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Hu C, Lin H, Xu Y, Fu X, Qiu X, Hu S, Jin T, Xu H, Luo Q. Development and application of a machine learning-based antenatal depression prediction model. J Affect Disord 2025; 375:137-147. [PMID: 39848469 DOI: 10.1016/j.jad.2025.01.099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2024] [Revised: 11/23/2024] [Accepted: 01/18/2025] [Indexed: 01/25/2025]
Abstract
BACKGROUND Antenatal depression (AND), occurring during pregnancy, is associated with severe outcomes. However, there is a lack of objective and universally applicable prediction methods for AND in clinical practice. We leveraged sociodemographic and pregnancy-related data to develop and validate a machine learning-based AND prediction model. METHODS Data from 20,950 pregnant women form 3 hospitals were used and divided into training and test sets. AND was defined as an EPDS score of 10 or above. Using machine learning, we selected 34 characteristic variables and divided them into three categories based on clinical practice: Base Variables, General Variables, and Obstetric Variables. Based on this classification, we constructed four different AND random forest prediction models: the Base Model, the Base+General Model, the Base+Obstetric Model, and the Full Model. RESULTS The AUC range in the test set was 0.687-0.710. The Base+General Model achieved the best performance with an AUC of 0.710 (95 % CI: 0.693-0.710) in predicting AND risk during the late pregnancy period. The AUC of the Base Model was only 0.022 lower than that of the top-performing model, indicating its solid foundation for early AND screening. LIMITATIONS We have only analyzed the dataset from two eastern cities, and have not yet validated our models in an external dataset. CONCLUSIONS Machine learning-based prediction models offer the capability to anticipate the risk of AND across different pregnancy stages. This enables the earlier and more accurate identification of pregnant women who may be at risk, facilitating timely interventions for improving outcomes for both mothers and their offspring.
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Affiliation(s)
- Chunfei Hu
- School of Medicine, Zhejiang University, Hangzhou, Zhejiang, China; Department of Obstetrics and Gynecology, Shaoxing Maternal and Child Health Hospital, Shaoxing, Zhejiang, China
| | - Hongmei Lin
- Department of Obstetrics and Gynecology, Shaoxing Maternal and Child Health Hospital, Shaoxing, Zhejiang, China
| | - Yupin Xu
- School of Engineering and Informatics, University of Sussex, Falmer, Brighton, UK
| | - Xukun Fu
- Department of Medical Record, Shaoxing Maternal and Child Health Hospital, Shaoxing, Zhejiang, China
| | - Xiaojing Qiu
- Department of Nursing, Shengzhou Maternal and Child Health Hospital, Shengzhou, Zhejiang, China
| | - Siqian Hu
- Department of Obstetrics and Gynecology, Shaoxing Maternal and Child Health Hospital, Shaoxing, Zhejiang, China
| | - Tong Jin
- Department of Obstetrics and Gynecology, Shaoxing Maternal and Child Health Hospital, Shaoxing, Zhejiang, China
| | - Hualin Xu
- Department of Obstetrics and Gynecology, Shaoxing Maternal and Child Health Hospital, Shaoxing, Zhejiang, China.
| | - Qiong Luo
- Department of Obstetrics, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
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Mulupi S, Abubakar A, Nyongesa MK, Angwenyi V, Kabue M, Mwangi PM, Odhiambo R, Marangu J, Njoroge E, Mokaya MM, Obulemire EK, Ombech E, Ssewanyana D, Moran G, Martin MC, Proulx K, Marfo K, Lye S. Prevalence and correlates of depressive and anxiety symptoms among pregnant women from an urban informal settlement in Nairobi, Kenya: a community-based cross-sectional study. BMC Pregnancy Childbirth 2025; 25:213. [PMID: 40011816 DOI: 10.1186/s12884-025-07339-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2024] [Accepted: 02/17/2025] [Indexed: 02/28/2025] Open
Abstract
PURPOSE Previous research, largely from the Global North, reports high rates of common mental health disorders among women in the antenatal period, but there is paucity of such data in contexts like Kenya. This study investigated the prevalence and correlates of depressive and anxiety symptoms among pregnant women in an urban informal settlement in Kenya's capital - Nairobi. METHODS An analysis of baseline cross-sectional data from a pilot cluster randomized trial of an integrated early childhood development programme. Participants were pregnant women in their third pregnancy trimester (N = 249), residing in an urban informal settlement in Nairobi County. Mental health measures [(Patient health questionnaire (PHQ-9) and generalized anxiety disorder scale (GAD-7)] were administered alongside other sociodemographic, pregnancy, and health-related questionnaires. Linear regression analysis was performed to investigate correlates of antenatal depressive and anxiety symptoms. RESULTS Participant's mean age was 27.5 years (SD = 5.6). The prevalence of antenatal depressive and anxiety symptoms was 26.9% (95%CI: 21.4-32.4) and 6.4% (95%CI: 3.4-9.4), based on the PHQ-9 and GAD-7 cut-off scores of ≥ 10 respectively. Being married was a significant correlate for decreased depressive and anxiety symptoms. Higher levels of education (secondary or tertiary), history of three or more previous pregnancies, and an experience of moderate-to-extreme pain were significant correlates for elevated depressive symptoms. Similarly, tertiary level of education, history of four or more previous pregnancies, and experiencing pain were significant correlates for elevated anxiety symptoms for the pregnant women. Participants reporting feeling unwell had significantly higher anxiety symptom scores. CONCLUSION In this setting, correlates of antenatal depressive and anxiety symptoms cut across demographic, pregnancy and health-related factors with implications for targeted interventions. Findings point to the need for screening of depression and anxiety as part of routine antenatal care. Further research is needed to understand these contextual correlates. TRIAL REGISTRATION This study was part of the integrated early childhood development pilot cluster randomised control trial, retrospectively registered in the Pan African Clinical Trial Registry on 26/03/2021, registration number PACTR202103514565914.
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Affiliation(s)
- Stephen Mulupi
- Institute for Human Development, Aga Khan University, Nairobi, Kenya
| | - Amina Abubakar
- Institute for Human Development, Aga Khan University, Nairobi, Kenya.
- Neuroassement group, KEMRI/Wellcome Trust Research Programme, Centre for Geographic Medicine Research, Kilifi, Kenya.
| | - Moses Kachama Nyongesa
- Institute for Human Development, Aga Khan University, Nairobi, Kenya
- Medical School, Havard University, Boston, MA, USA
| | - Vibian Angwenyi
- Institute for Human Development, Aga Khan University, Nairobi, Kenya
| | - Margaret Kabue
- Institute for Human Development, Aga Khan University, Nairobi, Kenya
| | | | - Rachel Odhiambo
- Institute for Human Development, Aga Khan University, Nairobi, Kenya
| | - Joyce Marangu
- Institute for Human Development, Aga Khan University, Nairobi, Kenya
| | - Eunice Njoroge
- Institute for Human Development, Aga Khan University, Nairobi, Kenya
| | | | | | - Eunice Ombech
- Institute for Human Development, Aga Khan University, Nairobi, Kenya
| | - Derrick Ssewanyana
- Alliance for Human Development, Lunenfeld-Tanenbaum Research Institute, Toronto, ON, Canada
| | - Greg Moran
- Department of Psychology, Western University, London, ON, Canada
| | - Marie-Claude Martin
- Alliance for Human Development, Lunenfeld-Tanenbaum Research Institute, Toronto, ON, Canada
| | - Kerrie Proulx
- Alliance for Human Development, Lunenfeld-Tanenbaum Research Institute, Toronto, ON, Canada
| | - Kofi Marfo
- Institute for Human Development, Aga Khan University, Nairobi, Kenya
| | - Stephen Lye
- Alliance for Human Development, Lunenfeld-Tanenbaum Research Institute, Toronto, ON, Canada
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Li J, Yu Z, Liang J, Ye Q, Li S, Chen Y, Chen W, Yang Y. A pathway study of factors influencing anxiety in patients with gestational diabetes mellitus. BMC Pregnancy Childbirth 2025; 25:202. [PMID: 39994547 PMCID: PMC11852899 DOI: 10.1186/s12884-025-07282-z] [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: 11/30/2024] [Accepted: 02/04/2025] [Indexed: 02/26/2025] Open
Abstract
BACKGROUND This study aims to assess anxiety severity among patients with and to elucidate the predominant psychological factors, informing the development of targeted anxiety management strategies. METHODS The cross-sectional study recruited 421 GDM patients via convenience sampling from Guangdong Province, China. Self-administered questionnaires, including the Pregnancy-related Anxiety Scale, Simplified Coping Style Questionnaire, Type D Personality Scale, Perceived Social Support Scale, and General Self-Efficacy Scale, were utilized to gather data. Data analysis was performed using Structural Equation Modeling (SEM) in AMOS 25.0 and SPSS 25.0. RESULTS Among patients with GDM, anxiety was significantly and positively associated with negative coping styles (β = 0.190, P < 0.01) and Type D personality (β = 0.167, P < 0.01), indicating their roles in exacerbating anxiety. In contrast, positive coping (β=-0.136, P < 0.01), perceived social support (β=-0.206, P < 0.01) and general self efficacy (β=-0.49, P < 0.01) had direct negative impacts on anxiety, suggesting their protective influence. Mediation analysis revealed that negative coping and Type D personality exerted significant mediating effects on anxiety, with the pathway from negative coping through Type D personality explaining 16% of the indirect effect (β = 2.302, 95% CI: 1.411 ~ 3.350) and the pathway from Type D personality through perceived social support explaining 32% of the indirect effect (β = 4.528, 95% CI: 3.231 ~ 5.913). CONCLUSION The study identifies key psychological modifiers of anxiety in GDM, suggesting that targeted psychological support could mitigate anxiety and improve pregnancy outcomes.
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Affiliation(s)
- Jiale Li
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, China
| | - Ziwei Yu
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, China
| | - Jingjing Liang
- Longgang District Maternity and Child Healthcare Hospital, Shenzhen, China
| | - Qian Ye
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, China
| | - Sijia Li
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, China
| | - Yanxia Chen
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, China
| | - Weiqiang Chen
- School of Basic Medical Sciences, Guangdong Pharmaceutical University, Guangzhou, China.
| | - Yiling Yang
- School of Nursing, Guangdong Pharmaceutical University, Guangzhou, China.
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Lira JCG, de Araújo MFM, Monteiro FPM, de Freitas RWJF, Teixeira CRDS, Santos FS, Costa ACPDJ, Santos M, Pascoal LM. Association between chronic health conditions and severe acute respiratory syndrome in pregnant women: an exploratory study. Rev Esc Enferm USP 2024; 58:e20230336. [PMID: 39584800 PMCID: PMC11583968 DOI: 10.1590/1980-220x-reeusp-2023-0336en] [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: 10/30/2023] [Accepted: 08/29/2024] [Indexed: 11/26/2024] Open
Abstract
OBJECTIVE To analyze the association between chronic health conditions and severe acute respiratory syndrome in pregnant women. METHOD Retrospective, exploratory study conducted with 1,152 pregnant women from all 27 states of Brazil who sought hospital treatment and were diagnosed with severe acute respiratory syndrome between 2020 and 2022. Public data from the Influenza Epidemiological Surveillance Information System (SIVEP-Gripe) of the Brazilian Ministry of Health were used. Nonparametric tests were performed in data interpretation. RESULTS The mortality rate of pregnant women due to severe acute respiratory syndrome in Brazil was 7%. Severe acute respiratory syndrome was statistically associated with the previous presence of diabetes (p = 0.023), neurological disease (p = 0.001), and drug use (p = 0.001). The epidemiological investigation of respiratory syndrome cases took longer in Black pregnant women (p = 0.012), unvaccinated women (p < 0.001) and women living in the north and south of the country (p = 0.011). CONCLUSION Severe acute respiratory syndrome was more common in pregnant women with diabetes, neurological disease and drug users. However, these conditions did not lead to an increase in the number of deaths.
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Huo L, Li X, Yu X, Nisar A, Yang L. Profiles and associated factors of prenatal psychological symptoms and their association with health-related quality of life among pregnant women: a cross-sectional study. BMJ Open 2024; 14:e087535. [PMID: 39433414 PMCID: PMC11499819 DOI: 10.1136/bmjopen-2024-087535] [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: 04/16/2024] [Accepted: 09/20/2024] [Indexed: 10/23/2024] Open
Abstract
OBJECTIVES To cluster prenatal psychological symptoms into different profiles and investigate prenatal psychological symptoms' sociodemographic, health-related and pregnancy-related factors. Furthermore, health-related quality of life was compared across prenatal psychological symptom profiles. DESIGN Cross-sectional study. SETTING Obstetrics clinics of two university-affiliated, governmental, tertiary hospitals in Xi'an City, Northwestern China. PARTICIPANTS Between June and August 2020, 1020 pregnant women who maintained their health assessment appointments at the two research sites participated in this study. PRIMARY AND SECONDARY OUTCOME MEASURES This study's primary outcome was the creation of latent profiles of prenatal psychological symptoms. These were represented by the coexisting symptoms of three common psychological disorders: depression measured using the eight-item Patient Health Questionnaire, anxiety measured using the Generalised Anxiety Disorder-7 and stress measured using the Pregnancy Stress Rating Scale. Secondary outcomes included potential sociodemographic, health-related and pregnancy-related factors associated with prenatal psychological symptoms, which were measured using a researcher-designed information sheet, and health-related quality of life, measured using the 5-Level EuroQol 5-Dimension questionnaire. RESULTS Prenatal psychological symptoms were classified into three latent profiles using latent profile analysis: low (62.9%), moderate (31.3%) and severe (5.8%). Factors associated with the severity of prenatal psychological symptoms included age, relationship with partner, relationship with mother-in-law, history of gynaecological diseases, history of dysmenorrhoea, stage of pregnancy, unplanned pregnancy, severity of vomiting symptoms and abnormal pregnancy indicators. Moreover, an inverse association was identified between the severity of prenatal psychological symptoms and health-related quality of life. CONCLUSIONS Considering the high prevalence of prenatal psychological symptoms and their adverse effects on health-related quality of life, the assessment of prenatal psychological symptoms should be integrated into prenatal healthcare and made routine practice. Investigating the relevant associated factors would be beneficial for identifying vulnerable individuals.
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Affiliation(s)
- Lanting Huo
- School of Nursing, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, China
| | - Xiaomei Li
- Xi'an Jiaotong University, Xi'an, Shaanxi, China
| | - Xingfeng Yu
- Department of Nursing, Shaanxi Provincial People’s Hospital, Xi'an, Shaanxi, China
| | - Anum Nisar
- School of Nursing, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, China
| | - Lei Yang
- School of Nursing, Xi'an Jiaotong University Health Science Center, Xi'an, Shaanxi, China
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Priyadarshanie MN, Waas DA, Goonewardena S, Balasuriya A, Senaratna CV, Fernando S. Risk factors for antenatal anxiety: a cross-sectional study in field antenatal clinics in Sri Lanka. BMJ Open 2024; 14:e083991. [PMID: 39414305 PMCID: PMC11481123 DOI: 10.1136/bmjopen-2024-083991] [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: 01/05/2024] [Accepted: 09/10/2024] [Indexed: 10/18/2024] Open
Abstract
OBJECTIVES We aimed to determine the prevalence and factors affecting antenatal anxiety (AA) among Sri Lankan women. DESIGN We conducted a cross-sectional analysis of first trimester data from a population-based cohort of antenatal women. SETTING Field antenatal clinics of four field health areas in Colombo District, Sri Lanka. PARTICIPANTS Antenatal women (n=535) in the first trimester of pregnancy and aged ≥18 years were sequentially recruited when they attended antenatal clinics selected using random cluster sampling. Those with hearing difficulty, visual and speaking problems or currently on treatment for mental disorders were excluded. MEASURES We used an interviewer-administered questionnaire to collect data. The AA was identified using the validated Sinhala version of Perinatal Anxiety Screening Scale (PASS-S). Self-reported demographic and pregnancy-related information were verified against health records. Psychosocial risk factors were self-reported. We investigated the associations between potential risk factors and AA using regression models that included confounders identified through a directed acyclic graph and reported using adjusted odds ratios (ORs) with 95% confidence intervals (CIs). RESULTS The prevalence of AA during the first trimester of pregnancy, identified using a PASS threshold of ≥20, was 34.4% (n=184). We found several novel risk factors for AA, namely, physical (OR 2.1; 95% CI 1.4 to 3.2) and mental health problems of self (OR 2.3; 95% CI 1.2 to 4.4), physical (OR 2.1; 95% CI 1.4 to 3.4) and mental health problems of parents/spouse (OR 6.7; 95% CI 2.8 to 16.2), traumatic life situations (OR 2.7; 95% CI 1.5 to 4.8), substance abuse by the spouse (OR 3.5; 95% CI 1.9 to 6.6) and the spouse being away (OR 2.0; 95% CI 1.1 to 3.7). The other risk factors that we identified included domestic violence among family members (OR 6.4; 95% CI 1.3 to 31.0), loss of family support (OR 2.2; 95% CI 1.0 to 5.2), financial hardships (OR 1.7; 95% CI 1.0 to 2.8), accommodation-related issues (OR 2.2; 95% CI 1.0 to 4.9), unplanned pregnancy (OR 3.7; 95% CI 1.9 to 7.3), difficulties due to pregnancy (OR 2.0; 95% CI 1.1 to 3.4), changed or stopped education (OR 2.9; 95% CI 1.7 to 5.1), recent loss of employment (OR 2.9; 95% CI 1.2 to 7.0), recent death of a loved one (OR 3.5; 95% CI 2.0 to 5.9) and sleep problems during pregnancy (OR 1.6; 95% CI 1.1 to 2.3). CONCLUSIONS The prevalence of antenatal anxiety is high in Sri Lanka and is associated with several risk factors, not previously described, which are potentially modifiable.
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Affiliation(s)
| | - Dulshika A Waas
- Department of Psychiatry, Faculty of Medical Sciences, University of Sri Jayewardenepura, Nugegoda, Sri Lanka
| | - Sampatha Goonewardena
- Department of Community Medicine,Faculty of Medical Sciences, University of Sri Jayewardenepura, Nugegoda, Sri Lanka
- Non-Communicable Diseases Research Centre, University of Sri Jayewardenepura, Nugegoda, Sri Lanka
| | - Aindralal Balasuriya
- Department of Public Health, Faculty of Medicine, General Sir John Kotelawala Defence University, Ratmalana, Sri Lanka
| | - Chamara V Senaratna
- Non-Communicable Diseases Research Centre, University of Sri Jayewardenepura, Nugegoda, Sri Lanka
- Allergy and Lung Health Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Sharaine Fernando
- Department of Physiology, Faculty of Medical Sciences,University of Sri Jayewardenepura, Nugegoda, Sri Lanka
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Ataya J, Hamdi M, Daboul R, Aboulkher MG, Ghanem L, Shekhani SE, Zarzar M, Alwaa H, Saduon S, Albardan H. Effects of pain, hospitalization, and medication on depressive symptom in Syrian patients with chronic diseases. Sci Rep 2024; 14:20751. [PMID: 39237574 PMCID: PMC11377786 DOI: 10.1038/s41598-024-71543-8] [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: 12/14/2023] [Accepted: 08/28/2024] [Indexed: 09/07/2024] Open
Abstract
Chronic diseases and pain exacerbate depressive symptom in Syria. Limited research on hospital-induced depressive symptom among Syrian patients with chronic diseases warrants further study. A cross-sectional study in four Damascus hospitals revealed high rates of pain and depressive symptom. This study aims to investigate the prevalence and severity of chronic pain and hospital-induced depressive symptom in Syrian patients, as well as the relationship between pain, depressive symptom, and medication behavior. This study analyzes the impact of pain, hospitalization, and medication on patients with chronic diseases. The four Damascus hospitals included 453 patients from various departments. Data were collected through structured interviews and internationally recognized scales such as the PSEQ, HADS, and MMAS. These findings offer insights into pain management and psychological well-being, with implications for patient care and support strategies. The study involved 453 patients with chronic diseases, with gender distribution showing 46.6% females and 53.4% males. The age range was from 7 to 87 years, with an average of 46.87 years. Chi-square tests revealed a significant connection between gender and HADS-A scores, where 48.3% of females had abnormalities (χ2 (1, N = 453) = 7.125, p = 0.028). Marital status was significantly associated with anxiety and depressive symptom levels, particularly among widowed and divorced patients. Employment status, education, and comorbidity were linked to abnormal HADS-A scores, while education level showed a positive correlation with HADS-D scores. ANOVA tests showed significant differences in MMAS scores across income groups (F (3, 449) = 3.167, p = 0.024), with a notable difference between low-income and lower-middle-income groups (mean difference = 0.389, p = 0.031. Chronic pain and HID are prevalent among Syrian patients with chronic diseases and influenced by socio-demographic factors. Personalized interventions are needed to address psychological symptoms and medication behavior.
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Affiliation(s)
- Jamal Ataya
- Faculty of Medicine, University of Aleppo, Aleppo, Syria.
| | - Mohammad Hamdi
- Faculty of Medicine, University of Aleppo, Aleppo, Syria
| | - Rawan Daboul
- Faculty of Medicine, Al_Baath University, Homs, Syria
| | - Mhd Ghazi Aboulkher
- Faculty of Medicine, Damascus University, Damascus, Syria
- Stemosis for Scientific Research, Damascus, Syria
| | - Lubana Ghanem
- Department of Laboratory Medicine, Faculty of Medicine, Damascus University, Damascus, Syria
| | | | - Mouayad Zarzar
- Department of Internal Medicine, Faculty of Medicine, Damascus University, Damascus, Syria
| | - Heba Alwaa
- Department of Internal Medicine, Faculty of Medicine, Damascus University, Damascus, Syria
| | - Someia Saduon
- Department of Internal Medicine, Faculty of Medicine, Damascus University, Damascus, Syria
| | - Hussam Albardan
- Internal Medicine Department, Critial Care, Damascus University, Damascus, Syria
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Bao X, Guo T, Xu L, Chen W, Luan L, Yang H, Zhang X. Suicidal ideation in Chinese adolescents: prevalence, risk factors, and partial mediation by family support, a cross-sectional study. Front Psychiatry 2024; 15:1427560. [PMID: 39156604 PMCID: PMC11327134 DOI: 10.3389/fpsyt.2024.1427560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2024] [Accepted: 07/15/2024] [Indexed: 08/20/2024] Open
Abstract
Background Suicidal ideation is a pressing public health concern, particularly among adolescents. The objective of this study was to examine the prevalence of and factors associated with suicidal ideation in Chinese adolescents, addressing an important gap in current research. Methods This study employed an online survey of 3443 adolescents in Lianyungang, using a cross-sectional design. The assessment included the use of the Patient Health Questionnaire-9, the seven-item Generalized Anxiety Disorder instrument, and the Perceived Social Support Scale to evaluate suicidal ideation, anxiety symptoms, and social support in adolescents, respectively. Results In adolescents, the prevalence of suicidal ideation was 22.1%, with a significantly higher proportion among female adolescents than among males (27.9% vs 16.9%, P < 0.001). Binary regression analysis identified (OR = 1.788, 95% CI: 1.467-2.177, P < 0.001), anxiety symptoms (OR = 10.035, 95% CI: 7.441-13.534, P < 0.001), total PHQ-9 scores of mothers (OR = 1.040, 95%CI: 1.003 - 1.078, P = 0.034), total GAD-7 scores of mothers (OR = 0.958, 95%CI: 0.919 - 0.998, P = 0.039), and moderate parental relationships (OR = 2.042, 95% CI: 1.630-2.557, P < 0.001) to be risk factors for suicidal ideation; family support was a protective factor (OR = 0.888, 95% CI: 0.859-0.918, P < 0.001). Furthermore, family support partially mediates the relationship between anxiety symptoms and suicidal ideation among adolescents (9.28%). Conclusions This study highlights high adolescent suicidal ideation rates and recommends gender-specific interventions, anxiety management, and family support for improvement in mental health status.
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Affiliation(s)
- Xiyan Bao
- Department of Sleep Medicine, The Fourth People’s Hospital of Yancheng, Yancheng, China
| | - Tianming Guo
- Department of Clinical Medicine, Xuzhou Medical University, Xuzhou, China
| | - Li Xu
- Department of Psychiatry, The Fourth People’s Hospital of Lianyungang, The Affiliated KangDa College of Nanjing Medical University, Lianyungang, China
- Medical College of Yangzhou University, Yangzhou, China
| | - Wanming Chen
- Department of Psychiatry, The Fourth People’s Hospital of Lianyungang, The Affiliated KangDa College of Nanjing Medical University, Lianyungang, China
- Medical College of Yangzhou University, Yangzhou, China
| | - Lingshu Luan
- Department of Clinical Medicine, Xuzhou Medical University, Xuzhou, China
- Department of Psychiatry, The Fourth People’s Hospital of Lianyungang, The Affiliated KangDa College of Nanjing Medical University, Lianyungang, China
| | - Haidong Yang
- Department of Psychiatry, The Fourth People’s Hospital of Lianyungang, The Affiliated KangDa College of Nanjing Medical University, Lianyungang, China
- Institute of Mental Health, Suzhou Psychiatric Hospital, The Affiliated Guangji Hospital of Soochow University, Suzhou, China
| | - Xiaobin Zhang
- Institute of Mental Health, Suzhou Psychiatric Hospital, The Affiliated Guangji Hospital of Soochow University, Suzhou, China
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Wu D, Chen S, Zhong X, Zhang J, Zhao G, Jiang L. Prevalence and factors associated with antenatal depressive symptoms across trimesters: a study of 110,584 pregnant women covered by a mobile app-based screening programme in Shenzhen, China. BMC Pregnancy Childbirth 2024; 24:480. [PMID: 39014317 PMCID: PMC11251361 DOI: 10.1186/s12884-024-06680-z] [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: 03/11/2024] [Accepted: 07/04/2024] [Indexed: 07/18/2024] Open
Abstract
BACKGROUND Antenatal depression is a significant public health issue affecting pregnant women both globally and in China. Using data from a mobile app-based screening programme, this study explored the prevalence and factors associated with antenatal depressive symptoms across different trimesters in Shenzhen. METHODS A retrospective cross-sectional study was conducted on pregnant women who gave birth in any hospital in Shenzhen between July 2021 and May 2022 and underwent depression screening using an official maternal and infant health mobile app at least once during pregnancy. Depressive symptoms were evaluated using the 9-item Patient Health Questionnaire (PHQ-9), with cut-off scores of 5 and 10 for mild and high level of symptoms, respectively. The prevalence for each trimester was determined by calculating the proportion of women scoring 5 or higher. A variety of sociodemographic, obstetric, psychological, and lifestyle factors were assessed for their association with depressive symptoms. Chi-square test and multivariate logistic regression were performed to identify significant predictors. RESULTS A total of 110,584 pregnant women were included in the study, with an overall prevalence of depressive symptoms of 18.0% and a prevalence of high-level symptoms of 4.2%. Depressive symptoms were most prevalent in the first trimester (10.9%) and decreased in the second (6.2%) and third trimesters (6.3%). Only a small proportion (0.4%) of women showed persistent depressive symptoms across all trimesters. Anxiety symptoms in early pregnancy emerged as the most significant predictor of depressive symptoms. Other factors linked to an increased risk throughout pregnancy include lower marital satisfaction, living with parents-in-law, experience of negative life events, as well as drinking before and during pregnancy. Factors associated with a reduced risk throughout pregnancy include multiparity and daily physical activity. CONCLUSIONS This large-scale study provides valuable insights into the prevalence and factors associated with antenatal depressive symptoms in Shenzhen. The findings underscore the need for targeted interventions for high-risk groups and the integration of mental health care into routine antenatal services. Continuous, dynamic monitoring of depressive symptoms for pregnant women and ensuring at-risk women receive comprehensive follow-up and appropriate psychological or psychiatric care are crucial for effectively addressing antenatal depression and improving maternal and infant health outcomes.
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Affiliation(s)
- Dadong Wu
- Shenzhen Maternity and Child Healthcare Hospital, Shenzhen, 518000, Guangdong Province, China
- Shenzhen Key Laboratory of Maternal and Child Health and Diseases, Shenzhen, 518000, Guangdong Province, China
| | - Siqi Chen
- Shenzhen Maternity and Child Healthcare Hospital, Shenzhen, 518000, Guangdong Province, China
| | - Xiaoqi Zhong
- The Second School of Clinical Medicine, Zhujiang Hospital, Southern Medical University, Guangzhou, 510280, Guangdong Province, China
| | - Jiayi Zhang
- School of Health Management, Southern Medical University, Guangzhou, 510515, Guangdong Province, China
| | - Guanglin Zhao
- Shenzhen Maternity and Child Healthcare Hospital, Shenzhen, 518000, Guangdong Province, China
| | - Lei Jiang
- Shenzhen Maternity and Child Healthcare Hospital, Shenzhen, 518000, Guangdong Province, China.
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10
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Yan S, Fan W, Ma Y, Xie S, Li R, Lan Y, Xie L, Jing J. Pregnant Women's Dyadic Coping and Associated Factors: A Cross-Sectional Study Utilizing Latent Profile Analysis. Int J Womens Health 2024; 16:1009-1022. [PMID: 38835832 PMCID: PMC11149646 DOI: 10.2147/ijwh.s458763] [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: 01/09/2024] [Accepted: 05/11/2024] [Indexed: 06/06/2024] Open
Abstract
Background The problem of maternal mental health is a priority issue of global concern. Dyadic coping refers to the co-managing and making decisions between two parties in response to a joint stressful event. At present, china has limited focus on dyadic coping for pregnant women during pregnancy. This study aimed to investigate different categories and characteristics of dyadic coping in pregnant women throughout pregnancy and to analyze the factors that influence these categories. Methods This study was a cross-sectional, and 376 pregnant women who visited the obstetric clinic at a tertiary hospital in Sichuan province from June to September 2023 were interviewed face-to-face using convenience sampling. Data were collected using a sociodemographic questionnaire, dyadic coping scale, and family adaptability and cohesion evaluation scale. The data were imported into excel and exported to spss 27.0 to analyze the potential characteristics of pregnant women's dyadic coping during pregnancy and to explore the effects of this using univariate analysis and multifactorial logistic regression. Results A total of 376 valid questionnaires were collected. The results of the potential profile analysis showed that the dyadic coping of pregnant women during pregnancy could be categorized into three different groups: the "low coping group" (21.3%), the "general coping group" (67.5%), and the "high coping group" (11.2%). Multiple logistic regression analyses revealed that low monthly family income, early pregnancy, primipara, family adaptability and cohesion were the factors influencing the dyadic coping of pregnant women during pregnancy. Conclusion During pregnancy, pregnant women exhibit moderate levels of dyadic coping. Three different categories of dyadic coping patterns were exhibited: low coping group, general coping group, and high coping group, with significant heterogeneity. Therefore, there is a need to focus on the dyadic coping status of various categories of pregnant women and implement targeted couple and family-wide interventions.
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Affiliation(s)
- Shiqiong Yan
- College of Nursing, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, People's Republic of China
| | - Wenzhuo Fan
- Department of Nursing, Chengdu Women and Children's Central Hospital, Chengdu, Sichuan Province, People's Republic of China
| | - Yonghong Ma
- State Key Laboratory of Oral Diseases & National Center for Stomatology & National Clinical Research Center for Oral Diseases & West China Hospital of Stomatology, Sichuan University, Chengdu, Sichuan Province, People's Republic of China
| | - Sijia Xie
- School of Medicine, University of Electronic Science and Technology of China, Chengdu, Sichuan Province, People's Republic of China
| | - Rong Li
- Department of Nursing, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan Province, People's Republic of China
| | - Yao Lan
- College of Nursing, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan Province, People's Republic of China
| | - Linli Xie
- Department of Nursing, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan Province, People's Republic of China
| | - Jie Jing
- Department of Nursing, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan Province, People's Republic of China
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11
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Jibril MK, Yimam AA, Abdu NR, Ali SY. Psychological impact and associated factors of the COVID-19 pandemic among pregnant women in Fafan Zone health institutions, Somali Region, Eastern Ethiopia, 2021. BMC Womens Health 2024; 24:270. [PMID: 38689303 PMCID: PMC11059579 DOI: 10.1186/s12905-024-03109-9] [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: 08/20/2023] [Accepted: 04/23/2024] [Indexed: 05/02/2024] Open
Abstract
BACKGROUND Despite pregnant women's vulnerability to respiratory illnesses and pregnancy complications during the COVID-19 pandemic, research on its psychological impact in the study area, is limited. OBJECTIVE This study aims to fill this gap by examining the prevalence and factors linked to the psychological impact among pregnant women in the Fafan zone, Somali region of Ethiopia. METHODS A cross-sectional study conducted from April 1st to April 30th, 2021, randomly selected health facilities for inclusion. The Impact of Event Scale-Revised (IES-R) assessed psychological impact, and data were analyzed using SPSS V 22. Variables with a p-value ≤ 0.25 in bivariate analysis were considered for multivariate analysis via multiple logistic regressions with the backward elimination method. RESULTS The study involved 294 pregnant women, constituting 73% of the respondents. The prevalence of psychological impact attributed to the COVID-19 pandemic was 27.2%. Factors such as being in the first trimester of pregnancy (AOR: 5.32), travel history to infected areas (AOR: 3.71), obtaining COVID-19 information from television (AOR: 4.81), and using social media for 1 to 2 hours daily for updates (AOR: 1.35) were significantly associated with this impact. CONCLUSION While the psychological impact among pregnant women in this study was relatively lower compared to other research, factors such as gestational age, TV media exposure, travel history, and social media usage for COVID-19 updates were strongly linked to this impact, highlighting the necessity for psychological support services for pregnant women during challenging times.
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Affiliation(s)
- Meka Kedir Jibril
- School of Nursing and Midwifery Department of Nursing, Integrated Clinical and Community Mental Health Jigjiga University College of Medicine and Health Science, Jigjiga, Ethiopia
| | - Ahmed Adem Yimam
- Department of Internal Medicine, Jigjiga University Comprehensive Specialized Hospital and College of Medicine and Health Science School of Medicine, Jigjiga, Ethiopia
| | - Neima Ridwan Abdu
- Warabe University College of Medicine and Health Science Department of Midwifery, Warabe, Ethiopia
| | - Seid Yimam Ali
- Jigjiga University College of Medicine and Health Science School Medicine, Jigjiga, Ethiopia.
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12
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Koerner R, Rechenberg K, Rinaldi K, Duffy A. Are Providers Adequately Screening for Anxiety Symptoms During Pregnancy? Nurs Womens Health 2024; 28:109-116. [PMID: 38278513 DOI: 10.1016/j.nwh.2023.09.007] [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: 07/21/2023] [Revised: 09/19/2023] [Accepted: 12/06/2023] [Indexed: 01/28/2024]
Abstract
OBJECTIVE To examine the difference in prevalence of self-reported anxiety symptoms throughout pregnancy compared to clinical diagnosis of an anxiety disorder by a provider. DESIGN Secondary data analysis of a prospective cohort study of 50 pregnant individuals. SETTING/LOCAL PROBLEM Pregnant individuals commonly experience heightened anxiety symptoms, which are associated with adverse perinatal outcomes. However, a diagnosis of an anxiety disorder by a health care provider is less common, which may result in insufficient mental health intervention. PARTICIPANTS Pregnant individuals were recruited at their first prenatal appointment and followed until birth. INTERVENTION/MEASUREMENTS We examined anxiety symptoms using the Edinburgh Postnatal Depression Scale Anxiety subscale. We conducted a medical record review to examine if pregnant individuals were clinically diagnosed with an anxiety disorder. RESULTS Based on an Edinburgh Postnatal Depression Scale Anxiety subscale cutoff score of ≥5, 40% (n = 20) of individuals experienced anxiety symptoms during pregnancy. However, only 16% (n = 8) of participants were diagnosed with an anxiety disorder by a health care provider. CONCLUSION Anxiety symptoms are prevalent throughout pregnancy and may be underdiagnosed by health care providers. An intervention to increase clinical diagnosis of an anxiety disorder and subsequent referral to a mental health specialist may be indicated.
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13
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Gheorghita R, Soldanescu I, Lobiuc A, Caliman Sturdza OA, Filip R, Constantinescu – Bercu A, Dimian M, Mangul S, Covasa M. The knowns and unknowns of long COVID-19: from mechanisms to therapeutical approaches. Front Immunol 2024; 15:1344086. [PMID: 38500880 PMCID: PMC10944866 DOI: 10.3389/fimmu.2024.1344086] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2023] [Accepted: 02/14/2024] [Indexed: 03/20/2024] Open
Abstract
The coronavirus disease 2019 (COVID-19) pandemic caused by SARS-CoV-2 has been defined as the greatest global health and socioeconomic crisis of modern times. While most people recover after being infected with the virus, a significant proportion of them continue to experience health issues weeks, months and even years after acute infection with SARS-CoV-2. This persistence of clinical symptoms in infected individuals for at least three months after the onset of the disease or the emergence of new symptoms lasting more than two months, without any other explanation and alternative diagnosis have been named long COVID, long-haul COVID, post-COVID-19 conditions, chronic COVID, or post-acute sequelae of SARS-CoV-2 (PASC). Long COVID has been characterized as a constellation of symptoms and disorders that vary widely in their manifestations. Further, the mechanisms underlying long COVID are not fully understood, which hamper efficient treatment options. This review describes predictors and the most common symptoms related to long COVID's effects on the central and peripheral nervous system and other organs and tissues. Furthermore, the transcriptional markers, molecular signaling pathways and risk factors for long COVID, such as sex, age, pre-existing condition, hospitalization during acute phase of COVID-19, vaccination, and lifestyle are presented. Finally, recommendations for patient rehabilitation and disease management, as well as alternative therapeutical approaches to long COVID sequelae are discussed. Understanding the complexity of this disease, its symptoms across multiple organ systems and overlapping pathologies and its possible mechanisms are paramount in developing diagnostic tools and treatments.
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Affiliation(s)
- Roxana Gheorghita
- Victor Babes University of Medicine and Pharmacy, Timisoara, Romania
- Department of Biomedical Sciences, College of Medicine and Biological Science, University of Suceava, Suceava, Romania
| | - Iuliana Soldanescu
- Integrated Center for Research, Development and Innovation for Advanced Materials, Nanotechnologies, Manufacturing and Control Distributed Systems (MANSiD), University of Suceava, Suceava, Romania
| | - Andrei Lobiuc
- Department of Biomedical Sciences, College of Medicine and Biological Science, University of Suceava, Suceava, Romania
| | - Olga Adriana Caliman Sturdza
- Department of Biomedical Sciences, College of Medicine and Biological Science, University of Suceava, Suceava, Romania
- Suceava Emergency Clinical County Hospital, Suceava, Romania
| | - Roxana Filip
- Department of Biomedical Sciences, College of Medicine and Biological Science, University of Suceava, Suceava, Romania
- Suceava Emergency Clinical County Hospital, Suceava, Romania
| | - Adela Constantinescu – Bercu
- Department of Biomedical Sciences, College of Medicine and Biological Science, University of Suceava, Suceava, Romania
- Institute of Cardiovascular Science, Hemostasis Research Unit, University College London (UCL), London, United Kingdom
| | - Mihai Dimian
- Integrated Center for Research, Development and Innovation for Advanced Materials, Nanotechnologies, Manufacturing and Control Distributed Systems (MANSiD), University of Suceava, Suceava, Romania
- Department of Computer, Electronics and Automation, University of Suceava, Suceava, Romania
| | - Serghei Mangul
- Department of Clinical Pharmacy, USC Alfred E. Mann School of Pharmacy and Pharmaceutical Sciences, University of Southern California, Los Angeles, CA, United States
- Department of Quantitative and Computational Biology, USC Dornsife College of Letters, Arts and Sciences, University of Southern California (USC), Los Angeles, CA, United States
| | - Mihai Covasa
- Department of Biomedical Sciences, College of Medicine and Biological Science, University of Suceava, Suceava, Romania
- Department of Basic Medical Sciences, Western University of Health Sciences, College of Osteopathic Medicine, Pomona, CA, United States
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14
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Roddy Mitchell A, Gordon H, Atkinson J, Lindquist A, Walker SP, Middleton A, Tong S, Hastie R. Prevalence of Perinatal Anxiety and Related Disorders in Low- and Middle-Income Countries: A Systematic Review and Meta-Analysis. JAMA Netw Open 2023; 6:e2343711. [PMID: 37976063 PMCID: PMC10656650 DOI: 10.1001/jamanetworkopen.2023.43711] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2023] [Accepted: 10/09/2023] [Indexed: 11/19/2023] Open
Abstract
Importance Anxiety disorders are associated with poor maternal and neonatal outcomes. Women in low- and middle-income countries (LMICs) are thought to be disproportionally burdened by these disorders, yet their prevalence is unclear. Objective To conduct a systematic review and meta-analysis to determine the prevalence of 6 anxiety and related disorders among perinatal women in LMICs. Data Sources Embase, MEDLINE, PsycINFO, Cochrane Library, CINAHL, and Web of Science databases were searched from inception until September 7, 2023. Study Selection Studies conducted in World Bank-defined LMICs and reporting prevalence of generalized anxiety disorder, obsessive-compulsive disorder, social anxiety disorder, posttraumatic stress disorder, panic disorder, or adjustment disorder during the perinatal period (conception to 12 months post partum) using a validated method were included. Data Extraction and Synthesis This study followed the Preferred Reporting Items for Systematic Reviews and Meta-Analyses reporting guideline. Study eligibility, extracted data, and risk of bias of included studies were assessed by 2 independent reviewers. Random-effects meta-analysis was used to estimate pooled point prevalence. Subgroup analyses were performed by specific anxiety disorder. Main Outcomes and Measures Main outcomes were prevalence estimates of each anxiety disorder, measured as percentage point estimates and corresponding 95% CIs. Results At total of 10 617 studies were identified, 203 of which met the inclusion criteria and reported the outcomes of 212 318 women from 33 LMICs. Generalized anxiety disorder was the most reported (184 studies [90.6%]) and most prevalent disorder at 22.2% (95% CI, 19.4%-25.0%; n = 173 553). Posttraumatic stress disorder was the second most prevalent (8.3%; 95% CI, 5.0%-12.2%; 33 studies; n = 22 452). Adjustment disorder was least prevalent (2.9%; 95% CI, 0.0%-14.1%; 2 studies; n = 475). The prevalence of generalized anxiety varied by country income status, with the highest prevalence among lower-middle-income countries (27.6%; 95% CI, 21.6%-33.9%; 59 studies; n = 25 109), followed by low-income (24.0%; 95% CI, 15.3%-33.8%; 11 studies; n = 4961) and upper-middle-income (19.1%; 95% CI, 16.0%-22.4%; 110 studies; n = 138 496) countries. Conclusions and Relevance These findings suggest that 1 in 5 women living in LMICs experience anxiety disorders during pregnancy and post partum. Targeted action is needed to reduce this high burden.
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Affiliation(s)
- Alexandra Roddy Mitchell
- Mercy Perinatal, Department of Obstetrics and Gynaecology, The University of Melbourne, Heidelberg, Victoria, Australia
- Mercy Hospital for Women, Heidelberg, Victoria, Australia
| | - Hannah Gordon
- Mercy Perinatal, Department of Obstetrics and Gynaecology, The University of Melbourne, Heidelberg, Victoria, Australia
- Mercy Hospital for Women, Heidelberg, Victoria, Australia
| | - Jessica Atkinson
- Mercy Perinatal, Department of Obstetrics and Gynaecology, The University of Melbourne, Heidelberg, Victoria, Australia
- Mercy Hospital for Women, Heidelberg, Victoria, Australia
| | - Anthea Lindquist
- Mercy Perinatal, Department of Obstetrics and Gynaecology, The University of Melbourne, Heidelberg, Victoria, Australia
- Mercy Hospital for Women, Heidelberg, Victoria, Australia
| | - Susan P. Walker
- Mercy Perinatal, Department of Obstetrics and Gynaecology, The University of Melbourne, Heidelberg, Victoria, Australia
- Mercy Hospital for Women, Heidelberg, Victoria, Australia
| | - Anna Middleton
- Mercy Perinatal, Department of Obstetrics and Gynaecology, The University of Melbourne, Heidelberg, Victoria, Australia
- Mercy Hospital for Women, Heidelberg, Victoria, Australia
| | - Stephen Tong
- Mercy Perinatal, Department of Obstetrics and Gynaecology, The University of Melbourne, Heidelberg, Victoria, Australia
- Mercy Hospital for Women, Heidelberg, Victoria, Australia
| | - Roxanne Hastie
- Mercy Perinatal, Department of Obstetrics and Gynaecology, The University of Melbourne, Heidelberg, Victoria, Australia
- Mercy Hospital for Women, Heidelberg, Victoria, Australia
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