Literature DB >> 33597712

Characterizing physiological and symptomatic variation in menstrual cycles using self-tracked mobile-health data.

Kathy Li1,2, Iñigo Urteaga1,2, Chris H Wiggins1,2, Anna Druet3, Amanda Shea3, Virginia J Vitzthum3,4, Noémie Elhadad5,6.   

Abstract

The menstrual cycle is a key indicator of overall health for women of reproductive age. Previously, menstruation was primarily studied through survey results; however, as menstrual tracking mobile apps become more widely adopted, they provide an increasingly large, content-rich source of menstrual health experiences and behaviors over time. By exploring a database of user-tracked observations from the Clue app by BioWink GmbH of over 378,000 users and 4.9 million natural cycles, we show that self-reported menstrual tracker data can reveal statistically significant relationships between per-person cycle length variability and self-reported qualitative symptoms. A concern for self-tracked data is that they reflect not only physiological behaviors, but also the engagement dynamics of app users. To mitigate such potential artifacts, we develop a procedure to exclude cycles lacking user engagement, thereby allowing us to better distinguish true menstrual patterns from tracking anomalies. We uncover that women located at different ends of the menstrual variability spectrum, based on the consistency of their cycle length statistics, exhibit statistically significant differences in their cycle characteristics and symptom tracking patterns. We also find that cycle and period length statistics are stationary over the app usage timeline across the variability spectrum. The symptoms that we identify as showing statistically significant association with timing data can be useful to clinicians and users for predicting cycle variability from symptoms, or as potential health indicators for conditions like endometriosis. Our findings showcase the potential of longitudinal, high-resolution self-tracked data to improve understanding of menstruation and women's health as a whole.

Year:  2020        PMID: 33597712     DOI: 10.1038/s41746-020-0269-8

Source DB:  PubMed          Journal:  NPJ Digit Med        ISSN: 2398-6352


  33 in total

1.  Physiologic fluctuations of serum estradiol levels influence biochemical markers of bone resorption in young women.

Authors:  A Zittermann; I Schwarz; K Scheld; T Sudhop; H K Berthold; K von Bergmann; H van der Ven; P Stehle
Journal:  J Clin Endocrinol Metab       Date:  2000-01       Impact factor: 5.958

Review 2.  Premature menopause or early menopause: long-term health consequences.

Authors:  Lynne T Shuster; Deborah J Rhodes; Bobbie S Gostout; Brandon R Grossardt; Walter A Rocca
Journal:  Maturitas       Date:  2009-09-05       Impact factor: 4.342

Review 3.  Perimenopause: the complex endocrinology of the menopausal transition.

Authors:  J C Prior
Journal:  Endocr Rev       Date:  1998-08       Impact factor: 19.871

4.  Prospective evaluation of luteal phase length and natural fertility.

Authors:  Natalie M Crawford; David A Pritchard; Amy H Herring; Anne Z Steiner
Journal:  Fertil Steril       Date:  2017-01-05       Impact factor: 7.329

Review 5.  Clinical practice. Endometriosis.

Authors:  Linda C Giudice
Journal:  N Engl J Med       Date:  2010-06-24       Impact factor: 91.245

6.  A prospective exploration of cognitive dietary restraint, subclinical ovulatory disturbances, cortisol, and change in bone density over two years in healthy young women.

Authors:  Jennifer L Bedford; Jerilynn C Prior; Susan I Barr
Journal:  J Clin Endocrinol Metab       Date:  2010-04-28       Impact factor: 5.958

7.  Menstrual cycle irregularity and risk for future cardiovascular disease.

Authors:  Caren G Solomon; Frank B Hu; Andrea Dunaif; Janet E Rich-Edwards; Meir J Stampfer; Walter C Willett; Frank E Speizer; Joann E Manson
Journal:  J Clin Endocrinol Metab       Date:  2002-05       Impact factor: 5.958

Review 8.  Polycystic ovary syndrome (PCOS): arguably the most common endocrinopathy is associated with significant morbidity in women.

Authors:  E Carmina; R A Lobo
Journal:  J Clin Endocrinol Metab       Date:  1999-06       Impact factor: 5.958

Review 9.  The menstrual cycle: a biological marker of general health in adolescents.

Authors:  Vaishali B Popat; Tamara Prodanov; Karim A Calis; Lawrence M Nelson
Journal:  Ann N Y Acad Sci       Date:  2008       Impact factor: 5.691

10.  Luteal phase defect: the sensitivity and specificity of diagnostic methods in common clinical use.

Authors:  J Jordan; K Craig; D K Clifton; M R Soules
Journal:  Fertil Steril       Date:  1994-07       Impact factor: 7.329

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