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      Detecting variations in ovulation and menstruation during the COVID-19 pandemic, using real-world mobile app data

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          Abstract

          Background

          As war and famine are population level stressors that have been historically linked to menstrual cycle abnormalities, we hypothesized that the COVID-19 pandemic could similarly affect ovulation and menstruation among women.

          Methodology

          We conducted a retrospective cohort study examining changes in ovulation and menstruation among women using the Natural Cycles mobile tracking app. We compared de-identified cycle data from March-September 2019 (pre-pandemic) versus March-September 2020 (during pandemic) to determine differences in the proportion of users experiencing anovulation, abnormal cycle length, and prolonged menses, as well as population level changes in these parameters, while controlling for user-reported stress during the pandemic.

          Findings

          We analyzed data from 214,426 cycles from 18,076 app users, primarily from Great Britain (29.3%) and the United States (22.6%). The average user was 33 years of age; most held at least a university degree (79.9%). Nearly half (45.4%) reported more pandemic-related stress. Changes in average cycle and menstruation lengths were not clinically significant, remaining at 29 and 4 days, respectively. Approximately 7.7% and 19.5% of users recorded more anovulatory cycles and abnormal cycle lengths during the pandemic, respectively. Contrary to expectation, 9.6% and 19.6% recorded fewer anovulatory cycles and abnormal cycle lengths, respectively. Women self-reporting more (32.0%) and markedly more (13.6%) stress during the pandemic were not more likely to experience cycle abnormalities.

          Conclusions

          The COVD-19 pandemic did not induce population-level changes to ovulation and menstruation among women using a mobile app to track menstrual cycles and predict ovulation. While some women experienced abnormalities during the pandemic, this proportion was smaller than that observed prior to the pandemic. As most app users in this study were well-educated women over the age of 30 years, and from high-income countries, their experience of the COVID-19 pandemic might differ in ways that limit the generalizability of these findings.

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          Most cited references24

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          The two FIGO systems for normal and abnormal uterine bleeding symptoms and classification of causes of abnormal uterine bleeding in the reproductive years: 2018 revisions

          The International Federation of Gynecology and Obstetrics (FIGO) systems for nomenclature of symptoms of normal and abnormal uterine bleeding (AUB) in the reproductive years (FIGO AUB System 1) and for classification of causes of AUB (FIGO AUB System 2; PALM-COEIN) were first published together in 2011. The purpose was to harmonize the definitions of normal and abnormal bleeding symptoms and to classify and subclassify underlying potential causes of AUB in the reproductive years to facilitate research, education, and clinical care. The systems were designed to be flexible and to be periodically reviewed and modified as appropriate.
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            Stress resilience during the coronavirus pandemic

            The epidemic of the 2019 novel coronavirus SARS-CoV-2, causing the coronavirus disease 2019 (COVID-19) is a global public health emergency with multifaceted severe consequences for people's lives and their mental health. In this article, as members of the European College of Neuropsychopharmacology (ECNP) Resilience, we will discuss the urgent need for a focus on resilience during the current coronavirus pandemic. Resilience is pivotal to cope with stress and vital to stay in balance. We will discuss the importance of resilience at the individual and societal level, but also the implication for patients with a psychiatric condition and health care workers. We not only advocate for an increased focus on mental health during the coronavirus pandemic but also highlight the urgent need of augmenting our focus on resilience and on strategies to enhance it.
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              Real-world menstrual cycle characteristics of more than 600,000 menstrual cycles

              The use of apps that record detailed menstrual cycle data presents a new opportunity to study the menstrual cycle. The aim of this study is to describe menstrual cycle characteristics observed from a large database of cycles collected through an app and investigate associations of menstrual cycle characteristics with cycle length, age and body mass index (BMI). Menstrual cycle parameters, including menstruation, basal body temperature (BBT) and luteinising hormone (LH) tests as well as age and BMI were collected anonymously from real-world users of the Natural Cycles app. We analysed 612,613 ovulatory cycles with a mean length of 29.3 days from 124,648 users. The mean follicular phase length was 16.9 days (95% CI: 10–30) and mean luteal phase length was 12.4 days (95% CI: 7–17). Mean cycle length decreased by 0.18 days (95% CI: 0.17–0.18, R 2 = 0.99) and mean follicular phase length decreased by 0.19 days (95% CI: 0.19–0.20, R 2 = 0.99) per year of age from 25 to 45 years. Mean variation of cycle length per woman was 0.4 days or 14% higher in women with a BMI of over 35 relative to women with a BMI of 18.5–25. This analysis details variations in menstrual cycle characteristics that are not widely known yet have significant implications for health and well-being. Clinically, women who wish to plan a pregnancy need to have intercourse on their fertile days. In order to identify the fertile period it is important to track physiological parameters such as basal body temperature and not just cycle length.
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                Author and article information

                Contributors
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: InvestigationRole: MethodologyRole: Project administrationRole: VisualizationRole: Writing – original draftRole: Writing – review & editing
                Role: Formal analysisRole: MethodologyRole: SupervisionRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: InvestigationRole: MethodologyRole: SupervisionRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: InvestigationRole: MethodologyRole: Writing – review & editing
                Role: Data curationRole: InvestigationRole: MethodologyRole: Project administrationRole: SoftwareRole: Writing – review & editing
                Role: ConceptualizationRole: MethodologyRole: Writing – original draftRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: MethodologyRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: Formal analysisRole: InvestigationRole: MethodologyRole: SupervisionRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS One
                plos
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                20 October 2021
                2021
                20 October 2021
                : 16
                : 10
                : e0258314
                Affiliations
                [1 ] Department of Obstetrics and Gynecology, Section of Family Planning, Keck School of Medicine of the University of Southern California, Los Angeles, CA, United States of America
                [2 ] Department of Preventive Medicine, Keck School of Medicine of the University of Southern California, Los Angeles, CA, United States of America
                [3 ] Department of Obstetrics and Gynecology, Western University of Health Sciences, Pomona, CA, United States of America
                [4 ] Natural Cycles, Stockholm, Sweden
                [5 ] Department of Epidemiology and Public Health, Khalifa University, Abu Dhabi, United Arab Emirates
                [6 ] Research and Data Intelligence Support Center, Khalifa University, Abu Dhabi, United Arab Emirates
                Infertility Unit, ASST Lariana, ITALY
                Author notes

                Competing Interests: I have read the journal’s policy and the authors of this manuscript have the following competing interests: JTP, AKvS, & EBN are affiliated with Natural Cycles, which provided the data for this study. JA is a medical advisor to Natural Cycles.

                Author information
                https://orcid.org/0000-0002-0282-3241
                Article
                PONE-D-21-15151
                10.1371/journal.pone.0258314
                8528316
                34669726
                9c9ebcea-212a-41f5-ad3a-80f8abea717a
                © 2021 Nguyen et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 7 May 2021
                : 23 September 2021
                Page count
                Figures: 1, Tables: 4, Pages: 12
                Funding
                This is an investigator-initiated study by BTN, HRR, and ALN who have no commercial affiliation with Natural Cycles. While JA is an advisor for Natural Cycles, he has not received any salary or financial support for participation in this research. Natural Cycles provided support in the form of salaries for authors JTP, EBN, and AKvS, but did not have any additional role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript. The specific roles of these authors are articulated in the “author contributions” section.
                Categories
                Research Article
                Medicine and Health Sciences
                Epidemiology
                Pandemics
                Medicine and Health Sciences
                Medical Conditions
                Infectious Diseases
                Viral Diseases
                Covid 19
                Medicine and Health Sciences
                Endocrinology
                Endocrine Physiology
                Menstrual Cycle
                Ovulation
                Biology and Life Sciences
                Physiology
                Endocrine Physiology
                Menstrual Cycle
                Ovulation
                Biology and Life Sciences
                Physiology
                Reproductive Physiology
                Menstrual Cycle
                Ovulation
                Medicine and Health Sciences
                Mental Health and Psychiatry
                Psychological Stress
                Biology and Life Sciences
                Psychology
                Psychological Stress
                Social Sciences
                Psychology
                Psychological Stress
                Biology and Life Sciences
                Physiology
                Physiological Parameters
                Body Temperature
                Medicine and Health Sciences
                Women's Health
                Maternal Health
                Pregnancy
                Medicine and Health Sciences
                Women's Health
                Obstetrics and Gynecology
                Pregnancy
                Medicine and Health Sciences
                Endocrinology
                Endocrine Physiology
                Menstrual Cycle
                Biology and Life Sciences
                Physiology
                Endocrine Physiology
                Menstrual Cycle
                Biology and Life Sciences
                Physiology
                Reproductive Physiology
                Menstrual Cycle
                Social Sciences
                Sociology
                Education
                Schools
                Custom metadata
                The data underlying this study are publicly available at doi.org/10.5061/dryad.0cfxpnw2k.
                COVID-19

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                Uncategorized

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