Prevalence and determinants of common perinatal mental disorders in women in low- and lower-middle-income countries: a systematic review
Jane Fisher a, Meena Cabral de Mello b, Vikram Patel c, Atif Rahman d, Thach Tran e, Sara Holton a & Wendy Holmes f
a. Jean Hailes Research Unit, School of Public Health and Preventive Medicine, Monash University, Clayton, Melbourne, Australia 3168.
b. Department of Child and Adolescent Health and Development, World Health Organization, Geneva, Switzerland.
c. Centre for Global Mental Health, London School of Hygiene and Tropical Medicine, London, England.
d. Institute of Psychology, Health & Society, University of Liverpool, Liverpool, England.
e. Research and Training Centre for Community Development, Hanoi, Viet Nam.
f. Centre for International Health, Burnet Institute, Melbourne, Australia.
Correspondence to Jane Fisher (e-mail: email@example.com).
(Submitted: 09 June 2011 – Revised version received: 23 October 2011 – Accepted: 24 October 2011 – Published online: 24 November 2011.)
Bulletin of the World Health Organization 2012;90:139-149H. doi: 10.2471/BLT.11.091850
The nature, prevalence and determinants of mental health problems in women during pregnancy and in the year after giving birth have been thoroughly investigated in high-income countries.1 Systematic reviews have shown that in these settings, about 10% of pregnant women and 13% of those who have given birth2 experience some type of mental disorder, most commonly depression or anxiety.3 Social, psychological and biological etiological factors interact, but their relative importance is debated.
The perinatal mental health of women living in low- and lower-middle-income countries has only recently become the subject of research,1 in part because greater priority has been assigned to preventing pregnancy-related deaths. In addition, some have argued that in resource-constrained countries women are protected from experiencing perinatal mental problems through the influence of social and traditional cultural practices during pregnancy and in the postpartum period.4,5
This systematic review was performed with the objective of summarizing the evidence surrounding the nature, prevalence and determinants of non-psychotic common perinatal mental disorders (CPMDs) among women living in low- and lower-middle-income countries.
A senior librarian in the World Health Organization (WHO) headquarters in Geneva, Switzerland, conducted a systematic search of the literature to identify sources dealing with the prevalence of CPMDs and the factors that make women more vulnerable to, or that protect them from, these disorders. Several databases were searched for studies published up to November 2010 (Box 1). Reference lists of the papers meeting inclusion criteria were hand searched to identify further studies.
Box 1. Literature search strategya for systematic review of the evidence on the prevalence and determinants of common perinatal mental disorders
1. “prenatal” OR “antenatal” OR “pregnancy” OR “postnatal” OR “postpartum”
2. “mental disorder” OR “adjustment disorder” OR “affective disorder” OR “dysthymic disorder” OR “psychiat*” OR “behaviour control” OR “psychological phenomena” OR “depression” OR “mental health” OR “stress disorder” OR “anxiety disorder” OR “maternal welfare” OR “maternal health”
Combined terms: 1 AND 2.
a Limited to World Bank defined low- and lower-middle-income countries.
Note: The following databases were searched for papers published up to November 2010; CINAHL, PsychInfo, Medline, RefMan and Web of Science
Inclusion and exclusion criteria
The search was confined to studies published in English or with sufficiently detailed English abstracts to enable comparison of the methods and main findings. Only investigations of the nature, prevalence and determinants of non-psychotic CPMDs in women in low- and lower-middle-income countries, as defined by World Bank country income categories, were included. Data about these countries were obtained from published inter-country comparisons that included at least one low- or lower-middle-income country. Although China is classified as a lower-middle-income country, economic conditions and health infrastructure in Hong Kong Special Administrative Region (Hong Kong SAR) and in Taiwan are very different from those in mainland China and in the resource-constrained settings that are the focus of this review. We therefore included in the analysis studies from mainland China but not from Hong Kong SAR or Taiwan. From studies whose findings were stratified by maternal age, we extracted data only for adults, not adolescents (people aged up to 19 years). We included all studies from which outcome data on CPMDs could be extracted, regardless of study design. Information was extracted systematically using a standardized data extraction form.
The methodological quality of each study was assessed by two authors independently using the Mirza and Jenkins checklist of eight items,6,7 with an additional item pertaining to whether appropriate informed consent to participate in the study had been obtained. Differences were discussed and consensus reached. The checklist included the following quality criteria: (i) explicit study aims; (ii) adequate sample size or justification; (iii) sample representative, with justification; (iv) clear inclusion and exclusion criteria; (v) measures of mental health reliable and valid, with justification; (vi) response rate reported and losses explained; (vii) adequate description of data; and (viii) appropriate statistical analyses. One point was given for a “yes” answer and none for a “no” answer, for a possible maximum score of 9 points (Table 1, available at: http://www.who.int/bulletin/volumes/90/2/11-091850).
Table 1. Methodological quality of studies of common perinatal mental disorders among women living in low- and lower-middle-income countries, as per World Bank classification (1 = yes; 0 = no)
Varied endpoints were reported: scores above thresholds on symptom screening measures, diagnoses by mental health practitioners or structured clinical interviews by research workers, and a combination of these. Self-reported symptom measures, including the Edinburgh Postnatal Depression Scale (EPDS), detect but do not distinguish between symptoms of anxiety and depression.50 Most studies that generated psychiatric diagnoses only assessed depression and not other disorders, such as anxiety. Therefore they yielded diverse data about the prevalence, severity and duration of non-specific and specific symptoms, including those that met the diagnostic criteria. We used Goldberg’s construct, Common Mental Disorders,51 for non-psychotic mental health conditions including depressive, anxiety, adjustment and somatic disorders which compromise day-to-day functioning and are identifiable in primary health care settings anywhere. Meta-analysis was undertaken to assess antenatal and postnatal prevalence, and heterogeneity was quantified with the I2 statistic. Aggregate means, weighted by participant numbers, were calculated for comparisons between studies from different health sectors. Publication bias was assessed with the Egger test and represented graphically by a funnel plot.
The steps involved in identifying studies meeting the inclusion criteria are summarized in Fig. 1.
Fig. 1. Study selection process for systematic review of studies on common perinatal mental disorders in women in low- and lower-middle-income countries
We identified 13 studies that reported point prevalence data about common mental disorders in pregnant women (Table 2, available at: http://www.who.int/bulletin/volumes/90/2/11-091850) and 34 that assessed women at some point in the year after giving birth (Table 3, available at: http://www.who.int/bulletin/volumes/90/2/11-091850). There were 21 prospective studies with at least two assessment waves, but none reported incidence.
Table 2. Methods of investigating common perinatal mental disorders in pregnant women in low- and lower-middle-income countries, as per World Bank country income classification
Table 3. Methods of investigating common perinatal mental disorders in women in resource-constrained countries who had recently given birth
Data on the antenatal prevalence of common mental disorders were available from only 8% (9/112) of low- and lower-middle-income countries. Most of the articles containing such data (9/13, 69%) were published after 2002. Patel et al.,40 Husain et al.32 and Liabsuetrakul et al.52 generated evidence about risks, including the risk of antenatal depression for postnatal depression, and Fatoye et al.53 compared symptoms in pregnant and non-pregnant women. None of these studies reported on the prevalence of common mental disorders during pregnancy.
In almost all studies (11/13, 85%), participants were recruited while attending a health facility for antenatal care. In general, recruitment strategies were not described in detail and few studies considered potential selection biases. Where antenatal care coverage is high, consecutive cohorts yield reasonably representative samples of pregnant women. However, in many low- and lower-middle-income countries high proportions of women lack access to antenatal care or make fewer than the recommended visits. Overall, 5 of the 13 studies (39%) recruited women from urban tertiary teaching hospitals, which are inaccessible to the majority who live in rural areas and to those who cannot pay for antenatal care. These studies thus over-represent relatively advantaged women. Most other studies (5/13, 39%) recruited women from community-based health services, which are more accessible to the general population but will not yield representative samples in settings where few women receive antenatal care. Three studies generated population-based samples in low- and lower-middle-income countries with low antenatal care coverage. In Pakistan, Rahman et al.45 recruited women via household visits by female community health workers and thereby included pregnant women unlikely to attend antenatal services. Gausia et al.27 in Bangladesh and Hanlon et al.30 in Ethiopia used sites covered by Demographic Surveillance Systems to identify eligible pregnant women who were then assessed during household visits by a health worker or surveillance site enumerator.
The least representative samples are therefore likely to be those from tertiary hospitals in low- and lower-middle-income countries where most women live in rural areas and few (< 65%) attend antenatal care (two studies from Nigeria8,10 and one from Pakistan33). The most representative ones, on the other hand, are those that recruited systematically in health services, including those located in rural areas, in low- and lower-middle-income countries where most women (> 90%) make at least one antenatal visit,25,38 or those that recruited women who would not usually attend antenatal care, systematically27,30,45 (Fig. 2 and Table 4).
Fig. 2. Meta-analysis of individual study and overall prevalence of common perinatal mental disorders in women in low- and lower-middle-income countries
Table 4. Overall and health-sector-specific weighted mean prevalence of common perinatal mental disorders (CPMDs) in different facilities in low-and lower-middle-income countries
Average prevalence (15.9%: 95% confidence interval, CI: 15.0–16.8%) was higher than in high-income countries. Meta-analysis revealed significant differences between prevalence estimates based on self-reported symptom measures (13.43%; 95% CI: 12.4–14.5) and prevalence estimates based on diagnostic assessment (21.75 %; 95% CI: 19.8–23.7). However, all studies based on diagnostic assessments but only 55% of those in which self-report measures were used took place in provincial or community settings, where prevalence appears to be higher (Table 4).
Evidence about the prevalence of common mental disorders postpartum was available for 15% (17/112) of low- and lower-middle-income countries; most (30/34, 88%) of the studies were published after 2002. The papers reported 14 cohort and 20 cross-sectional studies, most of which were at least of reasonable quality. Overall the methods were more rigorous in the recent studies than in the older ones. The most common limitations were failure to specify inclusion criteria or to describe recruitment strategies. All studies addressed limited literacy by using questionnaires administered by an interviewer in the local language. All but one34 of these questionnaires had been appropriately validated.
Among studies with clearly-described selection criteria, many excluded participants with characteristics relevant to the outcomes. For example, some studies excluded women who were illiterate34 or unable to speak the researchers’ language11,12,14,20,40,41,46,52–54 or who had a personal or family history of psychiatric problems.15,21,22,26,41,49,52,55 Such studies may have underestimated prevalence.
Almost one third (10/34, 29%) of the studies recruited participants from tertiary teaching hospitals. This occurred, for example, in Nigeria10,20,47 and Nepal,44 where less than 40% of the women receive skilled birth attendance and even fewer give birth in a hospital (Table 3). Thus, the findings from these studies cannot be generalized to the entire population of women who have recently given birth. The most representative samples are those recruited through rural health services in countries where more than 80% of women give birth with a skilled birth attendant,23,25,26,48,49 or through household visits in settings where women commonly give birth at home,.32,36,45 Samples obtained differently may have yielded inaccurate prevalence estimates (Fig. 2 and Table 4).
In our study countries, pooled prevalence of postpartum common mental disorders (19.8%; 95% CI: 19.2–20.6) was higher than in high-income countries. Meta-analyses revealed significant differences in mean prevalence estimates derived from self-reported symptom measures (20.80%; 95% CI: 20.0–21.6) and from diagnostic assessments (16.09%; 95% CI: 14.6–17.6). In the studies of postpartum symptoms about 50% of studies based on self-reported symptoms or on diagnostic assessment took place in provincial or district settings.
Overall meta-analyses revealed no differences in the pooled mean estimated prevalence of CPMDs derived from self-reported symptom measures (18.59%; 95% CI: 17.9–19.2) and diagnostic assessments (18.63%; 95% CI: 17.4–19.8).
Socioeconomic and intermediary determinants
Most studies (31/41, 76%) investigated risk and protective factors, while the remainder11,12,29,33,35,41,42,44,54,56 only reported prevalence data. Potential risk factors for CPMDs in women in low- and middle-income countries reflected diverse conceptual frameworks and differed between studies. This precluded data pooling. We used the framework of the WHO Commission on the Social Determinants of Health (Table 5).58
Table 5. Determinants of common perinatal mental disorders in women in low- and lower-middle-income countries
Nineteen studies9,10,13,16,18,20,22,25,30–32,34,36,37,39,40,47–49 investigated a variety of social, cultural and economic risk factors for CPMDs. Socioeconomic disadvantage was widely associated with increased risk10,16,18,25,30,37,39,40,45,49. Relative rather than absolute disadvantage also appears to be relevant: Wan et al.48 found that not owning a car in Beijing was associated with a higher risk of suffering a CPMD (odds ratio, OR: 1.9; 95% CI: 1.0–3.6). Rates of CPMD were also higher among women who were young9,37,49; of a religious minority,34 or unmarried.13,39,55 However, other studies found no association between CPMD and maternal age10,13,16,20,22,32,36,45,48; marital status9,34,37,47; economic difficulties or a low income13,22,26,32,36,45,48; unemployment9,16,26,34,36,47 or adverse life events.10,31
Quality of relationship with intimate partner
When other factors were controlled for, higher rates of CPMD were observed among women who experienced difficulties in the intimate partner relationship. Such difficulties included having a partner who rejected paternity, who was unsupportive and uninvolved, or critical and quarrelsome, and who used alcohol to excess.8,27,28,31,38,39,45,48 Higher average symptom scores among women in polygamous rather than monogamous marriages were found in Nigeria53 and Nepal,31 but not in Ethiopia.30
Only seven24,25,28,30–32,40 studies investigated an association with intimate partner violence. However, in 6 of them women who had experienced physical abuse during pregnancy or in the previous year had a higher prevalence of CPMDs than women who had not experienced these problems. In Viet Nam, pregnant women who felt “criticized over small things” (P < 0.01) and “controlled by their partners” (P < 0.03) had higher mean EPDS scores than others.24 Patel et al.40 found that the risk of chronic depression associated with intimate partner violence was higher if the baby was a girl (relative risk, RR: 1.9; 95% CI: 1.2–2.8) rather than a boy (RR: 1.7; 95% CI: 0.8–3.5). A few studies found no association between CPMD and “marital conflict",10,18,48 an “unhappy relationship with husband”32,37 or the “husband’s alcoholism".18
Family and social relationships
Eleven studies9,10,14,18,25–28,38,45,48 investigated the risks associated with difficult interpersonal relationships other than with the spouse. They focused in particular on conflicts between a woman and her in-laws in settings where women move into the in-laws’ household after marriage.9,18,25,28,45,48 The risk of CPMD was higher among women whose postpartum care was provided by their mothers-in-law or who received no help from their mothers-in-law at all, or among those who feared or argued with their in-laws or who had insufficient social support.17,24,26,42 In some studies, women who lived in a nuclear, rather than a multigenerational household,45 whose mothers lived in a rural area,38 or who lacked an affectionate and trusting relationship with their own mothers25 were at increased risk.45 However, no significant relationship of this kind was found in other studies.26,27
There was also mixed evidence regarding the relationship between CPMD and the number of living children in a woman’s care. While three studies22,38,45 found higher prevalence of CPMDs among women who had three or more children other studies found no association between family size and mental health.18,31,32
Reproductive and general health
Reproductive health and general health as risk factors for CPMDs were widely investigated.8,9,11,13,23,30,37–40,49,53 A higher risk was associated with adverse reproductive events including unwanted or unintended pregnancy, past pregnancy losses, coincidental illness and operative birth. However, other studies found no significant association between CPMDs and unwanted pregnancy,16,28 gravidity,22,36,48 parity13,16,20,22,34,37,47,57 prior stillbirth,18,20,34,39 coincidental medical problems48 or caesarean birth.16,20,23,26,36,40,55,57
History of mental health problems
Five studies22,28,30,34,40 identified risks associated with past mental health problems, including during pregnancy.11,28 These included past psychiatric illness and less specific psychological symptoms, which were found to increase risk. However, other studies found no association between CPMDs and a history of mental illness37 or with depression during the current pregnancy.31 In many settings that lack comprehensive mental health care, few women with common mental disorders are diagnosed or treated. In such settings it may not be possible to know whether a woman has a psychiatric history.
In many low- and lower-middle-income countries there is a cultural preference for male children. The potential association between this attitude and the risk of developing a CPMD was examined in various ways.10,16,17,22,26,28,32,39,48 In some studies such risk was increased among women who wanted a son but gave birth to a daughter37; who did not give birth to a child of the desired sex18; whose parents-in-law preferred a male baby,26 or who already had at least two daughters.45 However, other studies found no significant relationship between CPMD and the birth of a girl or with not having a child of the desired sex.10,16,17,22,26,28,32,39,48 The studies that investigated this risk yielded inconsistent evidence from China,37 Nigeria,10,13,39,57 and Pakistan45 but more consistent evidence of an increased risk from India18,40 and Uganda37 and of no risk from Bangladesh17,28 and Morocco.16
A few studies investigated whether an infant’s poor health and development was a risk factor for developing a CPMD. As most of these studies were cross-sectional, the direction of the relationship cannot be ascertained. Mothers may feel distressed because their infants are sick or failing to thrive. It is also possible, however, that mothers who have a CPMD are less able to provide sensitive care and that their babies are therefore vulnerable to health problems. Risk was increased among mothers who had experienced difficulty breastfeeding40 and those whose infants cried for prolonged periods.23 The prevalence of CPMDs was higher among mothers whose infants were ill than among those whose infants were well16,37,40,48 Grief following with the death of an infant was also detected in these surveys and associated with a higher risk of having a common mental disorder in the postpartum period28,40
Even among the poor, relative social and economic advantage appears protective.25 The risk of CPMDs was lower among women with more education40 a permanent or secure job,23 and an employed partner40 and among those belonging to the ethnic majority22
Two studies examined the relationship between the observation of traditional postpartum rituals and the risk of developing a CPMD. Rahman et al.45 in Pakistan found that the chilla ritual, which involves seclusion and the provision of heightened care to mothers and neonates in the first 40 days postpartum, was protective. Fisher et al.23 in Viet Nam found that culturally prescribed practices, such as lying over a charcoal fire or using cotton ear swabs to protect against the cold, were not related to the risk of CPMDs. However, practices that involved direct interpersonal care were relevant. Women who were given less than 30 days of rest were at increased risk (OR: 1.9; 95% CI: 1.1–3.2), but having someone to prepare special foods was protective (OR: 0.61; 95% CI: 0.4–1.0).
The quality of a woman’s intimate relationship with her partner can also act protectively. In Viet Nam women who scored > 33 on the Intimate Bonds Measure Care subscale, which assesses partner kindness, trust, sensitivity and affection, were at reduced risk25
Of the eight prospective studies initiated in pregnancy,10,21,27,34,38,40,41,45 five reported both the antenatal and postnatal prevalence of CPMDs and in four this was higher in pregnancy than after childbirth.
Test for publication bias
The funnel plots (Fig. 3) were skewed and asymmetrical. Normal statistical testing confirmed the presence of publication bias (total studies: Egger test P < 0.001; pregnancy studies: Egger test P = 0.013; postpartum studies: Egger test P < 0.001).
Fig. 3. Funnel plot of studies on the prevalence of common perinatal mental disorders in women in low- and lower-middle-income countries
There have been recent systematic reviews of studies dealing with perinatal mental disorders in women worldwide59 and in specific regions, including Asia6 and Africa,7 but to our knowledge this is the first review of studies about women in low- and lower-middle-income countries.
This review reveals a serious double disparity. One has to do with the availability of local evidence on which to base practice and policy. Tens of thousands of papers from high-income countries provide high-quality epidemiological, clinical, health service and health system evidence surrounding CPMDs. This stands in sharp contrast to the lack of local evidence about CPMDs in women in more than 80% of the world’s 112 low- and lower-middle-income countries and in 90% of the least-developed countries. Furthermore, few countries have more than one study in the English-language literature.
The settings, recruitment strategies, inclusion and exclusion criteria, representative adequacy of the samples and assessment measures used in the studies varied widely. Since all of these factors could have influenced prevalence estimates, only broad comparisons between low- and lower-middle-income countries and high-income countries can be made. We acknowledge this limitation. Nevertheless, the second disparity lies in the fact that in all the low- and lower-middle-income countries that report data, pregnant women and women who have recently given birth experience non-psychotic mental health conditions at substantially higher rates than the 10% in pregnancy2 and 13% postnatally3 reported in high-income countries.
These differences in the prevalence of CPMDs may result from the biased publication of studies reporting high rather than low prevalence in low- and lower-middle-income countries. However, we are all active researchers in this field and are not aware of unpublished studies that have reached different conclusions. It is also possible that the differences in prevalence merely result from the use of different study methods. While more recent studies have shown improvements over previous ones in the use of systematic sampling and locally validated assessment instruments, overall the studies were of reasonably high methodological quality and therefore this explanation is unlikely. It is possible, in fact, that the population prevalence of CPMDs in low- and lower-middle-income countries has been underestimated because the study sites and exclusion criteria may have resulted in the samples being disproportionately composed of women of relatively higher socioeconomic status and in better health, among whom prevalence is generally lower. Prevalence estimates are usually higher when based on self-reported symptom measures rather than on diagnostic assessment. This pattern was not consistent and overall prevalence estimates did not differ by method of assessment. Mental health problems may have been underestimated because most studies that used diagnostic interviews, considered the gold-standard, investigated depression but not other relevant psychological conditions, including perinatal anxiety disorders. Overall, we believe that the prevalence estimates are reliable. In low- and lower-middle-income countries about one in six pregnant women and one in five women who have recently given birth are experiencing a CPMD. This counters the notion that women’s mental health is protected by culturally-prescribed traditional postpartum care and suggests that it is erroneous to assume that this care is always available or welcome.
A few early studies in low- and lower-middle-income countries, most of which recruited women from tertiary hospitals, concluded that the prevalence of CPMDs was similar to that observed in high-income countries and that these conditions must therefore be biological in origin.12,19 Differences in the risk factors and protective factors found in the various studies reflect the use of different data sources (i.e. survey instruments containing either one or several study-specific questions) and standardized measures. Risks are likely to vary by cultural context and few studies assessed all the risk and protective factor domains that were identified. However, these data indicate that in these study settings, women’s mental health is governed significantly by social factors, including many beyond individual control.
Our review, which supports the conclusions reached by the Commission on the Social Determinants of Health,58 indicates that the prevalence of CPMDs is highest among the most socially and economically disadvantaged women, especially those living in crowded households in rural areas. Risk is also increased by gender-based factors, including the bias against female babies; role restrictions regarding housework and infant care, and excessive unpaid workloads, especially in multi-generational households in which a daughter-in-law has little autonomy. Gender-based violence, including both emotional and physical abuse, has adverse effects on women’s mental health and is especially destructive in the perinatal period, when a woman is more dependent. Such violence was consistently found to increase the risk of CPMD. As in high-income countries, the quality of a woman’s intimate partner relationship was found to be closely related to her perinatal mental health. Women whose partners welcomed the pregnancy and provided support and encouragement had better mental and emotional health.
The risk of CPMDs was lower among women with access to a better education, paid work, sexual and reproductive health services, including family planning, and supportive, non-judgmental family relationships. Overall the data indicate that CPMDs in women living in low- and lower-middle-income countries are caused by multiple factors and lack a direct causal pathway. Edwards et al.21 demonstrated that symptoms were more severe among women who had a greater number of risk factors and Patel et al.40 found that risk factors interact, including in culturally determined ways.
Mental health problems have serious consequences for women, their infants and their families. Although these problems are difficult to investigate because vital registration systems are often weak, suicide appears to contribute to maternal deaths in resource-constrained countries.60 Women with mental health problems are often stigmatized and are less likely to participate in antenatal, perinatal, postnatal and essential preventive health care.25 Infants are dependent on their mothers for breastfeeding, physical care, comfort and social interaction. Infant development is compromised if a mother is insensitive or unresponsive to the infant’s behavioural cues and needs. In low- and lower-middle-income countries, maternal depression is associated with higher rates of malnutrition and stunting, diarrhoeal diseases, infectious illnesses, hospital admissions, lower birth weight and reduced completion of immunization schedules among infants.46
While some women overcome their poor mental health over time, many have chronic mental health problems.40,45 In an international call to action on the part of WHO that was published in The Lancet in “No health without mental health", the point was made that addressing the major burden of mental health problems in resource-constrained countries is essential for development.61 Furthermore, Millennium Development Goals 4 and 5, which relate to the health of mothers and children, cannot be attained without due attention to maternal mental health.62 High-quality evidence about mental health problems in the perinatal period must be generated, especially at the local level, to make pregnancy safer for women in low- and lower-middle-income countries.
This study was supported by the Women’s and Children’s Health Knowledge Hub funded by the Australian Agency for International Development. Daria Bodzak and Turi Berg provided expert research assistance for which the authors are most grateful. We are also grateful to Tomas Allen of the World Health Organization Geneva Library for undertaking the literature search and for the contribution to this work of the Victorian Operational Infrastructure Support Program.
- World development indicators [database]. Washington: World Bank; 2005. Available from: http://data.worldbank.org/data-catalog/world-development-indicators [accessed 31 October 2011].
- Hendrick V. Evaluation of mental health and depression during pregnancy. Psychopharmacol Bull 1998; 34: 297-9 pmid: 9803758.
- O'Hara MW, Swain AM. Rates and risks of postpartum depression - a meta-analysis. Int Rev Psychiatry 1996; 8: 37-54 doi: 10.3109/09540269609037816.
- Stern G, Kruckman L. Multi-disciplinary perspectives on post-partum depression: an anthropological critique. Soc Sci Med 1983; 17: 1027-41 doi: 10.1016/0277-9536(83)90408-2 pmid: 6623110.
- Howard R. Transcultural issues in puerperal mental illness. Int Rev Psychiatry 1993; 5: 253-60 doi: 10.3109/09540269309028315.
- Mirza I, Jenkins R. Risk factors, prevalence, and treatment of anxiety and depressive disorders in Pakistan: systematic review. BMJ 2004; 328: 794-7 doi: 10.1136/bmj.328.7443.794 pmid: 15070634.
- Sawyer A, Ayers S, Smith H. Pre- and postnatal psychological wellbeing in Africa: a systematic review. J Affect Disord 2010; 123: 17-29 doi: 10.1016/j.jad.2009.06.027 pmid: 19635636.
- Abiodun OA, Adetoro OO, Ogunbode OO. Psychiatric morbidity in a pregnant population in Nigeria. Gen Hosp Psychiatry 1993; 15: 125-8 doi: 10.1016/0163-8343(93)90109-2 pmid: 8472940.
- Abiodun OA. Postnatal depression in primary care populations in Nigeria. Gen Hosp Psychiatry 2006; 28: 133-6 doi: 10.1016/j.genhosppsych.2005.11.002 pmid: 16516063.
- Aderibigbe YA, Gureje O, Omigbodun O. Postnatal emotional disorders in Nigerian women: a study of antecedents and associations. Br J Psychiatry 1993; 163: 645-50 doi: 10.1192/bjp.163.5.645 pmid: 8298834.
- Adewuya AO. Early postpartum mood as a risk factor for postnatal depression in Nigerian Women. Am J Psychiatry 2006; 163: 1435-7 doi: 10.1176/appi.ajp.163.8.1435 pmid: 16877659.
- Adewuya AO, Afolabi OT. The course of anxiety and depressive symptoms in Nigerian postpartum women. Arch Womens Ment Health 2005; 8: 257-9 doi: 10.1007/s00737-005-0089-5 pmid: 15959624.
- Adewuya AO, Fatoye FO, Ola BA, Ijaodola OR, Ibigbami SM. Sociodemographic and obstetric risk factors for postpartum depressive symptoms in Nigerian women. J Psychiatr Pract 2005; 11: 353-8 doi: 10.1097/00131746-200509000-00009 pmid: 16184076.
- Adewuya AO, Ola BA, Aloba OO, Dada AO, Fasoto OO. Prevalence and correlates of depression in late pregnancy among Nigerian women. Depress Anxiety 2007; 24: 15-21 doi: 10.1002/da.20221 pmid: 16845663.
- Affonso DD, De AK, Horowitz JA, Mayberry LJ. An international study exploring levels of postpartum depressive symptomatology. J Psychosom Res 2000; 49: 207-16 doi: 10.1016/S0022-3999(00)00176-8 pmid: 11110992.
- Agoub M, Moussaoui D, Battas O. Prevalence of postpartum depression in a Moroccan sample. Arch Womens Ment Health 2005; 8: 37-43 doi: 10.1007/s00737-005-0069-9 pmid: 15868390.
- Black MM, Baqu AH, Zaman K, McNary SW, Le K, El Arifeen S, et al., et al. Depressive symptoms among rural Bangladeshi mothers: implications for infant development. J Child Psychol Psychiatry 2007; 48: 764-72 doi: 10.1111/j.1469-7610.2007.01752.x pmid: 17683448.
- Chandran M, Tharyan P, Muliyil J, Abraham S. Post-partum depression in a cohort of women from a rural area of Tamil Nadu, India: incidence and risk factors. Br J Psychiatry 2002; 181: 499-504 doi: 10.1192/bjp.181.6.499 pmid: 12456520.
- Cox JL. Psychiatric morbidity and pregnancy: a controlled study of 263 semi-rural Ugandan women. Br J Psychiatry 1979; 134: 401-5 doi: 10.1192/bjp.134.4.401 pmid: 444790.
- Ebeigbe PN, Akhigbe KO. Incidence and associated risk factors of postpartum depression in a tertiary hospital in Nigeria. Niger Postgrad Med J 2008; 15: 15-8 pmid: 18408777.
- Edwards G, Shinfuku N, Gittelman M, Ghozali EW, Haniman F, Wibisono S, et al., et al. Postnatal depression in Surabaya, Indonesia. Int J Ment Health 2006; 35: 62-74 doi: 10.2753/IMH0020-7411350105.
- Faisal-Cury A, Tedesco JJA, Kahhale S, Menezes PR, Zugaib M. Postpartum depression: in relation to life events and patterns of coping. Arch Womens Ment Health 2004; 7: 123-31 doi: 10.1007/s00737-003-0038-0 pmid: 15083347.
- Fisher JRW, Morrow MM, Nhu Ngoc NT, Hoang Anhc LT. Prevalence, nature, severity and correlates of postpartum depressive symptoms in Vietnam. BJOG 2004; 111: 1353-60 doi: 10.1111/j.1471-0528.2004.00394.x pmid: 15663118.
- Fisher JR, Tran H, Tran T. Relative socioeconomic advantage and mood during advanced pregnancy in women in Vietnam. Int J Ment Health Syst 2007; 1: 3- doi: 10.1186/1752-4458-1-3 pmid: 18271975.
- Fisher J, Tran T, Buoi LT, Kriitmaa K, Rosenthal D, Tuan T. Perinatal mental disorders and health care use in Viet Nam. Bull World Health Organ 2010; 88: 737-45 doi: 10.2471/BLT.09.067066 pmid: 20931058.
- Gao LL, Chan SW, Mao Q. Depression, perceived stress, and social support among first-time Chinese mothers and fathers in the postpartum period. Res Nurs Health 2009; 32: 50-8 doi: 10.1002/nur.20306 pmid: 18980171.
- Gausia K, Fisher C, Ali M, Oosthuizen J. Antenatal depression and suicidal ideation among rural Bangladeshi women: a community-based study. Arch Womens Ment Health 2009.
- Gausia K, Fisher C, Ali M, Oosthuizen J. Magnitude and contributory factors of postnatal depression: a community-based cohort study from a rural subdistrict of Bangladesh. Psychol Med 2009; 39: 999-1007 doi: 10.1017/S0033291708004455 pmid: 18812008.
- Gausia K, Fisher CM, Algin S, Oosthuizen J. Validation of the Bangla version of the Edinburgh Postnatal Depression Scale for a Bangladeshi sample. J Reprod Infant Psychol 2007; 25: 308-15 doi: 10.1080/02646830701644896.
- Hanlon C, Medhin G, Alem A, Tesfaye F, Lakew Z, Worku B, et al., et al. Impact of antenatal common mental disorders upon perinatal outcomes in Ethiopia: the P-MaMiE population-based cohort study. Trop Med Int Health 2009; 14: 156-66 doi: 10.1111/j.1365-3156.2008.02198.x pmid: 19187514.
- Ho-Yen SD, Tschudi Bondevik GT, Eberhard-Gran M, Bjorvatn B. Factors associated with depressive symptoms among postnatal women in Nepal. Acta Obstet Gynecol Scand 2007; 86: 291-7 doi: 10.1080/00016340601110812 pmid: 17364302.
- Husain N, Bevc I, Husain M, Chaudhry IB, Atif N, Rahman A. Prevalence and social correlates of postnatal depression in a low income country. Arch Womens Ment Health 2006; 9: 197-202 doi: 10.1007/s00737-006-0129-9 pmid: 16633740.
- Karmaliani R, Bann CM, Mahmood MA, Harris HS, Akhtar S, Goldenberg RL, et al., et al. Measuring antenatal depression and anxiety: findings from a community-based study of women in Hyderabad, Pakistan. Women Health 2006; 44: 79-103 pmid: 17255067.
- Limlomwongse N, Liabsuetrakul T. Cohort study of depressive moods in Thai women during late pregnancy and 6–8 weeks of postpartum using the Edinburgh Postnatal Depression Scale (EPDS). Arch Womens Ment Health 2006; 9: 131-8 doi: 10.1007/s00737-005-0115-7 pmid: 16329000.
- Montazeri A, Torkan B, Omidvari S. The Edinburgh Postnatal Depression Scale (EPDS): translation and validation study of the Iranian version. BMC Psychiatry 2007; 7: 11- doi: 10.1186/1471-244X-7-11 pmid: 17408479.
- Nagpal J, Dhar RS, Sinha S, Bhargava V, Sachdeva A, Bhartia A. An exploratory study to evaluate the utility of an adapted Mother Generated Index (MGI) in assessment of postpartum quality of life in India. Health Qual Life Outcomes 2008; 6: 107- doi: 10.1186/1477-7525-6-107 pmid: 19055710.
- Nakku JEM, Nakasi G, Mirembe F. Postpartum major depression at six weeks in primary health care: prevalence and associated factors. Afr Health Sci 2006; 6: 207-14 pmid: 17604509.
- Nhiwatiwa S, Patel V, Acuda W. Predicting postnatal mental disorder with a screening questionnaire: a prospective cohort study from Zimbabwe. J Epidemiol Community Health 1998; 52: 262-6 doi: 10.1136/jech.52.4.262 pmid: 9616415.
- Owoeye AO, Aina OF, Morakinyo O. Risk factors of postpartum depression and EPDS scores in a group of Nigerian women. Trop Doct 2006; 36: 100-3 doi: 10.1258/004947506776593341 pmid: 16611444.
- Patel V, Rodrigues M, DeSouza N. Gender, poverty, and postnatal depression: a study of mothers in Goa, India. Am J Psychiatry 2002; 159: 43-7 doi: 10.1176/appi.ajp.159.1.43 pmid: 11772688.
- Pitanupong J, Liabsuetrakul T, Vittayanont A. Validation of the Thai Edinburgh Postnatal Depression Scale for screening postpartum depression. Psychiatry Res 2007; 149: 253-9 doi: 10.1016/j.psychres.2005.12.011 pmid: 17084907.
- Piyasil V. Anxiety and depression in teenage mothers. J Med Assoc Thai 1998; 81: 125-9 pmid: 9529842.
- Pollock JI, Manaseki-Holland S, Patel V. Depression in Mongolian women over the first 2 months after childbirth: prevalence and risk factors. J Affect Disord 2009; 116: 126-33 doi: 10.1016/j.jad.2008.11.010 pmid: 19059650.
- Regmi S, Sligi W, Carter D, Grut W, Seear M. A controlled study of postpartum depression among Nepalese women: validation of the Edinburgh Postpartum Depression Scale in Kathmandu. Trop Med Int Health 2002; 7: 378-82 doi: 10.1046/j.1365-3156.2002.00866.x pmid: 11952955.
- Rahman A, Iqbal Z, Harrington R. Life events, social support and depression in childbirth: perspectives from a rural community in the developing world. Psychol Med 2003; 33: 1161-7 doi: 10.1017/S0033291703008286 pmid: 14580070.
- Stewart RC, Umar E, Kauye F, Bunn J, Vokhiwa M, Fitzgerald M, et al., et al. Maternal common mental disorder and infant growth — a cross-sectional study from Malawi. Matern Child Nutr 2008; 4: 209-19 doi: 10.1111/j.1740-8709.2008.00147.x pmid: 18582354.
- Uwakwe R. Affective (depressive) morbidity in puerperal Nigerian women: validation of the Edinburgh postnatal depression scale. Acta Psychiatr Scand 2003; 107: 251-9 doi: 10.1034/j.1600-0447.2003.02477.x pmid: 12662247.
- Wan EY, Moyer CA, Harlow SD, Fan Z, Jie Y, Yang H. Postpartum depression and traditional postpartum care in China: role of zuoyuezi. Int J Gynaecol Obstet 2009; 104: 209-13 doi: 10.1016/j.ijgo.2008.10.016 pmid: 19036364.
- Xie RH, He G, Liu A, Bradwejn J, Walker M, Wen SW. Fetal gender and postpartum depression in a cohort of Chinese women. Soc Sci Med 2007; 65: 680-4 doi: 10.1016/j.socscimed.2007.04.003 pmid: 17507127.
- Cox JL, Holden JM, Sagovsky R. Detection of postnatal depression: development of the 10-item Edinburgh Postnatal Depression Scale. Br J Psychiatry 1987; 150: 782-6 doi: 10.1192/bjp.150.6.782 pmid: 3651732.
- Goldberg D, Huxley P. Common mental disorders: a biosocial model. London: Routledge; 1992.
- Liabsuetrakul T, Vittayanont A, Pitanupong J. Clinical applications of anxiety, social support, stressors, and self-esteem measured during pregnancy and postpartum for screening postpartum depression in Thai women. J Obstet Gynaecol Res 2007; 33: 333-40 doi: 10.1111/j.1447-0756.2007.00532.x pmid: 17578363.
- Fatoye FO, Adeyemi AB, Oladimeji BY. Emotional distress and its correlates among Nigerian women in late pregnancy. J Obstet Gynaecol 2004; 24: 504-9 doi: 10.1080/01443610410001722518 pmid: 15369927.
- Adewuya AO, Eegunranti AB, Lawal AM. Prevalence of postnatal depression in Western Nigerian women: a controlled study. Int J Psychiatry Clin Pract 2005; 9: 60-4 doi: 10.1080/13651500510018211.
- Ukpong DI, Owolabi AT. Postpartum emotional distress: a controlled study of Nigerian women after caesarean childbirth. J Obstet Gynaecol 2006; 26: 127-9 doi: 10.1080/01443610500443386 pmid: 16483968.
- Mazhari S, Nakhaee N. Validation of the Edinburgh Postnatal Depression Scale in an Iranian sample. Arch Womens Ment Health 2007; 10: 293-7 doi: 10.1007/s00737-007-0204-x pmid: 18058062.
- Adewuya AO. The maternity blues in Western Nigerian women: prevalence and risk factors. Am J Obstet Gynecol 2005; 193: 1522-5 doi: 10.1016/j.ajog.2005.02.085 pmid: 16202750.
- Closing the gap in a generation: health equity through action on the social determinants of health: final report of the Commission on Social Determinants of Health. Geneva: World Health Organization; 2008.
- Halbreich U, Karkun S. Cross-cultural and social diversity of prevalence of postpartum depression and depressive symptoms. J Affect Disord 2006; 91: 97-111 doi: 10.1016/j.jad.2005.12.051 pmid: 16466664.
- Maternal mortality in Viet Nam, 2000: an in-depth analysis of causes and determinants. Manila: World Health Organization, Regional Office for the Western Pacific; 2005.
- Prince M, Patel V, Saxena S, Maj M, Maselko J, Phillips M, et al., et al. No health without mental health. Lancet 2007; 370: 859-77 doi: 10.1016/S0140-6736(07)61238-0 pmid: 17804063.
- Fisher JR, Cabral de Mello M, Izutsu T, Tran T. The Ha Noi Expert Statement: recognition of maternal mental health in resource-constrained settings is essential for achieving the Millennium Development Goals. Int J Ment Health Syst 2011; 5: 2- doi: 10.1186/1752-4458-5-2 pmid: 21214891.