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Terhi T Piltonen, Maria Ohtamaa, Riikka K Arffman, Lotta Vuokila, Elisa Hurskainen, Minna Männikkö, Laura Huilaja, Suvi-Päivikki Sinikumpu, Tero Rautio, Katariina Kilpivaara, Jari Jokelainen, Eetu Kiviniemi, Pekka Pinola, Minna Törnävä, Elina Komsi, Marika H Kangasniemi, Maria Rajecki, Kaisu Luiro, Jenni Kinnunen, Susanna M Savukoski, Women’s Health Study (WENDY)—a protocol of a population-based study assessing gynecological and metabolic health in women in their mid-30s, American Journal of Epidemiology, Volume 194, Issue 3, March 2025, Pages 598–607, https://doi.org/10.1093/aje/kwae230
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Abstract
The Women’s Health Study (WENDY) was conducted to improve insights into women’s health and health burden. It provides a unique, comprehensive data source that can be broadly utilized to understand gynecological symptoms, diseases, and their relation to metabolic and overall health more deeply in a population-based setting. The study was conducted in Finland from May 2020 to October 2022. It included 1918 women (33-37 years old) who were born in northern Finland between July 1985 and December 1987. Data collection comprised one 3- to 4-hour study visit that included clinical measurements, biological samples, ultrasound examinations and an extensive questionnaire on gynecological and reproductive history, physical and mental health, quality of life, lifestyles, current life situations, health awareness, and opinions. The study also included a menstrual cycle follow-up and cognitive testing up to 3 months via a mobile application. Given that all participants’ data can be linked to all Finnish national registers, and the Northern Finland Birth Cohort participants’ data can be linked to the birth cohort data set collected from gestational week 24 onward, WENDY study forms one of the largest data sets worldwide to investigate gynecological and metabolic health burden in women.
Introduction
Several common gynecological conditions are poorly recognized in the health care system due to a lack of awareness, knowledge, and resources. Moreover, some women may be reluctant to report their symptoms due to social or cultural factors. Although many gynecological health impairments or diseases—such as heavy menstrual bleeding, polycystic ovary syndrome (PCOS), endometriosis, and vulvodynia—greatly affect quality of life (QoL),1-3 the delay between symptoms’ appearance and diagnosis or treatment is typically long.4-6 Moreover, metabolic derangements have become more prevalent in women, also affecting gynecological health and QoL.2,7-9 Fortunately, in recent years, public knowledge and the pressure to focus on female health issues have increased alongside health equity in many countries worldwide.10-14 Moreover, the pharmaceutical industry has become more aware of women’s gynecological and reproductive health issues, as well as such conditions’ financial implications, enabling the expansion and targeting of resources for this population.15
The Women’s Health Study (WENDY) was intended to comprehensively investigate women’s overall health while focusing on gynecological and metabolic health during fertile ages. Previously, several cohort studies have involved female participants, such as the Nurses’ Health Study (United States),16 the Australian Longitudinal Study on Women’s Health,17 the National Longitudinal Survey of Mature and Young Women (United States),18 and the Study of Women’s Health across the Nation (United States).19 However, to the best of our knowledge, no previous large studies based on female populations have focused specifically on gynecological issues, including the broad evaluation of metabolic factors, or allowed for register-data linkages on a great scale, from birth to the present.
WENDY data constitute the world’s largest data set targeting women’s reproductive and metabolic health. The data are available from the fetal stage onward and includes clinical measures, biological samples, and many questions and validated questionnaires evaluating physical and mental well-being, lifestyle, and opinions. In addition, the data may be linked to high-quality national Finnish registers.20 The WENDY data will be used comprehensively to investigate the prevalence of gynecological diseases and symptoms, as well as their association with overall health and well-being. The study was aimed to improve diagnostics and health awareness and aid in novel tool development.
Methods
Study population
The study focused on women in their mid-30s. WENDY’s main study population (population 1) was the participants in the prospective, population-based Northern Finland Birth Cohort 1986 (NFBC1986),21 which originally included 4567 women. The recruitment of NFBC1986 participants began in 1984, when all pregnant mothers living in Oulu and Lapland who were expected to deliver between July 1, 1985, and June 30, 1986, were invited to participate. This prospective birth cohort’s data have been comprehensively collected since their antenatal period at 24 gestational weeks, including at delivery, from 1 month to 6 years of age via child welfare clinics, and at the ages of 7 to 8, 15 to 16, and 33 to 35 years via NFBC1986 follow-up studies.21,22 The collected data include clinical examinations, biological samples, imaging studies, and questionnaires. Biological samples are available for patients’ 15- to 16-year-old and 33- to 35-year-old data. The gynecological health of the participating young women and their mothers was studied when the participants were 26 years old using a questionnaire. All living female participants of NFBC1986 with known addresses in Finland on January 1, 2020 (n = 4292) were invited to participate in WENDY at Oulu or Helsinki sites between 2020 and 2022. During WENDY’s trial, these women were 33 to 37 years old. Of the invited women, 1544 (36%) participated in the WENDY trial.
Additionally, 1112 randomly selected women who had been born in the same area up to 1.5 years after the last birth in the NFBC1986 cohort (August 1, 1986, to December 31, 1987) and who lived within 100 km of Oulu were also invited to participate in WENDY. Of these 1112 women, 374 (34%) participated (population 2). During the WENDY trial, these women were 34 to 36 years old.
Total population. In total, 1918 women aged 33 to 37 years participated in WENDY. Of these women, 1879 (98%) permitted their data to be linked to the national registers.6 Moreover, 1544 (81%) of WENDY’s participants were participants of NFBC1986, which also enabled the linkage of the WENDY and NFBC1986 data sets. The WENDY participants’ basal demographics are presented in Table 1. The cumulative number of women who participated in the WENDY study by month is shown in Figure 1. Figure 2 presents a flowchart depicting the study’s population.
. | Population 1 . | Population 2 . | Total population . |
---|---|---|---|
. | n = 1544 . | n = 374 . | n = 1918 . |
Age, mean (SD), ya | 35.3 (0.6) | 35.3 (0.4) | 35.3 (0.6) |
Body mass index, mean (SD) | 25.9 (5.5) | 26.5 (5.6) | 26.0 (5.5) |
Education, n (%) | |||
Basic or less | 9 (0.6) | 6 (1.6) | 15 (0.8) |
Secondary | 455 (29.5) | 122 (32.6) | 577 (30.1) |
Tertiary | 1079 (69.9) | 246 (65.8) | 1325 (69.1) |
Ethnicity, n (%) | |||
Caucasian | 1503 (97.3) | 369 (98.7) | 1872 (97.6) |
Sami | 40 (2.6) | 3 (0.8) | 43 (2.2) |
Other | 1 (0.1) | 2 (0.5) | 3 (0.2) |
Smoking, n (%) | |||
Never | 763 (49.4) | 176 (47.1) | 939 (49.0) |
No, previously yes | 546 (35.4) | 133 (35.6) | 679 (35.4) |
Yes, less than daily | 110 (7.1) | 27 (7.2) | 137 (7.1) |
Yes, daily | 125 (8.1) | 38 (10.2) | 163 (8.5) |
Current contraceptive method, n (%) | |||
Hormonal | 546 (35.4) | 134 (35.8) | 680 (35.5) |
Nonhormonal | 592 (38.3) | 157 (42.2) | 749 (39.1) |
Other | 220 (14.2) | 41 (11.0) | 261 (13.6) |
No contraception | 341 (22.1) | 70 (18.7) | 411 (21.4) |
Parity, n (%) | |||
Nulliparous women | 463 (30.0) | 76 (20.3) | 539 (28.1) |
Parous women | 1081 (70.0) | 298 (79.7) | 1379 (71.9) |
. | Population 1 . | Population 2 . | Total population . |
---|---|---|---|
. | n = 1544 . | n = 374 . | n = 1918 . |
Age, mean (SD), ya | 35.3 (0.6) | 35.3 (0.4) | 35.3 (0.6) |
Body mass index, mean (SD) | 25.9 (5.5) | 26.5 (5.6) | 26.0 (5.5) |
Education, n (%) | |||
Basic or less | 9 (0.6) | 6 (1.6) | 15 (0.8) |
Secondary | 455 (29.5) | 122 (32.6) | 577 (30.1) |
Tertiary | 1079 (69.9) | 246 (65.8) | 1325 (69.1) |
Ethnicity, n (%) | |||
Caucasian | 1503 (97.3) | 369 (98.7) | 1872 (97.6) |
Sami | 40 (2.6) | 3 (0.8) | 43 (2.2) |
Other | 1 (0.1) | 2 (0.5) | 3 (0.2) |
Smoking, n (%) | |||
Never | 763 (49.4) | 176 (47.1) | 939 (49.0) |
No, previously yes | 546 (35.4) | 133 (35.6) | 679 (35.4) |
Yes, less than daily | 110 (7.1) | 27 (7.2) | 137 (7.1) |
Yes, daily | 125 (8.1) | 38 (10.2) | 163 (8.5) |
Current contraceptive method, n (%) | |||
Hormonal | 546 (35.4) | 134 (35.8) | 680 (35.5) |
Nonhormonal | 592 (38.3) | 157 (42.2) | 749 (39.1) |
Other | 220 (14.2) | 41 (11.0) | 261 (13.6) |
No contraception | 341 (22.1) | 70 (18.7) | 411 (21.4) |
Parity, n (%) | |||
Nulliparous women | 463 (30.0) | 76 (20.3) | 539 (28.1) |
Parous women | 1081 (70.0) | 298 (79.7) | 1379 (71.9) |
aAt the data collection in 2020-2022.
. | Population 1 . | Population 2 . | Total population . |
---|---|---|---|
. | n = 1544 . | n = 374 . | n = 1918 . |
Age, mean (SD), ya | 35.3 (0.6) | 35.3 (0.4) | 35.3 (0.6) |
Body mass index, mean (SD) | 25.9 (5.5) | 26.5 (5.6) | 26.0 (5.5) |
Education, n (%) | |||
Basic or less | 9 (0.6) | 6 (1.6) | 15 (0.8) |
Secondary | 455 (29.5) | 122 (32.6) | 577 (30.1) |
Tertiary | 1079 (69.9) | 246 (65.8) | 1325 (69.1) |
Ethnicity, n (%) | |||
Caucasian | 1503 (97.3) | 369 (98.7) | 1872 (97.6) |
Sami | 40 (2.6) | 3 (0.8) | 43 (2.2) |
Other | 1 (0.1) | 2 (0.5) | 3 (0.2) |
Smoking, n (%) | |||
Never | 763 (49.4) | 176 (47.1) | 939 (49.0) |
No, previously yes | 546 (35.4) | 133 (35.6) | 679 (35.4) |
Yes, less than daily | 110 (7.1) | 27 (7.2) | 137 (7.1) |
Yes, daily | 125 (8.1) | 38 (10.2) | 163 (8.5) |
Current contraceptive method, n (%) | |||
Hormonal | 546 (35.4) | 134 (35.8) | 680 (35.5) |
Nonhormonal | 592 (38.3) | 157 (42.2) | 749 (39.1) |
Other | 220 (14.2) | 41 (11.0) | 261 (13.6) |
No contraception | 341 (22.1) | 70 (18.7) | 411 (21.4) |
Parity, n (%) | |||
Nulliparous women | 463 (30.0) | 76 (20.3) | 539 (28.1) |
Parous women | 1081 (70.0) | 298 (79.7) | 1379 (71.9) |
. | Population 1 . | Population 2 . | Total population . |
---|---|---|---|
. | n = 1544 . | n = 374 . | n = 1918 . |
Age, mean (SD), ya | 35.3 (0.6) | 35.3 (0.4) | 35.3 (0.6) |
Body mass index, mean (SD) | 25.9 (5.5) | 26.5 (5.6) | 26.0 (5.5) |
Education, n (%) | |||
Basic or less | 9 (0.6) | 6 (1.6) | 15 (0.8) |
Secondary | 455 (29.5) | 122 (32.6) | 577 (30.1) |
Tertiary | 1079 (69.9) | 246 (65.8) | 1325 (69.1) |
Ethnicity, n (%) | |||
Caucasian | 1503 (97.3) | 369 (98.7) | 1872 (97.6) |
Sami | 40 (2.6) | 3 (0.8) | 43 (2.2) |
Other | 1 (0.1) | 2 (0.5) | 3 (0.2) |
Smoking, n (%) | |||
Never | 763 (49.4) | 176 (47.1) | 939 (49.0) |
No, previously yes | 546 (35.4) | 133 (35.6) | 679 (35.4) |
Yes, less than daily | 110 (7.1) | 27 (7.2) | 137 (7.1) |
Yes, daily | 125 (8.1) | 38 (10.2) | 163 (8.5) |
Current contraceptive method, n (%) | |||
Hormonal | 546 (35.4) | 134 (35.8) | 680 (35.5) |
Nonhormonal | 592 (38.3) | 157 (42.2) | 749 (39.1) |
Other | 220 (14.2) | 41 (11.0) | 261 (13.6) |
No contraception | 341 (22.1) | 70 (18.7) | 411 (21.4) |
Parity, n (%) | |||
Nulliparous women | 463 (30.0) | 76 (20.3) | 539 (28.1) |
Parous women | 1081 (70.0) | 298 (79.7) | 1379 (71.9) |
aAt the data collection in 2020-2022.


Data storage
During data collection, all data were entered into the secure REDCap (Research Electronic Data Capture) web platform, except the results of the laboratory measurements, photographs, and ultrasound images, which were stored on the University of Oulu’s secure servers. All other data were stored in the Oulu University Hospital’s secure data storage. Data collection was fully electronic except for participants’ consent forms, which were stored in the University of Oulu’s file storage. After the study’s completion, all data were transferred to and stored in the University of Oulu’s secure data storage and merged with the core NFBC data set. All biological samples were stored at −80°C in the NFBC’s core sample storage at the University of Oulu. Each participant was assigned a unique code, which was used in the study’s data and sample storage, and the data forms did not include any personal identifiers.
Data collected
Invitations
All living NFBC1986 participants who were assigned female at birth with known addresses in Finland (n = 4292) were invited to the clinical study visit at either an Oulu or a Helsinki site, depending on their residence on January 1, 2020. These appointments were arranged in Oulu for May 2020 to October 2022 and in Helsinki for September 2020 to June 2021. The first study invitations were sent via mail to addresses obtained from the Digital and Population Data Services Agency. Additionally, 1 to 2 reminder letters were sent if no response to previous invitations was obtained. One reminder letter was sent to 3001 (70%) prospective participants, and 2 reminder letters were sent to 2449 (57%). When WENDY began, a 33- to 35-year follow-up study was ongoing of all NFBC1986 participants’ overall health and working ability, and WENDY advertisements were distributed to all participating women. The study was also advertised through social media, national newspapers, and advertisements around the Oulu and Helsinki areas. Occasional invitations were sent by telephone—for example, when a participant canceled her appointment without making a new reservation. Women in population 2 (n = 1112) were invited to the Oulu study site via 1 posted letter each.
The study’s invitation letters included information on WENDY’s purpose and study visits’ practicalities. For pregnant women, it was stated that the study visits should occur no earlier than 6 months after delivery. Invitees also received information about the examinations that would be performed during the study visits, data collection, and data storage. They were also asked to consent to an exchange of data and biological samples between Finland and other countries for scientific research purposes. Separate consent was also solicited to provide genetic data and possibly participate in daily cognitive testing (by Cambridge Cognition Ltd) or menstrual cycle tracking for the next 3 months.
The participants were practically instructed to fast for 12 hours before their study visits since some blood parameters, body composition measurements (Inbody), and liver transient elastography (FibroScan) required fasting. Participants were also informed not to wear any makeup or jewelry to allow for body composition measurements and skin evaluations. The letters listed which data participants would be provided at or after their study visits (Table 2). A questionnaire regarding general health, medical history (especially gynecological and obstetric history and symptoms, as well as the dates of 3 last menstruations), and lifestyles was attached for participants to fill out before their study visits to facilitate their interviews with the study’s nurses.
Data provided to each WENDY study participant during and after their study visit.
Gynecological ultrasonography findings |
Abdominal ultrasonography: results of interrectus distance measurements |
Results of transient elastography of the liver |
Diastolic and systolic blood pressure |
Summary of the body composition measurements |
Weight, height, and body mass index |
Waist and hip circumferences |
Results of skin sebum measurement |
Moonaa application: menstrual cycle and related symptoms (access to self-reported data) |
Blood sampling resultsb |
Results of finger-test assessment of pelvic floor muscle strength |
Gynecological ultrasonography findings |
Abdominal ultrasonography: results of interrectus distance measurements |
Results of transient elastography of the liver |
Diastolic and systolic blood pressure |
Summary of the body composition measurements |
Weight, height, and body mass index |
Waist and hip circumferences |
Results of skin sebum measurement |
Moonaa application: menstrual cycle and related symptoms (access to self-reported data) |
Blood sampling resultsb |
Results of finger-test assessment of pelvic floor muscle strength |
bComplete blood count, ferritin, lipid profile, parameters evaluating liver and kidney function, and parameters evaluating glucose metabolism and high-sensitivity C-reactive protein.
Data provided to each WENDY study participant during and after their study visit.
Gynecological ultrasonography findings |
Abdominal ultrasonography: results of interrectus distance measurements |
Results of transient elastography of the liver |
Diastolic and systolic blood pressure |
Summary of the body composition measurements |
Weight, height, and body mass index |
Waist and hip circumferences |
Results of skin sebum measurement |
Moonaa application: menstrual cycle and related symptoms (access to self-reported data) |
Blood sampling resultsb |
Results of finger-test assessment of pelvic floor muscle strength |
Gynecological ultrasonography findings |
Abdominal ultrasonography: results of interrectus distance measurements |
Results of transient elastography of the liver |
Diastolic and systolic blood pressure |
Summary of the body composition measurements |
Weight, height, and body mass index |
Waist and hip circumferences |
Results of skin sebum measurement |
Moonaa application: menstrual cycle and related symptoms (access to self-reported data) |
Blood sampling resultsb |
Results of finger-test assessment of pelvic floor muscle strength |
bComplete blood count, ferritin, lipid profile, parameters evaluating liver and kidney function, and parameters evaluating glucose metabolism and high-sensitivity C-reactive protein.
The participants were instructed to book their study visits through the NFBC1986 Women’s Health Study webpage electronic calendar using a unique code attached to each participant’s invitation letter or by email or telephone. The study visits and parking (at Oulu) were free of charge. The population 1 participants received travel compensation of 50 euros for their study visits from October 2021 onward, which is in line with the Finnish legislation.
Study visits’ process
The study visits lasted, on average, 3 hours. They comprised clinical examinations, interviews, biological sampling, and a self-reported questionnaire. In Oulu, the onsite personnel comprised a doctor and 3 nurses or midwives vs 1 doctor and 2 nurses or midwives in Helsinki. The doctors were specialists or experienced trainees in obstetrics and gynecology. Throughout the study, 6 nurses or midwives and 5 doctors took part in data collection. All staff members obtained Good Clinical Practice certification23 before WENDY.
All women who attended the study visits signed an informed consent form. The study visits started with anthropometric and blood pressure measurements and blood sampling. Gynecological histories were recorded, and the gynecologist performed clinical examinations. Next, the participants received breakfast and completed an electronic questionnaire. At the end of the visits, the nurses or midwives performed interviews and short clinical examinations. Additionally, the participants completed a short feedback questionnaire before leaving.
Interviews
During the visits, the gynecologist’s interview discussed the participants’ gynecological histories. The nurses and midwives interviewed the participants using the questionnaires the participants had already completed with their invitation letters. The questionnaire’s topics are presented in Table 3.
Highest level of education |
Lifestyle (tobacco, snuff, alcohol use) |
Handedness |
Current chronic diseases |
History of cancer and cancer treatments |
Age at menarche |
Natural menstrual cycle history (beginning dates of the 3 last menstrual cycles) |
Use of different contraceptive methods (current and past) |
Pregnancies (deliveries, stillbirths, miscarriages, pregnancy terminations, extrauterine pregnancies) |
Current status of breastfeeding |
Infertility evaluations and possible treatments |
Gynecological diseasesa |
Gynecological and abdominal operations |
Familiarity with different women’s health issues or conditionsb |
Symptoms that might correlate with rectus diastasis |
Bothersome hair growth (hirsutism) and hair loss; skin hair removal habits |
36-Item Short Form Survey (SF-36)32,33 |
Experiences with and opinions about the COVID-19 pandemic |
Stunkard’s Figure Rating Scale (FRS; self-assessment and ideal body image)34,35 |
Body Image Concern Inventory (BICI)36 |
Female Sexual Function Index (FSFI; with questions from 6- and 9-item versions of the FSFI questionnaires)37-39 |
Women’s Health Questionnaire (WHQ)40 |
Evaluation of vulvar pain–related symptoms |
Desire for pregnancy |
Evaluation of factors affecting the desire for pregnancy |
History and experiences with breastfeeding |
Experiences and opinions concerning menstruation |
Evaluation of sleeping disorders |
Evaluation of heavy menstrual bleeding |
Bleeding assessment tool41 |
Evaluation of endometriosis-related symptoms |
Awareness of several important facts related to female reproductive health |
Evaluation of sex life–related issues and factors that affect sexual well-being |
The self-rated control of pelvic floor muscles and their training habits |
Highest level of education |
Lifestyle (tobacco, snuff, alcohol use) |
Handedness |
Current chronic diseases |
History of cancer and cancer treatments |
Age at menarche |
Natural menstrual cycle history (beginning dates of the 3 last menstrual cycles) |
Use of different contraceptive methods (current and past) |
Pregnancies (deliveries, stillbirths, miscarriages, pregnancy terminations, extrauterine pregnancies) |
Current status of breastfeeding |
Infertility evaluations and possible treatments |
Gynecological diseasesa |
Gynecological and abdominal operations |
Familiarity with different women’s health issues or conditionsb |
Symptoms that might correlate with rectus diastasis |
Bothersome hair growth (hirsutism) and hair loss; skin hair removal habits |
36-Item Short Form Survey (SF-36)32,33 |
Experiences with and opinions about the COVID-19 pandemic |
Stunkard’s Figure Rating Scale (FRS; self-assessment and ideal body image)34,35 |
Body Image Concern Inventory (BICI)36 |
Female Sexual Function Index (FSFI; with questions from 6- and 9-item versions of the FSFI questionnaires)37-39 |
Women’s Health Questionnaire (WHQ)40 |
Evaluation of vulvar pain–related symptoms |
Desire for pregnancy |
Evaluation of factors affecting the desire for pregnancy |
History and experiences with breastfeeding |
Experiences and opinions concerning menstruation |
Evaluation of sleeping disorders |
Evaluation of heavy menstrual bleeding |
Bleeding assessment tool41 |
Evaluation of endometriosis-related symptoms |
Awareness of several important facts related to female reproductive health |
Evaluation of sex life–related issues and factors that affect sexual well-being |
The self-rated control of pelvic floor muscles and their training habits |
aPolycystic ovarian syndrome or polycystic ovaries seen with ultrasound, endometriosis, vulvodynia, stress or urge incontinence, recurrent vaginal candidiasis or bacterial infections, genital herpes, condyloma, and recurrent urinary tract infections.
bPolycystic ovarian syndrome, endometriosis, vulvodynia, stress or urge incontinence, human papillomavirus, condyloma, abdominal rectus diastasis, and early menopause.
Highest level of education |
Lifestyle (tobacco, snuff, alcohol use) |
Handedness |
Current chronic diseases |
History of cancer and cancer treatments |
Age at menarche |
Natural menstrual cycle history (beginning dates of the 3 last menstrual cycles) |
Use of different contraceptive methods (current and past) |
Pregnancies (deliveries, stillbirths, miscarriages, pregnancy terminations, extrauterine pregnancies) |
Current status of breastfeeding |
Infertility evaluations and possible treatments |
Gynecological diseasesa |
Gynecological and abdominal operations |
Familiarity with different women’s health issues or conditionsb |
Symptoms that might correlate with rectus diastasis |
Bothersome hair growth (hirsutism) and hair loss; skin hair removal habits |
36-Item Short Form Survey (SF-36)32,33 |
Experiences with and opinions about the COVID-19 pandemic |
Stunkard’s Figure Rating Scale (FRS; self-assessment and ideal body image)34,35 |
Body Image Concern Inventory (BICI)36 |
Female Sexual Function Index (FSFI; with questions from 6- and 9-item versions of the FSFI questionnaires)37-39 |
Women’s Health Questionnaire (WHQ)40 |
Evaluation of vulvar pain–related symptoms |
Desire for pregnancy |
Evaluation of factors affecting the desire for pregnancy |
History and experiences with breastfeeding |
Experiences and opinions concerning menstruation |
Evaluation of sleeping disorders |
Evaluation of heavy menstrual bleeding |
Bleeding assessment tool41 |
Evaluation of endometriosis-related symptoms |
Awareness of several important facts related to female reproductive health |
Evaluation of sex life–related issues and factors that affect sexual well-being |
The self-rated control of pelvic floor muscles and their training habits |
Highest level of education |
Lifestyle (tobacco, snuff, alcohol use) |
Handedness |
Current chronic diseases |
History of cancer and cancer treatments |
Age at menarche |
Natural menstrual cycle history (beginning dates of the 3 last menstrual cycles) |
Use of different contraceptive methods (current and past) |
Pregnancies (deliveries, stillbirths, miscarriages, pregnancy terminations, extrauterine pregnancies) |
Current status of breastfeeding |
Infertility evaluations and possible treatments |
Gynecological diseasesa |
Gynecological and abdominal operations |
Familiarity with different women’s health issues or conditionsb |
Symptoms that might correlate with rectus diastasis |
Bothersome hair growth (hirsutism) and hair loss; skin hair removal habits |
36-Item Short Form Survey (SF-36)32,33 |
Experiences with and opinions about the COVID-19 pandemic |
Stunkard’s Figure Rating Scale (FRS; self-assessment and ideal body image)34,35 |
Body Image Concern Inventory (BICI)36 |
Female Sexual Function Index (FSFI; with questions from 6- and 9-item versions of the FSFI questionnaires)37-39 |
Women’s Health Questionnaire (WHQ)40 |
Evaluation of vulvar pain–related symptoms |
Desire for pregnancy |
Evaluation of factors affecting the desire for pregnancy |
History and experiences with breastfeeding |
Experiences and opinions concerning menstruation |
Evaluation of sleeping disorders |
Evaluation of heavy menstrual bleeding |
Bleeding assessment tool41 |
Evaluation of endometriosis-related symptoms |
Awareness of several important facts related to female reproductive health |
Evaluation of sex life–related issues and factors that affect sexual well-being |
The self-rated control of pelvic floor muscles and their training habits |
aPolycystic ovarian syndrome or polycystic ovaries seen with ultrasound, endometriosis, vulvodynia, stress or urge incontinence, recurrent vaginal candidiasis or bacterial infections, genital herpes, condyloma, and recurrent urinary tract infections.
bPolycystic ovarian syndrome, endometriosis, vulvodynia, stress or urge incontinence, human papillomavirus, condyloma, abdominal rectus diastasis, and early menopause.
Clinical examinations
The measurements obtained by the gynecologist, nurses, and midwives are presented in Table 4. Interrectus distance, anogenital distance, finger length, and breast measurements are visualized in Figure 3.
Measurement . | No. of repeated measurements . | Unit . | Additional information . | Measurement instrument . | No. (%) of study participants measured . |
---|---|---|---|---|---|
Weight | 1 | kg | Bioelectrical impedance analyzer | 1915 (99.8) | |
Height | 2 | cm | Measuring tape | 1917 (99.9) | |
Blood pressure (systolic and diastolic) | 3 | mm Hg | Omron 10 blood pressure monitor | Automated oscillometric blood pressure device | 1915 (99.8) |
Neck circumference | 2 | cm | Measuring tape | 1657 (86.4) | |
Hip circumference | 1 | cm | Measuring tape | 1912 (99.7) | |
Waist circumference | 1 | cm | Measuring tape | 1915 (99.8) | |
Body composition | 1 | Various units | InBody 720 | Bioelectrical impedance analyzer | 1913 (99.7) |
Interrectus distance measurements42,43 | cm | Samsung HS60 | Abdominal ultrasound, linear transducer | ||
Xiphoideum | 1 | 1914 (99.8) | |||
4.5 cm above the umbilicus | 1 | cm | 1387 (72.3) | ||
3 cm above the umbilicus | 1 | cm | 1912 (99.7) | ||
At the umbilicus level | 1 | cm | 1380 (28.1) | ||
2 cm below the umbilicus | 1 | cm | 1913 (99.7) | ||
4.5 cm below the umbilicus | 1 | cm | 1388 (72.4) | ||
The widest interrectus distance, if not in the previous areas | 1 | cm | 852 (44.4) | ||
Evaluation of liver steatosis and fibrosis | 10 | kPa/dB/m | Probes M and XL in use | Transient elastography (FibroScan 430 mini+ | 1903 (99.2) |
Intercostal ultrasound clip of the liver and right kidney | 1 | Abdominal ultrasound (curvilinear transducer) | 1913 (99.7) | ||
Anogenital distances | 2 | mm | Two different measurements: anus to clitoris, anus to posterior fourchette | Digital vernier caliper | 1910 (99.6) |
The strength of the pelvic floor muscles24,25 | 3 | 24,25 | Best of the 3 contractions | Vaginal palpation | 1043 (54.4) |
Gynecological ultrasonography | Samsung HS60 | ||||
Uterus | |||||
Corpus | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Anterior wall thickness | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Posterior wall thickness | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Endometrium | 3 | cm | Vaginal ultrasound | 1906 (99.4) | |
3D clip | 1 | Vaginal ultrasound | 1906 (99.4) | ||
Ovaries | Both ovaries measured | Vaginal ultrasound | 1866 (97.3) | ||
Length, width, height | 1 | cm | Vaginal ultrasound | 1866 (97.3) | |
Volume | 1 | cm3 | Vaginal ultrasound | 1866 (97.3) | |
Antral follicle count | 1 | Counted by the gynecologist | Vaginal ultrasound | 1874 (97.7) | |
3D clips and assessment of dominant follicle, corpus luteum, and other ovarian findings | 1 | Ovarian cyst (>25 mm), endometrioma, dermoid, hemorrhagic cyst, paraovarian cyst, myoma, adenomyosis, endometrial polyp, sacto, fluid in fossa Douglas, other specified or specified finding | Vaginal ultrasound | 1899 (99.0) | |
Breast measurements | 1 | cm | The right breast was measured; Figure 3 | Measuring tape | 1583 (82.5) |
Length of the II, III, IV fingers | 2 | cm | The right-hand fingers were measured; Figure 3 | Digital vernier caliper | 1913 (99.7) |
Skin sebum measurement | 2 | Sebumeter value | Sebumeter SM 815 display device (MDD4) (Enviroderm Services) Measurements from both sides of the forehead | Sebum-sensitive film | 1543 (80.4) |
Grip strength | 3 | Both hands | Saehan (MVS in Motion) hydraulic hand dynamometer | 1905 (99.3) | |
Skin photographs (face) | 1 | Digital camera | 1867 (97.3) | ||
Skin photographs (back) | 1 | Digital camera | 1880 (98.0) | ||
Breast photographs | 1 | Digital camera | 1376 (71.7) | ||
Ferriman-Gallway rating | 1 | Clinical estimation by the gynecologist | 1917 (99.9) | ||
Vaginal swab | 1 | Vaginal microbiota evaluation | 1917 (99.9) | ||
Blood samples | 1 | Table 5 | 1764 (92.1) |
Measurement . | No. of repeated measurements . | Unit . | Additional information . | Measurement instrument . | No. (%) of study participants measured . |
---|---|---|---|---|---|
Weight | 1 | kg | Bioelectrical impedance analyzer | 1915 (99.8) | |
Height | 2 | cm | Measuring tape | 1917 (99.9) | |
Blood pressure (systolic and diastolic) | 3 | mm Hg | Omron 10 blood pressure monitor | Automated oscillometric blood pressure device | 1915 (99.8) |
Neck circumference | 2 | cm | Measuring tape | 1657 (86.4) | |
Hip circumference | 1 | cm | Measuring tape | 1912 (99.7) | |
Waist circumference | 1 | cm | Measuring tape | 1915 (99.8) | |
Body composition | 1 | Various units | InBody 720 | Bioelectrical impedance analyzer | 1913 (99.7) |
Interrectus distance measurements42,43 | cm | Samsung HS60 | Abdominal ultrasound, linear transducer | ||
Xiphoideum | 1 | 1914 (99.8) | |||
4.5 cm above the umbilicus | 1 | cm | 1387 (72.3) | ||
3 cm above the umbilicus | 1 | cm | 1912 (99.7) | ||
At the umbilicus level | 1 | cm | 1380 (28.1) | ||
2 cm below the umbilicus | 1 | cm | 1913 (99.7) | ||
4.5 cm below the umbilicus | 1 | cm | 1388 (72.4) | ||
The widest interrectus distance, if not in the previous areas | 1 | cm | 852 (44.4) | ||
Evaluation of liver steatosis and fibrosis | 10 | kPa/dB/m | Probes M and XL in use | Transient elastography (FibroScan 430 mini+ | 1903 (99.2) |
Intercostal ultrasound clip of the liver and right kidney | 1 | Abdominal ultrasound (curvilinear transducer) | 1913 (99.7) | ||
Anogenital distances | 2 | mm | Two different measurements: anus to clitoris, anus to posterior fourchette | Digital vernier caliper | 1910 (99.6) |
The strength of the pelvic floor muscles24,25 | 3 | 24,25 | Best of the 3 contractions | Vaginal palpation | 1043 (54.4) |
Gynecological ultrasonography | Samsung HS60 | ||||
Uterus | |||||
Corpus | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Anterior wall thickness | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Posterior wall thickness | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Endometrium | 3 | cm | Vaginal ultrasound | 1906 (99.4) | |
3D clip | 1 | Vaginal ultrasound | 1906 (99.4) | ||
Ovaries | Both ovaries measured | Vaginal ultrasound | 1866 (97.3) | ||
Length, width, height | 1 | cm | Vaginal ultrasound | 1866 (97.3) | |
Volume | 1 | cm3 | Vaginal ultrasound | 1866 (97.3) | |
Antral follicle count | 1 | Counted by the gynecologist | Vaginal ultrasound | 1874 (97.7) | |
3D clips and assessment of dominant follicle, corpus luteum, and other ovarian findings | 1 | Ovarian cyst (>25 mm), endometrioma, dermoid, hemorrhagic cyst, paraovarian cyst, myoma, adenomyosis, endometrial polyp, sacto, fluid in fossa Douglas, other specified or specified finding | Vaginal ultrasound | 1899 (99.0) | |
Breast measurements | 1 | cm | The right breast was measured; Figure 3 | Measuring tape | 1583 (82.5) |
Length of the II, III, IV fingers | 2 | cm | The right-hand fingers were measured; Figure 3 | Digital vernier caliper | 1913 (99.7) |
Skin sebum measurement | 2 | Sebumeter value | Sebumeter SM 815 display device (MDD4) (Enviroderm Services) Measurements from both sides of the forehead | Sebum-sensitive film | 1543 (80.4) |
Grip strength | 3 | Both hands | Saehan (MVS in Motion) hydraulic hand dynamometer | 1905 (99.3) | |
Skin photographs (face) | 1 | Digital camera | 1867 (97.3) | ||
Skin photographs (back) | 1 | Digital camera | 1880 (98.0) | ||
Breast photographs | 1 | Digital camera | 1376 (71.7) | ||
Ferriman-Gallway rating | 1 | Clinical estimation by the gynecologist | 1917 (99.9) | ||
Vaginal swab | 1 | Vaginal microbiota evaluation | 1917 (99.9) | ||
Blood samples | 1 | Table 5 | 1764 (92.1) |
Measurement . | No. of repeated measurements . | Unit . | Additional information . | Measurement instrument . | No. (%) of study participants measured . |
---|---|---|---|---|---|
Weight | 1 | kg | Bioelectrical impedance analyzer | 1915 (99.8) | |
Height | 2 | cm | Measuring tape | 1917 (99.9) | |
Blood pressure (systolic and diastolic) | 3 | mm Hg | Omron 10 blood pressure monitor | Automated oscillometric blood pressure device | 1915 (99.8) |
Neck circumference | 2 | cm | Measuring tape | 1657 (86.4) | |
Hip circumference | 1 | cm | Measuring tape | 1912 (99.7) | |
Waist circumference | 1 | cm | Measuring tape | 1915 (99.8) | |
Body composition | 1 | Various units | InBody 720 | Bioelectrical impedance analyzer | 1913 (99.7) |
Interrectus distance measurements42,43 | cm | Samsung HS60 | Abdominal ultrasound, linear transducer | ||
Xiphoideum | 1 | 1914 (99.8) | |||
4.5 cm above the umbilicus | 1 | cm | 1387 (72.3) | ||
3 cm above the umbilicus | 1 | cm | 1912 (99.7) | ||
At the umbilicus level | 1 | cm | 1380 (28.1) | ||
2 cm below the umbilicus | 1 | cm | 1913 (99.7) | ||
4.5 cm below the umbilicus | 1 | cm | 1388 (72.4) | ||
The widest interrectus distance, if not in the previous areas | 1 | cm | 852 (44.4) | ||
Evaluation of liver steatosis and fibrosis | 10 | kPa/dB/m | Probes M and XL in use | Transient elastography (FibroScan 430 mini+ | 1903 (99.2) |
Intercostal ultrasound clip of the liver and right kidney | 1 | Abdominal ultrasound (curvilinear transducer) | 1913 (99.7) | ||
Anogenital distances | 2 | mm | Two different measurements: anus to clitoris, anus to posterior fourchette | Digital vernier caliper | 1910 (99.6) |
The strength of the pelvic floor muscles24,25 | 3 | 24,25 | Best of the 3 contractions | Vaginal palpation | 1043 (54.4) |
Gynecological ultrasonography | Samsung HS60 | ||||
Uterus | |||||
Corpus | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Anterior wall thickness | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Posterior wall thickness | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Endometrium | 3 | cm | Vaginal ultrasound | 1906 (99.4) | |
3D clip | 1 | Vaginal ultrasound | 1906 (99.4) | ||
Ovaries | Both ovaries measured | Vaginal ultrasound | 1866 (97.3) | ||
Length, width, height | 1 | cm | Vaginal ultrasound | 1866 (97.3) | |
Volume | 1 | cm3 | Vaginal ultrasound | 1866 (97.3) | |
Antral follicle count | 1 | Counted by the gynecologist | Vaginal ultrasound | 1874 (97.7) | |
3D clips and assessment of dominant follicle, corpus luteum, and other ovarian findings | 1 | Ovarian cyst (>25 mm), endometrioma, dermoid, hemorrhagic cyst, paraovarian cyst, myoma, adenomyosis, endometrial polyp, sacto, fluid in fossa Douglas, other specified or specified finding | Vaginal ultrasound | 1899 (99.0) | |
Breast measurements | 1 | cm | The right breast was measured; Figure 3 | Measuring tape | 1583 (82.5) |
Length of the II, III, IV fingers | 2 | cm | The right-hand fingers were measured; Figure 3 | Digital vernier caliper | 1913 (99.7) |
Skin sebum measurement | 2 | Sebumeter value | Sebumeter SM 815 display device (MDD4) (Enviroderm Services) Measurements from both sides of the forehead | Sebum-sensitive film | 1543 (80.4) |
Grip strength | 3 | Both hands | Saehan (MVS in Motion) hydraulic hand dynamometer | 1905 (99.3) | |
Skin photographs (face) | 1 | Digital camera | 1867 (97.3) | ||
Skin photographs (back) | 1 | Digital camera | 1880 (98.0) | ||
Breast photographs | 1 | Digital camera | 1376 (71.7) | ||
Ferriman-Gallway rating | 1 | Clinical estimation by the gynecologist | 1917 (99.9) | ||
Vaginal swab | 1 | Vaginal microbiota evaluation | 1917 (99.9) | ||
Blood samples | 1 | Table 5 | 1764 (92.1) |
Measurement . | No. of repeated measurements . | Unit . | Additional information . | Measurement instrument . | No. (%) of study participants measured . |
---|---|---|---|---|---|
Weight | 1 | kg | Bioelectrical impedance analyzer | 1915 (99.8) | |
Height | 2 | cm | Measuring tape | 1917 (99.9) | |
Blood pressure (systolic and diastolic) | 3 | mm Hg | Omron 10 blood pressure monitor | Automated oscillometric blood pressure device | 1915 (99.8) |
Neck circumference | 2 | cm | Measuring tape | 1657 (86.4) | |
Hip circumference | 1 | cm | Measuring tape | 1912 (99.7) | |
Waist circumference | 1 | cm | Measuring tape | 1915 (99.8) | |
Body composition | 1 | Various units | InBody 720 | Bioelectrical impedance analyzer | 1913 (99.7) |
Interrectus distance measurements42,43 | cm | Samsung HS60 | Abdominal ultrasound, linear transducer | ||
Xiphoideum | 1 | 1914 (99.8) | |||
4.5 cm above the umbilicus | 1 | cm | 1387 (72.3) | ||
3 cm above the umbilicus | 1 | cm | 1912 (99.7) | ||
At the umbilicus level | 1 | cm | 1380 (28.1) | ||
2 cm below the umbilicus | 1 | cm | 1913 (99.7) | ||
4.5 cm below the umbilicus | 1 | cm | 1388 (72.4) | ||
The widest interrectus distance, if not in the previous areas | 1 | cm | 852 (44.4) | ||
Evaluation of liver steatosis and fibrosis | 10 | kPa/dB/m | Probes M and XL in use | Transient elastography (FibroScan 430 mini+ | 1903 (99.2) |
Intercostal ultrasound clip of the liver and right kidney | 1 | Abdominal ultrasound (curvilinear transducer) | 1913 (99.7) | ||
Anogenital distances | 2 | mm | Two different measurements: anus to clitoris, anus to posterior fourchette | Digital vernier caliper | 1910 (99.6) |
The strength of the pelvic floor muscles24,25 | 3 | 24,25 | Best of the 3 contractions | Vaginal palpation | 1043 (54.4) |
Gynecological ultrasonography | Samsung HS60 | ||||
Uterus | |||||
Corpus | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Anterior wall thickness | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Posterior wall thickness | 1 | cm | Vaginal ultrasound | 1906 (99.4) | |
Endometrium | 3 | cm | Vaginal ultrasound | 1906 (99.4) | |
3D clip | 1 | Vaginal ultrasound | 1906 (99.4) | ||
Ovaries | Both ovaries measured | Vaginal ultrasound | 1866 (97.3) | ||
Length, width, height | 1 | cm | Vaginal ultrasound | 1866 (97.3) | |
Volume | 1 | cm3 | Vaginal ultrasound | 1866 (97.3) | |
Antral follicle count | 1 | Counted by the gynecologist | Vaginal ultrasound | 1874 (97.7) | |
3D clips and assessment of dominant follicle, corpus luteum, and other ovarian findings | 1 | Ovarian cyst (>25 mm), endometrioma, dermoid, hemorrhagic cyst, paraovarian cyst, myoma, adenomyosis, endometrial polyp, sacto, fluid in fossa Douglas, other specified or specified finding | Vaginal ultrasound | 1899 (99.0) | |
Breast measurements | 1 | cm | The right breast was measured; Figure 3 | Measuring tape | 1583 (82.5) |
Length of the II, III, IV fingers | 2 | cm | The right-hand fingers were measured; Figure 3 | Digital vernier caliper | 1913 (99.7) |
Skin sebum measurement | 2 | Sebumeter value | Sebumeter SM 815 display device (MDD4) (Enviroderm Services) Measurements from both sides of the forehead | Sebum-sensitive film | 1543 (80.4) |
Grip strength | 3 | Both hands | Saehan (MVS in Motion) hydraulic hand dynamometer | 1905 (99.3) | |
Skin photographs (face) | 1 | Digital camera | 1867 (97.3) | ||
Skin photographs (back) | 1 | Digital camera | 1880 (98.0) | ||
Breast photographs | 1 | Digital camera | 1376 (71.7) | ||
Ferriman-Gallway rating | 1 | Clinical estimation by the gynecologist | 1917 (99.9) | ||
Vaginal swab | 1 | Vaginal microbiota evaluation | 1917 (99.9) | ||
Blood samples | 1 | Table 5 | 1764 (92.1) |

Diastasis recti, anogenital distance, and finger and breast measurements in WENDY. The diastasis measurements were obtained from 6 different anatomic sites (A). Table 4 presents a more detailed description of the measurements. The anogenital distance was measured from 2 different sites (B). The lengths of 3 different fingers were measured (C). Breast measurements are shown in D and E. AC, anus to clitoris; AF, anus to posterior fourchette; MJ, mamille-jugulum distance.
The nurses and midwives measured weight, height, body composition, and finger length and photographed participants’ faces, backs, and breasts for later evaluation by an experienced dermatologist and plastic surgery team. The breast measurements were obtained primarily from the right side. In cases of significantly different sizes between breasts, the left breast was also measured. If a participant was currently breastfeeding, breast photographs and measurements were not taken.
The gynecologist’s clinical examinations obtained measurements of the interrectus distance from the rectus abdominis via transabdominal ultrasonography, intercostal ultrasound clips of the liver and kidney to evaluate liver fat content, and transient elastography (FibroScan) to evaluate liver steatosis and fibrosis. Transvaginal gynecological ultrasounds obtained uterine and ovarian assessment and measurements and examined the pelvis overall. Two vaginal swabs were taken. The strength of the pelvic floor muscles was assessed via digital palpation using the Oxford grading scale,24,25 and the anogenital distance and perineal height were measured via a digital vernier caliper (Figure 3). Clinical assessments of hirsutism were conducted using the Ferriman-Gallwey score.26,27 The gynecologist photographed participants’ thigh and groin areas in cases of hidradenitis.
Questionnaires
The participants answered a questionnaire, which included several validated questionnaires and additional questions, which are presented in Table 3, using a tablet. Their answers were recorded directly to REDCap.
Biological samples
The nurses and midwives took fasting blood samples, which were analyzed for the hormonal and metabolic parameters listed in Table 5. Participants’ serum and plasma samples and 2 vaginal swab samples were stored at −80°C.
Conducted biological sample analyses and stored biological samples of the WENDY study. All samples were taken after participants had fasted for at least 10 hours.
Sample name . | Abbreviation . | Sample type . | Measurement . |
---|---|---|---|
Alanine aminotransferase | ALAT | Plasma | Photometric, as recommended by IFCC |
Albumin | ALB | Plasma | Photometric, bromocresol purple |
Alkaline phosphatase | AFOS | Plasma | Photometric, as recommended by IFCC |
Anti-Müllerian hormone | AMH | Serum | Electrochemiluminescence immunoassay |
Amylase | AMY | Plasma | Photometric, as recommended by IFCC |
Androstenedione | A4 | Serum | Electrochemiluminescence immunoassay |
Aspartate aminotransferase | ASAT | Plasma | Photometric, as recommended by IFCC |
Blood glycosylated hemoglobin | HbA1c | Whole blood | Photometric, enzymatic |
Cholesterol (HDL) | HDL-C | Plasma | Photometric, direct enzymatic |
Cholesterol (LDL) | LDL-C | Plasma | Photometric, direct enzymatic |
Cholesterol (total) | TC | Plasma | Photometric, enzymatic |
Complete blood count | CBC | Whole blood | Automatic cell counting |
C-peptide | C-PEP | Serum | Immunochemiluminometric |
Creatinine | CREA | Plasma | Photometric, enzymatic |
Ferritin | FER | Serum | Immunochemiluminometric |
Follicle-stimulating hormone | FSH | Serum | Immunochemiluminometric |
γ-Glutamyl transferase | GT | Plasma | Photometric, as recommended by IFCC |
Glucose | GLU | Plasma | Photometric, enzymatic |
High-sensitivity C-reactive protein | hs-CRP | Serum | Immunonephelometric |
Insulin | INS | Serum | Immunochemiluminometric |
Luteinizing hormone | LH | Serum | Immunochemiluminometric |
Prolactin | PRL | Serum | Electrochemiluminescence immunoassay |
Sex hormone–binding globulin | SHBG | Serum | Immunochemiluminometric |
Testosterone | T | Serum | Immunochemiluminometric |
Testosterone | T | Serum | Liquid chromatography/mass spectrometry |
Thyroid-stimulating hormone | TSH | Serum | Immunochemiluminometric |
Triglycerides | TRIGLY | Plasma | Photometric, enzymatic |
Uric acid | UA | Plasma | Photometric, enzymatic |
Stored biological samples | |||
Sample for DNA/RNA testing | Pax-gene | Plasma | N/A |
Vaginal swab | eSwab/liquid amies | Vaginal wall | N/A |
Sample name . | Abbreviation . | Sample type . | Measurement . |
---|---|---|---|
Alanine aminotransferase | ALAT | Plasma | Photometric, as recommended by IFCC |
Albumin | ALB | Plasma | Photometric, bromocresol purple |
Alkaline phosphatase | AFOS | Plasma | Photometric, as recommended by IFCC |
Anti-Müllerian hormone | AMH | Serum | Electrochemiluminescence immunoassay |
Amylase | AMY | Plasma | Photometric, as recommended by IFCC |
Androstenedione | A4 | Serum | Electrochemiluminescence immunoassay |
Aspartate aminotransferase | ASAT | Plasma | Photometric, as recommended by IFCC |
Blood glycosylated hemoglobin | HbA1c | Whole blood | Photometric, enzymatic |
Cholesterol (HDL) | HDL-C | Plasma | Photometric, direct enzymatic |
Cholesterol (LDL) | LDL-C | Plasma | Photometric, direct enzymatic |
Cholesterol (total) | TC | Plasma | Photometric, enzymatic |
Complete blood count | CBC | Whole blood | Automatic cell counting |
C-peptide | C-PEP | Serum | Immunochemiluminometric |
Creatinine | CREA | Plasma | Photometric, enzymatic |
Ferritin | FER | Serum | Immunochemiluminometric |
Follicle-stimulating hormone | FSH | Serum | Immunochemiluminometric |
γ-Glutamyl transferase | GT | Plasma | Photometric, as recommended by IFCC |
Glucose | GLU | Plasma | Photometric, enzymatic |
High-sensitivity C-reactive protein | hs-CRP | Serum | Immunonephelometric |
Insulin | INS | Serum | Immunochemiluminometric |
Luteinizing hormone | LH | Serum | Immunochemiluminometric |
Prolactin | PRL | Serum | Electrochemiluminescence immunoassay |
Sex hormone–binding globulin | SHBG | Serum | Immunochemiluminometric |
Testosterone | T | Serum | Immunochemiluminometric |
Testosterone | T | Serum | Liquid chromatography/mass spectrometry |
Thyroid-stimulating hormone | TSH | Serum | Immunochemiluminometric |
Triglycerides | TRIGLY | Plasma | Photometric, enzymatic |
Uric acid | UA | Plasma | Photometric, enzymatic |
Stored biological samples | |||
Sample for DNA/RNA testing | Pax-gene | Plasma | N/A |
Vaginal swab | eSwab/liquid amies | Vaginal wall | N/A |
Abbreviation: IFCC, International Federation of Clinical Chemistry.
Conducted biological sample analyses and stored biological samples of the WENDY study. All samples were taken after participants had fasted for at least 10 hours.
Sample name . | Abbreviation . | Sample type . | Measurement . |
---|---|---|---|
Alanine aminotransferase | ALAT | Plasma | Photometric, as recommended by IFCC |
Albumin | ALB | Plasma | Photometric, bromocresol purple |
Alkaline phosphatase | AFOS | Plasma | Photometric, as recommended by IFCC |
Anti-Müllerian hormone | AMH | Serum | Electrochemiluminescence immunoassay |
Amylase | AMY | Plasma | Photometric, as recommended by IFCC |
Androstenedione | A4 | Serum | Electrochemiluminescence immunoassay |
Aspartate aminotransferase | ASAT | Plasma | Photometric, as recommended by IFCC |
Blood glycosylated hemoglobin | HbA1c | Whole blood | Photometric, enzymatic |
Cholesterol (HDL) | HDL-C | Plasma | Photometric, direct enzymatic |
Cholesterol (LDL) | LDL-C | Plasma | Photometric, direct enzymatic |
Cholesterol (total) | TC | Plasma | Photometric, enzymatic |
Complete blood count | CBC | Whole blood | Automatic cell counting |
C-peptide | C-PEP | Serum | Immunochemiluminometric |
Creatinine | CREA | Plasma | Photometric, enzymatic |
Ferritin | FER | Serum | Immunochemiluminometric |
Follicle-stimulating hormone | FSH | Serum | Immunochemiluminometric |
γ-Glutamyl transferase | GT | Plasma | Photometric, as recommended by IFCC |
Glucose | GLU | Plasma | Photometric, enzymatic |
High-sensitivity C-reactive protein | hs-CRP | Serum | Immunonephelometric |
Insulin | INS | Serum | Immunochemiluminometric |
Luteinizing hormone | LH | Serum | Immunochemiluminometric |
Prolactin | PRL | Serum | Electrochemiluminescence immunoassay |
Sex hormone–binding globulin | SHBG | Serum | Immunochemiluminometric |
Testosterone | T | Serum | Immunochemiluminometric |
Testosterone | T | Serum | Liquid chromatography/mass spectrometry |
Thyroid-stimulating hormone | TSH | Serum | Immunochemiluminometric |
Triglycerides | TRIGLY | Plasma | Photometric, enzymatic |
Uric acid | UA | Plasma | Photometric, enzymatic |
Stored biological samples | |||
Sample for DNA/RNA testing | Pax-gene | Plasma | N/A |
Vaginal swab | eSwab/liquid amies | Vaginal wall | N/A |
Sample name . | Abbreviation . | Sample type . | Measurement . |
---|---|---|---|
Alanine aminotransferase | ALAT | Plasma | Photometric, as recommended by IFCC |
Albumin | ALB | Plasma | Photometric, bromocresol purple |
Alkaline phosphatase | AFOS | Plasma | Photometric, as recommended by IFCC |
Anti-Müllerian hormone | AMH | Serum | Electrochemiluminescence immunoassay |
Amylase | AMY | Plasma | Photometric, as recommended by IFCC |
Androstenedione | A4 | Serum | Electrochemiluminescence immunoassay |
Aspartate aminotransferase | ASAT | Plasma | Photometric, as recommended by IFCC |
Blood glycosylated hemoglobin | HbA1c | Whole blood | Photometric, enzymatic |
Cholesterol (HDL) | HDL-C | Plasma | Photometric, direct enzymatic |
Cholesterol (LDL) | LDL-C | Plasma | Photometric, direct enzymatic |
Cholesterol (total) | TC | Plasma | Photometric, enzymatic |
Complete blood count | CBC | Whole blood | Automatic cell counting |
C-peptide | C-PEP | Serum | Immunochemiluminometric |
Creatinine | CREA | Plasma | Photometric, enzymatic |
Ferritin | FER | Serum | Immunochemiluminometric |
Follicle-stimulating hormone | FSH | Serum | Immunochemiluminometric |
γ-Glutamyl transferase | GT | Plasma | Photometric, as recommended by IFCC |
Glucose | GLU | Plasma | Photometric, enzymatic |
High-sensitivity C-reactive protein | hs-CRP | Serum | Immunonephelometric |
Insulin | INS | Serum | Immunochemiluminometric |
Luteinizing hormone | LH | Serum | Immunochemiluminometric |
Prolactin | PRL | Serum | Electrochemiluminescence immunoassay |
Sex hormone–binding globulin | SHBG | Serum | Immunochemiluminometric |
Testosterone | T | Serum | Immunochemiluminometric |
Testosterone | T | Serum | Liquid chromatography/mass spectrometry |
Thyroid-stimulating hormone | TSH | Serum | Immunochemiluminometric |
Triglycerides | TRIGLY | Plasma | Photometric, enzymatic |
Uric acid | UA | Plasma | Photometric, enzymatic |
Stored biological samples | |||
Sample for DNA/RNA testing | Pax-gene | Plasma | N/A |
Vaginal swab | eSwab/liquid amies | Vaginal wall | N/A |
Abbreviation: IFCC, International Federation of Clinical Chemistry.
Menstrual cycle monitoring
The participants were offered opportunities to track their menstrual cycles after the study visits (dates of menstrual bleedings and ovulations, amount of bleeding), as well as different symptoms (pain and other discomforts, mood) related to their cycles, using the free Moona mobile application.28 The data collected via the application were downloaded and stored on the University of Oulu’s secure server.
Cognitive testing
Cognitive tests were planned and managed by Cambridge Cognition. This testing comprised 2 tests: the psychomotor vigilance task (PVT) and the emotional bias task (EBT). The PVT assessed how quickly participants reacted to stimuli, particularly touching a smartphone screen as soon as they saw a number. The EBT detected perceptual bias in facial emotion perception. Computer-morphed images derived from real people’s facial features were morphed between 2 emotions (eg, happy and sad) at varied intensities and presented to the participants one by one onscreen. The participants then indicated which emotion they thought each face displayed.
Data monitoring
Due to the study’s pharmaceutical collaboration (with Roche Diagnostics), part of the consent forms and data were monitored throughout the data collection process by an experienced, outsourced data monitoring company (Larix). Quality checks were performed for all collected data throughout the study by several staff members.
Ethics approval
This study followed the principles of the Declaration of Helsinki. The ethics committees of the Northern Ostrobothnia and Helsinki and Uusimaa hospital districts approved this study (decision numbers 49/2019 and 483/2020, respectively). Our data use followed the European Union’s general data protection regulation (679/2016) and the Finnish Data Protection Act. All participants received written and oral information about the study and consented to participate in writing. The use of personal data is based on participants’ written, informed consent in their latest follow-up study, which may limit this use.
Discussion
WENDY provides a unique data set that offers opportunities to evaluate lifelong reproductive and gynecological health and related factors among women. In this study, we focused on women in their mid-30s for several reasons. As women nowadays tend to postpone childbearing,29 many women in their mid-30s wish to conceive in the future. Hence, we found it especially important to investigate gynecological health in this specific age group. Moreover, many important gynecological diseases, such as PCOS and endometriosis, should have manifested by this age. The study’s strength is its extensive overview of fertile-aged women’s health with a variety of biological samples, measurements, interviews, and questionnaires. Additionally, the study’s participants are a representative, population-based sample of fertile-aged women in their mid-30s who were born in the same area. For over 80% of participants, follow-up data are available in the NFBC1986 data collection from the fetal stage onward. The NFBC1986 population is well documented, and a wealth of information from earlier data collection is already available. Almost all women (98%) who participated in WENDY also gave permission to link their data to national registries.20
This study also encountered some weaknesses. Of the total 5404 women invited to participate, 1918 (36%) participated. This participation rate aligns with the previous NFBC1986 clinical examinations.21 The greatest drawback to WENDY’s data collection was the COVID-19 pandemic and the subsequent lockdown in March 2020, only a week before the first scheduled data collection appointments. While the Oulu study site opened in May 2020, several peak COVID-19 outbreaks in Finland clearly affected study participation.30 Luckily, Finland’s restrictions during the pandemic were reasonable, and SARS-CoV-2 vaccinations were administered effectively. Moreover, we were able to collect unique data on how the COVID-19 pandemic affected different aspects of life among this female population. As attending the study required traveling to Oulu or Helsinki, some of the invited women had a long distance to both study sites, which may have restricted their ability to participate.
Additionally, participants’ life circumstances likely affected the study’s participation rate. Despite several reminder letters, this rate remained below 40%. Also, some women moved during the 2-year study period, and our letters failed to reach them. Moreover, since the invited women were of reproductive age, our instruction to postpone study visits until at least 6 months after childbirth may have restricted opportunities to participate. Notably, the NFBC participants were invited to WENDY shortly after they had already participated in NFBC1986 data collection in 2019-2020, which may have reduced their motivation to participate in another study. The WENDY participants from the NFBC1986 population were more educated than women who only participated in the NFBC1986 data collection but not in WENDY (basic or less 0.7% vs 1.2%, secondary 30.0% vs 40.1%, tertiary 69.3% vs 58.7%, P < 0.001). In Finland, education correlates with socioeconomical status and commonly also with health of the people.31 Finally, WENDY’s participants were almost entirely Caucasian, comprising an ethnically homogeneous population, which decreased the study’s intersubject variability but might limit our results’ generalizability to populations of different ethnicities.
A short email questionnaire was sent to participants 6 months after their data collection appointments to assess whether the study visits had influenced their health behavior. Most of the feedback received in response was very positive.
The study team is working on topics such as overall gynecological morbidity, PCOS, ovarian aging, female hyperandrogenism, contraceptive use, skin manifestations, pelvic floor strength, breast size evaluations, and interrectus distance analysis. We anticipate WENDY’s data to be highly published since, to date, more than 1700 scientific articles have been published on the NFBC data sets.21
Acknowledgments
The authors thank Aleksi Juurikka for data management and Elina Huikari, Tuija Anttonen, Taru Mäkelä, Birgit Björkroth, Maaret Ahola, and Mari Päiväniemi for their excellent help with data collection; all the women who participated in this study and the patient organization Korento; and Cambridge Cognition and Roche Diagnostics International Ltd. for supporting this study.
Funding
This work was supported by the Academy of Finland (grants 315921 and 321763), the Finnish Medical Foundation, the Sigrid Jusélius Foundation, the Novo Nordisk Foundation (grant NNF21OC0070372), the University of Oulu, Oulu University Hospital, the Jalmari and Rauha Ahokas Foundation, and Roche Diagnostics International Ltd.
Conflict of interest
The authors declare no conflicts of interest.
Disclaimer
The authors are solely responsible for the content of the article.
Data availability
The WENDY data will be available upon request from the NFBC cohort center under certain conditions. The data can be requested from the NFBC cohort center, which will be directed to the WENDY research team. To support and encourage research collaborations, additional information can be found on the study’s webpage at https://www.oulu.fi/en/womens-health-study-wendy-protocol-population-based-study-assessing-gynecological-and-metabolic. All previously collected data of NFBC1986 can be found in the NFBC cohort catalog at https://www.oulu.fi/en/university/faculties-and-units/faculty-medicine/northern-finland-birth-cohorts-and-arctic-biobank/northern-finland-birth-cohorts.
References