PEPPI Study: Identification of Women at Risk for Placental Dysfunction

July 31, 2025 updated by: Jaana Nevalainen, Oulu University Hospital

PEPPI Study: Identification of Women at Risk for Placental Dysfunction During the First and Third Trimesters of Pregnancy

The main purpose of this study is to evaluate Fetal Medicine Foundation's pre-eclampsia risk calculator using maternal characteristics, first trimester serum placental growth factor (PlGF) and mean arterial pressure (MAP) in a Finnish general population.

Condition or disease: pre-eclampsia, intrauterine growth restriction, polycystic ovary syndrome

Study Overview

Detailed Description

According to power calculations, altogether 3000 pregnant women will be recruited into PEPPI-study in Oulu area. Women will be recruited during their first visit to maternity care. Women will have blood samples for study purposes at first and third trimester of pregnancy. Participants will be divided into risk-, control- and polycystic ovary syndrome (PCOS) groups according to pre-eclampsia risk calculation program and questionnaire (PCOS: Rotterdam criteria) (N=300/group). Half of the women in risk- and control groups and all women in PCOS group will have a pregnancy ultrasound scan at 30-32 weeks of gestation. Fathers and children will be recruited at the Oulu University Hospital when the child is born.

Studies within PEPPI-study:

PEPPI-offspring: Children born for those 600 women in risk-, control and PCOS groups who have an extra ultrasound at gestational weeks 30-32 during PEPPI-study and children whose mother developed pre-eclampsia during the pregnancy regardless of her study group during PEPPI-study are recruited into PEPPI-offspring study. PEPPI-offspring study investigates the short- and long-term consequences of placental insufficiency/pre-eclampsia on the health of the children.

PEPPI-PCOS: Investigates pregnancy characteristics of women with PCOS. Women with PCOS form PCOS study group, have additional ultrasound scan at gestational weeks 30-32 and their children are recruited into PEPPI-offspring study.

FERPPI: FERPPI study investigates the possible connection between placental insufficiency and iron deficiency with or without anemia in both pregnant women and their children after birth.

Study Type

Observational

Enrollment (Estimated)

3000

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Contact

Study Contact Backup

Study Locations

      • Oulu, Finland, 90100
        • Recruiting
        • The wellbeing services county of North Ostrobothnia
        • Contact:
        • Contact:
        • Sub-Investigator:
          • Marja Ojaniemi, Assoc Prof
        • Sub-Investigator:
          • Liisa Laatio, PhD
        • Sub-Investigator:
          • Hilkka Nikkinen, PhD
        • Sub-Investigator:
          • Pekka Pinola, PhD
        • Sub-Investigator:
          • Tiina Kantomaa, MD

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

  • Child
  • Adult
  • Older Adult

Accepts Healthy Volunteers

Yes

Sampling Method

Non-Probability Sample

Study Population

All pregnant women eligible for the study will be invited to participate the study during their first visit to maternity care. Children born to these women and children's fathers will be asked to participate in the study at the labor hospital.

Description

Mothers

Inclusion Criteria for PEPPI-study

  • Pregnant (first trimester)
  • Understands Finnish
  • ≥18 years
  • Signed informed consent

Exclusion Criteria

  • Multiple pregnancy
  • Miscarriage/termination of the index pregnancy
  • No first trimester blood sampling

Inclusion Criteria for FERPPI-study

  • Participates in PEPPI-study (criteria above)
  • Blood samples at first and third trimester of pregnancy
  • Permits blood sampling from the umbilical cord when the baby is born

Exclusion Criteria

  • No first or third trimester blood sampling
  • No umbilical cord blood sample after baby is born

Fathers

Inclusion Criteria

  • Biological father to the child born for the mother who participated in PEPPI study
  • ≥18 years
  • Signed informed consent

Exclusion Criteria

• Does not understand Finnish

Children

Inclusion Criteria for PEPPI-study

  • Born to mother who participated in PEPPI study
  • Signed informed consent from parent(s)

Exclusion Criteria

• No consent from parent(s)

Inclusion Criteria for PEPPI-offspring study • Mother in risk-, control-, or PCOS group during PEPPI-study with ultrasound information at gestational weeks 30-32 or a mother who developed pre-eclampsia during the pregnancy regardless of their study group during PEPPI-study

Exclusion Criteria

• Mother/father declines participation

Inclusion Criteria for FERPPI-study

  • Signed informed consent from parent(s)
  • Mother has blood samples taken at first and third trimester (iron status)
  • Child has blood samples taken at birth and at 3 months of age

Exclusion Criteria

  • No consent from parent(s)
  • No blood samples from mother
  • No blood samples from child

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

Cohorts and Interventions

Group / Cohort
Intervention / Treatment
Pre-eclampsia risk group
Approximately 300 women will be enrolled into a risk group according to a pre-eclampsia risk calculator.
Pregnant women will be devided into risk-, control- and PCOS groups according to first trimester screening program.
PCOS group
Women enrolled into study who fulfill ≥2 Rotterdam criteria. Women with PCOS may be included in risk- or control groups.
Pregnant women will be devided into risk-, control- and PCOS groups according to first trimester screening program.
Control group
Approximately 300 women in low risk for pre-eclampsia according to a pre-eclampsia risk calculator.
Pregnant women will be devided into risk-, control- and PCOS groups according to first trimester screening program.
Follow up group
Approximately 2100 women who are not enrolled into risk-, control- or PCOS groups.
Pregnant women will be devided into risk-, control- and PCOS groups according to first trimester screening program.
Children
Mothers and fathers will be asked for permission to follow the child's health information from national registers until the age of 15 years. Approximately 300 children will be recruited to PEPPI-offspring follow up study (including also PCOS offspring).
Fathers
The role of fathers in the development of pregnancy complications and on the health of the offspring.

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Composite of Pregnancy-associated Hypertension and Serious Adverse Outcomes in the Mother or Fetus or Neonate
Time Frame: 20 weeks through discharge following delivery
Severe hypertension (blood pressure [BP]≥ 160/110) or mild hypertension (BP≥140/90) ≥ 20 weeks gestation in conjunction with one of the following: elevated liver enzymes, thrombocytopenia, elevated serum creatinine levels, eclamptic seizure, an indicated preterm birth before 32 weeks of gestation owing to hypertension-related disorders, a fetus that was small for gestational age (SGA, below 3rd percentile) adjusted for sex and race or ethnic group, fetal death after 20 weeks of gestation, or neonatal death
20 weeks through discharge following delivery
Severe Hypertension
Time Frame: 20 weeks through discharge following delivery
Women who had severe hypertension only and those who had severe hypertension with elevated liver enzyme levels, thrombocytopenia, elevated serum creatinine levels, eclamptic seizure, medically indicated preterm birth, fetal-growth restriction, or fetal death after 20 weeks of gestation, or neonatal death.
20 weeks through discharge following delivery
Severe or Mild Pregnancy-associated Hypertension With Elevated Liver Enzyme Levels
Time Frame: 20 weeks through discharge following delivery
Elevated liver enzyme levels are specified as an aspartate aminotransferase level of ≥ 100 U/l. Women who met more than one component of the primary outcome are counted for each component. Therefore, the number of women for all individual components combined is greater than the number of women with the primary outcome.
20 weeks through discharge following delivery
Severe or Mild Pregnancy-associated Hypertension With Thrombocytopenia
Time Frame: 20 weeks through discharge following delivery
Thrombocytopenia defined as a platelet count of <100 × 109/l. Women who meet more than one component of the primary outcome are counted for each component. Therefore, the number of women for all individual components combined is greater than the number of women with the primary outcome.
20 weeks through discharge following delivery
Severe or Mild Pregnancy-associated Hypertension With an Elevated Serum Creatinine Level
Time Frame: 20 weeks through discharge following delivery
Elevated serum creatinine defined as ≥90 µmol/l. Women who meet more than one component of the primary outcome are counted for each component. Therefore, the number of women for all individual components combined is greater than the number of women with the primary outcome.
20 weeks through discharge following delivery
Severe or Mild Pregnancy-associated Hypertension With an Eclamptic Seizure
Time Frame: 20 weeks through discharge following delivery
Women who meet more than one component of the primary outcome are counted for each component. Therefore, the number of women for all individual components combined is greater than the number of women with the primary outcome.
20 weeks through discharge following delivery
Severe or Mild Pregnancy-associated Hypertension With an Indicated Preterm Birth Before 32-34-37 Weeks of Gestation Owing to Hypertension-related Disorders
Time Frame: 20 weeks through discharge following delivery
Women who meet more than one component of the primary outcome are counted for each component. Therefore, the number of women for all individual components combined is greater than the number of women with the primary outcome.
20 weeks through discharge following delivery
Severe or Mild Pregnancy-associated Hypertension With a Fetus That Was Small for Gestational Age (Below the - 2 SD) Adjusted for Sex and Race or Ethnic Group
Time Frame: 20 weeks through discharge following delivery
Women who meet more than one component of the primary outcome are counted for each component. Therefore, the number of women for all individual components combined is greater than the number of women with the primary outcome.
20 weeks through discharge following delivery
Severe or Mild Pregnancy-associated Hypertension With a Fetal Death After 20 Weeks of Gestation or Neonatal Death
Time Frame: 20 weeks through discharge or prior to discharge following delivery admission
Women who meet more than one component of the primary outcome are counted for each component. Therefore, the number of women for all individual components combined is greater than the number of women with the primary outcome.
20 weeks through discharge or prior to discharge following delivery admission
Prevalence of high pre-eclampsia risk score in women with PCOS compared to non-PCOS women
Time Frame: at 13 gestational weeks
Pre-eclampsia risk score is calculated with LifeCycle risk calculation program and a risk of 1:100 or higher is considered as high risk for pre-eclampsia.
at 13 gestational weeks
11. All the above mentioned outcomes (1-10) in PCOS group compared to non-PCOS group.
Time Frame: 13 gestational weeks through discharge following delivery
As described above.
13 gestational weeks through discharge following delivery
The height of the child during the first year of life.
Time Frame: At 0, 3 and 6-12 months of age
Measurement of height (cm)
At 0, 3 and 6-12 months of age
The weight of the child during the first year of life.
Time Frame: At 0, 3 and 6-12 months of age
Measurement of weight (g, kg)
At 0, 3 and 6-12 months of age
The body mass index (BMI) of the child during the first year of life.
Time Frame: At 0, 3 and 6-12 months of age
Measurements of height (cm) and weight (kg) combined as BMI (kg/m2)
At 0, 3 and 6-12 months of age
Basic blood count
Time Frame: At 0, 3 and 6-12 months of age
B-Hb, B-Leuk, B-Hkr, B-Eryt, E-MCV, E-RDW, E-MCH, E-MCHC, B-Trom
At 0, 3 and 6-12 months of age
Ferritin
Time Frame: At 0, 3 and 6-12 months of age
At 0, 3 and 6-12 months of age
Hepcidin
Time Frame: At 0, 3 and 6-12 months of age
At 0, 3 and 6-12 months of age
Saturation of transferrin
Time Frame: At 0, 3 and 6-12 months of age
At 0, 3 and 6-12 months of age
Hypersensitive-C-reactive protein
Time Frame: At 0, 3 and 6-12 months of age
At 0, 3 and 6-12 months of age
Anti-mullerian hormone
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Cortisol
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Corticotropin
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Dehydroepiandrosterone
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Progesterone
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Inhibin-B
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Luteinizing hormone
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Follicle stimulating hormone
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Testosterone (boys)
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Estradioli (girls)
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Vitamin D
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Calcium
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Phosphate
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Alkaline phosphatase
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Parathyroid hormone
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Clinical examination of genitals
Time Frame: At 0, 3 and 6-12 months of age
Measurement of perineum with centimeters (cm)
At 0, 3 and 6-12 months of age
Clinical examination of mammary glands
Time Frame: At 3 and 6-12 months of age
Measurement with millimeters (mm)
At 3 and 6-12 months of age
Sebum measurement
Time Frame: At 3 and 6-12 months of age
Measurement is done with Sebumeter ®. The cassette is placed on the skin for a defined length of time and then returned to the aperture. The change in the amount of light transmission represents the sebum content of the tape, which is displayed in units from 0-350.
At 3 and 6-12 months of age
Heart auscultation with stethoscope.
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Ultrasound scan of the heart (echo)
Time Frame: At 3 and 6-12 months of age
At 3 and 6-12 months of age
Birth Weight
Time Frame: At birth
Grams
At birth
Small for Gestational Age
Time Frame: At birth
A baby whose birth weight is less than the - 2 standard deviations is considered to be small for gestational age (adjusted for sex and race or ethnic group)
At birth
Large for gestational age
Time Frame: At birth
A baby whose birth weight is more than the + 2 standard deviations is considered to be small for gestational age (adjusted for sex and race or ethnic group)
At birth
Admission to NICU
Time Frame: Delivery through discharge up to 18 weeks
NICU denotes neonatal intensive care unit.
Delivery through discharge up to 18 weeks
Apgar Score ≤3 at 5 Minutes
Time Frame: At birth
At birth
Fetal iron deficiency
Time Frame: At birth
Fetal iron deficiency defined by reticulocyte hemoglobin < 29 pg from umbilical cord blood collected at birth
At birth
Iron deficiency during third trimester of pregnancy
Time Frame: At 30-32 weeks of gestation
Iron deficiency defined as serum ferritin < 30 µg/l at gestational weeks 30-32 with or without anemia defined as Hb ≤ 110 g/l.
At 30-32 weeks of gestation
Severe iron deficiency during third trimester of pregnancy
Time Frame: At 30-32 weeks of gestation
Iron deficiency defined as serum ferritin < 15 µg/l at gestational weeks 30-32 with or without anemia defined as Hb ≤ 110 g/l.
At 30-32 weeks of gestation

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Pre-eclampsia (Mild, Severe, HELLP Syndrome, Eclampsia).
Time Frame: 20 weeks through discharge following delivery.
HELLP denotes hemolytic anemia, elevated liver enzymes, and low platelet count.
20 weeks through discharge following delivery.
Superimposed Pre-eclampsia (Mild, Severe, HELLP Syndrome, Eclampsia).
Time Frame: 20 weeks through discharge following delivery.
Women with Hypertension before pregnancy week 20. HELLP denotes hemolytic anemia, elevated liver enzymes, and low platelet count.
20 weeks through discharge following delivery.
Pregnancy Associated Hypertension.
Time Frame: 20 weeks through discharge following delivery.
Women with Hypertension after pregnancy week 20.
20 weeks through discharge following delivery.
Medically Indicated Delivery Because of Hypertension.
Time Frame: 20 weeks through discharge following delivery.
20 weeks through discharge following delivery.
Fetal Weight Estimation under 3rd percentile at gestational weeks 30-32 ultrasound scan.
Time Frame: 30-32 weeks.
30-32 weeks.
Abnormal uterine artery pulsatility index at gestational weeks 30-32 ultrasound scan
Time Frame: At 30-32 weeks.
According to calculator provided by Fetal Medicine Foundation (https://fetalmedicine.org/research/utpi).
At 30-32 weeks.
Aspartate Aminotransferase ≥100 U/Liter.
Time Frame: 20 weeks through discharge.
20 weeks through discharge.
Creatinine ≥90 µmol/l.
Time Frame: 20 weeks through discharge.
20 weeks through discharge.
Massive postpartum hemorrhage.
Time Frame: From delivery to 24 hours after child birth
Massive postpartum hemorrhage defined≥ 1000ml blood loss within 24 hours after child birth.
From delivery to 24 hours after child birth
Premature Rupture of Membranes.
Time Frame: From 22nd gestational week until delivery
If the water breaks before the 37th week of pregnancy, it is called preterm premature rupture of membranes (PPROM).
From 22nd gestational week until delivery
Placental Abruption.
Time Frame: From 22nd gestational week until delivery
Defined as the placenta separates from the inner wall of the uterus before birth.
From 22nd gestational week until delivery
Gestational Diabetes.
Time Frame: From gestation until delivery
Defined as abnormal glucose tolerance test during pregnancy (≥ 5.3 mmol/l (0 h), ≥ 10.0 mmol/l (1 h) and/or ≥ 8.6 mmol/l (2 h). Treatment either with diet or medicine (metformin and/or insulin therapy).
From gestation until delivery
Cesarean Delivery.
Time Frame: At Birth.
At Birth.
Vacuum Extraction Delivery.
Time Frame: At Birth.
At Birth.
Maternal Death.
Time Frame: During pregnancy or within 42 days after delivery
During pregnancy or within 42 days after delivery
Postpartum Pulmonary Edema.
Time Frame: Within 42 days after delivery
Within 42 days after delivery
Hematocrit ≤24% With Transfusion.
Time Frame: Within 42 days after delivery
Within 42 days after delivery
Maternal Hospital Stay.
Time Frame: Within 42 days after delivery
Duration of the time spend at the hospital after delivery (measured as days and weeks)
Within 42 days after delivery
Gestational Age at Delivery.
Time Frame: At Delivery.
At Delivery.
Perineal Lacerations.
Time Frame: At Birth.
Defined as first, second, third or fourth degree lacerations during birth.
At Birth.
Number of Visits to Maternity Health Care During Pregnancy.
Time Frame: From gestation until delivery, on average during 9 months
From gestation until delivery, on average during 9 months
Number of Visits at Tertiary Maternity Care Hospital.
Time Frame: From gestation until delivery, on average during 9 months
From gestation until delivery, on average during 9 months
Fetal Death.
Time Frame: From 22nd gestational week until delivery
From 22nd gestational week until delivery
Neonatal Death.
Time Frame: Birth until 4 weeks' of age
Birth until 4 weeks' of age
Respiratory Distress Syndrome.
Time Frame: Birth until 4 weeks' of age
Birth until 4 weeks' of age
Intraventricular Hemorrhage, Grade III or IV.
Time Frame: Birth until 4 weeks' of age
Birth until 4 weeks' of age
Neonatal sepsis.
Time Frame: Birth until 4 weeks' of age
Birth until 4 weeks' of age
Necrotizing Enterocolitis.
Time Frame: Birth until 4 weeks' of age
Birth until 4 weeks' of age
Retinopathy of Prematurity.
Time Frame: Birth until 4 weeks' of age
Birth until 4 weeks' of age
Neonatal Hospital Stay.
Time Frame: Birth until 18 weeks' of age
Birth until 18 weeks' of age
Umbilical artery pulsatility index
Time Frame: At 30-32 gestational weeks
Measured with Doppler ultrasound
At 30-32 gestational weeks
Mean cerebral artery pulsatility index
Time Frame: At 30-32 gestational weeks
Measured with Doppler ultrasound
At 30-32 gestational weeks
Ductus venousus pulsatility index
Time Frame: At 30-32 gestational weeks
Measured with Doppler ultrasound
At 30-32 gestational weeks
Fetal weight estimation
Time Frame: At 30-32 gestational weeks
Measured with ultrasound using fetal BPD, HC, AC and FL measurements (Hadlock)
At 30-32 gestational weeks
Amniotic fluid measurement
Time Frame: At 30-32 gestational weeks
Ultrasound measurements of maximum velocity pocket (cm) and amniotic fluid index (cm)
At 30-32 gestational weeks
Estimation of fetal movement during ultrasound scan
Time Frame: At 30-32 gestational weeks
Estimated as a whole with inspection of body movements, limb movements and breathing movement
At 30-32 gestational weeks
Apgar Score ≤7 at 5 minutes.
Time Frame: At birth.
At birth.
Blood transfusion.
Time Frame: From 22nd pregnancy week until four weeks after delivery
Defined as red blood cell transfusion received by patient (mother or child).
From 22nd pregnancy week until four weeks after delivery

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Investigators

  • Principal Investigator: Jaana Nevalainen, Assoc prof, The wellbeing services county of North Ostrobothnia

Publications and helpful links

The person responsible for entering information about the study voluntarily provides these publications. These may be about anything related to the study.

General Publications

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

February 15, 2022

Primary Completion (Estimated)

December 31, 2027

Study Completion (Estimated)

December 31, 2041

Study Registration Dates

First Submitted

November 28, 2022

First Submitted That Met QC Criteria

October 30, 2023

First Posted (Actual)

November 2, 2023

Study Record Updates

Last Update Posted (Actual)

August 5, 2025

Last Update Submitted That Met QC Criteria

July 31, 2025

Last Verified

July 1, 2025

More Information

Terms related to this study

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

YES

IPD Plan Description

Data will deposited into Oulu University Hospital's and Oulu University's data bank.

IPD Sharing Time Frame

Data is available on request 10 years from study completion

IPD Sharing Access Criteria

Data available according to policies of the Oulu University Hospital and Oulu University.

IPD Sharing Supporting Information Type

  • STUDY_PROTOCOL
  • SAP
  • ICF
  • CSR

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

product manufactured in and exported from the U.S.

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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