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Early pregnancy prediction of preeclampsia

Early pregnancy prediction of preeclampsia
Authors:
Errol R Norwitz, MD, PhD, MBA
Federica Bellussi, MD, PhD
Section Editor:
Charles J Lockwood, MD, MHCM
Deputy Editor:
Vanessa A Barss, MD, FACOG
Literature review current through: Feb 2022. | This topic last updated: Jan 07, 2021.

INTRODUCTION — Preeclampsia is a multi-system progressive disorder characterized by the new onset of hypertension and proteinuria, or hypertension and significant end-organ dysfunction with or without proteinuria, in the last half of pregnancy or postpartum (table 1). The genesis of the disease is laid down in early pregnancy and is characterized anatomically by abnormal remodeling of the maternal spiral arteries at the placental site.

Women at high risk for developing preeclampsia may benefit from the initiation of low-dose aspirin therapy starting at the end of the first trimester, as this may reduce the frequency of preeclampsia and associated maternal and perinatal morbidity and mortality. High-risk status is based on obstetric and medical risk factors rather than laboratory and imaging tests because results of these tests in early pregnancy do not accurately distinguish women who will go on to develop preeclampsia from those who will not (ie, the positive predictive value is low) [1-3]. In addition to assessment of risk factors, early clinical detection of the disease is important: All pregnant women are monitored for evidence of preeclampsia at each of their prenatal visits. Early diagnosis may improve maternal and perinatal outcomes by ensuring appropriate management (eg, antenatal corticosteroids for fetal lung maturation, treatment of severe hypertension, magnesium sulfate to prevent seizures, and early delivery).

This topic will discuss available data regarding screening women in early pregnancy to identify those most likely to develop preeclampsia. Additional issues related to the diagnosis, management, and prevention of preeclampsia are discussed separately.

(See "Preeclampsia: Clinical features and diagnosis".)

(See "Preeclampsia: Management and prognosis".)

(See "Preeclampsia: Prevention".)

CLINICAL APPROACH

All women: Routine blood pressure measurement in pregnancy — We agree with the assessment of the United States Preventive Services Task Force (USPSTF) that all pregnant women are at risk for preeclampsia and should be screened by measurement of blood pressure at all provider visits throughout pregnancy [4]. Although preeclampsia is not diagnosed before 20 weeks of gestation, early measurements establish the patient’s baseline blood pressure.

The USPSTF assessment was based on the following principles and evidence: blood pressure can be readily and accurately measured, measurement of blood pressure is not harmful, and recognition and treatment of preeclampsia can reduce maternal and perinatal morbidity and mortality [5].

Identify women at high risk early in pregnancy — We believe that pregnant women should be evaluated early in pregnancy for risk factors for preeclampsia. By quantifying the risk of preeclampsia conferred by various individual clinical and demographic risk factors, the clinician is better equipped to estimate a woman's risk of preeclampsia and whether she is a candidate for heightened pregnancy surveillance or prophylactic measures (low-dose aspirin). Early assessment is particularly important for women who are planning to receive pregnancy care and deliver in a low-risk setting (eg, midwifery practice, birthing center, home birth), which would be contraindicated if preeclampsia develops. These women, if identified as high risk for development of preeclampsia, should be offered consultation with a clinician with expertise in the management of the disease [6,7].

Multiple risk factors for development of preeclampsia have been described (table 2). The USPSTF risk criteria for high risk of development of preeclampsia are [8]:

Previous pregnancy with preeclampsia, especially early onset and with an adverse outcome

Multifetal gestation

Chronic hypertension

Type 1 or 2 diabetes mellitus

Renal disease

Autoimmune disease (antiphospholipid syndrome, systemic lupus erythematosus)

USPSTF criteria for moderate risk of development of preeclampsia are:

Nulliparity

Obesity (body mass index [BMI] >30 kg/m2)

Family history of preeclampsia in mother or sister

Age ≥35 years

Sociodemographic characteristics (African American, low socioeconomic level)

Personal risk factors (eg, history of low birth weight or small for gestational age, previous adverse pregnancy outcome, >10-year pregnancy interval)

Women with multiple moderate risk factors may be considered high risk, but the evidence of the association (magnitude and consistency) between these risk factors and development of preeclampsia is variable. The National Institute for Health and Care Excellence (NICE) in the United Kingdom developed a similar checklist [9].

In a 2016 meta-analysis of cohort studies including ≥1000 patients that evaluated the risk of preeclampsia in relation to common clinical risk factors assessed at ≤16 weeks of gestation (92 studies, >25 million pregnancies), the highest rate of preeclampsia occurred in women with antiphospholipid syndrome (pooled rate 17.3 percent, pooled relative risk [RR] 2.8), and the highest relative risk of preeclampsia occurred in women with a past history of the disease (pooled rate 12 percent, pooled RR 8.4) [10]. Other prominent risk factors included chronic hypertension (pooled rate 16.0 percent, pooled RR 5.1), preexisting (pregestational) diabetes (pooled rate 11.0 percent, pooled RR 3.7), prepregnancy BMI >30 kg/m2 (pooled rate 7.1 percent, pooled RR 2.8), multifetal pregnancy (pooled rate 6.4 percent, pooled RR 2.9), and use of assisted reproductive technology (pooled rate 6.2 percent, pooled RR 1.8).

Because historical risk factors only predict approximately 30 percent of women who will develop preeclampsia [11], use of laboratory and imaging tests in combination with historical risk factors to calculate a woman's risk of developing preeclampsia is an active area of investigation. However, current models have low positive predictive value, thus potentially worrying a large number of pregnant women about a disorder they will not develop and exposing them to tests and interventions that will not benefit them [3].

One reason for the low predictive value may be insufficiently accounting for factors that mitigate risk, such as a previous normotensive pregnancy. Another reason may involve not distinguishing between early-onset and late-onset preeclampsia, which have different risk profiles and recurrence rates. (See 'Risk prediction models' below.)

Prenatal care for high-risk women — In addition to routine prenatal care, for women who are at high risk of developing preeclampsia, establishing gestational age, baseline blood pressure, and baseline laboratory values (including platelet count, creatinine concentration, liver chemistries, and urinary protein [protein:creatinine ratio or 24-hour urine protein]) early in pregnancy can be helpful later in gestation in distinguishing preeclampsia from underlying disorders associated with similar clinical and laboratory findings. (See "Preeclampsia: Clinical features and diagnosis", section on 'Differential diagnosis'.)

A prudent approach is to educate high-risk patients about the signs and symptoms of preeclampsia and monitor them more closely, particularly for increases in blood pressure, as women who develop high normal blood pressures are at increased risk for developing preeclampsia [12]. (See "Preeclampsia: Clinical features and diagnosis".)

Interventions to reduce risk — Most risk factors for preeclampsia are not modifiable, but avoiding prepregnancy obesity, excessive gestational weight gain, and multifetal pregnancies in the setting of treatment of infertility are notable exceptions.

Obese women can reduce their risk of developing preeclampsia by losing weight before pregnancy. (See "Fertility and pregnancy after bariatric surgery", section on 'Preeclampsia'.)

Both obese and nonobese women can reduce their risk of developing preeclampsia by not exceeding Institute of Medicine (now National Academy of Medicine) recommendations for gestational weight gain (table 3) [13]. (See "Gestational weight gain", section on '2009 IOM weight gain recommendations' and "Gestational weight gain", section on 'Overweight and obese women'.)

Low-dose aspirin (60 to 150 mg daily) is the only drug for which there is proven evidence of benefit in reducing the risk of preeclampsia when administered throughout the second and third trimesters in patients at high risk. For women at low risk for development of preeclampsia, available evidence does not support use of low-dose aspirin for prevention of preeclampsia, but a modest (approximately 10 percent) reduction in the risk of preeclampsia and its sequelae (growth restriction, preterm birth) is possible for women at moderate to high risk of developing the disease. The evidence for this approach is reviewed separately. (See "Preeclampsia: Prevention", section on 'Candidates'.)

For women undergoing infertility therapy with in vitro fertilization or ovulation induction alone, various techniques can be employed to reduce the chances of multiple gestation. (See "Strategies to control the rate of high order multiple gestation", section on 'Limiting the multiple gestation risk of assisted reproductive technology' and "Strategies to control the rate of high order multiple gestation", section on 'Limiting the multiple gestation risk of ovulation induction and superovulation'.)

Many agents other than low-dose aspirin have been studied for preeclampsia risk reduction (eg, calcium, vitamin E and C, antioxidants, omega 3 fatty acids, heparin), but the data do not show significant or consistent evidence of benefit across populations. (See "Preeclampsia: Prevention".)

INVESTIGATIONAL APPROACHES

Screening tests — We do not use blood or imaging tests to screen for preeclampsia. Based on data from patients with established preeclampsia, a wide variety of laboratory and imaging tests have been proposed to detect subgroups of women at high risk of developing the disease. Because the prevalence of preeclampsia in the general obstetric population is relatively low (1 to 7 percent), a test would need very high sensitivity and specificity to accurately predict or exclude the development of the disease. Systematic reviews of studies that evaluated clinically available tests have generally concluded that these tests are not sufficiently accurate (high sensitivity and specificity) for screening the general obstetric population and that the overall methodologic quality of available studies was generally poor [5,14-18]. For this reason, the American College of Obstetricians and Gynecologists recommends taking a detailed medical history and assessing blood pressure to assess a patient's risks for developing preeclampsia [3], as described above. (See 'Clinical approach' above.)

The utility of systematic reviews of tests for prediction of preeclampsia has been limited by several factors, including (1) variation in the definition of preeclampsia, which introduces heterogeneity in the classification of the syndrome; (2) variation in inclusion/exclusion criteria, which also increases heterogeneity; (3) variation in the criteria defining level of risk (low versus high) of a given population (some studies of low-risk populations have had preeclampsia incidence rates higher than high-risk populations in other studies); (4) multiplicity of potential tests, test combinations, and timing of screening during pregnancy; (5) lack of inclusion of specific important information; and (6) flawed study design and/or conduct [19,20].

Biomarkers

Angiogenic modulators — Data from both human and animal models suggest that aberrant expression of angiogenic modulators is important in the pathogenesis of diffuse endothelial injury and increased capillary permeability, which are the pathophysiologic hallmarks of preeclampsia. The angiogenic factors of interest include vascular endothelial growth factor (VEGF) and placental growth factor (PlGF), as well as two anti-angiogenic proteins, soluble endoglin (sEng) and the truncated form of the full-length VEGF receptor type-1 (Flt-1), known as soluble fms-like tyrosine kinase 1 (sFlt-1).

Ischemic trophoblast, which is a characteristic finding in preeclampsia, increases production of anti-angiogenic proteins (sEng, sFlt1) and reduces production of angiogenic proteins (VEGF, PlGF). Alterations in absolute levels of VEGF [21-24], PlGF [21,22], sFlt-1 [21,22,25-31], and sEng [27-30,32] in maternal blood and urine precede the onset of clinical preeclampsia by several weeks to months, correlate with disease severity, and normalize after delivery. (See "Preeclampsia: Pathogenesis", section on 'sFlt-1, VEGF, PlGF' and "Preeclampsia: Pathogenesis", section on 'Soluble endoglin'.)

However, blood and urine levels of these factors have not been proven to be clinically useful for prediction of preeclampsia remote from disease onset.

In a 2012 systematic review of 22 case-control and 12 cohort studies, serum levels of PlGF, VEGF, sFlt-1, or sEng were evaluated alone or in combination in pregnant women <30 weeks of gestation and before clinical onset of preeclampsia [33]. Test performance was too poor to recommend use of these tests for screening. The concentrations of PlGF and VEGF were lower in women who developed preeclampsia, and the concentrations of sFlt-1 and sEng were higher in these women; the summary diagnostic odds ratios (ORs) were: PlGF 9.0 (95% CI 5.6-14.5), sFlt-1 6.6 (95% CI 3.1-13.7), and sEng 4.2 (95% CI 2.4-7.2), which correspond to sensitivities of 32, 26, and 18 percent, respectively, with a 5 percent false-positive rate. When assessed by gestational age, most of the markers did not perform well in the first half of pregnancy but had better performance after 30 weeks.

Urinary PlGF also does not perform well in early pregnancy as a screening test. A nested case-control study [34] evaluated urine PlGF to predict preeclampsia using stored urine specimens from women who had been enrolled in the Calcium for Preeclampsia Prevention trial [35], which included healthy nulliparous women with singleton pregnancies followed from between 13 and 21 weeks of gestation until 24 hours postpartum. Urine samples were collected before enrollment, at 26 to 29 weeks of gestation, at 36 weeks, and at onset of preeclampsia. Baseline urinary PlGF levels at 8 to 21 weeks of gestation were not significantly different between women who developed preeclampsia and those who remained normotensive.

However, the test was predictive of preeclampsia late in gestation. Women who went on to develop preeclampsia had lower levels of PlGF than controls at each sampling interval from 25 weeks through onset of disease. At 21 to 32 weeks, a PlGF concentration in the lowest quartile (less than 118 pg/mL) was highly predictive of development of preterm preeclampsia (OR 22.5, 95% CI 7.4-67.8) but less predictive of term preeclampsia (OR 2.2, 95% CI 1.2-4.3). Fractional excretion modeling (ratios) may offer advantages over absolute levels of urinary angiogenic factors for identifying women at risk for developing preeclampsia since ratios account for dilutional effects [36-38].

The sFlt-1:PlGF ratio may be the best test for predicting preeclampsia, but like the above tests is not useful early in pregnancy. In a 2018 systematic review that evaluated the sFlt-1:PlGF ratio in blood for prediction of preeclampsia (15 studies, 534 cases of preeclampsia and 19,587 controls), pooled sensitivity was 80 percent (95% CI 0.68-0.88), specificity 92 percent (95% CI 0.87-0.96), positive likelihood ratio 10.5 (95% CI 6.2-18.0), and a negative likelihood ratio 0.22 (95% CI 0.13-0.35) [39]. However, all of these women were at least 20 weeks of gestation. The authors pointed out that previous studies demonstrated that levels of these markers in women who develop preeclampsia do not change significantly until the second half of the pregnancy and the major changes take place in the third trimester.

Other laboratory tests — Maternal serum analyte testing is an important component of Down syndrome screening programs. Increasing evidence suggests that unexplained abnormal maternal serum analyte concentrations (eg, pregnancy-associated plasma protein A [PAPP-A]), as well as abnormalities in cell-free DNA levels, in the first and second trimesters are also predictive of adverse pregnancy outcomes, including preeclampsia [40-45]. This association is not sufficiently strong to warrant changes in routine prenatal care, but the biomarkers have been used in risk prediction models.

Uterine artery Doppler velocimetry — Although meta-analyses show that uterine artery Doppler analysis can predict women at increased risk of preeclampsia [46-48], we and most experts do not recommend these studies for screening in early pregnancy [15,49-52]. The false-positive rate of this test is quite high [51,52], leading to excessive patient anxiety and health care costs.

Impedance to flow in the uterine arteries normally decreases as pregnancy progresses. Increased impedance for gestational age is an early radiographic feature of preeclampsia and likely reflects high downstream resistance due to defective differentiation of trophoblast, which leads to defective invasion of spiral arteries and failure of these vessels to transform into low resistance vessels.

Two types of uterine artery Doppler waveform analysis techniques have emerged for prediction of preeclampsia, as well as other disorders associated with impaired placentation (eg, fetal growth restriction, pregnancy loss): (1) presence or absence of diastolic notching (unilateral, bilateral) of the uterine arcuate vessels and (2) flow waveform ratios (eg, high resistance or pulsatility index, systolic/diastolic ratio).

The use of uterine artery Doppler velocimetry for prediction of preeclampsia was best illustrated in a 2008 systematic review of 74 studies including almost 80,000 women [46]. These studies involved 15 uterine artery Doppler indices and women at either low or high risk of developing preeclampsia. The authors found that uterine artery Doppler ultrasonography was more accurate for prediction of preeclampsia when performed in the second trimester than in the first trimester. In women at high risk of developing preeclampsia, the overall risk of preeclampsia was best predicted by second-trimester elevation of pulsatility index accompanied by uterine artery notching (sensitivity 19 percent, specificity 99 percent, positive likelihood ratio [+LR] 21, negative likelihood ratio [-LR] 0.82), and the risk of severe preeclampsia was best predicted by second-trimester elevated resistance index (sensitivity 80 percent, specificity 78 percent, +LR 3.7, -LR 0.26).

Studies of uterine artery Doppler velocimetry for prediction of preeclampsia are difficult to compare because investigators have used different Doppler sampling techniques, definitions of abnormal flow velocity waveform, populations, gestational age at examination, and criteria for the diagnosis of preeclampsia.

Ophthalmic artery Doppler — Ophthalmic artery Doppler velocimetry has also been used to predict the development of preeclampsia. In a meta-analysis of three studies involving 1119 pregnancies, a first diastolic peak velocity >23.3 cm/second showed modest sensitivity (61.0 percent, 95% CI 44.2-76.1 percent) and specificity (73.2 percent, 95% CI 66.9-78.7 percent) for the prediction of early-onset preeclampsia (area under the receiver-operating characteristics curve [AUC] 0.68, 95% CI 0.61-0.76) [53]. This is an interesting observation since, unlike the uterine artery, the change in ophthalmic artery Doppler indices cannot be the direct result of trophoblast invasion and is more likely to be related to maternal hemodynamic changes. Similar to Doppler studies of uterine arteries, ophthalmic artery Doppler velocimetry likely has little clinical utility as a standalone predictive test for either early- or late-onset preeclampsia. Although it has been described as a safe, noninvasive, inexpensive, reproducible, point-of-care test, it is unlikely that obstetric providers would become credentialed to perform this type of imaging.

Risk prediction models — As described above, specific maternal characteristics, Doppler ultrasound findings, and biomarkers in blood are associated with an increased risk of preeclampsia. Traditionally, each risk factor is treated as a separate screening test, and a higher number of risk factors is assumed to carry a higher risk for development of preeclampsia.

Multiple investigators have used these variables in logistic regression analysis to create a tool to predict an individual woman's risk of developing preeclampsia while she is still early in pregnancy (eg, Fetal Medicine Foundation [FMF] risk for preeclampsia calculator [54]). In validation studies, the detection rate of the FMF London and Fetal Medicine Barcelona combined first-trimester screening algorithms for prediction of preterm preeclampsia ranged from 75 to 92 percent at a false positive rate of 10 percent [55]. Ideally, women identified as high risk would be encouraged to address any modifiable risk factors; educated about the signs and symptoms of preeclampsia, so they will notify their provider as soon as clinical manifestations occur; and followed with more frequent office visits. Some clinicians also start these women on low-dose aspirin. (See "Preeclampsia: Prevention", section on 'Candidates'.)

The utility of prescribing aspirin based on risk determined by these tools rather than historic and demographic risk factors has not been studied extensively. Although the screen-positive rate may be lower and the positive likelihood ratio may be higher than with traditional risk factor-based models [56], these tools still have relatively low positive likelihood ratios, so many women will be made anxious and receive unnecessary treatment. They typically require determination of mean arterial pressure, a Doppler ultrasound examination at 11 to 13 weeks for uterine artery pulsatility index, specific expertise by the sonographer, additional laboratory testing (eg, serum PAPP-A and serum placental growth factor), and, in turn, additional costs. Furthermore, methodologic deficiencies are common, which limit their reliability and validity. For example, a 2015 systematic review evaluated 24 studies of 38 predictive models that included uterine artery Doppler as one of the independent variables [20]. The median number of study participants was 697, the median number of cases of preeclampsia per model was 37, and the median number of risk predictors was 5. Almost one-quarter of the models had fewer than 10 events per predictor of preeclampsia, and almost 95 percent had fewer than 10 events per predictor of early preeclampsia. Only one model adequately described treatment and handling of missing data, and only three models reported model validation.

SCREENING TESTS NOT USEFUL FOR PREDICTING PREECLAMPSIA

Provocative biophysical tests — Aberrations in vascular responsiveness have formed the basis of several screening tests for the detection of pregnant women at risk for preeclampsia. None of these tests (angiotensin II challenge test [57,58], roll-over test [supine pressor test] [58,59], isometric exercise test [hand-grip test] [60,61]) are currently being used clinically because they are expensive, time-consuming, and, most importantly, unreliable.

Serum uric acid — Although hyperuricemia is commonly seen in women with preeclampsia, a systematic review of five studies concluded that measurement of serum uric acid concentration before 25 weeks of gestation was not useful for predicting which women would develop preeclampsia [62]. One study used a rise in serum uric acid concentration above baseline level as the criterion for a positive test result, while the other four studies used threshold values above 3.5 to 4 mg/dL (0.21 to 0.24 mmol/L) as the cut-off for a positive test. Sensitivities ranged from 0 to 56 percent and specificities ranged from 77 to 95 percent. The data were not pooled because of the methodologic uncertainties and the clinical differences between studies [62].

Similarly, a second systematic review concluded that serum uric acid measurement was not useful for predicting development of complications in women with preeclampsia [63], although it may be useful in predicting the length of the latency period from diagnosis to delivery [64].

Screening for inherited thrombophilias — The weight of evidence, including data from prospective cohort studies [65,66], indicates that inherited thrombophilias (such as Factor V Leiden mutation, prothrombin gene mutation, protein C or S deficiency, and antithrombin deficiency) are not associated with preeclampsia; therefore, screening pregnant women for inherited thrombophilias is not useful for predicting those at high risk of developing the disease. This is discussed in more detail separately. (See "Inherited thrombophilias in pregnancy", section on 'Selection of patients for screening'.)

Screening for antiphospholipid antibodies — Antiphospholipid antibody syndrome (APS) is associated with the development of severe early preeclampsia. Prophylaxis with both low-dose aspirin and prophylactic-dose heparin starting at the end of the first trimester and continuing throughout pregnancy can decrease the rate of pregnancy complications (including preeclampsia) and improve pregnancy outcome in women with APS.

Screening the general obstetric population for antiphospholipid antibodies is not useful. Candidates for laboratory testing for antiphospholipid antibodies (aPL), such as those with an unexplained stillbirth or stillbirth related to growth restriction or severe preeclampsia or other evidence of placental insufficiency, are described separately (table 4). (See "Diagnosis of antiphospholipid syndrome", section on 'When to suspect the diagnosis' and "Diagnosis of antiphospholipid syndrome", section on 'Diagnostic evaluation'.)

SOCIETY GUIDELINE LINKS — Links to society and government-sponsored guidelines from selected countries and regions around the world are provided separately. (See "Society guideline links: Hypertensive disorders of pregnancy".)

SUMMARY AND RECOMMENDATIONS

Pregnant women should be evaluated early in pregnancy for risk factors for preeclampsia (table 2). By quantifying the risk of preeclampsia conferred by various individual clinical risk factors, the clinician is better equipped to estimate a woman's risk of preeclampsia, educate her about this risk and its implications, determine the appropriate frequency of pregnancy surveillance, and consider whether she is a candidate for prophylactic aspirin. (See 'Identify women at high risk early in pregnancy' above.)

Most risk factors for preeclampsia are not modifiable; avoiding obesity and excessive gestational weight gain are notable exceptions. (See 'Interventions to reduce risk' above.)

Low-dose aspirin is the only drug for which there is some evidence of benefit in reducing the risk of preeclampsia when administered throughout the second and third trimesters to women at high risk for developing the disease. For women at low risk for development of preeclampsia, available evidence does not support use of low-dose aspirin for prevention of preeclampsia, but a modest (approximately 10 percent) reduction in the risk of preeclampsia and its sequelae (growth restriction, preterm birth) is possible for women at moderate to high risk of developing the disease. (See 'Interventions to reduce risk' above.)

For women who are at high risk of developing preeclampsia, establishing gestational age, baseline blood pressure, and baseline laboratory values including platelet count, creatinine concentration, liver function tests, and urinary protein estimation early in pregnancy can be helpful later in gestation in distinguishing preeclampsia from underlying disorders associated with similar clinical and laboratory findings. (See 'Prenatal care for high-risk women' above.)

A wide variety of laboratory and imaging tests have been proposed to distinguish women who will develop preeclampsia from those who will not. Systematic reviews of studies that evaluated clinically available tests have generally concluded that these tests were not sufficiently accurate for screening the general obstetric population and that the overall methodologic quality of available studies was generally poor. For this reason, we agree with American College of Obstetricians and Gynecologists recommendations for taking a detailed medical history to assess a patient's risks for developing preeclampsia but not using laboratory and imaging screening tests (including uterine artery Doppler velocimetry and serum biomarkers such as pro- and anti-angiogenic factors). (See 'Screening tests' above.)

Specific maternal characteristics, Doppler ultrasound findings, and biomarkers in blood are associated with an increased risk of preeclampsia. Multiple investigators have used these variables in logistic regression analysis to create tools to predict an individual woman's risk of developing preeclampsia while she is still early in pregnancy. We do not use these tools because they have low positive predictive values, so many women will be made anxious and treated unnecessarily, and methodologic deficiencies are common, which limit their reliability and validity. (See 'Risk prediction models' above.)

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Topic 6750 Version 48.0

References

1 : Hypertensive disorders during pregnancy: clinical applicability of risk prediction models.

2 : First-trimester prediction of preeclampsia in nulliparous women at low risk.

3 : Gestational Hypertension and Preeclampsia: ACOG Practice Bulletin, Number 222.

4 : Screening for Preeclampsia: US Preventive Services Task Force Recommendation Statement.

5 : Preeclampsia Screening: Evidence Report and Systematic Review for the US Preventive Services Task Force.

6 : The pre-eclampsia community guideline (PRECOG): how to screen for and detect onset of pre-eclampsia in the community.

7 : The pre-eclampsia community guideline (PRECOG): how to screen for and detect onset of pre-eclampsia in the community.

8 : Aspirin Use to Prevent Preeclampsia and Related Morbidity and Mortality: US Preventive Services Task Force Recommendation Statement.

9 : Aspirin Use to Prevent Preeclampsia and Related Morbidity and Mortality: US Preventive Services Task Force Recommendation Statement.

10 : Clinical risk factors for pre-eclampsia determined in early pregnancy: systematic review and meta-analysis of large cohort studies.

11 : Early prediction and prevention of pre-eclampsia.

12 : Significance of high-normal blood pressure during early second trimester for predicting the onset of hypertensive disorders in pregnancy.

13 : Associations of pre-pregnancy body mass index and gestational weight gain with pregnancy outcome and postpartum weight retention: a prospective observational cohort study.

14 : Are tests for predicting pre-eclampsia good enough to make screening viable? A review of reviews and critical appraisal.

15 : World Health Organization systematic review of screening tests for preeclampsia.

16 : Prediction and prevention of preeclampsia.

17 : Methods of prediction and prevention of pre-eclampsia: systematic reviews of accuracy and effectiveness literature with economic modelling.

18 : Prediction of pre-eclampsia: review of reviews.

19 : Combining biochemical and ultrasonographic markers in predicting preeclampsia: a systematic review.

20 : Quality of first trimester risk prediction models for pre-eclampsia: a systematic review.

21 : Circulating angiogenic factors and the risk of preeclampsia.

22 : Circulating angiogenic factors in the pathogenesis and prediction of preeclampsia.

23 : Plasma soluble vascular endothelial growth factor receptor-1 concentration is elevated prior to the clinical diagnosis of pre-eclampsia.

24 : A decrease in maternal plasma concentrations of sVEGFR-2 precedes the clinical diagnosis of preeclampsia.

25 : Excess placental soluble fms-like tyrosine kinase 1 (sFlt1) may contribute to endothelial dysfunction, hypertension, and proteinuria in preeclampsia.

26 : Circulating levels of the antiangiogenic marker sFLT-1 are increased in first versus second pregnancies.

27 : Soluble endoglin contributes to the pathogenesis of preeclampsia.

28 : Soluble endoglin (sEng) joins the soluble fms-like tyrosine kinase (sFlt) receptor as a pre-eclampsia molecule.

29 : Increased AT(1) receptor heterodimers in preeclampsia mediate enhanced angiotensin II responsiveness.

30 : Soluble endoglin and other circulating antiangiogenic factors in preeclampsia.

31 : Angiogenic factors for the prediction of preeclampsia in high-risk women.

32 : Soluble endoglin as a second-trimester marker for preeclampsia.

33 : Accuracy of circulating placental growth factor, vascular endothelial growth factor, soluble fms-like tyrosine kinase 1 and soluble endoglin in the prediction of pre-eclampsia: a systematic review and meta-analysis.

34 : Urinary placental growth factor and risk of preeclampsia.

35 : Trial of calcium to prevent preeclampsia.

36 : Fractional excretion of angiogenic factors in women with severe preeclampsia.

37 : Urinary angiogenic factors cluster hypertensive disorders and identify women with severe preeclampsia.

38 : Predictive Value of the sFlt-1:PlGF Ratio in Women with Suspected Preeclampsia.

39 : Meta-Analysis and Systematic Review to Assess the Role of Soluble FMS-Like Tyrosine Kinase-1 and Placenta Growth Factor Ratio in Prediction of Preeclampsia: The SaPPPhirE Study.

40 : First-trimester maternal factors and biomarker screening for preeclampsia.

41 : Biophysical markers for abnormal placentation: first and/or second trimester.

42 : Screening for abnormal placentation and adverse pregnancy outcomes with maternal serum biomarkers in the second trimester.

43 : First trimester screening cannot predict adverse outcomes yet.

44 : Can the quantity of cell-free fetal DNA predict preeclampsia: a systematic review.

45 : Cell-Free Fetal DNA for the Prediction of Pre-Eclampsia at the First and Second Trimesters: A Systematic Review and Meta-Analysis.

46 : Use of uterine artery Doppler ultrasonography to predict pre-eclampsia and intrauterine growth restriction: a systematic review and bivariable meta-analysis.

47 : Value of adding second-trimester uterine artery Doppler to patient characteristics in identification of nulliparous women at increased risk for pre-eclampsia: an individual patient data meta-analysis.

48 : First-trimester uterine artery Doppler and adverse pregnancy outcome: a meta-analysis involving 55,974 women.

49 : How useful is uterine artery Doppler flow velocimetry in the prediction of pre-eclampsia, intrauterine growth retardation and perinatal death? An overview.

50 : The role of uterine artery Doppler in predicting adverse pregnancy outcome.

51 : An integrated model for the prediction of preeclampsia using maternal factors and uterine artery Doppler velocimetry in unselected low-risk women.

52 : The utility of uterine artery Doppler velocimetry in prediction of preeclampsia in a low-risk population.

53 : Ophthalmic artery Doppler for prediction of pre-eclampsia: systematic review and meta-analysis.

54 : Ophthalmic artery Doppler for prediction of pre-eclampsia: systematic review and meta-analysis.

55 : FIRST TRIMESTER SCREENING FOR PREECLAMPSIA - A SYSTEMATIC REVIEW.

56 : Implementation of routine first trimester combined screening for pre-eclampsia: a clinical effectiveness study.

57 : A study of angiotensin II pressor response throughout primigravid pregnancy.

58 : Prediction of pregnancy-induced hypertensive disorders by angiotensin II sensitivity and supine pressor test.

59 : A clinical test useful for predicting the development of acute hypertension in pregnancy.

60 : Prediction of pregnancy-induced hypertension by isometric exercise.

61 : The use of the hand-grip test for predicting pregnancy-induced hypertension.

62 : Accuracy of serum uric acid determination in predicting pre-eclampsia: a systematic review.

63 : Accuracy of serum uric acid in predicting complications of pre-eclampsia: a systematic review.

64 : Admission uric acid levels and length of expectant management in preterm preeclampsia.

65 : The relationship of the factor V Leiden mutation and pregnancy outcomes for mother and fetus.

66 : Prothrombin gene G20210A mutation and obstetric complications.