| Literature DB >> 34062965 |
Amani Babekir1,2, Sayed Mostafa3, Emmanuel Obeng-Gyasi1,2.
Abstract
Background: Toxoplasma gondii (T. gondii) is a protozoan parasite with high prevalence worldwide. More than 40 million individuals in the United States carry this parasite. T. gondii infection causes toxoplasmosis, which is the leading cause of death associated with foodborne diseases in the United States. T. gondii infects humans through different routes, and it is capable of invading a wide range of tissues in the human body following the infection.Entities:
Keywords: T. gondii; Toxoplasma; biomarkers; cardiovascular disease; cardiovascular health
Year: 2021 PMID: 34062965 PMCID: PMC8125424 DOI: 10.3390/ijerph18094908
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Overall cardiovascular biomarkers index (OCBI).
| Cardiovascular Biomarker | Biomarker Value Assigned Index Value (1) | Biomarker Value Assigned Index Value (0) | Reference |
|---|---|---|---|
| Diastolic blood pressure (DBP) | ≤80 | >80 | [ |
| Systolic blood pressure (SBP) | ≤120 | >120 | [ |
| High-density lipoprotein (HDL) | ≥50 mg/dL | <50 mg/dL | [ |
| Triglycerides (TG) | ≤199 mg/dL | >199 mg/dL | [ |
| C-reactive protein (CRP) | ≤1 mg/dL | >1 mg/dL | [ |
| Gamma glutamyl transferase (GGT) | ≤40 U/L | >40 U/L | [ |
| Total cholesterol (TC) | <200 mg/dL | >200 mg/dL | [ |
| Glucose (FG) | <100 mg/dL | >100 mg/dL | [ |
| Overall biomarkers index | Sum of the index values | [ | |
Sampled data characteristics, NHANES 2009–2010, n = 5324.
| Variables |
| Weighted Percentage/Mean (SE) |
|---|---|---|
| <33 IU/mL (negative) | 4301 | 84.8 |
| ≥33 IU/mL (positive) | 1023 | 15.2 |
| Gender | ||
| Male | 2581 | 48.1 |
| Female | 2743 | 51.9 |
| Age | 5324 | 47.2 (0.49) |
| Race/ethnicity | ||
| Mexican American | 993 | 8.7 |
| Other Hispanic | 552 | 5.1 |
| Non-Hispanic White | 2627 | 69.5 |
| Non-Hispanic Black | 876 | 10.4 |
| Other race | 276 | 6.4 |
| Country of birth | ||
| Born in US | 3847 | 81.5 |
| Born in Mexico | 628 | 5.4 |
| Born in other Spanish-speaking country | 406 | 3.8 |
| Born in other non-Spanish-speaking country | 441 | 9.2 |
| Occupation | ||
| Agriculture, forestry, fishing, mining, construction | 163 | 10.2 |
| Others | 1277 | 89.8 |
| Alcohol use | ||
| Yes | 799 | 16.1 |
| No | 3382 | 83.9 |
| Cigarette use | ||
| Yes | 2489 | 45.1 |
| No | 2835 | 54.9 |
| Activity (Vigorous) | ||
| Yes | 969 | 19.9 |
| No | 4355 | 80.1 |
| Blood pressure medicine | ||
| Yes | 1639 | 86.8 |
| No | 222 | 13.2 |
| Cholesterol medicine | ||
| Yes | 983 | 84.8 |
| No | 171 | 15.0 |
| BMI | 5272 | 28.83 (0.13) |
| Cardiovascular biomarker | ||
| Blood pressure | ||
| Systolic | 4753 | 120.63 (0.46) |
| Diastolic | 4753 | 69.23 (0.62) |
| High-density lipoprotein | 5311 | 53.00 (0.40) |
| Low-density lipoprotein | 2525 | 116.01 (1.07) |
| Total cholesterol | 5311 | 196.25 (0.98) |
| Triglycerides | 5304 | 151.50 (2.16) |
| C-reactive protein | 5324 | 0.38 (0.02) |
| Gamma glutamyl transaminase | 5304 | 1.71 (0.02) |
| Glucose | 2573 | 104.20 (0.85) |
Figure 1Cardiovascular biomarkers correlation matrix.
Associations between T. gondii (positive/negative) and demographic variables.
| Variable | |||||
|---|---|---|---|---|---|
|
| Weighted Percentage or Mean (SE) |
| Weighted Percentage or Mean (SE) | ||
| Age | 1855 | 46.6 (0.59) | 454 | 53.2 (0.87) | <0.001 |
| Gender | |||||
| Male | 2030 | 83.2 | 551 | 16.8 | 0.0532 |
| Female | 2271 | 86.3 | 472 | 13.7 | |
| Race/ethnicity | |||||
| Mexican American | 800 | 81.1 | 193 | 18.9 | <0.001 |
| Other Hispanic | 361 | 68.1 | 191 | 31.9 | |
| Non-Hispanic White | 2208 | 86.9 | 419 | 13.1 | |
| Non-Hispanic Black | 705 | 82.1 | 171 | 17.9 | |
| Other race | 227 | 85.2 | 49 | 14.8 | |
| Country of Birth | |||||
| Born US | 3308 | 88.0 | 539 | 12.0 | <0.001 |
| Born in Mexico | 461 | 72.7 | 167 | 27.3 | |
| Born in other Spanish country | 228 | 60.5 | 178 | 39.5 | |
| Born in other non-Spanish country | 302 | 74.1 | 139 | 25.9 | |
| Occupation | |||||
| Agriculture, forestry, fishing, mining, construction | 117 | 75.7 | 46 | 24.3 | <0.001 |
| Others | 1039 | 84.4 | 238 | 15.6 | |
* The p-value from the design-based t-test for numerical variables and from the Rho–Scott chi-square test for categorical variables.
Tukey multiple comparisons of means analysis of T. gondii IgG antibody among different race/ethnicity and country of birth.
| Variable | Compared Levels | Mean Difference | ||
|---|---|---|---|---|
| Race/ethnicity | Other Hispanic | Mexican American | 18.35 | <0.0001 |
| Non-Hispanic White | Mexican American | −8.50 | <0.0001 | |
| Non-Hispanic Black | Mexican American | −0.57 | 0.9993 | |
| Other race | Mexican American | −7.36 | 0.2168 | |
| Non-Hispanic White | Other Hispanic | −26.52 | <0.0001 | |
| Non-Hispanic Black | Other Hispanic | −18.91 | <0.0001 | |
| Other race | Other Hispanic | −25.70 | <0.0001 | |
| Non-Hispanic Black | Non-Hispanic White | 7.94 | <0.0001 | |
| Other race | Non-Hispanic White | 1.14 | 0.9967 | |
| Other race | Non-Hispanic Black | −6.79 | 0.3077 | |
| Country of birth | Born in Mexico | Born in US | 20.35 | <0.0001 |
| Born in other Spanish country | Born in US | 38.95 | <0.0001 | |
| Born in other non-Spanish country | Born in US | 17.73 | <0.0001 | |
| Born in other Spanish country | Born in Mexico | 18.60 | <0.0001 | |
| Born in other non-Spanish country | Born in Mexico | −2.62 | 0.9188 | |
| Born in other non-Spanish country | Born in other Spanish-speaking country | −21.21 | <0.0001 | |
Associations between T. gondii (positive/negative) and cardiovascular biomarkers.
| Variable | |||||
|---|---|---|---|---|---|
|
| Weighted Mean (SE) |
| Weighted Mean (SE) | ||
| Systolic blood pressure | 3855 | 120.19 (0.48) | 898 | 123.14 (0.84) | 0.0022 |
| Diastolic blood pressure | 3855 | 69.35 (0.61) | 898 | 68.52 (0.78) | 0.0877 |
| High-density lipoprotein | 4290 | 53.31 (0.42) | 1021 | 51.26 (0.87) | 0.0431 |
| Low-density lipoprotein | 2026 | 116.26 (1.31) | 499 | 114.71 (1.23) | 0.4542 |
| Total cholesterol | 4290 | 196.35 (1.22) | 1021 | 195.67 (0.96) | 0.7206 |
| Triglycerides | 4285 | 150.07 (2.19) | 1019 | 159.56 (4.42) | 0.0399 |
| C-reactive protein | 4301 | 0.37 (0.02) | 1023 | 0.42 (0.03) | 0.0422 |
| Gamma glutamyl transaminase | 4285 | 1.69 (0.02) | 1019 | 1.80 (0.05) | 0.0400 |
| Glucose | 2061 | 103.67 (0.90) | 512 | 107.01 (1.28) | 0.0213 |
Linear regression models to explain the associations between T. gondii (positive/negative) and cardiovascular biomarkers (adjusted for demographic or behavioral and anthropometric factors).
| Response | Model Adjusted Factors * | ||
|---|---|---|---|
| Coefficient (SE) | |||
| Systolic blood pressure | Age | 4.36 (2.08) | 0.0564 |
| Age, gender, race, country of birth | 2.44 (2.31) | 0.3501 | |
| Age, alcohol use, cigarette use, activity, BMI | 2.37 (2.24) | 0.3212 | |
| Diastolic blood pressure | Age | 3.40 (3.55) | 0.3561 |
| Age, gender, race, country of birth | 2.47 (3.50) | 0.5201 | |
| Age, alcohol use, cigarette use, activity, BMI | 2.89 (3.46) | 0.4295 | |
| High-density lipoprotein | Age | −8.08 (2.17) | 0.0026 |
| Age, gender, race, country of birth | −5.16 (1.75) | 0.0421 | |
| Age, alcohol use, cigarette use, activity, BMI | −8.33 (2.71) | 0.0153 | |
| Low-density lipoprotein | Age | 16.02 (5.91) | 0.0179 |
| Age, gender, race, country of birth | 12.00 (5.79) | 0.1071 | |
| Age, alcohol use, cigarette use, activity, BMI | 20.23 (7.73) | 0.0307 | |
| Triglycerides | Age | 58.54 (21.01) | 0.0154 |
| Age, gender, race, country of birth | 51.81 (17.73) | 0.0432 | |
| Age, alcohol use, cigarette use, activity, BMI | 64.74 (25.64) | 0.0356 | |
| Total cholesterol | Age | 14.69 (8.77) | 0.1180 |
| Age, gender, race, country of birth | 12.71 (8.55) | 0.2114 | |
| Age, alcohol use, cigarette use, activity, BMI | 19.97 (10.71) | 0.0993 | |
| C-reactive protein | Age | 0.03 (0.16) | 0.8190 |
| Age, gender, race, country of birth | −0.05 (0.15) | 0.7479 | |
| Age, alcohol use, cigarette use, activity, BMI | −0.15 (0.19) | 0.4629 | |
| Gamma glutamyl transferase | Age | 21.02 (5.65) | 0.0026 |
| Age, gender, race, country of birth | 17.59 (5.67) | 0.0361 | |
| Age, alcohol use, cigarette use, activity, BMI | 24.40 (5.42) | 0.0020 | |
| Glucose | Age | 3.43 (4.12) | 0.4210 |
| Age, gender, race, country of birth | 0.11 (3.54) | 0.9775 | |
| Age, alcohol use, cigarette use, activity, BMI | −0.34 (3.30) | 0.9196 | |
* The behavioral factors (alcohol use and cigarette use) had a smaller number of data points than the other factors; therefore, it was evaluated in a separate model to minimize loss of data.
Overall index of cardiovascular biomarkers (OCBI).
| OCBI Index | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Index Point | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | Total |
| Sample proportion | 0.00 | 0.01 | 0.02 | 0.07 | 0.12 | 0.19 | 0.25 | 0.22 | 0.14 | |
| Negative ( | 0 | 14 | 39 | 118 | 234 | 407 | 438 | 370 | 235 | 1855 |
| Positive ( | 1 | 2 | 12 | 44 | 64 | 105 | 106 | 87 | 33 | 454 |
| Positive proportion | 0.00 | 0.00 | 0.03 | 0.10 | 0.14 | 0.23 | 0.23 | 0.19 | 0.07 | |
| Negative proportion | 0.00 | 0.01 | 0.02 | 0.06 | 0.13 | 0.22 | 0.24 | 0.20 | 0.13 | |
Overall index of cardiovascular biomarkers (OCBI-Subindex1).
| OCBI-Subindex1 | ||||||
|---|---|---|---|---|---|---|
| Index Point | ≤3 | 4 | 5 | 6 | 7 | 8 |
| Population proportion | 0.09 | 0.12 | 0.19 | 0.25 | 0.22 | 0.14 |
| Negative ( | 171 | 234 | 407 | 438 | 370 | 235 |
| Positive ( | 59 | 64 | 105 | 106 | 87 | 33 |
| Positive proportion | 0.13 | 0.14 | 0.23 | 0.23 | 0.19 | 0.07 |
Ordinal logistic regression model for the OCBI-Subindex1 on T. gondii IgG antibody (positive/negative) adjusted for the demographic factors.
| OCBI-Subindex1 | ||||
|---|---|---|---|---|
| Odds Ratio | OR 95% Confidence Interval | |||
| 0.29 | 0.12 | 0.68 | 0.0468 | |
| Age (years) | 0.96 | 0.96 | 0.97 | 0.0007 |
| Gender | ||||
| Male (ref) | ||||
| Female | 2.79 | 2.30 | 3.39 | 0.0005 |
| Race/ethnicity | ||||
| Mexican American (ref) | ||||
| Other Hispanic | 1.28 | 0.70 | 2.33 | 0.4650 |
| Non-Hispanic White | 1.90 | 1.10 | 3.29 | 0.0839 |
| Non-Hispanic Black | 1.18 | 0.67 | 2.07 | 0.6039 |
| Other race | 1.65 | 0.72 | 3.77 | 0.3034 |
| Country of birth | ||||
| Born in 50 US States (ref) | ||||
| Born in Mexico | 1.24 | 0.81 | 1.90 | 0.3705 |
| Born in other Spanish-speaking country | 1.18 | 0.69 | 2.00 | 0.5835 |
| Born in other non-Spanish-speaking country | 1.32 | 0.94 | 1.86 | 0.1857 |
| IgG antibody (positive): Age (years) | 1.02 | 1.01 | 1.04 | 0.0279 |
| Sample size = 2309 | ||||
Ordinal logistic regression model for the OCBI-Subindex1 on T. gondii IgG antibody (positive/negative) adjusted for the covariates.
| OCBI-Subindex1 | ||||
|---|---|---|---|---|
| Odds Ratio | OR 95% Confidence Interval | |||
| 0.24 | 0.09 | 0.69 | 0.0287 | |
| Age (years) | 0.97 | 0.96 | 0.98 | 0.0002 |
| Alcohol use | ||||
| Yes (ref) | ||||
| No | 1.70 | 1.35 | 2.12 | 0.0017 |
| Cigarette use | ||||
| Yes (ref) | ||||
| No | 1.02 | 0.89 | 1.18 | 0.7435 |
| Activity | ||||
| Yes (ref) | ||||
| No | 1.37 | 1.11 | 1.71 | 0.0206 |
| BMI | 0.89 | 0.87 | 0.92 | 0.0001 |
| IgG antibody (positive): Age (years) | 1.03 | 1.01 | 1.05 | 0.0194 |
| Sample size = 1842 | ||||
Ordinal logistic regression model for the OCBI-Subindex1 on T. gondii IgG antibody (positive/negative) adjusted for medications taken.
| OCBI-Subindex1 | ||||
|---|---|---|---|---|
| Odds Ratio | OR 95% Confidence Interval | |||
| 0.72 | 0.03 | 15.24 | 0.8378 | |
| Age (years) | 1.01 | 0.98 | 1.04 | 0.6682 |
| Taking cholesterol medicine | ||||
| Yes (ref) | ||||
| No | 0.27 | 0.14 | 0.54 | 0.0037 |
| Taking high blood pressure medicine | ||||
| Yes (ref) | ||||
| No | 3.53 | 0.53 | 23.74 | 0.2231 |
| IgG antibody (positive): Age (years) | 1.01 | 0.97 | 1.06 | 0.5856 |
| Sample size = 357 | ||||
Overall index of cardiovascular biomarkers (OCBI-Subindex2).
| OCBI-Subindex2 | ||
|---|---|---|
| Index Point | 0 | 1 |
| Population proportion | 0.65 | 0.35 |
| Negative ( | 1250 | 605 |
| Positive ( | 334 | 120 |
| Positive proportion | 0.74 | 0.26 |
| Negative proportion | 0.67 | 0.33 |
Binary logistic regression model for the OCBI-Subindex2 on T. gondii IgG antibody (positive/negative) adjusted for demographic factors and the covariates (after model selection).
| OCBI-Subindex2 | ||||
|---|---|---|---|---|
| Odds Ratio | OR 95% Confidence Interval | |||
| Intercept | 25.87 | 8.03 | 83.32 | 0.0055 |
| 0.31 | 0.12 | 0.83 | 0.0797 | |
| Age (years) | 0.95 | 0.94 | 0.96 | 0.0008 |
| BMI | 0.89 | 0.86 | 0.93 | 0.005 |
| Gender | ||||
| Male (ref) | ||||
| Female | 2.84 | 2.10 | 3.86 | 0.0025 |
| Race/ethnicity | ||||
| Mexican American (ref) | ||||
| Other Hispanic | 1.05 | 0.74 | 1.48 | 0.8024 |
| Non-Hispanic White | 1.45 | 0.98 | 2.16 | 0.1378 |
| Non-Hispanic Black | 0.94 | 0.63 | 1.38 | 0.7554 |
| Other race | 0.88 | 0.41 | 1.91 | 0.7704 |
| Alcohol use | ||||
| Yes (ref) | 1.48 | 0.96 | 2.27 | 0.1471 |
| No | 0.00 | 0.00 | 0.00 | 0.0018 |
| Activity | ||||
| Yes (ref) | ||||
| No | 1.38 | 0.97 | 1.96 | 0.1469 |
| IgG antibody (positive): Age (years) | 1.03 | 1.01 | 1.05 | 0.0315 |
| Sample size = 1842 | ||||
| R2 = 0.30 | ||||
Figure 2Mechanism of action of T. gondii on cardiovascular-related dysfunction.