Demographic characteristics of the participants
Table 1 shows the socio-demographic factors, lifestyle characteristics, and semen parameters of the participants in the study. There were no significant differences for the age of participants, BMI, WHR, marriage duration, smoking, and alcohol consumption. A significant difference in the case of education status (p = 0.03) and physical activity (p = 0.002) was observed between study groups.
Table 1
Demographic and semen characteristics of subjects participating in study *p value < 0.05
Variables | Normospermic (n = 20) | Oligospermic (n = 7) | Asthenospermic (n = 8) | Azoopermic (n = 11) | p value |
Demographic characteristics |
Age (yrs) Mean ± SD (Median) | 37.05 ± 7.65 (35.5) | 33.85 ± 5.17 (35) | 40.87 ± 9.28 (36.5) | 35.72 ± 5.04 (35) | 0.533 (0.807) |
BMI (kg/m2) | 26.9 ± 2.65 (26.35) | 26.65 ± 4.11 (25) | 26.3 ± 3.91 (24.45) | 26.67 ± 3.08 (25.9) | 0.814 (0.425) |
WHR (Mean ± SD) (Median) | 0.912 ± 0.03 (0.91) | 0.90 ± 0.05 (0.91) | 0.91 ± 0.02 (0.90) | 0.90 ± 0.067 (0.88) | 0.822 (0.481) |
Duration of marriage (yrs) Mean ± SD (Median) | 13 ± 6.11 (12) | 9 ± 4.08 (11) | 11.25 ± 8.37 (9.5) | 12.27 ± 5.06 (11) | 0.463 (0.291) |
Residence |
Rural (n %) | 14 (70%) | 4 (57.14%) | 3 (37.5%) | 9 (81.82%) | 0.217 |
Urban (n %) | 6 (30%) | 3 (42.86%) | 5 (62.5%) | 2 (18.18%) |
Education status |
Un-educated (n %) | 2 (10%) | 0 (0%) | 0 (0%) | 1 (9.1%) | 0.035* |
Elementary and intermediate (n %) | 9 (45%) | 2 (28.6%) | 5 (62.5%) | 2 (18.18%) |
High school (n %) | 6 (30%) | 1 (14.3%) | 2 (25%) | 8 (72.72%) |
College and university (n %) | 3 (15%) | 4 (57.1%) | 1 (12.5%) | 0 (0%) |
Physical activity |
Sedentary (n %) | 2 (10%) | 0 (0%) | 0 (0%) | 2 (18.18%) | 0.002* |
Moderate (n %) | 17 (85%) | 3 (42.86%) | 8 (100%) | 9 (81.82%) |
Vigorous (n %) | 1 (5%) | 4 (57.14%) | 0 (0%) | 0 (0%) |
Drinking water |
RO filtered (n %) | 9 (45%) | 5 (71.4%) | 4 (50%) | 5 (45.5%) | 0.665 |
Tap water (n %) | 11 (55%) | 2 (28.6%) | 4 (50%) | 6 (54.5%) |
Alcohol consumption |
No (n %) | 5 (25%) | 3 (42.86%) | 3 (37.5%) | 4 (36.4%) | 0.797 |
Yes (n %) | 15 (75%) | 4 (57.14%) | 5 (62.5%) | 7 (63.6%) |
Daily (n %) | 5 (33.3%) | 2 (50%) | 3 (60%) | 4 (57.14%) | 0.535 |
Occasionally (n %) | 10 (66.7%) | 2 (50%) | 2 (40%) | 3 (42.86%) |
Smoking history |
No (n %) | 14 (70%) | 6 (85.7%) | 6 (75%) | 9 (81.8%) | 0.809 |
Yes (n %) | 6 (30%) | 1 (14.3%) | 2 (25%) | 2 (18.2%) |
Daily (n %) | 2 (33.3%) | 1 (100%) | 2 (100%) | 1 (50%) | 0.598 |
Occasionally (n %) | 4 (66.7%) | 0 (0%) | 0 (0%) | 1 (50%) |
Lifestyle characteristics |
Eating habits |
Skipped (n %) | 4 (20%) | 0 (0%) | 0 (0%) | 1 (9.1%) | NS |
Regular (n %) | 16 (80%) | 7 (100%) | 8 (100%) | 10 (90.9%) |
Dietary habits |
Tea |
Daily (n %) | 20 (100%) | 7 (100%) | 8 (100%) | 11 (100%) | |
Weekly (n %) | 0 (0%) | 0 (0%) | 0 (0%) | 0 (0%) | 0.478 |
Coffee |
Daily (n %) | 1 (5%) | 0 (0%) | 0 (0%) | 0 (0%) | 0.874 |
Weekly (n %) | 1 (5%) | 0 (0%) | 1 (12.5%) | 1 (9.1%) |
Occasionally (n %) | 18 (90%) | 7 (100%) | 7 (87.5%) | 10 (90.9%) |
Dairy products |
Daily (n %) | 18 (90%) | 6 (85.7%) | 7 (87.5%) | 11 (100%) | 0.331 |
Weekly (n %) | 2 (10%) | 1 (14.3%) | 1 (12.5%) | 0 (0%) |
Junk food |
Daily (n %) | 2 (10%) | 1 (14.3%) | 0 (0%) | 0 (0%) | 0.611 |
Weekly (n %) | 6 (30%) | 3 (42.85%) | 5 (62.5%) | 5 (45.5%) |
Occasionally (n %) | 12 (60%) | 3 (42.85%) | 3 (37.5%) | 6 (54.5%) |
Canned food |
Daily (n %) | 1 (5%) | 1 (14.3%) | 0 (0%) | 0 (0%) | 0.616 |
Weekly (n %) | 7 (35%) | 3 (42.85%) | 5 (62.5%) | 4 (36.4%) |
Occasionally (n %) | 12 (60%) | 3 (42.85%) | 3 (37.5%) | 7 (63.6%) |
Vegetarian/Non-vegetarian |
Vegetarian (n %) | 2 (10%) | 2 (28.6%) | 2 (25%) | 3 (27.3%) | 0.310 |
Non-vegetarian (egg/meat) (n %) | 18 (90%) | 5 (71.4%) | 6 (75%) | 8 (72.7%) |
Mobile phone type |
Keypad (n %) | 7 (35%) | 0 (0%) | 1 (12.5%) | 2 (18.18%) | 0.213 |
Smartphone (n %) | 13 (65%) | 7 (100%) | 7 (87.5%) | 9 (81.81%) |
Duration of mobile/laptop use |
< 3 hrs/day (n %) | 16 (80%) | 4 (57.14%) | 5 (62.5%) | 7 (63.63%) | 0.687 |
3–6 hrs/day (n %) | 3 (15%) | 3 (42.86%) | 3 (37.5%) | 3 (27.27%) |
> 6 hrs/day (n %) | 1 (5%) | 0 (0%) | 0 (0%) | 1 (9.1%) |
Semen parameters |
Liquefaction time (minutes) Mean ± SD (Median) | 26.8 ± 8.98 (30) | 32.85 ± 12.19 (30) | 29.37 ± 11.47 (25) | 23.18 ± 6.19 (20 | 0.217 (0.982) |
Volume (ml) Mean ± SD (Median) | 2.7 ± 0.93 (2.5) | 3.14 ± 1.34 (3) | 1.56 ± 0.49 (1.5) | 1.59 ± 0.86 (1) | 0.001* (0.007) |
Sperm count (mill mL-1) Mean ± SD (Median) | 67.15 ± 38.86 (60) | 4.28 ± 5.18 (1) | (36.62 ± 20.06 30) | - | 0.000* (0.000) |
Pus cells (hpf) Mean ± SD (Median) | 9.72 ± 13.15 (4) | 5.85 ± 8.96 (2.5) | 3.93 ± 1.23 (4.5) | 2.68 ± 3.05 (1.5) | 0.334 (0.317) |
Motility (%) Mean ± SD (Median) | 59.8 ± 12.28 (60) | 23.57 ± 15.46 (15) | 17.25 ± 9.66 (17) | - | 0.000* (0.000) |
Association between semen parameters and study groups
No significant difference was observed for liquefaction time and pus cells, although significant association was observed for spermatozoa volume, count, and motility among the study groups. The spermatozoa volume was 3.14 ± 1.34, 1.56 ± 0.49, 1.59 ± 0.86, 2.7 ± 0.93 (p = 0.001), sperm count was 4.28 ± 5.18, 36.62 ± 20.06, Nil, 67.15 ± 38.86 (p = 0.000), motility was 23.57 ± 15.46, 17.25 ± 9.66, Nil, 59.8 ± 12.28 (p = 0.000), in oligospermic, asthenospermic, azoospermic and normospermic group respectively.
Association between essential elements and study groups
Mean concentration of essential, non-essential elements and biochemical parameters are summarized in Table 2. Out of 8 studied essential elements, only chromium (Cr) is significantly different among the study groups at p < 0.10, indicating its role in male infertility.
Table 2
Concentrations (ppb) of essential, non-essential elements and biochemical variables in the investigated groups Note: Vanadium concentration is obtained from 5 samples in asthenospermia group and from 8 samples in the case of azoospermia group (*p value < 0.10)
Variables | Normospermic (Mean ± SD) (Median) (n = 20) | Oligospermic (Mean ± SD) (Median) (n = 7) | Asthenospermia (Mean ± SD) (Median) (n = 8) | Azoospermic (Mean ± SD) (Median) (n = 11) | p value |
Essential elements |
Cu | 14775.25 ± 4063.84 (14676.83) | 20077.93 ± 13959.35 (14372.52) | 14946.78 ± 3377.27 (16167.41) | 13980.091 ± 4046.6 (14232.77) | 0.594 (0.965) |
Zn | 8520.44 ± 5988.67 (6994.06) | 10361.72 ± 6872.72 (8272.7) | 6637.9 ± 2428.81 (5883.86) | 6987.29 ± 2617.53 (7177.6) | 0.255 (0.674) |
Mn | 364.344 ± 139.112 (355.79) | 629.32 ± 889.522 (314.3) | 332.63 ± 144.83 (348.83) | 370.80 ± 204.74 (272.87) | 0.826 (0.425) |
Se | 32507.99 ± 7325.65 (36810.97) | 34212.24 ± 6535.63 (36004.7) | 31416.97 ± 9201.01 (32473.92) | 31794.88 ± 7082.20 (30102.07) | 0.993 (0.790) |
Fe | 63652.721 ± 48660.17 (56384.1) | 74370.81 ± 61312.39 (55966.26) | 60809.31 ± 17554.41 (59115.58) | 80315.62 ± 43725.99 (58643.2) | 0.530 (0.258) |
Co | 3.308 ± 1.965 (3.025) | 5.657 ± 7.581 (2.67) | 3.565 ± 2.326 (2.875) | 3.727 ± 1.82 (2.97) | 0.821 (0.833) |
Ni | 70.486 ± 32.691 (63.987) | 70.8 ± 36.16 (61.27) | 63.718 ± 26.741 (54.66) | 75.14 ± 40.0 (59.85) | 0.812 (0.912) |
Cr | 152.373 ± 56.141 (132.387) | 163.214 ± 47.424 (137.22) | 181.953 ± 77.34 (146.22) | 131.393 ± 52.446 (122.22) | 0.082* (0.991) |
Non-essential elements |
Pd | 15.148 ± 20.344 (9.775) | 90.778 ± 218.55 (9.0) | 8.665 ± 3.099 (7.87) | 9.854 ± 3.849 (8.4) | 0.720 (0.330) |
Cd | 0.778 ± 0.445 (0.575) | 1.176 ± 1.790 (0.525) | 0.703 ± 0.194 (0.66) | 0.686 ± 0.178 (0.65) | 0.521 (0.885) |
As | 5.27 ± 1.957 (4.6) | 6.564 ± 2.308 (6.35) | 4.912 ± 0.812 (4.76) | 4.74 ± 1.917 (4.65) | 0.244 (0.929) |
Ba | 203.868 ± 94.943 (170.687) | 331.425 ± 234.61 (284.92) | 217.268 ± 65.272 (231.72) | 187.50 ± 69.179 (186.17) | 0.274 (0.412) |
U | 5.428 ± 3.949 (3.887) | 7.875 ± 5.466 (7.5) | 7.103 ± 3.309 (7.712) | 5.056 ± 3.707 (3.92) | 0.309 (0.358) |
V | 3.44 ± 3.98 (1.93) | 5.91 ± 7.05 (2.95) | 6.603 ± 7.16 (4.11) | 4.114 ± 4.578 (3.775) | 0.970 (0.894) |
Biochemical variables |
Glu (mg/dl) | 99.54 ± 38.71 (97.95) | 73.17 ± 37 (61.9) | 84.45 ± 45.16 (64.85) | 86.327 ± 32.484 (93.9) | 0.342 (0.088) |
TG (mg/dl) | 288.6 ± 189.2 (247) | 200.14 ± 126.18 (167) | 150.37 ± 60.728 (158.5) | 272.818 ± 231.811 (189) | 0.128 (0.068) |
Cho (mg/dl) | 218.65 ± 75.88 (198) | 196.571 ± 79.60 (189) | 154.75 ± 38.38 (147.5) | 220.727 ± 93.31 (190) | 0.182 (0.195) |
HDL (mg/dl) | 51.995 ± 20.38 (47.75) | 56.742 ± 33.95 (55.2) | 54.412 ± 19.09 (49.85) | 62.509 ± 28.461 (57.8) | 0.780 (0.471) |
LDL (mg/dl) | 140.545 ± 55.026 (123.68) | 130.434 ± 66.68 (106.08) | 90.083 ± 25.711 (79.06) | 138.71 ± 74.421 (117.6) | 0.083* (0.116) |
Alb (g/dl) | 4.947 ± 1.329 (4.585) | 5.094 ± 1.90 (4.18) | 4.606 ± 0.728 (4.385) | 4.278 ± 0.807 (3.97) | 0.308 (0.163) |
TP (g/dl) | 7.83 ± 1.69 (7.45) | 8.41 ± 2.87 (7.18) | 8.078 ± 2.738 (7.275) | 8.56 ± 3.064 (7.76) | 0.982 (0.912) |
Association between non-essential elements and study groups
None of the 7 studied non-essential elements show significant difference among the study groups. This may suggest that these element concentrations in the serum of study population did not lower the fertility. However, when compared the concentrations between four groups, oligospermic group has higher concentrations of these elements in comparison to asthenospermic, azoospermic and normospermic group. The concentration of Bismuth was below limits of detection in most of the samples; hence no further statistical evaluation could be performed for its role.
Association between biochemical parameters and study groups
Out of seven (glucose, triglycerides, cholesterol, HDL, LDL, albumin and total protein) biochemical parameters, only low-density lipoprotein (LDL) at p < 0.10 showed significant association between study groups, suggesting its role in male infertility. Male reproductive function is highly dependent on cholesterol homeostasis as cholesterol is the main precursor of steroid synthesis [14]. High LDL and Oxidized LDL (OxLDL) blood levels may decrease sperm counts, viability, hormonal imbalance, and lower weights of testis, epididymis and seminal vesicle as suggested in a study performed on male rats [15].
Multiple linear regression analysis of studied elements, biochemical parameters and semen parameters
Table 3 shows the multivariate analysis for element concentrations, biochemical parameters and semen parameters. Cobalt levels were found to be negatively correlated with pus cells (p = 0.04). A cross-sectional study has found that pyospermia is associated with reduced motility and altered morphology in sperms [16]. Albumin levels are positively correlated with sperm motility (p = 0.01). Albumin protein helps in capacitation of spermatozoa during fertilization process [17]. Elzanaty et al. [18] found positive relationship between albumin levels in seminal plasma and sperm morphology, but no association with sperm motility. There are limited studies which investigate the association of albumin and semen motility.
Table 3
Multivariate analysis for element concentrations, biochemical parameters and semen parameters *p value < 0.05, β = Regression coefficient, CI = confidence interval
| Liquefaction time | Volume | Sperm count | Motility | Pus cells |
β | 95% CI | β | 95% CI | Β | 95% CI | β | 95% CI | β | 95% CI |
Essential elements |
Cr | 0.189 | -0.033,0.095 | 0.00 | -0.009,0.007 | 0.09 | -0.222,0.403 | 0.041 | -0.176,0.258 | 0.045 | -0.024,0.114 |
Co | 0.002 | -1.445,1.456 | -0.03 | -0.215,0.147 | -4.39 | -11.432,2.655 | -2.380 | -7.280,2.520 | -1.558 | -3.105,-0.012* |
Ni | 0.014 | -0.127,0.135 | 0.01 | -0.011,0.022 | 0.02 | -0.621,0.652 | -0.078 | -0.521,0.364 | -0.021 | -0.161,0.118 |
Fe | -0.196 | 0.000,0.000 | 0.00 | 0.000,0.000 | 0.00 | 0.000,0.000 | 0.000 | 0.000,0.000 | 0.000 | 0.000,0.000 |
Mn | 0.549 | -0.004,0.033 | 0.00 | -0.001,0.004 | 0.00 | -0.085,0.093 | 0.009 | -0.053,0.070 | 0.005 | -0.015,0.024 |
Cu | 0.066 | -0.001,0.001 | 0.00 | 0.000,0.000 | 0.00 | -0.002,0.005 | 0.000 | -0.002,0.002 | 0.000 | -0.001,0.001 |
Zn | -0.107 | -0.001,0.000 | 0.00 | 0.000,0.000 | 0.00 | -0.003,0.003 | 0.001 | -0.001,0.003 | 0.000 | 0.000,0.001 |
Se | -0.030 | 0.000,0.000 | 0.00 | 0.000,0.000 | 0.00 | -0.002,0.002 | 0.000 | -0.001,0.001 | 0.000 | -0.001,0.000 |
Non-essential elements |
Pd | 0.023 | -0.075,0.121 | 0.005 | -0.007,0.017 | -0.410 | -0.851,0.031 | -0.182 | -0.502,0.138 | -0.084 | -0.185,0.018 |
Cd | 1.964 | -8.429,12.358 | -0.117 | -1.414,1.179 | 45.781 | -0.834,92.396 | 20.572 | -13.245,54.389 | 3.541 | -7.179,14.260 |
As | 0.716 | -1.004,2.436 | 0.021 | -0.194,0.235 | 5.909 | -1.805,13.623 | 1.869 | -3.727,7.465 | -0.920 | -2.694,0.854 |
Ba | 0.009 | -0.042,0.061 | 0.000 | -0.006,0.007 | -0.086 | -0.319,0.147 | 0.014 | -0.156, 0.183 | 0.038 | -0.016,0.091 |
U | -0.034 | -1.156,1.089 | -0.001 | -0.141,0.139 | 0.844 | -4.189,5.877 | -1.040 | -4.692,2.611 | 0.694 | -0.463,1.851 |
V | 0.071 | -0.493,0.635 | 0.009 | -0.062,0.079 | 0.306 | -2.222,2.835 | -0.471 | -2.305,1.364 | -0.004 | -0.586,0.577 |
Biochemical parameters |
Glu | -0.001 | -0.105,0.103 | -0.001 | -0.013,0.011 | 0.228 | -0.189,0.644 | 0.114 | -0.161,0.388 | -0.053 | -0.157,0.051 |
TG | -0.006 | -0.027,0.016 | -0.001 | -0.003,0.002 | 0.032 | -0.054,0.119 | -0.004 | -0.061,0.053 | -0.010 | -0.032,0.011 |
Cho | -0.107 | -0.266,0.051 | -0.002 | -0.021,0.017 | 0.143 | -0.493,0.779 | -0.108 | -0.527,0.311 | 0.016 | -0.143,0.174 |
HDL | -0.013 | -0.218,0.192 | -0.006 | -0.031,0.018 | -0.297 | -1.119,0.525 | -0.398 | -0.940,0.144 | -0.148 | -0.353,0.057 |
LDL | 0.118 | -0.059,0.294 | 0.005 | -0.016,0.026 | -0.158 | -0.865,0.549 | 0.244 | -0.222,0.710 | 0.061 | -0.116,0.237 |
Alb | 1.559 | -1.546,4.664 | 0.169 | -0.199,0.537 | 10.423 | -2.014,22.860 | 10.062 | 1.863,18.261* | 0.841 | -2.261,3.944 |
TP | -0.256 | -2.130,1.618 | -0.073 | -0.295,0.149 | -4.674 | -12.181,2.833 | -4.370 | -9.319,0.579 | 0.087 | -1.785,1.960 |
Pearson correlation among studied elements, biochemical parameters and semen quality parameters
Table 4 summarizes the Pearson correlation between semen quality parameters, element concentrations and biochemical parameters. Mn, Cu, Pd, Cd, and Ba are positively correlated with semen volume. Cr, Co, Ni, Mn, Cu, Zn, Pd, Cd, As, Ba, U, and V are significantly correlated with liquefaction time. Liquefaction time is longer in oligospermic and asthenospermic men as compared to other groups. Prolonged liquefaction time can cause delay in conception and also significantly associated with abnormal semen parameters in hypofertile men [19]. Correlation between element-element concentrations and biochemical parameters is summarized in Table 5. Positive correlations between following pairs are observed: (Pd-Co, Cd-Co, As-Co, Ba-Co, U-Co, Pd-Ni, Cd-Ni, Pb-Fe, Cd-Fe, As-Fe, Ba-Fe, Pb-Mn, Cd-Mn, As-Mn, Ba-Mn, U-Mn, V-Mn, Pb-Cu, Cd-Cu, As-Cu, Ba-Cu, U-Cu, V-Cu, Pd-Zn, Cd-Zn, As-Zn, Ba-Zn, U-Zn, U-Se, Cd-Pd, As-Pd, Ba-Pd, U-Pd, V-Pd, As-Cd, Ba-Cd, U-Cd, V-Cd, U-As, V-As, As-Ba, U-Ba, V-Ba, V-U, Cr-Co, Ni-Co, Fe-Co, Mn-Co, Zn-Co, Se-Co, Cr-Ni, Fe-Ni, Mn-Ni, Mn-Fe, Cu-Fe, Cr-Mn, Zn-Mn, Se-Mn, Co-Cu, Mn-Cu, Zn-Cu, Se-Cu, Cr-Cd, Cr-U). In the case of biochemical parameters, there is significant negative linear relationship between chromium (Cr) and triglycerides, suggesting negative correlation between two. Iron (Fe) and cobalt (Co) are also significantly but negatively correlated with cholesterol levels. None of the other biochemical parameters (glucose, HDL, LDL, albumin, total protein) shows any correlation between studied elements.
Table 4
Correlation between semen quality parameters, element concentrations and biochemical parameters (*p value < 0.05, r = correlation coefficient)
| Volume | Sperm count | Motility | Liquefaction time | Pus cells |
Essential elements |
Cr | r = 0.148 p = 0.162 | r = 0.078 p = 0.304 | r = -0.007 p = 0.482 | r = 0.333 p = 0.012* | r = 0.148 p = 0.164 |
Co | r = 0.231 p = 0.061 | r = -0.115 p = 0.224 | r = -0.130 p = 0.195 | r = 0.440 p = 0.001* | r = -0.151 p = 0.159 |
Ni | r = 0.203 p = 0.088 | r = -0.005 p = 0.487 | r = -0.038 p = 0.400 | r = 0.279 p = 0.030* | r = -0.033 p = 0.414 |
Fe | r = 0.020 p = 0.448 | r = -0.117 p = 0.219 | r = -0.054 p = 0.361 | r = 0.143 p = 0.171 | r = -0.204 p = 0.087 |
Mn | r = 0.342 p = 0.010* | r = -0.045 p = 0.383 | r = -0.040 p = 0.396 | r = 0.500 p = 0.000* | r = -0.033 p = 0.413 |
Cu | r = 0.315 p = 0.017* | r = 0.057 p = 0.354 | r = -0.050 p = 0.370 | r = 0.450 p = 0.001* | r = 0.021 p = 0.445 |
Zn | r = 0.223 p = 0.069 | r = -0.028 p = 0.426 | r = 0.089 p = 0.279 | r = 0.245 p = 0.051* | r = 0.173 p = 0.126 |
Se | r = 0.022 p = 0.442 | r = -0.027 p = 0.430 | r = 0.043 p = 0.389 | r = -0.169 p = 0.130 | r = -0.186 p = 0.108 |
Non-essential elements |
Pd | r = 0.379 p = 0.005* | r = -0.124 p = 0.206 | r = -0.058 p = 0.350 | r = 0.492 p = 0.000* | r = -0.069 p = 0.325 |
Cd | r = 0.345 p = 0.009* | r = -0.009 p = 0.477 | r = 0.012 p = 0.469 | r = 0.481 p = 0.000* | r = -0.020 p = 0.447 |
As | r = 0.183 p = 0.112 | r = 0.163 p = 0.139 | r = 0.055 p = 0.357 | r = 0.342 p = 0.010* | r = 0.061 p = 0.344 |
Ba | r = 0.310 p = 0.018* | r = -0.074 p = 0.314 | r = -0.057 p = 0.353 | r = 0.462 p = 0.001* | r = 0.247 p = 0.049 |
U | r = 0.200 p = 0.092 | r = 0.017 p = 0.455 | r = -0.075 p = 0.309 | r = 0.322 p = 0.014* | r = 0.371 p = 0.006* |
V | r = 0.182 p = 0.113 | r = -0.013 p = 0.467 | r = -0.107 p = 0.240 | r = 0.246 p = 0.049* | r = 0.072 p = 0.317 |
Biochemical parameters |
Glu | r = -0.084 p = 0.289 | r = 0.212 p = 0.079 | r = 0.080 p = 0.298 | r = -0.137 p = 0.182 | r = -0.083 p = 0.291 |
TG | r = -0.064 p = 0.335 | r = 0.242 p = 0.053 | r = 0.099 p = 0.256 | r = -0.199 p = 0.092 | r = -0.015 p = 0.460 |
Cho | r = -0.016 p = 0.457 | r = 0.085 p = 0.287 | r = 0.037 p = 0.405 | r = -0.188 p = 0.106 | r = 0.169 p = 0.130 |
HDL | r = -0.046 p = 0.380 | r = -0.101 p = 0.253 | r = -0.189 p = 0.104 | r = -0.064 p = 0.335 | r = -0.040 p = 0.397 |
LDL | r = 0.016 p = 0.459 | r = 0.042 p = 0.391 | r = 0.079 p = 0.301 | r = -0.117 p = 0.219 | r = 0.222 p = 0.069 |
Alb | r = 0.054 p = 0.360 | r = 0.176 p = 0.121 | r = 0.146 p = 0.166 | r = 0.024 p = 0.437 | r = 0.024 p = 0.437 |
TP | r = -0.114 p = 0.225 | r = -0.037 p = 0.402 | r = -0.173 p = 0.126 | r = -0.129 p = 0.196 | r = -0.004 p = 0.489 |
Table 5
Correlation between element-element concentrations and biochemical parameters
| Cr | Co | Ni | Fe | Mn | Cu | Zn | Se | Pb | Cd | As | Ba | U | V |
Essential elements |
Cr | r = 1.000 | r = 0.342 p = 0.020* | r = 0.627 p = 0.000* | r = 0.108 p = 0.476 | r = 0.290 p = 0.051 | r = 0.235 p = 0.116 | r= 0.197 p = 0.190 | r= -0.040 p = 0.791 | r = 0.277 p = 0.063 | r = 0.317 p = 0.032* | r = 0.144 p = 0.339 | r = 0.151 p = 0.318 | r = 0.293 p = 0.048* | r = 0.121 p = 0.423 |
Co | r = 0.342 p = 0.020* | r = 1.000 | r = 0.349 p = 0.017* | r = 0.460 p = 0.001* | r = 0.809 p = 0.000* | r = 0.726 p = 0.000* | r = 0.423 p = 0.003* | r= -0.372 p = 0.011* | r = 0.829 p = 0.000* | r = 0.755 p = 0.000* | r = 0.291 p = 0.049* | r = 0.601 p = 0.000* | r = 0.375 p = 0.010* | r = 0.243 p = 0.104 |
Ni | r = 0.627 p = 0.000* | r = 0.349 p = 0.017* | r = 1.000 | r = 0.489 p = 0.001* | r = 0.467 p = 0.001* | r = 0.227 p = 0.129 | r = 0.276 p = 0.064 | r = 0.036 p = 0.814 | r = 0.338 p = 0.021* | r = 0.357 p = 0.015* | r = 0.227 p = 0.129 | r = 0.267 p = 0.073 | r = 0.132 p = 0.383 | r = 0.161 p = 0.285 |
Fe | r = 0.108 p = 0.476 | r = 0.460 p = 0.001* | r = 0.489 p = 0.001* | r = 1.000 | r = 0.564 p = 0.000* | r = 0.314 p = 0.034* | r= 0.245 p = 0.101 | r= -0.215 p = 0.151 | r = 0.425 p = 0.003* | r = 0.382 p = 0.009* | r = 0.369 p = 0.012* | r = 0.374 p = 0.010* | r = 0.115 p = 0.446 | r = 0.149 p = 0.322 |
Mn | r = 0.290 p = 0.051 | r = 0.809 p = 0.000* | r = 0.467 p = 0.001* | r = 0.564 p = 0.000* | r = 1.000 | r = 0.782 p = 0.000* | r = 0.592 p = 0.000* | r= -0.305 p = 0.039* | r = 0.918 p = 0.00* | r = 0.890 p = 0.000* | r = 0.344 p = 0.019* | r = 0.744 p = 0.000* | r = 0.448 p = 0.002* | r = 0.346 p = 0.019 |
Cu | r = 0.235 p = 0.116 | r = 0.726 p = 0.000* | r = 0.227 p = 0.129 | r = 0.314 p = 0.034* | r = 0.782 p = 0.000* | r = 1.000 | r = 0.415 p = 0.004* | r=-0.353 p = 0.016* | r = 0.817 p = 0.000* | r = 0.749 p = 0.000* | r = 0.488 p = 0.001* | r = 0.650 p = 0.000* | r = 0.515 p = 0.000* | r = 0.340 p = 0.021* |
Zn | r = 0.197 p = 0.190 | r = 0.423 p = 0.003* | r = 0.276 p = 0.064 | r = 0.245 p = 0.101 | r = 0.592 p = 0.000* | r = 0.415 p = 0.004* | r = 1.000 | r= -0.164 p = 0.276 | r = 0.546 p = 0.000* | r = 0.629 p = 0.000* | r = 0.343 p = 0.019* | r = 0.667 p = 0.000* | r = 0.524 p = 0.000* | r = 0.185 p = 0.218 |
Se | r= -0.040 p = 0.791 | r= -0.372 p = 0.011* | r = 0.036 p = 0.814 | r=-0.215 p = 0.151 | r= -0.305 p = 0.039* | r=-0.353 p = 0.016* | r=-0.164 p = 0.276 | r = 1.000 | r =-0.232 p = 0.121 | r= -0.180 p = 0.232 | r = 0.069 p = 0.648 | r= -0.218 p = 0.146 | r= -0.332 p = 0.024* | r= -0.218 p = 0.146 |
Non-essential elements |
Pb | r = 0.277 p = 0.063 | r = 0.829 p = 0.000* | r = 0.338 p = 0.021* | r = 0.425 p = 0.003* | r = 0.918 p = 0.000* | r = 0.817 p = 0.000* | r = 0.546 p = 0.000* | r=-0.232 p = 0.121 | r = 1.000 | r = 0.937 p = 0.000* | r = 0.358 p = 0.014* | r = 0.733 p = 0.000* | r = 0.452 p = 0.002* | r = 0.347 p = 0.018* |
Cd | r = 0.317 p = 0.032 | r = 0.755 p = 0.000* | r = 0.357 p = 0.015* | r = 0.382 p = 0.009* | r = 0.890 p = 0.000* | r = 0.749 p = 0.000* | r = 0.629 p = 0.000* | r =-0.180 p = 0.232 | r = 0.937 p = 0.000* | r = 1.00 | r = 0.351 p = 0.017* | r = 0.694 p = 0.000* | r = 0.462 p = 0.001* | r = 0.299 p = 0.044* |
As | r = 0.144 p = 0.339 | r = 0.291 p = 0.049* | r = 0.227 p = 0.129 | r = 0.369 p = 0.012* | r = 0.344 p = 0.019* | r = 0.483 p = 0.001* | r = 0.343 p = 0.019* | r = 0.069 p = 0.648 | r = 0.358 p = 0.014* | r = 0.351 p = 0.017* | r = 1.000 | r = 0.575 p = 0.000* | r = 0.469 p = 0.001* | r = 0.308 p = 0.037* |
Ba | r = 0.151 p = 0.318 | r = 0.601 p = 0.000* | r = 0.267 p = 0.073 | r = 0.374 p = 0.010* | r = 0.744 p = 0.000* | r = 0.650 p = 0.000* | r = 0.667 p = 0.000* | r=-0.218 p = 0.146 | r = 0.733 p = 0.000* | r = 0.694 p = 0.000* | r = 0.575 p = 0.000* | r = 1.000 | r = 0.788 p = 0.000* | r = 0.438 p = 0.002* |
U | r = 0.293 p = 0.048 | r = 0.375 p = 0.010* | r = 0.132 p = 0.383 | r = 0.115 p = 0.446 | r = 0.448 p = 0.002* | r = 0.515 p = 0.000* | r = 0.524 p = 0.000* | r= -0.332 p = 0.024* | r = 0.452 p = 0.002* | r = 0.462 p = 0.001* | r = 0.469 p = 0.001* | r = 0.788 p = 0.000* | r = 1.000 | r = 0.332 p = 0.024* |
V | r = 0.121 p = 0.423 | r = 0.243 p = 0.104 | r = 0.161 p = 0.285 | r = 0.149 p = 0.322 | r = 0.346 p = 0.019* | r = 0.340 p = 0.021* | r = 0.185 p = 0.218 | r=-0.218 p = 0.146 | r = 0.347 p = 0.018* | r = 0.299 p = 0.044* | r = 0.308 p = 0.037* | r = 0.438 p = 0.002* | r = 0.332 p = 0.024* | r = 1.000 |
Biochemical parameters |
Glu | r= -0.125 p = 0.408 | r=-0.200 p = 0.183 | r = 0.034 p = 0.824 | r =-0.233 p = 0.119 | r= -0.093 p = 0.541 | r= -0.130 p = 0.387 | r = 0.018 p = 0.905 | r = 0.121 p = 0.422 | r =-0.052 p = 0.730 | r = 0.052 p = 0.731 | r =-0.076 p = 0.616 | r= -0.085 p = 0.574 | r =-0.043 p = 0.778 | r= -0.060 p = 0.693 |
TG | r= -0.311 p = 0.035* | r= -0.028 p = 0.855 | r =-0.243 p = 0.104 | r= -0.134 p = 0.376 | r =-0.019 p = 0.899 | r = 0.122 p = 0.421 | r =-0.017 p = 0.908 | r=-0.083 p = 0.585 | r= -0.096 p = 0.526 | r =-0.048 p = 0.753 | r = 0.009 p = 0.951 | r= -0.027 p = 0.860 | r = 0.005 p = 0.973 | r= -0.108 p = 0.475 |
Cho | r= -0.276 p = 0.064 | r= -0.285 p = 0.05* | r =-0.232 p = 0.121 | r =-0.288 p = 0.05* | r=-0.207 p = 0.167 | r =-0.133 p = 0.379 | r = 0.008 p = 0.957 | r=-0.011 p = 0.941 | r =-0.165 p = 0.274 | r =-0.147 p = 0.331 | r = 0.023 p = 0.881 | r= -0.055 p = 0.716 | r = 0.097 p = 0.521 | r= -0.143 p = 0.344 |
HDL | r =-0.190 p = 0.207 | r= -0.175 p = 0.245 | r =-0.052 p = 0.732 | r= -0.195 p = 0.195 | r= -0.176 p = 0.241 | r= -0.134 p = 0.373 | r=-0.080 p = 0.597 | r= -0.027 p = 0.858 | r =-0.159 p = 0.291 | r= -0.194 p = 0.196 | r= -0.028 p = 0.851 | r =-0.020 p = 0.897 | r = 0.130 p = 0.390 | r= -0.116 p = 0.441 |
LDL | r=-0.234 p = 0.118 | r= -0.230 p = 0.124 | r =-0.208 p = 0.166 | r =-0.250 p = 0.093 | r= -0.163 p = 0.278 | r= -0.108 p = 0.474 | r = 0.057 p = 0.709 | r= -0.040 p = 0.791 | r= -0.114 p = 0.450 | r= -0.098 p = 0.517 | r = 0.072 p = 0.634 | r = 0.030 p = 0.845 | r = 0.157 p = 0.298 | r= -0.077 p = 0.611 |
Alb | r=-0.048 p = 0.751 | r= -0.143 p = 0.342 | r = 0.013 p = 0.931 | r=-0.012 p = 0.937 | r=-0.050 p = 0.740 | r= -0.054 p = 0.721 | r = 0.025 p = 0.870 | r = 0.102 p = 0.500 | r= -0.063 p = 0.680 | r= -0.077 p = 0.612 | r = 0.242 p = 0.106 | r = 0.043 p = 0.777 | r = 0.091 p = 0.547 | r= -0.087 p = 0.564 |
TP | r= -0.177 p = 0.240 | r= -0.130 p = 0.389 | r =-0.035 p = 0.819 | r= -0.035 p = 0.818 | r= -0.052 p = 0.733 | r= -0.132 p = 0.383 | r = 0.054 p = 0.722 | r= -0.136 p = 0.368 | r= -0.084 p = 0.577 | r= -0.071 p = 0.640 | r= -0.104 p = 0.493 | r = 0.102 p = 0.501 | r = 0.155 p = 0.304 | r= -0.032 p = 0.834 |
*p value < 0.05, r = correlation coefficient |
Essential elements
Chromium (Cr)
Significant difference was observed in chromium concentrations among all the four groups at p < 0.10. Chromium could induce reproductive toxicity and is known for its detrimental effects as toxic, and carcinogenic [20]. Higher levels of chromium concentration are found in oligospermic (163.214 ± 47.424) and asthenospermic (181.953 ± 77.34) group as compared to azoospermic (131.393 ± 52.446) and normospermic group (152.373 ± 56.141). Sperm concentration and motility of exposed workers was significantly lower as compared to non-exposed workers [21].
Cobalt (Co)
Cobalt is an essential element, but its deficiency or over-exposure perturbs the normal morphology and progressive motility of sperms [22]. No significant difference was observed in cobalt concentration among study groups in present study although higher cobalt levels are observed in oligospermic (5.657 ± 7.581), asthenospermic (3.565 ± 2.326) and azoospermic (3.727 ± 1.82) group in comparison to normospermic group (3.308 ± 1.965).
Nickel (Ni)
No significant difference in the nickel levels among the study groups was observed. Higher nickel concentration is observed in azoospermic group (75.14 ± 40.0) in comparison to other three groups. The experimental higher exposure to nickel resulted in abnormal semen parameters, reduced antioxidant levels, decreased testosterone levels as well as alterations in the hypothalamus and pituitary axis [23].
Iron (Fe)
Iron is an essential element and cofactor in various biological molecules. Its overload cause testicular atrophy, impaired spermatogenesis, and epididymal lesions, which results in impaired reproductive health [24]. However, no significant difference was observed in the current study.
Manganese (Mn)
Manganese is considered an essential element, but its impact on quality of spermatozoa remains unclear. We found increased concentrations of manganese in oligospermic (629.32 ± 889.522) and azoospermic men (370.80 ± 204.74) in comparison to athenospermic (332.63 ± 144.83) and normospermic men (364.344 ± 139.112). Li et al [25] found the negative impacts of higher manganese concentration on sperm morphology and quality.
Copper (Cu)
Negative correlations between high copper concentrations and spermatozoa quality parameters were found among older men. Increased frequency of sperm defects and poor semen quality were observed [26]. High concentrations of copper are observed in oligospermic (20077.93 ± 13959.35) and asthenospermic (14946.78 ± 3377.27) group in comparison to azoospermic (13980.091 ± 4046.6) and normospermic group (14775.25 ± 4063.84). Similarly Akinloye et al [27] also found the higher levels of serum copper µmol/l in oligospermic men (7.37 ± 0.44) as compared to azoopermic (5.70 ± 0.39) and normospermic men (6.18 ± 0.61).
Zinc (Zn)
Inconsistent results are observed in literature between zinc levels and male infertility. In present study, zinc levels are higher in oligospermic men (10361.72 ± 6872.72) as compared to asthenospermic (6637.9 ± 2428.81), azoopermic (6987.29 ± 2617.53) and normospermic men (8520.44 ± 5988.67). Similar to our findings, Akinloye and colleagues [27] found increased levels of zinc in serum of oligospermic men (25.43 ± 1.42) in comparison to azoospermic (9.79 ± 0.26) and normospermic men (11.31 ± 0.65).
Selenium (Se)
We found higher levels of selenium in oligospermic men (34212.24 ± 6535.63) as compared to other three goups. Similarly, Akinloye et al., 2005 [28] found higher levels of serum selenium (µmol/l) in oligospermic men 4.19 (93.93–4.45) as compared to azoopermic 1.62 (1.51–1.79) and normospermic men 1.75 (1.52–1.97).
Non-essential elements
Lead (Pd)
Lead is a non-essential element found in the environment as a result of human activities. Mean blood concentration of lead in oligospermic men was (90.778 ± 218.55), which was significantly higher as compared to mean concentration in the asthenospermic (8.665 ± 3.099), azoospermic men (9.854 ± 3.849) and normospermic men (15.148 ± 20.344). Our findings are consistent with Nsonwu-Anyanwu et al., 2019 [29], who found increased levels of lead (µg/L) (Mean ± SD) in oligospermic men (0.53 ± 0.17) in comparison to azoospermic (0.43 ± 0.15) and normospermic men (0.47 ± 0.17).
Cadmium (Cd)
Cadmium is one of the most detrimental non-essential element which induces oxidative toxicity, apoptosis, autophagy and represents a high risk factor for infertility. Mean cadmium concentrations in oligospermic men (1.176 ± 1.790) were also higher than its concentration in normospermic group (0.778 ± 0.445). The results were consistent with the findings of Nsonwu-Anyanwu and colleagues [29], which reported higher levels of cadmium (µg/L)( Mean ± SD) in oligospermic men (0.47 ± 0.16) than in azoospermic (0.37 ± 0.13) and normospermic men (0.41 ± 0.15). Cadmium induced toxicity causes structural alterations in the blood-testis barrier, sertoli cells, and seminiferous tubules, and, which results in reduced male fertility [30].
Arsenic (As)
Arsenic toxicity perturbs the normal reproductive function through generation of free radicals and oxidative stress, which further causes alterations in steroidogenesis and spermatogenesis [31]. Increased levels of arsenic are found in oligospermic men (6.564 ± 2.308) in comparison to normospermic men (5.27 ± 1.957). Our results are similar with Calogero and colleagues, who found higher arsenic levels in low quality semen 6.14 (3.06–9.52)[(Median (IQR)] as compared to normal quality semen 4.08 (2.35–8.55) [32].
Barium (Bi)
Mean barium concentrations in oligospermic (331.425 ± 234.61) and asthenospermic men (217.268 ± 65.272) were found to be higher as compared to normospermic men (203.868 ± 94.943). Likewise, barium levels are higher in cases (low quality semen) (134.78 ± 52.74) as compared to normal quality semen (63.40 ± 22.82) in a study conducted in Labanon [3].
Uranium (U)
Only few studies have been conducted which reported the exposure of uranium concentrations and its correlation with male reproductive function. High levels of uranium were found in oligospermic (7.875 ± 5.466) and asthenospermic men (7.103 ± 3.309) than in case of normospermic men (5.428 ± 3.949). Sukhn et al found uranium concentrations in seminal plasma of male partners in heterosexual couples and concluded that U concentrations are related with decline in semen quality parameters [3].
Vanadium (V)
Vanadium is among the main environmental toxicants. Mean concentrations of vanadium were higher in oligospermic (5.91 ± 7.05), asthenospermic (6.603 ± 7.16) and azoospermic men (4.114 ± 4.578) as compared to normospermic men (3.44 ± 3.98). Vanadium poisoning can cause increase in lipid peroxidation, free radical production, and inhibition of antioxidant defense system in adult male rats, which makes testis more prone to oxidative damage which further leads to loss in their function [33].
Bismuth (Bi)
Bismuth levels are below detection limit in all the four study groups, so that statistical analysis has not been done for bismuth. Although bismuth is considered to be non-toxic, but high level exposure along with other non-essential elements may inhibit sperm creatine kinase, which further reduces normal sperm metabolism [34].
Both essential and non-essential elements are associated with human fertility. The decline in sperm volume, count, motility, and normal morphology of spermatozoa might be due to adverse environmental factors, occupational pollution [35]. Although, humans are exposed to both essential and toxic elements but there is limited research investigating the impact of both types of elements on male infertility. In this study, the elemental concentrations of both essential (Cr, Co, Ni, Fe, Mn, Cu, Zn, Se) and non-essential elements (Pb, Cd, As, Ba, Bi, U, V) in blood serum have been assessed. Finally, blood serum may not be the most appropriate sample type in assessing male infertility, but other sample types (semen, seminal plasma) may provide better estimation of elemental concentrations. Furthermore, additional epidemiological studies are needed to explore the impact of these metals on reproductive health of males.