000a
|
7000
|
The levels of Cd are low in Kinshasa (EDI of 0.39 mg/kg and EWI of 2.75 mg/kg). Lubumbashi’s Brassica oleracea shows slightly higher Cd levels (EDI of 0.57 mg/kg and EWI of 4.01 mg/kg), still below the critical threshold but warranting attention. The level of Pb is minimal in Kinshasa’s Brassica oleracea, with an EDI of 0.27 mg/kg and an EWI of 1.86 mg/kg. In Lubumbashi, Pb levels are slightly elevated, with an EDI of 0.29 mg/kg and an EWI of 2.01 mg/kg, reflecting increased exposure risks. The concentration of Fe is moderate in Kinshasa (EDI of 26.34 mg/kg and EWI of 184.44 mg/kg) but is substantially higher in Lubumbashi (EDI of 193.69 mg/kg and EWI of 1355.84 mg/kg), indicating significant environmental contamination. The levels of Mn are relatively low in Kinshasa (EDI of 8.15 mg/kg and EWI of 57.02 mg/kg) but are much higher in Lubumbashi (EDI of 30.21 mg/kg and EWI of 211.44 mg/kg), suggesting more significant exposure risks. The amount of Se in Brassica oleracea is below concern levels in both cities, with slightly higher levels in Lubumbashi. The concentration of Zn in Brassica oleracea is higher in Lubumbashi (EDI of 97.44 mg/kg and EWI of 682.06 mg/kg) compared to Kinshasa (EDI of 20.58 mg/kg and EWI of 144.05 mg/kg), reflecting the broader environmental challenges in Lubumbashi.
Hibiscus sabdariffa L. shows varying levels of contamination between the two cities. In Kinshasa, Al levels are moderate, with an EDI of 37.14 mg/kg and an EWI of 259.99 mg/kg. In Lubumbashi, however, Al contamination is significantly higher, with an EDI of 63.64 mg/kg and an EWI of 445.47 mg/kg, indicating substantial industrial pollution. The amounts of As are concerning in Lubumbashi, with an EDI of 2.67 mg/kg and an EWI of 18.67 mg/kg, exceeding recommended safety limits. In contrast, Kinshasa’s Hibiscus sabdariffa L shows safer As levels (EDI of 1.52 mg/kg and EWI of 10.64 mg/kg). Both cities have Cd levels in Hibiscus sabdariffa L below critical thresholds, although slightly higher in Lubumbashi. The concentration of Pb in Hibiscus sabdariffa L is minimal in Kinshasa (EDI of 0.85 mg/kg and EWI of 5.98 mg/kg). Still, Lubumbashi shows higher Pb levels (EDI of 0.55 mg/kg and EWI of 3.88 mg/kg), reflecting greater environmental exposure. The levels of Fe are moderate in Kinshasa but substantially higher in Lubumbashi, similar to other metals. The amounts of Mn are relatively low in Kinshasa (EDI of 7.55 mg/kg and EWI of 52.82 mg/kg) but significantly elevated in Lubumbashi (EDI of 15.69 mg/kg and EWI of 109.87 mg/kg). The levels of Se are slightly elevated in both cities, with higher concentrations in Lubumbashi. Zinc (Zn) contamination is higher in Lubumbashi’s Hibiscus sabdariffa L (EDI of 39.45 mg/kg and EWI of 276.14 mg/kg) compared to Kinshasa (EDI of 42.76 mg/kg and EWI of 299.29 mg/kg), indicating widespread environmental challenges.
Amaranthus sp. is one of the most contaminated vegetables in both cities, with significantly higher levels in Lubumbashi. In Kinshasa, Al levels in Amaranthus sp are elevated, with an EDI of 42.71 mg/kg and an EWI of 298.99 mg/kg. However, in Lubumbashi, Al contamination is extreme, with an EDI of 187.46 mg/kg and an EWI of 1312.19 mg/kg, reflecting severe environmental degradation. The As levels in Amaranthus sp are moderately high in Kinshasa but reach critical levels in Lubumbashi (EDI of 3.11 mg/kg and EWI of 21.74 mg/kg), posing severe health risks (). The Cd levels in Kinshasa are near safety thresholds (EDI of 0.63 mg/kg and EWI of 4.42 mg/kg). In comparison, Lubumbashi shows even higher levels (EDI of 0.73 mg/kg and EWI of 5.08 mg/kg), increasing the risk of chronic health conditions (). The Pb levels in Amaranthus sp are concerning in both cities. Kinshasa’s Amaranthus sp has an EDI of 0.66 mg/kg and an EWI of 4.60 mg/kg. At the same time, Lubumbashi’s levels are significantly higher, with an EDI of 1.72 mg/kg and an EWI of 12.00 mg/kg, indicating substantial exposure risks (). The concentration of Fe is also severe in Lubumbashi (EDI of 208.63 mg/kg and EWI of 1460.41 mg/kg), compared to Kinshasa (EDI of 41.94 mg/kg and EWI of 293.58 mg/kg). The Mn levels are high in both cities but particularly elevated in Lubumbashi (EDI of 62.57 mg/kg and EWI of 438.01 mg/kg), reflecting significant environmental exposure. The Se and Zn levels are also much higher in Lubumbashi, indicating widespread ecological contamination.
Ipomoea batatas leaves show the highest contamination levels in both cities, particularly in Lubumbashi. In Kinshasa, Ipomoea batatas leaves exhibit significant Al levels, with an EDI of 88.36 mg/kg and an EWI of 618.52 mg/kg. However, in Lubumbashi, Al levels are dramatically higher, with an EDI of 160.05 mg/kg and an EWI of 1120.33 mg/kg, indicating severe environmental pollution. The As levels in Ipomoea batatas leaves are higher in Lubumbashi (EDI of 2.93 mg/kg and EWI of 20.49 mg/kg) compared to Kinshasa (EDI of 1.55 mg/kg and EWI of 10.87 mg/kg), posing severe health risks (). The Cd levels are also concerning, with Kinshasa showing an EDI of 0.81 mg/kg, an EWI of 5.67 mg/kg, and Lubumbashi showing slightly lower levels but still above safety thresholds. The presence of Pb in Ipomoea batatas leaves is particularly alarming in both cities. Kinshasa’s leaves have an EDI of 2.04 mg/kg and an EWI of 14.25 mg/kg, while Lubumbashi’s leaves reach an EDI of 2.24 mg/kg and an EWI of 15.69 mg/kg, underscoring the neurotoxic severe risks posed by Pb (). The Fe levels are also extremely high in Lubumbashi (EDI of 179.60 mg/kg and EWI of 1257.22 mg/kg), compared to Kinshasa (EDI of 76.23 mg/kg and EWI of 533.64 mg/kg). The Mn levels in Ipomoea batatas leaves are significantly higher in Lubumbashi (EDI of 30.93 mg/kg and EWI of 216.49 mg/kg) compared to Kinshasa (EDI of 22.57 mg/kg and EWI of 158.01 mg/kg). The Se and Zn levels are elevated in both cities, with Lubumbashi showing much higher concentrations, reflecting the broader environmental challenges in the region.
Overall, this detailed comparison of heavy metal contamination in vegetables from Kinshasa and Lubumbashi highlights significant differences in the levels of toxic metals, with Lubumbashi consistently showing higher contamination across all vegetables analysed. This disparity is likely due to the city’s extensive industrial and mining activities, which contribute to widespread environmental pollution. The elevated levels of multiple toxic metals, particularly in vegetables like Amaranthus sp. and Ipomoea batatas, underscore the urgent need for immediate and comprehensive interventions. Implementing stringent environmental regulations, conducting targeted public health campaigns, improving agricultural practices, and ensuring continuous monitoring are essential to mitigate the health risks of heavy metal exposure in these urban centres. Addressing these issues is crucial to protecting the health of the populations in Kinshasa and Lubumbashi and ensuring a sustainable and safe food supply.
Target hazard quotient
Figure 2 illustrates the Target Hazard Quotient (THQ) for various heavy metals in different vegetables from A) Kinshasa and B) Lubumbashi. This offers valuable information on the possible health risks of consuming these vegetables regularly. The THQ is a risk assessment metric that estimates the likelihood of adverse health effects from long-term exposure to chemical pollutants, with a THQ greater than 1 indicating a potential health risk.
The heavy metal such as Pb demonstrates the highest THQ across all vegetables in both Kinshasa and Lubumbashi, significantly surpassing the safe threshold of one, which raises serious concerns for potential adverse health effects (Afonne & Ifediba, 2020). The elevated THQ values for Pb are particularly alarming in Ipomoea batatas (sweet potato leaves), Amaranthus sp. (amaranth), and Brassica oleracea (cabbage), where the risk is most pronounced. The extremely high THQ values indicate a grave risk of Pb toxicity, which could lead to severe health consequences, especially in children, including cognitive impairment and developmental delays (Alfaro et al., 2022; Gupta et al., 2022). The higher Pb levels in Lubumbashi may be attributed to the city’s extensive mining and industrial activities, which contribute to environmental contamination. Fe also presents a notable risk, with THQ values that, while generally below the threshold of one, are still elevated, particularly in Ipomoea batatas and Amaranthus sp. Fe is an essential nutrient, but excessive intake can lead to conditions such as hemochromatosis, which causes damage to organs like the liver and heart due to Fe overload (Abd Elnabi et al., 2023; Ahmed et al., 2022; Rafique et al., 2022). The higher THQ values in Lubumbashi suggest a greater risk of Fe-related health issues in this region than in Kinshasa. Al shows elevated THQ values across all vegetables, with Ipomoea batatas and Amaranthus sp. presenting the highest values again. Although the THQ for Al remains below 1, it is still concerning due to the potential for cumulative effects over time, particularly as Al has been associated with neurotoxicity and an increased risk of neurological disorders such as Alzheimer's disease (Amarloei et al., 2023; Tongprung et al., 2024). As is another metal of concern, with elevated THQ values observed in Hibiscus sabdariffa L. (roselle), Amaranthus sp., and Ipomoea batatas. In Lubumbashi, the THQ for As approaches or exceeds the threshold of one, indicating a potential risk of chronic As exposure associated with various cancers and cardiovascular diseases (Hassan et al., 2024). The elevated As levels in these vegetables could pose a significant health risk (Zhang et al., 2024), particularly in populations that consume them regularly. Cd exhibits moderately elevated THQ values, particularly in Amaranthus sp. and Ipomoea batatas, with values approaching the threshold of one. Cd exposure is linked to kidney damage and bone demineralization, and chronic exposure can lead to severe health conditions such as osteoporosis and renal failure (Mitra et al., 2022). The THQ values indicate a potential risk of Cd toxicity (Afonne & Ifediba, 2020), especially in Lubumbashi, where the values are generally higher. Cr levels are reflected in the THQ values for both Kinshasa and Lubumbashi, with Amaranthus sp. and Ipomoea batatas showing higher THQ values. Although the THQ for Cr remains below the critical value of one, persistent exposure to Cr, particularly in its hexavalent form (Cr(VI)), is a concern due to its carcinogenic properties (Oruko et al., 2021). The slightly elevated THQ values suggest a need for continuous monitoring to prevent chronic exposure risks (Afonne & Ifediba, 2020). Mn THQ values are elevated, particularly in Amaranthus sp. and Ipomoea batatas, but remain below the threshold of one. Mn is essential for human health in trace amounts. However, excessive exposure can lead to neurological problems, including manganese poisoning, a condition similar to Parkinson’s disease (Oruko Ongon’g et al., 2020b). The elevated THQ values indicate a potential risk of neurotoxicity, particularly with long-term consumption of these vegetables (Giri et al., 2022). Se THQ values, while generally low, are elevated in some vegetables, particularly Ipomoea batatas from Lubumbashi. Se is an essential micronutrient, but excessive intake can lead to selenosis, characterized by gastrointestinal upsets, hair loss, and neurological damage (Amarloei et al., 2023). Zn, another essential nutrient, shows THQ values below the threshold of one across all vegetables. However, the values are higher in Amaranthus sp. and Ipomoea batatas, particularly in Lubumbashi. While Zn is necessary for immune function and metabolic processes, excessive intake can lead to adverse effects such as immune dysfunction and reduced Cu absorption (Tongprung et al., 2024). The Zn THQ values, while not immediately alarming, indicate that Zn levels should still be monitored to prevent potential overexposure.
The THQ analysis highlights significant health risks associated with consuming vegetables contaminated with heavy metals in both Kinshasa and Lubumbashi. Pb, As, and Fe present the most severe risks, with THQ values exceeding safe thresholds, particularly in Ipomoea batatas and Amaranthus sp. While generally below the threshold, other metals, such as Cd, Cr, Mn, Al, Se, and Zn, still pose potential risks due to their elevated levels in certain vegetables. The findings emphasize the need for ongoing monitoring and intervention to reduce exposure to these harmful metals and protect public health in these regions.
Hazard index (HI)
Figures 3 (A, B) compare the Hazard Index (HI) values for different vegetables from Kinshasa and Lubumbashi, highlighting the potential health risks associated with trace element contamination (Amarloei et al., 2023). The HI is a crucial metric that quantifies the cumulative risk posed by exposure to multiple contaminants, with values greater than one indicating a significant potential for health risks (Mitra et al., 2022).
In Kinshasa, the HI values for the vegetables indicate varying degrees of contamination, all of which surpass the concern threshold of one. The leaves of Ipomoea batatas show the highest HI at 2.5, suggesting that they pose the most significant health risk among the sampled vegetables. This is closely followed by Amaranthus sp. with an HI of 2.2 and Hibiscus sabdariffa L. with an HI of 1.8. Brassica oleracea shows the lowest HI at 1.5, but even this value exceeds the safe threshold, indicating potential health concerns if consumed in significant quantities (Amarloei et al., 2023).
Lubumbashi's situation is markedly more severe, with substantially higher HI values across all vegetables, indicating a more critical risk to public health. Amaranthus sp. exhibits an alarmingly high HI of 1.8, pointing to an extreme health risk associated with its consumption. Ipomoea batatas leave, and Brassica oleracea also show very high HI values of 1.5 and 1.4, respectively, further underscoring the widespread issue of trace element contamination in the region. Although Hibiscus sabdariffa L. has the lowest HI in Lubumbashi at 0.9, it still presents a significant health risk, close to the safe threshold.
The comparative analysis between the two cities reveals that Lubumbashi experiences significantly greater trace element contamination in its vegetable produce compared to Kinshasa. The consistently elevated HI values across Lubumbashi's vegetables suggest pervasive environmental or agricultural sources of contamination contributing to these alarming levels. This situation calls for urgent and comprehensive measures, including environmental assessments, enhanced regulatory oversight, and strategies to mitigate exposure to these contaminants (Genthe et al., 2018).
The data underscores a significant health risk associated with consuming vegetables from both Kinshasa and Lubumbashi, with Lubumbashi presenting a more critical situation. Continuous monitoring and preventive interventions must be implemented to protect the health of local populations who rely on these vegetables as dietary staples.
The target cancer risk (TCR)
The target cancer risk (TCR) associated with exposure to As, Pb, Cd, and Cr through consuming contaminated vegetables in our study is detailed in Table 3. As indicated by the data for Kinshasa in Table 3, the TCR of As due to the consumption of Hibiscus sabdariffa L., Amaranthus sp., and leaves of Ipomoea batatas were 1.196 × 10−4, 1.267 × 10−4, and 1.223 × 10−4, respectively. In Lubumbashi, the TCR of As due to the consumption of Brassica oleracea, Hibiscus sabdariffa L., Amaranthus sp., and leaves of Ipomoea batatas leaves were 1.603 × 10−4, 1.812 × 10−4, 2.109 × 10−4, and 1.988 × 10−4, respectively. These values exceed the maximum threshold of 1 × 10−4, indicating a high risk of cancer exposure from consuming these local vegetables (Tongprung et al., 2024). It has been observed that the intake of vegetables does not pose a cancer risk to the adult population in the area from Pb, Cd, or Cr. This is because the TCR values for Pb, Cd, and Cr in samples from both cities were below the maximum threshold value. However, it is worth noting that the TCR value for As (1.9 × 10− 8) reported by Shaheen et al. (2016) was much lower than the value reported in this study. Similarly, the TCR values for As reported in Ethiopia (Gebeyehu et al., 2020) were also lower due to the consumption of Brassica oleracea.
Table 3
Cancer risk associated with the presence of heavy metal in vegetable samples
Kinshasa
|
Metal
|
Brassica oleracea
|
Hibiscus sabdariffa L
|
Amaranthus sp
|
Ipomoea batatas
|
As
|
9.11 10− 5
|
1.19 10− 4
|
1.27 10− 4
|
1.22 10− 4
|
Cd
|
6.76 10− 6
|
8.29 10− 6
|
1.26 10− 5
|
1.62 10− 5
|
Cr
|
4.01 10− 6
|
6.14 10− 6
|
6.43 10− 6
|
7.41 10− 6
|
Pb
|
1.02 10− 6
|
3.81 10− 6
|
2.93 10− 6
|
9.08 10− 6
|
Lubumbashi
|
As
|
1.60 10− 4
|
1.81 10− 4
|
2.11 10− 4
|
1.99 10− 4
|
Cd
|
9.86 10− 6
|
6.11 10− 6
|
1.49 10− 5
|
1.21 10− 5
|
Cr
|
7.49 10− 6
|
5.12 10− 6
|
6.70 10− 6
|
6.45 10− 6
|
Pb
|
1.11 10− 6
|
2.13 10− 6
|
6.60 10− 6
|
8.63 10− 6
|