| Literature DB >> 28710689 |
Abrahan Mora1, Jürgen Mahlknecht2, Laura Rosales-Lagarde3, Arturo Hernández-Antonio1.
Abstract
The Monterrey metropolitan area (MMA) is the third greatest urban area and the second largest economic city of Mexico. More than four million people living in this megacity use groundwater for drinking, industrial and household purposes. Thus, major ion and trace element content were assessed in order to investigate the main hydrochemical properties of groundwater and determine if groundwater of the area poses a threat to the MMA population. Hierarchical cluster analysis using all the groundwater chemical data showed five groups of water. The first two groups were classified as recharge waters (Ca-HCO3) coming from the foothills of mountain belts. The third group was also of Ca-HCO3 water type flowing through lutites and limestones. Transition zone waters of group four (Ca-HCO3-SO4) flow through the valley of Monterrey, whereas discharge waters of group 5 (Ca-SO4) were found toward the north and northeast of the MMA. Principal component analysis performed in groundwater data indicates four principal components (PCs). PC1 included major ions Si, Co, Se, and Zn, suggesting that these are derived by rock weathering. Other trace elements such as As, Mo, Mn, and U are coupled in PC2 because they show redox-sensitive properties. PC3 indicates that Pb and Cu could be the less mobile elements in groundwater. Although groundwater supplied to MMA showed a high-quality, high mineralized waters of group 5 have NO3- concentrations higher than the maximum value proposed by international guidelines and SO42-, NO3-, and total dissolved solid concentrations higher than the maximum levels allowed by the Mexican normative.Entities:
Keywords: Groundwater; Mexico; Monterrey metropolitan area; Trace elements; Water quality
Mesh:
Substances:
Year: 2017 PMID: 28710689 PMCID: PMC5511300 DOI: 10.1007/s10661-017-6096-y
Source DB: PubMed Journal: Environ Monit Assess ISSN: 0167-6369 Impact factor: 2.513
Fig. 1Map of the geology of the Monterrey metropolitan area showing the groundwater sampling locations
Limits of detection reported for the analyses of major cations (ICP-OES), major anions (ion chromatography), and trace elements (ICP-MS) in groundwater samples collected during this study
| Na+ (mg/L) | K+ (mg/L) | Ca2+ (mg/L) | Mg2+ (mg/L) | Si (mg/L) | Cl− (mg/L) | SO4 2− (mg/L) | NO3 − (mg/L) | Mn (μg/L) | Cr (μg/L) | |
|---|---|---|---|---|---|---|---|---|---|---|
| Limit of detection | 0.1 | 0.1 | 0.1 | 0.1 | 0.1 | 0.03 | 0.03 | 0.01 | 0.1 | 0.5 |
| Co (μg/L) | Cu (μg/L) | Zn (μg/L) | As (μg/L) | Se (μg/L) | Mo (μg/L) | Cd (μg/L) | Pb (μg/L) | U (μg/L) | ||
| Limit of detection | 0.005 | 0.2 | 0.5 | 0.03 | 0.2 | 0.1 | 0.01 | 0.01 | 0.001 |
Values of pH, temperature (°C), and major ion, Si, and trace element concentrations in all the groundwater samples collected along the studied area
| Sample | pH | Temp | Na | K | Ca | Mg | Cl | HCO3 | SO4 2 | NO3 | Si | Mn | Cr | Co | Cu | Zn | As | Se | Mo | Cd | Pb | U |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| M1 | 7.60 | 26.4 | 1.74 | 0.43 | 78.9 | 3.74 | 2.45 | 270 | 12.5 | 1.17 | 3.0 | 19.5 | < DL | < DL | 7.50 | 11.6 | 0.22 | 0.6 | 0.5 | 0.02 | 0.59 | 0.61 |
| M2 | 7.15 | 25.2 | 32.7 | 2.7 | 120 | 20.2 | 37.0 | 390 | 86.4 | 8.29 | 9.4 | 20.9 | 12.2 | 0.127 | 47.7 | 88.9 | 0.43 | 2.3 | 1.1 | 0.04 | 6.16 | 2.50 |
| M3 | 6.96 | 25.1 | 29.0 | 2.06 | 129 | 20.1 | 35.4 | 378 | 107 | 10.6 | 10.0 | 33.1 | 1.0 | 0.091 | 4.3 | 25.5 | 0.47 | 3.3 | 1.1 | 0.05 | 0.65 | 2.10 |
| M4 | 7.71 | 25.2 | 33.8 | 2.23 | 112 | 21.7 | 11.0 | 395 | 60.6 | 2.31 | 8.9 | 3.6 | 0.7 | 0.081 | 11.7 | 15.3 | 0.44 | 2.0 | 1.4 | 0.02 | 1.25 | 2.31 |
| M5 | 6.95 | 28.0 | 67.6 | 1.74 | 181 | 19.5 | 131 | 342 | 197 | 20.5 | 10.6 | 4.7 | < DL | < DL | 3.0 | 184 | 0.86 | 5.4 | 3.3 | 0.64 | 1.52 | 2.06 |
| M6 | 6.77 | 22.6 | 121 | 5.15 | 211 | 36.8 | 153 | 427 | 365 | 12.4 | 16.0 | 8.8 | < DL | 0.382 | 3.6 | 26.0 | 1.73 | 34.6 | 3.1 | 0.03 | 0.33 | 4.51 |
| M7 | 7.65 | 24.4 | 34.1 | 2.32 | 121 | 20.1 | 35.8 | 321 | 90.6 | 8.71 | 11.6 | 0.3 | 9.5 | 0.096 | 0.7 | 128 | 0.96 | 2.7 | 2.1 | 0.01 | 0.47 | 2.43 |
| M8 | 6.90 | 25.4 | 211 | 1.98 | 229 | 52.0 | 226 | 474 | 458 | 19.0 | 21.9 | 0.4 | 0.5 | 0.519 | 2.1 | 10.9 | 1.40 | 13.2 | 5.4 | 0.02 | 0.17 | 7.99 |
| M9 | 6.94 | 25.4 | 133 | 2.94 | 254 | 48.8 | 189 | 300 | 416 | 15.7 | 20.6 | 0.4 | 1.0 | 0.284 | 1.6 | 73.7 | 2.11 | 32.6 | 3.2 | 0.08 | 0.17 | 5.52 |
| M10 | 7.57 | 24.7 | 32.3 | 2.07 | 123 | 20.0 | 38.2 | 300 | 94.3 | 9.71 | 12.0 | 0.6 | 2.5 | 0.169 | 2.0 | 47.2 | 0.50 | 3.0 | 2.0 | 0.03 | 0.14 | 1.90 |
| M11 | 7.35 | 24.3 | 33.6 | 2.56 | 109 | 22.0 | 42.5 | 300 | 83.0 | 9.19 | 10.9 | 0.2 | 3.4 | 0.177 | 1.0 | 16.4 | 0.47 | 2.1 | 2.8 | < DL | 0.31 | 2.06 |
| M12 | 7.45 | 29.2 | 62.8 | 1.83 | 191 | 18.7 | 134 | 204 | 207 | 11.8 | 13.1 | 1.0 | < DL | < DL | 0.9 | 145 | 1.14 | 5.3 | 4.4 | 0.58 | 1.68 | 1.81 |
| S1 | 7.04 | 21.6 | 5.03 | 0.66 | 123 | 5.13 | 6.96 | 537 | 54.1 | 3.41 | 7.5 | 1.4 | < DL | < DL | 2.0 | 165 | 0.11 | 0.9 | 0.2 | < DL | 0.31 | 0.51 |
| S2 | 6.97 | 19.2 | 8.26 | 1.23 | 175 | 5.63 | 6.25 | 488 | 181 | 1.60 | 9.0 | 1.4 | < DL | < DL | 3.7 | 344 | 0.14 | 1.2 | 0.7 | 0.04 | 0.56 | 0.89 |
| S3 | 7.05 | 19.2 | 11.5 | 0.67 | 169 | 5.71 | 10.1 | 390 | 176 | 1.50 | 9.9 | 15.8 | < DL | 0.023 | 1.2 | 142 | 0.09 | 1.0 | 0.5 | 0.02 | 0.28 | 1.00 |
| S4 | 6.84 | 22.1 | 33.6 | 0.80 | 153 | 17.2 | 30.0 | 488 | 114 | 2.45 | 13.5 | 17.2 | < DL | < DL | 2.2 | 20.7 | 0.13 | 1.0 | 0.2 | 0.02 | 0.25 | 0.41 |
| S5 | 7.20 | 21.0 | 5.54 | 0.69 | 97.6 | 4.51 | 3.98 | 305 | 27.2 | 1.77 | 7.4 | 0.5 | < DL | < DL | 2.4 | 9.7 | 0.23 | 0.9 | 0.2 | < DL | 0.49 | 0.50 |
| S6 | 7.55 | 18.9 | 2.79 | 0.47 | 104 | 7.00 | 1.82 | 329 | 106 | 0.28 | 5.5 | 0.3 | < DL | < DL | 0.4 | 3.1 | 0.21 | 0.6 | 1.1 | < DL | 0.13 | 1.16 |
| S7 | 7.50 | 20.6 | 2.58 | 0.53 | 79.4 | 6.91 | 2.02 | 256 | 36.0 | 0.57 | 4.6 | 0.2 | < DL | < DL | 0.5 | 2.3 | 0.23 | 0.6 | 0.9 | < DL | 0.14 | 0.92 |
| S8 | 7.70 | 20.1 | 4.36 | 0.76 | 82.4 | 13.5 | 1.91 | 216 | 44.7 | 0.73 | 5.5 | 0.3 | < DL | 0.032 | 0.3 | 2.9 | 0.41 | 0.9 | 2.3 | 0.01 | 0.06 | 1.24 |
| S9 | 7.88 | 20.5 | 3.34 | 0.53 | 109 | 8.43 | 1.64 | 135 | 107 | 0.33 | 6.7 | < DL | < DL | 0.029 | < DL | 3.9 | 0.38 | 1.1 | 2.1 | 0.03 | 0.07 | 1.24 |
| S10 | 7.79 | 20.4 | 3.22 | 0.58 | 81.1 | 8.52 | 1.71 | 216 | 37.8 | 0.68 | 5.3 | 0.2 | < DL | 0.031 | 0.3 | 1.3 | 0.29 | 1.0 | 1.8 | 0.02 | 0.06 | 0.96 |
| S11 | 7.78 | 19.9 | 3.12 | 0.57 | 77.5 | 7.71 | 1.74 | 255 | 34.5 | 0.68 | 5.4 | 0.1 | < DL | 0.030 | 0.2 | 1.4 | 0.33 | 1.0 | 1.6 | 0.01 | 0.07 | 0.87 |
| S12 | 7.27 | 23.2 | 7.24 | 0.85 | 181 | 4.94 | 4.26 | 252 | 192 | 1.56 | 9.6 | 0.5 | < DL | 0.091 | 1.6 | 12.6 | 0.27 | 1.3 | 1.7 | 0.04 | 0.14 | 0.89 |
| S13 | 7.05 | 24.7 | 31.5 | 0.54 | 165 | 16.6 | 32.0 | 414 | 116 | 1.39 | 14.8 | 24.7 | < DL | 0.151 | 0.3 | 4.1 | 0.23 | 4.9 | 0.5 | 0.01 | 0.04 | 0.44 |
| B1 | 7.54 | 22.1 | 3.03 | 0.72 | 72.3 | 13.4 | 2.09 | 190 | 12.5 | 1.0 | 4.3 | 1.7 | < DL | < DL | 3.3 | 9.1 | 0.31 | 0.8 | 1.6 | 0.02 | 0.38 | 1.24 |
| B2 | 7.22 | 22.4 | 3.90 | 0.81 | 72.2 | 11.8 | 2.79 | 195 | 34.9 | 1.36 | 5.5 | 0.4 | < DL | < DL | 1.2 | 4.2 | 0.60 | 1.1 | 4.5 | 0.01 | 0.24 | 1.62 |
| B3 | 7.58 | 21.9 | 2.26 | 0.66 | 68.8 | 11.3 | 1.66 | 180 | 16.4 | 0.92 | 4.4 | 0.2 | < DL | < DL | 1.0 | 5.0 | 1.51 | 1.0 | 2.2 | 0.01 | 0.39 | 0.80 |
| B4 | 7.56 | 21.6 | 2.75 | 0.70 | 72.1 | 10.4 | 1.90 | 250 | 20.2 | 0.95 | 4.5 | 0.5 | < DL | < DL | 2.2 | 8.6 | 0.64 | 0.8 | 2.5 | 0.03 | 0.34 | 1.13 |
| B5 | 7.61 | 21.3 | 3.09 | 0.67 | 71.5 | 10.8 | 1.84 | 234 | 19.9 | 1.0 | 4.7 | 1.1 | < DL | 0.057 | 9.5 | 17.6 | 0.37 | 0.6 | 2.4 | 0.04 | 0.49 | 1.12 |
| Mean | 7.34 | 22.9 | 31.0 | 1.35 | 127 | 15.8 | 38.3 | 314 | 117 | 5.05 | 9.20 | 5.3 | 1.21 | 0.08 | 3.95 | 51 | 0.57 | 4.26 | 1.9 | 0.06 | 0.60 | 1.76 |
| SD | 0.32 | 2.6 | 46.7 | 1.05 | 51 | 11.8 | 60.8 | 103 | 115 | 5.87 | 4.67 | 8.8 | 2.69 | 0.12 | 8.55 | 77 | 0.51 | 8.22 | 1.3 | 0.15 | 1.11 | 1.61 |
The concentrations of major ions (Na+, K+, Ca2+, Mg2+, Cl−, HCO3 −, SO4 2−, NO3 −) and Si are in mg/L. Trace element (Mn, Cr, Co, Cu, Zn, As, Se, Mo, Cd, Pb, and U) concentrations are in μg/L
< DL value lower than the detection limit of the analytical technique, SD standard deviation
Fig. 2Scatters plots of a) Ca2+ + Mg2+ versus total cation concentrations and b) Ca2+ + Mg2+ versus HCO3 − + SO4 2− concentrations
Results of the principal component analysis (PCA)
| Variables | Components | |||
|---|---|---|---|---|
| PC1 | PC2 | PC3 | PC4 | |
| Temp | −0.59 | 0.22 | −0.38 | 0.15 |
| pH | 0.63 | 0.51 | −0.19 | −0.10 |
| Na+ |
| −0.02 | 0.16 | −0.02 |
| K+ |
| 0.12 | −0.16 | −0.23 |
| Ca2+ |
| −0.25 | 0.41 | 0.24 |
| Mg2+ |
| 0.39 | 0.01 | −0.15 |
| Cl− |
| −0.06 | 0.00 | 0.07 |
| SO4 2− |
| −0.08 | 0.49 | 0.14 |
| NO3 − |
| −0.03 | −0.22 | −0.01 |
| HCO3 − | −0.49 |
| 0.21 | −0.28 |
| Si |
| −0.08 | 0.42 | −0.03 |
| As | −0.47 |
| −0.25 | 0.10 |
| Cd | −0.45 | −0.04 | −0.36 |
|
| Co |
| 0.29 | 0.33 | −0.42 |
| Cr | −0.49 | 0.11 | −0.25 |
|
| Cu | −0.39 | −0.43 |
| −0.15 |
| Mn | −0.37 |
| −0.20 | 0.08 |
| Mo | −0.24 |
| −0.21 | 0.15 |
| Pb | −0.39 | −0.30 |
| 0.00 |
| Se |
| 0.20 | 0.19 | 0.09 |
| U | −0.52 |
| −0.23 | −0.10 |
| Zn |
| −0.47 | −0.23 | 0.13 |
| % of variance | 44.0 | 16.9 | 12.0 | 6.7 |
Fig. 3Dendrogram with imaginary horizontal line (phenon line) to define five groups of water samples based on a hierarchical cluster analysis of cases using log-transformed and standardized dataset
Average and standard deviation (SD) values of the chemical parameters of the five groups according to hierarchical cluster analysis (HCA)
| Cluster | |||||
|---|---|---|---|---|---|
| Groups | 1 | 2 | 3 | 4 | 5 |
| Variables | Average ± SD | Average ± SD | Average ± SD | Average ± SD | Average ± SD |
| pH | 7.51 ± 0.15b | 7.70 ± 0.15b | 7.06 ± 0.14a | 7.40 ± 0.30b | 7.00 ± 0.26a |
| Na+ (mg/L) | 2.80 ± 0.74d | 3.24 ± 0.62d | 14.7 ± 12.4c | 32.6 ± 1.9b | 119 ± 60a |
| K+ (mg/L) | 0.67 ± 0.13b | 0.57 ± 0.10b | 0.78 ± 0.22b | 2.32 ± 0.26a | 2.73 ± 1.44a |
| Ca2+ (mg/L) | 72.6 ± 3.3e | 88.9 ± 13.8d | 152 ± 31c | 119 ± 7b | 213 ± 29a |
| Mg2+ (mg/L) | 10.2 ± 3.4c | 8.7 ± 2.5c | 8.5 ± 5.7c | 20.7 ± 0.9b | 35.2 ± 15.7a |
| Cl− (mg/L) | 2.12 ± 0.42c,d | 1.81 ± 0.14d | 13.4 ± 12.2c | 33.3 ± 11.2b | 167 ± 40a |
| SO4 2− (mg/L) | 19.4 ± 8.3c | 61 ± 35b | 123 ± 65b | 87 ± 15b | 329 ± 120a |
| NO3 − (mg/L) | 1.07 ± 0.17e | 0.55 ± 0.19d | 1.95 ± 0.73c | 8.14 ± 2.96b | 15.9 ± 3.9a |
| HCO3 − (mg/L) | 220 ± 37c | 235 ± 64b,c | 411 ± 104a | 347 ± 45a | 349 ± 106a,b |
| Si (mg/L) | 4.40 ± 0.81d | 5.50 ± 0.68c | 10.2 ± 2.9b | 10.5 ± 1.2b | 16.4 ± 4.8a |
| TDS (mg/L) | 345 ± 34c | 405 ± 76c | 735 ± 144b | 661 ± 43b | 1247 ± 341a |
| As (μg/L) | 0.61 ± 0.47b,c,d | 0.31 ± 0.08d | 0.17 ± 0.07c | 0.55 ± 0.20b | 1.45 ± 0.49a |
| Cd (μg/L) | 0.02 ± 0.01a | 0.01 ± 0.01a | 0.02 ± 0.02a | 0.03 ± 0.02a | 0.27 ± 0.31a |
| Co (μg/L) | 0.012 ± 0.022a | 0.021 ± 0.014a | 0.039 ± 0.059a | 0.12 ± 0.04b | 0.24 ± 0.23a |
| Cr (μg/L) | <0.5b | <0.5b | <0.5b | 4.9 ± 4.8a | 0.45 ± 0.33a |
| Cu (μg/L) | 4.1 ± 3.5a | 0.3 ± 0.1b | 1.9 ± 1.1a | 11.2 ± 18.3a,b | 2.2 ± 1.1a |
| Mn (μg/L) | 3.90 ± 7.66a | 0.19 ± 0.10a | 8.79 ± 10.16a | 9.78 ± 13.94a | 3.06 ± 3.68a |
| Mo (μg/L) | 2.3 ± 1.3a,b | 1.6 ± 0.6b | 0.6 ± 0.5c | 1.8 ± 0.7b | 3.9 ± 1.0a |
| Pb (μg/L) | 0.41 ± 0.12a | 0.09 ± 0.04b | 0.30 ± 0.18a,b | 1.50 ± 2.32a,b | 0.77 ± 0.76a,b |
| Se (μg/L) | 0.8 ± 0.2c | 0.9 ± 0.2c | 1.6 ± 1.5c,b | 2.6 ± 0.5b | 18.2 ± 14.4a |
| U (μg/L) | 1.1 ± 0.4c | 1.1 ± 0.2c | 0.7 ± 0.3b | 2.2 ± 0.2a | 4.4 ± 2.6a |
| Zn (μg/L) | 9.35 ± 4.88c | 2.48 ± 1.02b | 100 ± 127a,b,c | 54 ± 46a | 88 ± 75a |
Different letters between groups for a particular variable denote significant differences at p < 0.05 according to one-way ANOVA test
Fig. 4Mixing diagrams as molar ratios of a) Mg/Na versus Ca/Na and b) HCO3 −/Na versus Ca/Na for the five groups of water defined by the HCA. The carbonate, evaporite, and silicate rock fields are from Gaillardet et al. (1999)