Out of 1225 eligible patients, 1006 consented to participate in the study (82.1%). The recruitment rate demonstrated an improvement throughout the study, rising from 74.3–94.3% upon the inclusion of patients opting for NIPT, allowing for the choice to calculate PE risk with or without the serum markers. Among 1006 consenting patients, 31 opted out before and 1 patient after the PE risk calculation (32/1006, 3.2%), resulting in a final cohort of 974 patients (Fig. 1). PE screening identified 152 patients as being at high risk (15.6%) and 822 at low risk (84.4%). PE risk was calculated without the use of placental markers in 157 out of 974 patients (16.1%).
Table 1 provides the demographic characteristics, medical and obstetrical history of enrolled patients subdivided into low and high-risk groups based on PE screening results. Patients identified as high-risk were more likely to be nulliparous, Black or South-Asian ethnicity, smokers, conceiving through in vitro-fertilization, or had longer interpregnancy intervals if multiparous, had a higher BMI and medical complications such as chronic hypertension, autoimmune conditions and diabetes.
Table 1
Demographics, medical and obstetrical history of the study population
Demographics, Obstetrics and History | Low Risk Median[IQR]/N(%) | High risk Group Median[IQR]/N(%) | Total Median[IQR]/N(%) | P-value |
Number of patients | N = 822 | N = 152 | N = 974 | - |
Maternal age at due date (years) | 34.3 [31.5–36.7] | 34.6 [31.4–37.7] | 34.3 [31.4–36.9] | 0.60 |
Gestational age at screen (weeks) | 12.3 [12.0-12.5] | 12.2 [12.0-12.5] | 12.3 [12.0-12.5] | 0.20 |
Body mass index | 24.1 [21.6–27.5] | 28.1 [23.8–34.0] | 24.5 [21.8–28.4] | < 0.0001 |
Race or ethnic group* | | | | |
White | 438 (53.3) | 49 (32.2) | 487 (50.0) | Reference |
Black | 35 (4.3) | 25 (16.4) | 60 (6.2) | < 0.0001 |
East Asian | 167 (20.3) | 28 (18.4) | 195 (20.0) | 0.11 |
South Asian | 129 (15.7) | 39 (25.7) | 168 (17.2) | < 0.0001 |
Other | 53 (6.4) | 11 (7.2) | 64 (6.6) | 0.09 |
Total | 822 (84.4) | 152 (15.6) | 974 (100) | - |
Method of conception | | | | |
Spontaneous | 785 (95.5) | 132 (86.8) | 917 (94.1) | Reference |
In vitro fertilization | 37 (4.5) | 20 (13.2) | 57 (5.9) | < 0.0001 |
Total | 822 (84.4) | 152 (15.6) | 974 (100) | - |
Medical History | | | | |
Chronic hypertension | 6 (0.7) | 25 (16.4) | 31 (3.2) | < 0.0001 |
Systemic lupus erythematosus | 3 (0.4) | 3 (2.0) | 6 (0.6) | 0.052 |
Antiphospholipid syndrome | - | 1 (0.7) | 1 (0.1) | Insufficient count |
Diabetes mellitus type 1 | 6 (0.7) | 4 (2.6) | 10 (1.0) | 0.056 |
Diabetes mellitus type 2 | 10 (1.2) | 15 (9.9) | 25 (2.6) | < 0.0001 |
Cigarette smoking during pregnancy | 9 (1.1) | 6 (3.9) | 15 (1.5) | < 0.0194 |
Parity | | | | |
Nulliparous | 379 (46.1) | 96 (63.2) | 475 (48.8) | Reference |
Multiparous | 443 (53.9) | 56 (36.8) | 499 (51.2) | < 0.0001 |
Total | 822 (84.4) | 152 (15.6) | 974(100) | - |
Obstetric and Family History | | | | |
History of preeclampsia | 4 (0.9) | 12 (21.4) | 16 (1.6) | < 0.0001 |
Mother had preeclampsia | 18 (2.2) | 6 (3.9) | 24 (2.5) | 0.2452 |
Interval from last pregnancy (years) | 2.1 [1.4–3.4] | 2.95 [1.9–4.9] | 2.2 [1.4–3.5] | < 0.01 |
*All races are compared to the white reference group. |
The average time for history collection was 2.4 minutes, and arterial blood pressure measurements were 3.06 minutes. The measurement of uterine arteries Doppler required no more than 2 minutes, exerting no impact on the total time allocated for the NT scan (30 minutes). Turnaround times between sample collection in any laboratory and receipt at the screening laboratory was 1.09 days; between sample receipt at the screening laboratory and result reporting was 1.69 days (Table 2).
Table 2
Time used for each component of the screening test and turnaround time of the screening test
Time Interval | Mean | Median (p5, p95) |
History Collection (min) | 2.41 | 2.0 (1.0, 4.25) |
Blood Pressure Collection (min) | 3.06 | 3.0 (2.0, 4.0) |
Nuchal Translucency Scan (min) | 26.7 | 25 (20,40) |
Uterine artery Doppler measurement (min) | 2.02 | 2.0 (1.0,2.5) |
Time between blood sample collection and blood sample receipt (days) | 1.09 | 1(1,2) |
Time between sample receipt and results report (days) | 1.69 | 2(1,3) |
Pregnancy outcomes were available in 936 cases (96.1%), (790 low risk and 146 high risk) with 23 loss of follow-up (delivered in another hospital), 8 terminations of pregnancy before 24 weeks, 5 miscarriages < 16 weeks, and 2 intrauterine deaths < 20 weeks and are presented in Table 3.
Table 3
Pregnancy outcomes among pregnancies with high or low risks for preeclampsia (Gestational age ≥ 20 weeks)
Pregnancy outcomes | Low risk N (%) | High risk N (%) | Total N (%) | P value |
Number of patients | 790 (84.4) | 146 (15.6) | 936 (100) | - |
Preeclampsia < 37 weeks | 3 (0.4) | 11 (7.5) | 14 (1.5) | < 0.001 |
Preeclampsia < 34 weeks | 1 (0.1) | - | 1 (0.1) | - |
Preterm delivery < 37 weeks | 49 (6.2) | 31 (21.2) | 80 (8.5) | < 0.001 |
Preterm delivery < 34 weeks | 17 (2.2) | 10 (6.8) | 27 (3.0) | < 0.006 |
Gestational hypertension | 13 (1.6) | 9 (6.2) | 22 (2.3) | < 0.003 |
Birthweight < 2500 g | 44 (5.6) | 34 (23.2) | 78 (8.4) | < 0.001 |
Stillbirth | - | 1 (0.7) | 1 (0.1) | - |
The high-risk subgroup presented with significantly higher rates of adverse pregnancy outcomes, including preterm PE < 37 weeks (7.5% vs 0.4% p < 0.001), preterm delivery (21.2% vs 6.2% p < 0.001), birthweight < 2500 g (23.2% vs 5.6% p < 0.001), gestational hypertension (6.2% vs 1.6 p < 0.003) (Table 3). Additionally, among high-risk patients, there were 3 cases of PE after 37 weeks (2.0%) and one postpartum PE requiring readmission (0.7%). In the low-risk group, there were 5 cases of post-partum PE requiring readmission (0.6%).
When compared with low-risk, high-risk patients had significantly higher median MAP (1.03 [0.92–1.2] vs 0.97 [0.87–1.11] MoM, p < 0.001), UtAPI (1.19 [0.75–1.78] vs 0.99 [0.60–1.45] MoM; p < 0.001) and lower PLGF (0.76 [0.24–1.35] vs 1.08 [0.56–1.94] MoM; p < 0.001), and lower PAPP-A ( 0.89 [0.30–2.09] vs 1.12 [0.48–2.64] MoM; p < 0.001) (Table 4).
Table 4
Median MoM of biophysical and biochemical marker by pregnancy outcomes and screening results
Outcome/result | Marker Medians (p5, p95) |
N (%) | MAP (mmHg) | MAP MoM | UTPI | UTPI MoM | PIGF MoM | PAPPA MoM |
Adverse outcomes | | | | | | | |
Preterm PE < 37 weeks | 14 (1.5) | 100.71(81.00,113.42) | 1.08(0.94,1.36) | 1.75(0.85,2.95) | 1.00(0.54,1.84) | 0.89(0.70,2.02) | 1.14(0.30,2.24) |
Preterm delivery < 37 weeks | 80 (8.5) | 87.09 (73.79, 109.00) | 1.01(0.86,1.21) | 1.76(0.99,2.65) | 1.08(0.62,1.62) | 1.04(0.46,1.97) | 1.08(0.33,2.53) |
Preterm delivery < 34 weeks | 27 (2.9) | 85.67(74.42,101.08) | 1.00(0.87,1.15) | 1.87(0.98,2.59) | 1.11(0.62,1.54) | 1.02(0.45,1.65) | 0.97(0.37,1.96) |
Gestational hypertension | 22 (2.4) | 95.33(84.00,107.00) | 1.06(0.94,1.19) | 1.85(1.05,2.42) | 1.15(0.64,1.44) | 0.86(0.53,2.38) | 0.86(0.36,3.11) |
Birthweight < 2500g | 78 (8.3) | 87.46(74.58,104.67) | 1.01(0.90,1.17) | 1.91(0.98,2.66) | 1.14(0.58,1.71) | 0.89(0.45,1.85) | 0.91(0.33,2.43) |
All adverse outcomes | 208 (22.2) | 86.42(73.67,104.58) | 1.01(0.87,1.17) | 1.76(1.01,2.66) | 1.05(0.62,1.62) | 0.97(0.46,2.02) | 0.99(0.36,2.53) |
Screening result | | | | | | | |
All pregnancies | 974 (100) | 84.21(72.42,99.92) | 0.98(0.87,1.13) | 1.70(1.00,2.51) | 1.01(0.62,1.52) | 1.04(0.46,1.90) | 1.09(0.41,2.58) |
Positive PE Screen | 152(15.6) | 93.54(79.75,105.92) | 1.03(0.92,1.20) | 1.95(1.19,2.95) | 1.19(0.75,1.78) | 0.76(0.24,1.35) | 0.89(0.30,2.09) |
Negative PE Screen | 822(84.4) | 83.17(71.92,96.46) | 0.97(0.87,1.11) | 1.65(0.99,2.41) | 0.99(0.60,1.45) | 1.08(0.56,1.94) | 1.12(0.48,2.64) |
PE preeclampsia; MAP Mean arterial pressure; UTPI uterine arteries pulsatility index; PlGF placental growth factor; PAPP-A pregnancy-associated plasma protein A; MoM multiple of the median |
Telephone follow-up of high-risk patients was successful in all high-risk pregnancies until 26 weeks, with three patients lost to follow-up (2.1%) thereafter. The initiation rate of LDA at 16 weeks was 95.4% (144/151), with only 7 patients not commencing LDA due to personal choice or following medical advice in the presence of antepartum bleeding (Table 5).
Table 5
Compliance to low dose acetylsalicylic acid (LDA) in high-risk patients: initiation and maintenance rate
Check in Week | Taking LDA | Not Taking LDA | Miscarriage | Loss FU | Delivery | Total Pregnancies |
| N (%) | N (%) | N (%) | N (%) | N (%) | N |
16 | 144 (95.4) | 7 (4.6) | 1 (0.7) | 0 (0) | 0 (0) | 151 |
22 | 138 (92.6) | 11 (7.4) | 2 (1.3) | 0 (0) | 1 (0.7) | 149 |
26 | 135 (91.2) | 13 (8.8) | 2 (1.4) | 0 (0) | 2 (1.4) | 148 |
32 | 130 (90.9) | 13 (8.9) | 2 (1.4) | 3 (2.1) | 4 (2.8) | 143 |
36 | 111 (86.0) | 18 (14.0) * | 2 (1.6) | 3 (2.3) | 18 (14.0) | 129 |
*5 patients stopped taking LDA acid at 35 weeks. |
Among 11 high-risk patients who developed preterm PE, all were compliant with LDA until delivery. In 6 cases, PE was superimposed on chronic hypertension, with 3 cases associated with preexisting severe chronic kidney disease and 1 case with lupus nephritis. One patient with a prior history of severe preterm PE at 26 weeks developed PE at 36.5 weeks. In the low-risk population, one case of preterm PE (< 34 weeks) occurred in a patient on home dialysis and a prior failed renal transplant who was on LDA despite low-risk PE screening results. None of the other 4 low-risk cases diagnosed with PE were on LDA. In this study, 11 of the 16 (68.8%) observed preterm PE screened had high-risk screening results.
Treatment-adjusted screening performance for preterm PE at different LDA adherence rates is shown in Table 6. In this study, the LDA adherence rates range between 86% and 95.4% at different gestational ages. With these adherence rates, the DR adjusted for LDA use were 88.9% and 90.0% for FPR of 13.0% and 12.7% respectively.
Table 6
Screen performance at different LDA adherence thresholds
Disease frequency and screening performance | | Study LDA adherence* | | Hypothetical ASA adherence |
| | 86.0% | 95.4% | | 50% | 60% | 70% | 80% | 90% | 100% |
Expected PE reduction %** | | 53.3% | 59.1% | | 31.0% | 37.2% | 43.4% | 49.6% | 55.8% | 62.0% |
Expected total number of cases*** | | 27 | 30 | | 19 | 21 | 22 | 25 | 28 | 32 |
Expected detected cases**** | | 24 | 27 | | 16 | 18 | 19 | 22 | 25 | 29 |
Adjusted detection rate | | 88.9% | 90.0% | | 84.2% | 85.7% | 86.4% | 88.0% | 89.3% | 90.6% |
Adjusted false positive rate | | 13.0% (146 − 24)/936 | 12.7% (146 − 27)/936 | | 13.9% | 13.7% | 13.6% | 13.2% | 12.9% | 12.5% |
Calculated based on 146 high-ris pregnancies and 14 preterm preeclampsia cases observed in the study |
*Based on the lowest and highest self-reported adherence rates in high-risk patients participating in follow-up at 16, 22, 26, 32 and 36 weeks' gestation. **Assuming LDA use has prevented 62% of the preterm preeclampsia cases. ***Sum of cases from low-risk group, high-risk group and potential cases from the high-risk group that have been prevented by ASA.**** Sum of cases from the high-risk group and potential cases from the high-risk group that have been prevented by ASA (calculated based on 3 low cases and 11 high-risk cases). |
The risks of developing PE before 32 and 34 weeks were also reported for the study population. Among the 152 pregnancies identified as high-risk results for preterm PE, 27 (17.8%) were also high-risk for PE before 34 weeks and 24 (15.8%) before 32 weeks. A sub-analysis of patients’ risk factors, placental markers, MAP and UtAPI, patients’ compliance and pregnancy outcomes are presented in Suppl Table 1.