| Literature DB >> 36237987 |
Han-Yu Chen1, Xin-Yu Wang1,2, Ke-Ming Lu1, Chen-Hsiang Yu3, Mei-Tsz Su3, Lin Kang3, Keng-Fu Hsu3, Po-Fan Chen3, Sheng-Hsiang Lin1,4,5.
Abstract
Preeclampsia is one of the most serious pregnancy complications. It may be caused by immunological changes in the early placental microenvironment. The contents of small EVs may serve as biomarkers of pregnancy complications. Evidence suggests that the balance between T helper 17 (Th17) and regulatory T (Treg) cells are critical for preventing preeclampsia. The study recruited 39 pregnant women with preeclampsia and 127 healthy pregnant women. We assessed the levels of both Th17 and Treg cytokines (IL-10, IL-17, IL-21, IL-22, and TGF-β) in their plasma and small EVs. We found significant differences in the levels of all cytokines in the plasma between the two groups during the second trimester. We also observed significant differences between the two groups in the levels of EV-encapsulated cytokines IL-21, IL-22, and TGF-β, as well as in total small EVs, during the second trimester. The ROC analysis showed that the classification efficiency (AUC) of TGF-β in small EVs was 0.81. TGF-β had the best discriminant ability of all the single EV biomarkers tested, the cross-validation of the accuracy was 0.89. Th17 and Treg cytokines in plasma and small EVs may contribute to maternal immune activation and clarify the potential mechanisms of small EVs and cytokines in preeclampsia. © The author(s).Entities:
Keywords: Th17; Treg; cytokine; discriminant analysis; machine learning; predictive biomarker; preeclampsia; small extracellular vesicles; support vector machine
Mesh:
Substances:
Year: 2022 PMID: 36237987 PMCID: PMC9553855 DOI: 10.7150/ijms.71047
Source DB: PubMed Journal: Int J Med Sci ISSN: 1449-1907 Impact factor: 3.642
Comparison of the demographic characteristics of preeclampsia patients and healthy controls during the second trimester, and characteristics of their newborns
| Characteristics | PE (N = 39) | HC (N = 127) |
|
|---|---|---|---|
| Mean (SD) | Mean (SD) | ||
| Age (years) | 32 (5) | 33 (4) | 0.36 |
| Height (cm) | 161 (6) | 160 (5) | 0.76 |
| Weight (kg) | 71 (16) | 61 (10) | < 0.01 |
| BMI (kg/m2) | 28 (7) | 24 (4) | < 0.01 |
| SBP (mmHg) | 131 (17) | 112 (13) | < 0.01 |
| DBP (mmHg) | 80 (14) | 66 (8) | < 0.01 |
| Gravidity | 1.65 (0.82) | 1.77 (0.93) | 0.48 |
| Parity | 0.30 (0.52) | 0.54 (0.68) | 0.04 |
| GA at delivery (weeks) | 37 (3) | 38 (1) | < 0.01 |
| Birth weight (g) | 2,771 (703) | 3,060 (426) | 0.01 |
| Birth height (cm) | 47 (3) | 49 (2) | < 0.01 |
|
|
| ||
| Alcohol consumption | 7 (18) | 28 (22) | 0.66 |
| Smoking | 2 (5) | 6 (5) | 1.0 |
| Primigravida | 27 (69) | 68 (54) | 0.27 |
| Previous preeclampsia | 2 (5) | 1 (1) | 0.14 |
| Thyroid dysfunction | 1 (3) | 4 (3) | 1.0 |
| Chronic hypertension | 5 (13) | 2 (2) | < 0.01 |
| Fetal sex (male) | 21 (54) | 63 (51) | 0.85 |
| C-section | 24 (62) | 41 (33) | < 0.01 |
| Preterm delivery | 13 (33) | 4 (3) | < 0.01 |
PE, preeclampsia patients; HC, healthy controls; BMI, body mass index; SBP, systolic blood pressure; DBP, diastolic blood pressure; GA, gestational age; C-section, Cesarean section; SD, standard deviation.
P-values were estimated using Student's t-test or Fisher's exact test.
Figure 1Characterization of small extracellular vesicles (EVs). (A) The result of tunable resistive pulse sensing (TRPS) analysis show the size and concentration distribution of particles consistent with the size range of small EVs in preeclampsia (PE). (B) Imaging of small extracellular vesicles (EVs) by Transmission Electron Microscopy in preeclampsia (PE). (C) The result of tunable resistive pulse sensing (TRPS) analysis show the size and concentration distribution of particles consistent with the size range of small EVs in healthy controls (HC). (D) Imaging of small extracellular vesicles (EVs) by Transmission Electron Microscopy in healthy controls (HC).
Comparison of small EVs concentration and EV-encapsulated Th17/Treg cytokines in preeclampsia patients and healthy controls
| Small EVs (2nd trimester) | Small EVs (3rd trimester) | |||||
|---|---|---|---|---|---|---|
| PE (N = 39) | HC (N = 127) | PE (N = 39) | HC (N = 127) | |||
| Biomarkers | Median (IQR) | Median (IQR) |
| Median (IQR) | Median (IQR) |
|
|
| ||||||
| CD63 | 289.49 (130.92, 516.19) | 178.39 (108.35, 219.35) | < 0.01 | 171.82 (119.36, 318.29) | 146.40 (86.77, 214.27) | 0.09 |
| PLAP | 234.32 (126.24, 425.05) | 191.42 (139.77, 317.97) | 0.42 | 202.82 (193.41, 264.87) | 163.45 (60.88, 180.23) | < 0.01 |
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| ||||||
| IL-17 | 4.60 (2.70, 10.58) | 3.59 (1.74, 7.38) | 0.51 | 3.01 (1.13, 6.05) | 2.21 (1.42, 4.74) | 0.56 |
| IL-21 | 11.30 (7.21, 15.85) | 3.83 (2.07, 8.59) | < 0.01 | 11.06 (7.91, 15.08) | 7.55 (3.29, 11.80) | < 0.01 |
| IL-22 | 12.50 (7.86, 17.65) | 9.52 (5.16, 12.98) | < 0.01 | 11.29 (7.86, 15.62) | 6.40 (2.69, 12.50) | < 0.01 |
|
| ||||||
| IL-10 | 2.57 (0.81, 3.59) | 1.73 (0.92, 3.58) | 0.41 | 1.31 (0.49, 4.43) | 1.26 (0.53, 3.08) | 0.59 |
| TGF-β | 13.56 (10.23, 20.17) | 2.42 (0.59, 5.43) | < 0.01 | 7.27 (1.26, 13.15) | 5.94 (2.46, 8.99) | 0.40 |
EV, extracellular vesicles; PE, preeclampsia patients; HC, healthy controls; IL, interleukin; TGF, transforming growth factor; IQR, interquartile range; PLAP, placental alkaline phosphatase.
P-values were estimated using the Wilcoxon rank-sum test.
ROC curve analysis and support vector machine of EV biomarkers in preeclampsia patients and healthy controls during the second trimester
| Biomarkers | ROC curve analysis | |||
|---|---|---|---|---|
| AUC (95% CI) | Accuracy (%) | Sensitivity (%) | Specificity (%) | |
|
| ||||
| CD63 | 0.77 (0.68, 0.86) | 64 | 82 | 58 |
| PLAP | 0.71 (0.62, 0.80) | 68 | 69 | 68 |
|
| ||||
| IL-17 | 0.70 (0.61, 0.79) | 73 | 64 | 75 |
| IL-21 | 0.76 (0.67, 0.85) | 70 | 72 | 70 |
| IL-22 | 0.69 (0.60, 0.78) | 64 | 72 | 62 |
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| ||||
| IL-10 | 0.64 (0.54, 0.73) | 62 | 59 | 63 |
| TGF-β | 0.81 (0.72, 0.90) | 73 | 74 | 73 |
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| ||||
| CD63 + TGF-β | 0.89 (0.84, 0.95) | 81 | 90 | 78 |
| PLAP + TGF-β | 0.88 (0.81, 0.95) | 81 | 87 | 80 |
| IL-21 + TGF-β | 0.87 (0.80, 0.94) | 77 | 87 | 74 |
| IL-17 + IL-21 + TGF-β | 0.88 (0.81, 0.95) | 79 | 87 | 76 |
ROC, receiver operating characteristic; EV, extracellular vesicles; AUC, area under the ROC curve; IL, interleukin; TGF, transforming growth factor; CI, confidence interval; PLAP, placental alkaline phosphatase.