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VanWiel L, Unke M, Samuelson RJ, Whitaker KM. Associations of pelvic floor dysfunction and postnatal mental health: a systematic review. J Reprod Infant Psychol 2024:1-22. [PMID: 38357811 DOI: 10.1080/02646838.2024.2314720] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Accepted: 01/25/2024] [Indexed: 02/16/2024]
Abstract
BACKGROUND Postpartum mental health conditions are common and can have devastating effects for both mother and infant. Adverse birth outcomes increase the risk of postnatal mental health conditions. Pelvic floor dysfunction (PFD) is a common adverse pregnancy outcome that may be a risk factor for postnatal mental health conditions. There are many studies reporting associations between PFD and postnatal mental health conditions, but no reports have synthesised the current literature as it relates to pregnancy and the postpartum period. METHODS A research librarian conducted systematic literature searches using terms concerning PFD, postnatal mental health conditions, and pregnancy. Searches were conducted within PubMed, Embase, CINAHL, Cochrane, and Scopus. Two reviewers independently rated each study for inclusion and study quality. No studies were excluded based on quality. RESULTS A total of 47 studies were included for review. Articles addressed sexual dysfunction (n = 11), incontinence (n = 21), perineal laceration (n = 13), pelvic organ prolapse (n = 2), and general pelvic floor symptoms (n = 2) and associations with postnatal mental health conditions. Two articles addressed more than one type of PFD. The majority (44 studies) reported associations between PFD and adverse postnatal mental health conditions. DISCUSSION Most studies included for review found consistent associations between PFD and adverse mental health conditions. Healthcare providers should screen for PFD and postnatal mental health conditions early in the postpartum period. Future research should investigate whether the treatment of PFD can modify the associations between PFD and postnatal mental health conditions.
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Affiliation(s)
- Lisa VanWiel
- Health and Human Physiology, University of Iowa, Iowa City, IA, USA
| | - Mackenzie Unke
- Health and Human Physiology, University of Iowa, Iowa City, IA, USA
| | | | - Kara M Whitaker
- Health and Human Physiology, University of Iowa, Iowa City, IA, USA
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2
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Passarelli E, Siddique M, Fry L, Hickman L, Propst K. Perineal lacerations and social media: can patients find reliable information on Instagram and TikTok? Int Urogynecol J 2024; 35:183-188. [PMID: 38032377 DOI: 10.1007/s00192-023-05690-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 10/31/2023] [Indexed: 12/01/2023]
Abstract
INTRODUCTION AND HYPOTHESIS Social media content related to patient experiences and education continues to grow. Information on how obstetric perineal lacerations are represented on social media is limited. Our goal is to characterize available social media content on obstetric perineal lacerations. METHODS This is an IRB-exempt study using publicly available data on commonly searched topics about perineal lacerations to create a list of queries for Instagram and TikTok. The ten queries and "keyword" searches with the highest number of posts were identified from this list. The 50 most recent posts were reviewed for relevance, quality of content, and authorship. Topic-relevant posts were analyzed. RESULTS The search yielded 427 posts on Instagram and 500 on TikTok. Instagram yielded more topic-relevant posts than TikTok (94.1% vs 44.8%). Almost 50% of posts were categorized as educational. Instagram identified more patient experience-related posts (29.6%) whereas TikTok provided more humorous content (26.3%). Patients produced 27.6% of content on Instagram and 43.3% on TikTok. Physical therapists produced 18.9% of posts on Instagram and 21.9% on TikTok. They constituted the largest group of health professionals to post overall. Physician-created educational content accounted for 10.3% of posts on Instagram and 6.0% on TikTok. CONCLUSIONS Compared with TikTok, Instagram may be a more informative social media platform for educational or patient experience-related content. Given the paucity of physician-created content and given that only half of all posts are educational, providers should encourage social media engagement for community and networking purposes, while encouraging caution with regard to cosmetic products and advertisements.
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Affiliation(s)
- Emily Passarelli
- Obstetrics and Gynecology, Westchester Medical Center, Valhalla, NY, USA
| | - Moiuri Siddique
- Division of Female Pelvic Medicine and Reconstructive Surgery, Department of Obstetrics and Gynecology, NYU Langone Health, New York, NY, USA.
| | - Laura Fry
- Creator of Life After 4th Degree Tears Online Community, New York, NY, USA
| | - Lisa Hickman
- Division of Female Pelvic Medicine and Reconstructive Surgery, Department of Obstetrics & Gynecology, Ohio State University Wexner Medical Center, Columbus, OH, 43221, USA
| | - Katie Propst
- Division of Urogynecology & Reconstructive Pelvic Surgery, Department of Obstetrics and Gynecology, Morsani College of Medicine at the University of South Florida, Tampa, FL, 33602, USA
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3
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Tu HF, Fransson E, Kunovac Kallak T, Elofsson U, Ramklint M, Skalkidou A. Cohort profile: the U-BIRTH study on peripartum depression and child development in Sweden. BMJ Open 2023; 13:e072839. [PMID: 37949626 PMCID: PMC10649626 DOI: 10.1136/bmjopen-2023-072839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 09/19/2023] [Indexed: 11/12/2023] Open
Abstract
PURPOSE The current U-BIRTH cohort (Uppsala Birth Cohort) extends our previous cohort Biology, Affect, Stress, Imaging and Cognition (BASIC), assessing the development of children up to 11 years after birth. The U-BIRTH study aims to (1) assess the impact of exposure to peripartum mental illness on the children's development taking into account biological and environmental factors during intrauterine life and childhood; (2) identify early predictors of child neurodevelopmental and psychological problems using biophysiological, psychosocial and environmental variables available during pregnancy and early post partum. PARTICIPANTS All mothers participating in the previous BASIC cohort are invited, and mother-child dyads recruited in the U-BIRTH study are consecutively invited to questionnaire assessments and biological sampling when the child is 18 months, 6 years and 11 years old. Data collection at 18 months (n=2882) has been completed. Consent for participation has been obtained from 1946 families of children having reached age 6 and from 698 families of children having reached age 11 years. FINDINGS TO DATE Based on the complete data from pregnancy to 18 months post partum, peripartum mental health was significantly associated with the development of attentional control and gaze-following behaviours, which are critical to cognitive and social learning later in life. Moreover, infants of depressed mothers had an elevated risk of difficult temperament and behavioural problems compared with infants of non-depressed mothers. Analyses of biological samples showed that peripartum depression and anxiety were related to DNA methylation differences in infants. However, there were no methylation differences in relation to infants' behavioural problems at 18 months of age. FUTURE PLANS Given that the data collection at 18 months is complete, analyses are now being undertaken. Currently, assessments for children reaching 6 and 11 years are ongoing.
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Affiliation(s)
- Hsing-Fen Tu
- Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
- Department of Psychology, Uppsala University, Uppsala, Sweden
| | - Emma Fransson
- Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
- Centre for Translational Microbiome Research, Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | | | - Ulf Elofsson
- Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Mia Ramklint
- Department of Medical Sciences, Uppsala University, Uppsala, Sweden
| | - Alkistis Skalkidou
- Department of Women's and Children's Health, Uppsala University, Uppsala, Sweden
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4
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Jaramillo I, Karl M, Bergunde L, Mack JT, Weise V, Weidner K, Gao W, Steudte-Schmiedgen S, Garthus-Niegel S. Maternal postpartum depressive symptoms: The predictive role of objective and subjective birth experience and hair glucocorticoids. J Affect Disord 2023; 339:974-983. [PMID: 37459971 DOI: 10.1016/j.jad.2023.07.034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 06/13/2023] [Accepted: 07/08/2023] [Indexed: 08/04/2023]
Abstract
BACKGROUND Having a negative childbirth experience is a known risk-factor for developing postpartum depression (PPD). Alterations of the hypothalamus-pituitary-adrenal (HPA)-axis have been discussed as a potential underlying mechanism. However, research on the association between negative birth experiences and long-term integrated glucocorticoids (GCs) is lacking. This study aimed to examine whether objective and subjective birth experience predicted long-term GCs and PPD symptoms. METHODS Measures of objective and subjective birth experience, PPD symptoms, and hair strands for the assessment of hair cortisol concentrations (HairF), hair cortisone concentrations (HairE), and HairF/HairE ratio, were provided eight weeks after childbirth by 235 mothers participating in the study DREAMHAIR. RESULTS A negative objective birth experience predicted a higher HairF/HairE ratio but was not associated with HairF or HairE. The subjective birth experience did not explain additional variance in hair GCs but was a significant predictor for PPD symptoms. A higher HairF/HairE ratio predicted PPD symptoms when controlling for prepartum depressive symptoms and number of lifetime traumatic events. LIMITATIONS Analyses were based on a relatively homogeneous sample and women reported in general positive birth experiences and low levels of depressive symptoms. Therefore, results should be applied to the broader population with caution. CONCLUSIONS Our results suggest that negative objective birth experience is associated with an altered HairF/HairE ratio, which in turn, seems to be a promising biomarker to identify women at risk for developing PPD. A negative subjective birth experience may be less critical for alterations of the HPA-axis but remains an essential risk factor for PPD.
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Affiliation(s)
- Isabel Jaramillo
- Institute and Policlinic of Occupational and Social Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany; Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany.
| | - Marlene Karl
- Institute and Policlinic of Occupational and Social Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany; Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany.
| | - Luisa Bergunde
- Institute and Policlinic of Occupational and Social Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany; Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany.
| | - Judith T Mack
- Institute and Policlinic of Occupational and Social Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany.
| | - Victoria Weise
- Institute and Policlinic of Occupational and Social Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany.
| | - Kerstin Weidner
- Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany.
| | - Wei Gao
- Institute of Biological Psychology, Faculty of Psychology, Technische Universität Dresden, Zellerscher Weg, 01069 Dresden, Germany.
| | - Susann Steudte-Schmiedgen
- Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany.
| | - Susan Garthus-Niegel
- Institute and Policlinic of Occupational and Social Medicine, Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307 Dresden, Germany; Institute for Systems Medicine (ISM), Faculty of Medicine, MSH Medical School Hamburg, Am Kaiserkai 1, 20457 Hamburg, Germany; Department of Childhood and Families, Norwegian Institute of Public Health, N-0213 Oslo, Norway.
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5
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Li Y, Wang C, Lu H, Cao L, Zhu X, Wang A, Sun R. Effects of perineal massage during childbirth on maternal and neonatal outcomes in primiparous women: A systematic review and meta-analysis. Int J Nurs Stud 2023; 138:104390. [PMID: 36442355 DOI: 10.1016/j.ijnurstu.2022.104390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 11/02/2022] [Accepted: 11/03/2022] [Indexed: 11/14/2022]
Abstract
BACKGROUND Perineal massage during childbirth has been recommended as an effective measure to prevent perineal injury. However, the overall effects of perineal massage during childbirth on maternal and neonatal outcomes in primiparous women remain inconclusive. Particularly, the effects of perineal massage begun during different stages of labor need to be further investigated. OBJECTIVES To comprehensively review the effects of perineal massage during childbirth on primiparous health outcomes, including perineal-related outcomes, duration of labor, hemorrhage and postpartum perineal pain, and neonatal outcomes, including Apgar scores and neonatal complications, and to further explore the effects of perineal massage begun during different stages of labor. DESIGN A systematic review and meta-analysis following the Cochrane Handbook guidelines and PRISMA2020. METHODS A systematic search strategy was developed following the three-phase search approach, and the literature search was conducted in electronic databases and clinical trial registers from inception to 7th January 2022. Study selection and data extraction were completed independently by two researchers. The updated Cochrane risk of bias 2.0 tool for randomized trials was chosen to evaluate the quality of included studies. Data analyses were conducted using the Revman5.4 software, and subgroup analyses were performed based on the different start times of perineal massage. Furthermore, the certainty of body of evidence for each outcome was assessed utilizing the GRADEpro online tool. RESULTS Seventeen randomized controlled trials involving 3248 primiparous women were included in the review. The pooled results of meta-analyses indicated that perineal massage begun during the second stage of labor significantly increased the occurrence of intact perineum (RR = 2.78, 95 % CI: [1.52, 5.05], P < 0.001), reduced the rate of second- and third-degree perineal lacerations (P < 0.05), and decreased the incidence of episiotomy (RR = 0.63, 95 % CI: [0.50, 0.79], P < 0.001), while perineal massage during the first stage of labor effectively shortened the duration of the first and second stages of labor (P < 0.05). The available evidence also suggests the potential role of perineal massage on hemorrhage and long-term postpartum perineal pain (P < 0.05). However, the aggregated results failed to demonstrate the beneficial effects of perineal massage on neonatal outcomes (P > 0.05). CONCLUSIONS Perineal massage begun during the second stage of labor effectively improves the perineal-related outcomes in primiparous women, while perineal massage during the first stage of labor significantly shortens the duration of labor. High-quality studies exploring the standardized procedure for perineal massage and the short- and long-term effects of perineal massage are warranted. REGISTRATION NUMBER CRD42022302336 (PROSPERO).
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Affiliation(s)
- Yuxuan Li
- School of Nursing, Peking University, Beijing 100191, China.
| | - Chongkun Wang
- School of Nursing, Peking University, Beijing 100191, China.
| | - Hong Lu
- School of Nursing, Peking University, Beijing 100191, China.
| | - Linlin Cao
- Department of Obstetrics and Gynecology, Peking University Third Hospital, Beijing 100191, China; National Clinical Research Center for Obstetrics and Gynecology, Peking University Third Hospital, Beijing 100191, China.
| | - Xiu Zhu
- School of Nursing, Peking University, Beijing 100191, China.
| | - Aihua Wang
- Health Science Library, Peking University, Beijing 100191, China.
| | - Ruiyang Sun
- School of Nursing, Beijing University of Chinese Medicine, Beijing 100105, China.
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6
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Karalexi MA, Eberhard-Gran M, Valdimarsdóttir UA, Karlsson H, Munk-Olsen T, Skalkidou A. Perinatal mental health: how nordic data sources have contributed to existing evidence and future avenues to explore. Nord J Psychiatry 2022; 76:423-432. [PMID: 35057712 DOI: 10.1080/08039488.2021.1998616] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
PURPOSE Perinatal mental health disorders affect a significant number of women with debilitating and potentially life-threatening consequences. Researchers in Nordic countries have access to high quality, population-based data sources and the possibility to link data, and are thus uniquely positioned to fill current evidence gaps. We aimed to review how Nordic studies have contributed to existing evidence on perinatal mental health. METHODS We summarized examples of published evidence on perinatal mental health derived from large population-based longitudinal and register-based data from Denmark, Finland, Iceland, Norway and Sweden. RESULTS Nordic datasets, such as the Danish National Birth Cohort, the FinnBrain Birth Cohort Study, the Icelandic SAGA cohort, the Norwegian MoBa and ABC studies, as well as the Swedish BASIC and Mom2B studies facilitate the study of prevalence of perinatal mental disorders, and further provide opportunity to prospectively test etiological hypotheses, yielding comprehensive suggestions about the underlying causal mechanisms. The large sample size, extensive follow-up, multiple measurement points, large geographic coverage, biological sampling and the possibility to link data to national registries renders them unique. The use of novel approaches, such as the digital phenotyping data in the novel application-based Mom2B cohort recording even voice qualities and digital phenotyping, or the Danish study design paralleling a natural experiment are considered strengths of such research. CONCLUSIONS Nordic data sources have contributed substantially to the existing evidence, and can guide future work focused on the study of background, genetic and environmental factors to ultimately define vulnerable groups at risk for psychiatric disorders following childbirth.
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Affiliation(s)
- Maria A Karalexi
- Department for Women's and Children's Health, Uppsala University, Uppsala, Sweden
| | - Malin Eberhard-Gran
- Norwegian Research Centre for Women's Health, Women and Children's Division, Oslo University Hospital, Oslo, Norway.,Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Unnur Anna Valdimarsdóttir
- Center of Public Health Sciences, Faculty of Medicine, University of Iceland, Reykjavik, Iceland.,Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden.,Department of Epidemiology, Harvard TH Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Hasse Karlsson
- Department of Psychiatry and Centre for Population Health Research, University of Turku and Turku University Hospital, Turku, Finland
| | - Trine Munk-Olsen
- The National Centre for Register-based Research, Aarhus University, Aarhus, Denmark.,Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Alkistis Skalkidou
- Department for Women's and Children's Health, Uppsala University, Uppsala, Sweden
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7
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Hannon SE, Daly D, Higgins A. Resilience in the Perinatal Period and Early Motherhood: A Principle-Based Concept Analysis. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:4754. [PMID: 35457631 PMCID: PMC9032587 DOI: 10.3390/ijerph19084754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Revised: 04/11/2022] [Accepted: 04/12/2022] [Indexed: 11/16/2022]
Abstract
A context-specific delineation of research approaches to resilience in the perinatal and early motherhood literature is currently lacking. A principle-based concept analysis was used to establish a description of how women's resilience is currently conceptualised and operationalised within empirical research in the perinatal period and early motherhood (defined as up to five-years postpartum). CINAHL, Medline, PsychInfo, EMBASE, ASSIA, Web of Science, Scielo, Maternity and Infant Care, the Cochrane Library, and the World Health Organization were systematically searched (January/February 2020 and March 2022). Fifty-six studies met the inclusion criteria. Analysis demonstrated interchangeable use of associated concepts such as 'coping', 'coping strategies', and 'adaptation'. Resilience was frequently operationalised as the absence of illness symptomatology, rather than the presence of mental well-being. Investigations of positive areas of functioning were predominately related to the mother's family role. There was limited qualitative exploration of women's perspectives. Recommendations for the pragmatic application of resilience research were not well developed. The narrow operationalisation of resilience by mental ill-health and parental role, and the distinct absence of women's perspectives, restricts the logical maturity and pragmatic application of the concept. Future research may benefit from exploration of women's insights on indicators that might best reflect positive functioning and resilience in this period.
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Affiliation(s)
- Susan Elizabeth Hannon
- School of Nursing and Midwifery, Trinity College Dublin, The University of Dublin, 24 D’Olier Street, D02 T283 Dublin, Ireland; (D.D.); (A.H.)
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8
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Commentary. The impact of severe perineal trauma on a woman's relationship with her child: a hidden consequence. Midwifery 2022; 108:103323. [DOI: 10.1016/j.midw.2022.103323] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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9
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Bidwell P, Sevdalis N, Silverton L, Harris J, Gurol-Urganci I, Hellyer A, Freeman R, van der Meulen J, Thakar R. Women's experiences of the OASI Care Bundle; a package of care to reduce severe perineal trauma. Int Urogynecol J 2021; 32:1807-1816. [PMID: 33475817 PMCID: PMC8295065 DOI: 10.1007/s00192-020-04653-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Accepted: 12/10/2020] [Indexed: 02/03/2023]
Abstract
INTRODUCTION AND HYPOTHESIS Obstetric anal sphincter injury (OASI) is a severe form of perineal trauma that can occur during vaginal birth. Long-term morbidities include anal incontinence and psychosocial disorders. To reduce these injuries within England, Scotland and Wales, the OASI Care Bundle was introduced to 16 maternity units (January 2017-March 2018). The OASI Care Bundle comprises four elements: (1) antenatal information, (2) manual perineal protection, (3) medio-lateral episiotomy (when indicated) and 4) recognition and diagnosis of tears. As part of the project evaluation, a qualitative study was conducted to explore women's experiences of the OASI Care Bundle. METHODS Semi-structured interviews were conducted with women (n = 19) who received the OASI Care Bundle as part of their maternity care. This was to explore their experience of each element. A thematic analysis of the interview data was performed. RESULTS Three themes were identified: (1) memories of touch, whereby women reported that a 'hands-on' approach to perineal protection was a positive experience; (2) midwife as a supportive guide, where women reported that good communication facilitated a calm birth and post-birth diagnosis; (3) education: women need more information about perineal trauma. CONCLUSION This study contributes to the literature through its exploration of women's experiences of perineal protection techniques and diagnosis of perineal trauma. Interviewed women indicated that they did not experience any of the care bundle elements as an intrusion of their physical integrity. Additionally, an urgent need was identified for more information about perineal trauma in terms of risk, prevention and recovery.
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Affiliation(s)
- Posy Bidwell
- Centre for Quality Improvement and Clinical Audit, Royal College of Obstetricians and Gynaecologists, 10-18 Union Street, London, SE1 1SZ, UK.
| | - Nick Sevdalis
- Health Service and Population Research Department, King's College London, De Crespingy Park, London, SE5 8AF, UK
| | - Louise Silverton
- Royal College of Midwives, 10-18 Union Street, London, SE1 1SZ, UK
| | - James Harris
- Chelsea and Westminster Hospital, 369 Fulham Road, London, SW10 9NH, UK
| | - Ipek Gurol-Urganci
- Centre for Quality Improvement and Clinical Audit, Royal College of Obstetricians and Gynaecologists, 10-18 Union Street, London, SE1 1SZ, UK
- Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, 15-17 Tavistock Place, London, WC1H 9SH, UK
| | - Alexandra Hellyer
- Centre for Quality Improvement and Clinical Audit, Royal College of Obstetricians and Gynaecologists, 10-18 Union Street, London, SE1 1SZ, UK
| | - Robert Freeman
- University Hospitals Plymouth NHS Trust, Derriford Road, Devon, PL6 8DH, UK
| | - Jan van der Meulen
- Department of Health Services Research and Policy, London School of Hygiene and Tropical Medicine, 15-17 Tavistock Place, London, WC1H 9SH, UK
| | - Ranee Thakar
- Croydon Health Services NHS Trust, 530 London Road, Croydon, CR7 7YE, UK
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10
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Predicting women with depressive symptoms postpartum with machine learning methods. Sci Rep 2021; 11:7877. [PMID: 33846362 PMCID: PMC8041863 DOI: 10.1038/s41598-021-86368-y] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Accepted: 03/15/2021] [Indexed: 11/09/2022] Open
Abstract
Postpartum depression (PPD) is a detrimental health condition that affects 12% of new mothers. Despite negative effects on mothers’ and children’s health, many women do not receive adequate care. Preventive interventions are cost-efficient among high-risk women, but our ability to identify these is poor. We leveraged the power of clinical, demographic, and psychometric data to assess if machine learning methods can make accurate predictions of postpartum depression. Data were obtained from a population-based prospective cohort study in Uppsala, Sweden, collected between 2009 and 2018 (BASIC study, n = 4313). Sub-analyses among women without previous depression were performed. The extremely randomized trees method provided robust performance with highest accuracy and well-balanced sensitivity and specificity (accuracy 73%, sensitivity 72%, specificity 75%, positive predictive value 33%, negative predictive value 94%, area under the curve 81%). Among women without earlier mental health issues, the accuracy was 64%. The variables setting women at most risk for PPD were depression and anxiety during pregnancy, as well as variables related to resilience and personality. Future clinical models that could be implemented directly after delivery might consider including these variables in order to identify women at high risk for postpartum depression to facilitate individualized follow-up and cost-effectiveness.
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11
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Tebeka S, Le Strat Y, Mandelbrot L, Benachi A, Dommergues M, Kayem G, Lepercq J, Luton D, Ville Y, Ramoz N, Mullaert J, Dubertret C. Early- and late-onset postpartum depression exhibit distinct associated factors: the IGEDEPP prospective cohort study. BJOG 2021; 128:1683-1693. [PMID: 33656796 DOI: 10.1111/1471-0528.16688] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/09/2021] [Indexed: 11/28/2022]
Abstract
OBJECTIVE To identify risk factors for early- and late-onset postpartum depression (PPD) among a wide range of variables, including sociodemographic characteristics, childhood trauma, stressful life events during pregnancy and history of personal and family psychiatric disorders, and to assess the contribution of each risk factor. DESIGN Nested case-control study in a prospective longitudinal cohort study. SETTING Eight maternity departments in the Paris metropolitan area, France. SAMPLE A cohort of 3310 women with deliveries between November 2011 and June 2016. METHODS Cases were women with early- or late-onset PPD. Controls were women without depression during pregnancy or the postpartum period. Logistic regression adjusted on sociodemographic variables was performed for each outcome and a multivariable model was proposed based on a stepwise selection procedure. MAIN OUTCOME MEASURES Early- and late-onset PPD assessed at 2 months and 1 year postpartum, respectively. RESULTS Stressful life events during pregnancy have a dose-response relationship with both early- and late-onset PPD. CONCLUSIONS Early- and late-onset PPD presented distinct patterns of determinants. These results have important consequences in terms of prevention and specific care. TWEETABLE ABSTRACT Early- and late-onset postpartum depression are associated with stressful life events and psychiatric history.
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Affiliation(s)
- S Tebeka
- INSERM U1266, Université de Paris, Paris, France.,Department of Psychiatry, AP-HP, Louis Mourier Hospital, Colombes, France
| | - Y Le Strat
- INSERM U1266, Université de Paris, Paris, France.,Department of Psychiatry, AP-HP, Louis Mourier Hospital, Colombes, France
| | - L Mandelbrot
- Departement Hospitalier Universitaire Risks in Pregnancy, Université de Paris, Paris, France.,Department of Obstetrics and Gynecology, AP-HP, Louis Mourier Hospital, Colombes, France
| | - A Benachi
- Université Paris Saclay, Clamart, France.,Department of Obstetrics and Gynecology, AP-HP, Antoine Beclere Hospital, Clamart, France
| | - M Dommergues
- Sorbonne University, Paris, France.,Department of Obstetrics and Gynecology, AP-HP, Hôpital Universitaire Pitié-Salpêtrière, Paris, France
| | - G Kayem
- Sorbonne University, Paris, France.,Department of Obstetrics and Gynecology, AP-HP, Trousseau Hospital, Paris, France
| | - J Lepercq
- Departement Hospitalier Universitaire Risks in Pregnancy, Université de Paris, Paris, France.,Port-Royal Maternity Unit, AP-HP, Cochin Hospital, Paris, France
| | - D Luton
- Departement Hospitalier Universitaire Risks in Pregnancy, Université de Paris, Paris, France.,Department of Obstetrics and Gynecology, AP-HP, Bichat Hospital, Paris, France
| | - Y Ville
- Sorbonne University, Paris, France.,Department of Obstetrics and Gynecology, AP-HP, Necker Enfant Malade Hospital, Paris, France
| | - N Ramoz
- INSERM U1266, Université de Paris, Paris, France
| | - J Mullaert
- Department of Epidemiology, Biostatistics and Clinical Research, AP-HP, Hôpital Bichat, Paris, France.,IAME, INSERM, Université de Paris, Paris, France
| | - C Dubertret
- INSERM U1266, Université de Paris, Paris, France.,Department of Psychiatry, AP-HP, Louis Mourier Hospital, Colombes, France
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Effects of polygenic risk score, childhood trauma and resilience on depressive symptoms in Chinese adolescents in a three-year cohort study. J Affect Disord 2021; 282:627-636. [PMID: 33445085 DOI: 10.1016/j.jad.2020.12.114] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 11/27/2020] [Accepted: 12/24/2020] [Indexed: 12/31/2022]
Abstract
BACKGROUND Polygenic risk score (PRS) is a method of revealing multiple genes effect. The study of PRS and childhood trauma (CT) and resilience on adolescent depressive symptoms are fewer reported, especially the functional mechanism of resilience among them. METHODS 718 Chinese adolescents aged 10-14 years were surveyed including CT, resilience, depressive symptoms, and phenotype data in three years of the cohort study. PRS was calculated by the weighted accumulation effects of alleles on depressive symptoms. Their relationships were analyzed by the mediation and moderation models. RESULTS PRS and CT were risk factors for depressive symptoms. Interaction (PRS × CT) on depressive symptoms had no statistical significance. Resilience acted as the protective mediator from CT (emotional abuse, emotional neglect, physical neglect) to depressive symptoms and moderator from CT (emotional abuse) to depressive symptoms. LIMITATIONS The sample size was a little small so that the inference were drawn prudently. Except gene data, other were collected by self-reported questionnaire instruments which inevitably brought recall bias. CONCLUSIONS PRS and CT could have adverse impact on depressive symptoms, resilience could alleviate these risk effects as a moderator and a mediator. The findings have important implications for prevention and intervention in adolescent depressive symptoms.
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