Edited by: Paolo Meneguzzo, University of Padua, Italy
Reviewed by: Virtudes Pérez-Jover, Miguel Hernández University, Spain
A. M. Willemen, VU Amsterdam, Netherlands
†ORCID: Geneviève Piché
Gavin Davidson
Addy Dunkley-Smith
Anne Grant
Scott Yates
Darryl Maybery
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
As parental mental illness is a global public health concern, rigorous qualitative research is central to understanding families' experiences, needs and outcomes to inform optimal service provision in adult mental health and children's social services.
The current review identified, appraised and synthesized international qualitative research exploring Families and Parent Mental Illness (FaPMI) research to determine the focus, findings and outcomes and to summarize the recommendations made about the direction of future research. Findings are classified according to outcomes for children, parents, and families.
While some children experienced positive outcomes from a parent's illness, most faced impacts on their social-emotional wellbeing, school performance, increased caregiving responsibilities, strained parent relationships, and lack of understanding about parental mental illness. Some family members endured abuse and struggled to adapt to an ill parent's unpredictable needs, with reluctance to discuss the situation. Parents found parenting challenging yet viewed having children as a protective factor. Future research should gather diverse perspectives, explore within-family factors and social environments, develop and test interventions, and address methodological issues like sampling.
This review highlights the centrality of qualitative data in comprehensively understanding and evaluating outcomes of parental mental illness on families and provides clear recommendations regarding future research.
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The Prato Research Collaborative for change in parent and child mental health (
Over the last 20 years there has been a 5-fold increase in family mental illness (FaPMI) research and it has recently been recommended that a set of quality outcome measures be developed to shape and assess practice in this field (
It is, however, unclear what kind of outcomes should be investigated or prioritized in future FaPMI research nor what areas have been investigated in past qualitative research. Qualitative literature offers a unique opportunity to delve into the experiences, needs, and challenges of families in a more profound and comprehensive manner than quantitative studies can achieve.
There have been a number of qualitative literature reviews in the FaPMI area. For example, a review by Cavanaugh et al. (
Exploring past qualitative research about the experiences of children, parents with a mental illness, and partners, including outcomes from intervention studies and recommendations for future research, will stimulate discussion about future directions. For these reasons, a scoping review was conducted to systematically map previous FaPMI research and determine the main outcomes that have been examined and the existing gaps in knowledge. This will inform recommendations for which outcomes should be investigated and measured in future research in this area.
The two aims of this scoping review were to: (1) scope and synthesize the research findings and outcomes in past qualitative research studies; (2) summarize any recommendations from past research about the direction of future research. This review of the literature scopes the findings and outcomes from qualitative FaPMI research since 2000. It is one component of a broader, international program of research seeking to determine and achieve a consensus on the most important research aims, outcomes and instruments to measure outcomes for families where a parent has a mental illness. Concurrently, a series of International Delphi studies with key stakeholders (e.g., young people, parents with lived experience, other family members, and mental health professionals) and a parallel review of the quantitative literature (
A scoping review methodology [Joanna Briggs Institute JBI; (
The three academic databases chosen for this search were deemed the most relevant to this research area (Medline; International Bibliography of Social Sciences; PsycInfo). Gray literature searches were also conducted. A single librarian conducted all initial database searches, with no peer review of search strategies. Databases were searched on July 21, 2021 with follow-up searches conducted on May 15, 2023 and April 15, 2024 (by the same librarian) to identify any further relevant research in those periods.
The following terms were used: Outcomes and Parent* mental illness OR illness OR disorder; COPMI or FAPMI; Famil* mental health OR illness OR disorder; Famil* psychiatry. Articles written in English, that contained the chosen terms either in the title, abstract, or keywords, were targeted. The search was limited to articles published from the year 2000, as research in this area has developed over that period. Manual searches of citations within reference lists of eligible studies were conducted by two of the researchers to identify additional studies potentially suitable for inclusion.
Papers were included if they: (1) addressed experiences or outcomes of parent mental health for children and families; (2) studies were written in English in peer-reviewed journals; (4) studies were published in or after 2000. These results included qualitative, quantitative, review and data linkage papers—only the former were included here. Papers were excluded if they: (1) were quantitative, (2) were literature reviews, (3) addressed perinatal parent mental illness (as they involve different approaches to measurement, e.g., observation of parent-child interactions); (4) investigated parent-child prevalence estimates in mental health institutions; (5) were data linkage studies (e.g., outcome variables not established by the study authors); and (3) were editorial texts, commentaries, or opinion papers.
A two-step screening process was used: (1) screening of titles and abstracts; (2) screening of full-text articles. Duplicates were removed. Covidence, a web-based app for systematic reviews (
The PRISMA [Preferred Reporting Items for Systematic Reviews and Meta-Analyses] flowchart in
PRISMA diagram showing flowchart of data search and screening.
The initial search identified 175 results (PsycInfo 94, Medline 50 and IBSS 31). The 2023 update identified a further 47 (PsycInfo 8, Medline 28 and IBSS 11), and the 2024 update another 26 (PsychInfo 8, Medline 17 and IBSS 1). An additional 95 potentially relevant articles were identified by the research team, giving a total of 343 results. Duplicates (
Two reviewers assessed the quality of the qualitative studies using the CASP Critical Appraisal Skills Program checklist, which includes 10 items around qualitative methodological indicators such as the study context, validity, quality of analytical methods, and rigor (see
Description of the included studies.
1. | Afzelius et al. ( |
Sweden | Interviews | Five PMI families, nine adults (five females), six children (four girls, two boys) aged 10–12 years. All had been involved in a family intervention. | Parents, partners, and COPMI | Moderate |
2. | Bartsch et al. ( |
Australia | Focus groups | 11 mothers (one father), 29–59 years old with present or past BPD. | Parents | Moderate |
3. | Bartsch et al. ( |
Multi-country | Online survey open-ended questions. | 106 clinicians—Australia ( |
Clinicians | Low |
4. | Bosch et al. ( |
The Netherlands | Interviews | 18 (11 girls, seven boys) COPMI, aged 12–21 years. | Youth COPMI | Moderate |
5. | Cudjoe et al. ( |
Ghana | Interviews | 21 children aged 10–17 (13 girls, eight boys) who lived with a parent with MI. | COPMI | Moderate |
6. | Cudjoe et al. ( |
Ghana | Interviews | 13 children aged 10–17 (eight girls, five boys) who lived with a parent with MI. | COPMI | Moderate |
7. | Davies et al. ( |
South Africa | Interviews | 15 Health Care Professionals (HCP). | Clinicians | Moderate |
8. | Drost and Schippers ( |
The Netherlands | Case study of weekly email interviews and textual analysis of participants chat sessions. | 24-year-old female | Adult COPMI | Moderate |
9. | Duncan and Browning ( |
New Zealand | Interviews | 23 adult COPMI aged 24–61 years (four males, 19 females), 15 in relationships, five divorced/separated, three single/never married. | Adult COPMI | Low |
10. | Fjone et al. ( |
Norway | Interviews | 20 COPMI aged 8–22 years, one or both parents with mental health distress during the participant's childhood | COPMI | Low |
11. | Foster et al. ( |
Australia | Interviews | 14 COPMI aged 9–17 years (nine girls, five boys) | COPMI | Moderate |
12. | Grove et al. ( |
Multi-country | Survey open-ended questions. | 23 PMI researchers. Twelve females, seven males, four unknown. Australia ( |
Researcher | Moderate |
13. | Harries et al. ( |
United Kingdom | Interviews with | Eight parents with psychosis (five mothers and three fathers). | Parents | Moderate |
14. | Hoadley et al. ( |
Australia | Survey open-ended questions. | 22 parents aged 43–65 years, 83.3% two parent families), 12 COPMI aged 9–17 years (seven girls, five boys), six clinicians. | COPMI, parents clinicians | Low |
15. | Isobel et al. ( |
Australia | Interviews and focus groups with | 12 COPMI aged 9–17 years and three mothers, eight clinicians (six nurses and two OTs). | COPMI, parents clinicians | Moderate |
16. | Knutsson-Medin et al. ( |
Sweden | Survey open-ended questions—mixed methods study | 36 young people aged 6–17 years (17 girls, 19 boys). | COPMI | Low |
17. | Marston et al. ( |
Australia | Telephone interviews | 15 parents aged 30–49 years, 87.1% female after watching DVD. | Parents | Low |
18. | Maybery et al. ( |
Australia | Survey open-ended questions | Children ( |
COPMI, parents | Low |
19. | Mechling ( |
USA | Interviews | 10 adult COPMI aged 18–25 years (seven females, three males). | Adult COPMI | Low |
20. | Mordoch ( |
Canada | Interviews | 22 COPMI aged 6–12 years (eight girls, 14 boys) who lived full or part time with a parent with a MI. | COPMI | Moderate |
21. | Morningstar ( |
USA | Interviews | 50 young adults aged 19–34 years, who were children of parents with mental illness | Adult COPMI | Low |
22 | Nevard et al. ( |
United Kingdom | Interviews | 17 COPMI aged 6–17 years (11 girls, six boys). | COPMI | Moderate |
23. | Nolte and Wren ( |
United Kingdom | Interviews | 15 parents (13 mothers and two fathers) all had been diagnosed with severe and enduring mental health difficulties. | Parents | Low |
24. | O'Brien et al. ( |
Australia | Interviews | Nine clinicians (three nurses, two psychiatrists/registrars, two social workers, and two occupational therapists) who had worked at acute units for at least the previous 12 months. | Clinicians | Low |
25. | Power et al. ( |
Australia | Interviews | 11 adults aged 18–51 years (eight female, three male) who were children of parents with mental illness | Adult COPMI | Low |
26. | Radley et al. ( |
United Kingdom | Interviews | Five parents with a psychotic disorder (one father, four mothers), four children (one girl, three boys), three partners (two females, two males) and one grandmother. | Parents, partners, family members, COPMI | Moderate |
27. | Reupert and Maybery ( |
Australia | Interviews | 18 Expert COPMI program facilitators (Clinicians) from a Australian national public database of COPMI programs. | COPMI program facilitators | Low |
28. | Tabak et al. ( |
Multi-country | Focus groups and interviews | Conducted with |
Parents, adult COPMI, partners clinicians | Low |
29. | Tanonaka and Endo ( |
Japan | Interviews | 10 Adults aged 20–40 years (seven females, three males) who were children of parents with mental illness. | Adult COPMI | Moderate |
30. | Trondsen ( |
Norway | 600 posts—online COPMI self-help group | 16 COPMI aged 15–18 years (15 females, one male) | Youth COPMI | High |
31. | Trondsen and Tjora ( |
Norway | Interviews | 13 COPMI aged 15–18 years (all females), participating in an online self-help group for adolescents with a parent with mental illness. | Youth COPMI | Moderate |
32. | Van Parys et al. ( |
Belgium | Focus groups | 18 adult COPMI aged 21–29 years (18 females, three males) who grew up with a depressed parent. | Adult COPMI | Moderate |
33. | Van Parys and Rober ( |
Belgium | Interviews | Eight families (parents and partners) and 14 children aged 7–14 years. | Youth COPMI | Moderate |
34. | Vetri et al. ( |
Canada | Survey open-ended questions | Eight parents (five mothers, three fathers), eight COPMI aged 7–11 years (four girls, four boys), and six psychosocial workers. | COPMI, parents, clinicians | Moderate |
35. | Villatte et al. ( |
Canada | Photovoice group meeting | 10 young adults aged 18–25 years old (nine females, one male) that have at least one parent with a mental illness. | COPMI | Moderate |
36. | Widemalm and Hjärthag ( |
Sweden | 301 comments from 35 forum threads on five Swedish COPMI Internet forums | Sample unknown, Mean age = 22 years, between 13 and 49 years. | Youth COPMI | Low |
COPMI is the abbreviation for Children of Parents with a Mental Illness.
The quality of the included papers was either moderate (
A data charting table was developed in Word by the researchers. The data was initially extracted by one researcher and the verbatim research aims were “cut and pasted” most commonly from the end of the introduction to the publications. The papers were then divided equally between two of the researchers and examined independently for future research recommendations. Suggestions for future research were then transferred verbatim into a table (see
Five of the papers were found to not have future research recommendations. These five were examined further by the alternate reviewer and three of those were found to have recommended future research in the text. Only two papers remained that did not indicate recommendations for future research. Recommendations for future research were commonly found in and generally at the end of the discussion, although at times in the abstract or introduction to the paper.
NVivo was used to facilitate the thematic analysis of the main findings and outcomes, from each study, which were then added to the data extraction table. Data were then synthesized through the writing of narrative summaries and interpretive analyses, guided by our review aim. Co-researchers were regularly consulted in the review process (during review design, data charting and analysis).
As shown in
Nine of the studies were from Australia, four from the UK, three each from Norway, Sweden, Canada, and international collaborations, two from Ghana and the USA, two from the Netherlands and Belgium and one each from Japan, South Africa and New Zealand.
The qualitative studies included in this review pursued two main research aims, either around getting a better understanding of the experiences of parental mental illness or exploring the acceptability or effects of a preventive intervention.
Twenty-three of the 36 papers sought to explore the experience of parental mental illness from multi stakeholder perspectives in order to better understand the respective experiences of the parent's mental illness. Four main themes were identified: child and young people outcomes; family outcomes; parent outcomes; and intervention outcomes. Subthemes within each were identified and are illustrated below (see
Overview of the focus, findings, and outcomes of parental mental illness research.
Socio-emotional outcomes | Unpredictability | Negative impacts of a mental illness on parenting | Communication |
Increased responsibility/caregiving | Reluctance to talk | The relationship with their children as a positive and protective factor | Connecting with others |
Insufficient understanding | Adjusting to the needs of the ill parent | Emotions and feelings | |
Impacts on the parent-child relationship | Physical or verbal abuse | Coping and personal skills | |
Social outcomes | Understanding the problem | ||
School experiences | |||
Internal and external resources |
Six subthemes were identified from the analysis of the findings from 18 studies illustrating the experiences of parental mental illness from the child and young people's viewpoint: socio-emotional outcomes, increased responsibility/caregiving, insufficient understanding, impacts on the parent-child relationship, social outcomes, school experience, and resources.
Socio-emotional outcomes for children include having developed mental illnesses (e.g., anxiety disorders, eating disorders, depression), and most participants specifically talked about negative emotions and feelings (
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Nevertheless, several children and young adults reported that although their childhood was impacted by their parent's mental illness, they also felt a few positive socio-emotional outcomes. For example, participants stated they felt more mature (
Nine studies underlined that parent mental illness frequently resulted in the child assuming greater responsibilities at home (
Participants—mostly adolescents—from seven studies reported insufficient understanding of mental illness in general and about their parent's specific mental illness. They underline that they were not well-informed, and that parent mental illness was not discussed in their family, leading them to many unanswered questions (
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Five studies discussed the impacts that parent mental illness may have on the parent-child relationship (
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Six studies highlighted how parental mental illness impacted social outcomes, such as reduced time spent with friends and difficulties in romantic relationships (
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In five studies, participants underlined the effects that their parent's mental illness had on their school experience (
Findings from eight studies illustrate the resources that children recognize as helpful to cope with their parent's mental illness (
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Participants in eight studies also underlined the significance of external resources, such as their social support network from inside the family (siblings, extended family), the school (e.g., teachers), or the services (e.g., mental health professionals) (
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The unpredictability of the family context, their family's reluctance to talk about mental illness, their adjusting to the needs of the ill parent, and experience of physical and/or verbal abuse from their parent were the four subthemes identified from the analysis of 11 studies reporting on the family outcomes. Five studies discussed the unpredictability of the family context when a parent has a mental illness (
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Participants from five studies also reported on their family's reluctance to talk about mental illness, and the silence that surrounded their parental illness (
Both children and partners in two studies underlined the energy invested in adjusting to the needs of the ill parent, for example, to prevent conflicts (
Finally, in two studies, some children from family environments where there is a parent with mental illness, named having experienced physical and/or verbal abuse from their parent (
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Two main subthemes of negative impacts on parenting and general positive outcomes emanated from the analysis of the findings from nine studies illustrating the effects of parent mental illness on the parents themselves.
Five studies underlined the negative impacts of a mental illness on parenting. For example, parents with a mental illness and clinicians evoked impacts on the capacity of the parent to maintain discipline or discussed the general parenting skills deficits (
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The other important theme was the relationship with their children seen as a positive and protective factor, enhancing their capacity for adaptive parenting (
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In addition, 12 studies explored the acceptability or effects of a preventive intervention including the five subthemes: communication, connecting with others, emotions and feelings, coping and personal skills and understanding the problem.
Participants from five studies reported that the intervention helped them with communication, either by giving them the language necessary to communicate (
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The results from six studies underlined that the intervention proposed helped the participants connect with others (
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Participants from six studies underscored that the intervention/service offered, had positive impacts as it decreased their negative emotions. They felt normal (
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Six studies reported on the effects of the intervention/services offered on the children and the family's personal and coping skills. Some participants from three studies underlined that they felt stronger and braver (
Another main subtheme that emerged from the review, and more specifically underlined in five studies, was the helpfulness of the intervention/services in understanding either general mental illness, the parent's particular mental illness, or the impact that the mental illness could have on their family (
The second aim of this review was to summarize the recommendations for future research. Examination of the 36 qualitative papers resulted in four themes (1) investigate multiple perspectives; (2) research in specific topic areas; (3) developing and testing interventions; (4) methodological issues and improvements to research designs (see
Overview of the main recommendations for future research.
Young people's voice: look at different age groups and profiles | Young people (including adult CoPMI) | Current and developing interventions | More prospective studies and trials |
Voices of parents, carers/partners, or clinicians | Within family factors | Online interventions/support | Improvements to methods of enquiry |
Social environment | Problems and improvements in sampling | ||
Develop and use quality survey instruments to better measure |
Twelve studies proposed that future research should include multiple perspectives, and these proposals were analyzed into two subthemes of: “young people's voice: look at different age groups and profiles” and “Voices of parents, carers/partners, siblings, or clinicians.”
Eight studies emphasized the importance of including children, and children from different age groups and profiles to better capture the nuances and developmental differences in children's experiences and opinions (
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Eight papers discussed the importance of taking the perspective of different groups, including parents, partners of adults with a mental illness, fathers more specifically, siblings and clinicians. Three studies underscored the need to consider the experiences, challenges, and perspectives of parents, particularly partners of adults with mental illness, who often navigate complex caregiving roles (
Overall, these papers collectively underscored the importance of inclusivity and considering a diverse range of voices and perspectives when exploring the experiences of families living with a parent with a mental illness.
Twenty papers proposed that future research should investigate three specific subthemes: “young people (including adult COPMI);” “Within family factors;” and “Social environment.”
Across the 10 papers underlining the first subtheme “young people,” two papers emphasized the importance of considering personal factors such as attachment and past traumatic experiences, within the context of systematic assessments of children growing up with a parent with a mental illness (
Across the 11 papers exploring the second subtheme “within family factors,” six studies highlighted the need for future research to investigate issues around the quality, dynamics, and effects of the parent-child relationship within the context of parental mental illness (
Across the six papers exploring the third subtheme “social environment,” four studies discussed the need for future research on the role of social support and peer support, on children and families that have a parent with a mental illness (
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Another paper specifically recommended that future research be conducted on examining the role that culture plays in “
Nine papers proposed that future research should focus on
First, authors from five studies recommended that more research be conducted to evaluate the acceptability, feasibility, and effectiveness, of current interventions, test and compare different educational modes, or propose new intervention strategies based on emerging research findings or clinical insights (
Also, four papers recommended that future studies investigate the effectiveness of online interventions and support for children or adolescents with parental mental illness (
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Finally, 15 papers discussed
Six papers underlined the need for more rigorous prospective studies and trials, investigating both short but also longer-term benefits or outcomes of interventions on children who have a parent with a mental illness (
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Four papers discussed the need to improve the methods of enquiry in future research (
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Six papers discussed about the need to improve our sampling methods (
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Finally, three studies talked about the need for researchers to develop and use higher-quality survey instruments to better measure outcomes (
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This scoping review had two main objectives: (1) To scope and synthesize the research findings and outcomes in past qualitative research studies; (2) To summarize any suggestions from past research about the direction of future research.
Across the studies, the most salient outcome reported from child participants were socio-emotional outcomes, with many reporting mental health issues such as anxiety, eating disorders, and depression, along with negative emotions such as fear, guilt, loneliness, shame, and worry. These were also frequently reported as outcomes of participating in an intervention, as participants from six studies highlighted that the intervention or service they received had positive effects by helping them feel normal, supported, relieved, hopeful, and less lonely (
Second, other important reported outcomes of parental mental illness were on children's social and academic lives. Child participants reflected on how parental mental illness impacted their school performance, ranging from difficulties focusing in class to potential school dropout (
It is also not surprising that children's academic lives are impacted. Parental mental health problems have been linked to children's lower academic achievement in their final school year (
Third, five studies underlined the negative impacts of a mental illness on parenting, specifically on the parent's difficulties with either: maintaining discipline (
Fourth, children and partners of adults with partners of adults with mental illness emphasized the unpredictable nature of the family environment when one parent is affected, and the uncertain expectations regarding their parent (
Fifth, the qualitative studies identified in this scoping review reveal a nuanced understanding of the impact of parental mental illness on parenting and children. While negative impacts are acknowledged, there is also a recognition of positive outcomes for both parents and children, offering a refreshing perspective. Among the findings, parents from various studies reported that their relationship with their children served as a protective factor, motivating them in their general parenting (
More broadly, several researchers have emphasized the necessity for further research to thoroughly evaluate the acceptability, feasibility, and effectiveness of current interventions, including online interventions and supports for children with parental mental illness (
Finally, studies highlight that more prospective studies and trials be conducted, as well as more high-quality research, including through improvements in sampling, and quality survey instruments. This finding supports previous suggestions of the need for high-quality study designs and methods (
This review underscores the pivotal role of qualitative data in comprehensively understanding and evaluating outcomes of parental mental illness on families. By delving into the lived experiences and perspectives of individuals within these families, qualitative research provides invaluable insights that complement quantitative findings. However, the review also highlights the diversity in study designs across qualitative research in the field, which poses challenges for comparison and synthesis. There are clear opportunities for greater alignment of study designs, which would facilitate more effective comparison and synthesis across studies and settings, ultimately enhancing the robustness of research outcomes.
Furthermore, although some of the included studies focused on the outcomes of interventions, the majority centered around the general experiences of families rather than their specific experiences of support. This observation contrasts with quantitative studies and suggests future qualitative research could include targeted exploration of families' perspectives on effective support mechanisms (what works).
Moreover, while outcomes for children received considerable attention and depth of exploration, outcomes for parents or the entire family unit were comparatively less examined. This discrepancy underscores a gap in research focus that warrants attention in future studies to ensure a more holistic understanding of the impact of parental mental illness on family dynamics; particularly considering the increasing evidence of impact of parental mental illness on family functioning (
The review also identifies several important factors for outcomes that were not extensively explored in the included studies. These factors encompass various domains such as economic difficulties and deprivation, experiences of discrimination or social exclusion, limited access or availability of effective support services, disrupted attachments, parent-child relationships, trauma experiences, child's illness or disability, and unemployment. These factors are reported in the wider literature as often associated with parental mental illness and may adversely impact all family members (
One of the limitations of this scoping review was the exclusion of papers specifically addressing perinatal mental illness and those focusing on the mental health workforce. Moreover, the search criteria were limited to research published in English, which introduces the possibility of language bias. Finally, it is important to acknowledge that qualitative data analysis, although a valuable tool for uncovering nuanced insights, is susceptible to interpretation and researcher bias. Despite efforts to maintain objectivity, the findings can be influenced by the perspectives of the researchers involved. As reported at the end of the paper, the authors are all from well-developed countries, predominantly with backgrounds in psychology or social work, working as academics and/or in a clinical role, with an interest in FaPMI research and practice.
Research suggests that adverse outcomes for families affected by parental mental illness may be prevented or reduced by early identification of need and timely appropriate interventions. There has been a burgeoning amount of research in FaPMI and this study is important as it summarizes the scope of qualitative research from the last 24 years along with recommendations across those studies for future research. In combination with a recent review of the quantitative research over this period (
Authors are all white women and men from well-developed countries (Australia, Canada, Northern Ireland, United Kingdom). All but one are parents and have had professional experience and training in psychology or social work, working as academics and/or in a clinical role, with an interest in Parent Mental health, Children of Parents with Mental Illness (COPMI) and FaPMI research and practice. Several of the team also brought a lived experience of parental mental illness perspective to the project.
The original contributions presented in the study are included in the article/
GP: Conceptualization, Formal analysis, Methodology, Validation, Writing – original draft, Writing – review & editing. GD: Conceptualization, Methodology, Validation, Writing – original draft, Writing – review & editing. AD-S: Methodology, Writing – original draft, Writing – review & editing. AG: Methodology, Writing – original draft, Writing – review & editing. SY: Methodology, Writing – original draft, Writing – review & editing. DM: Conceptualization, Formal analysis, Methodology, Validation, Visualization, Writing – original draft, Writing – review & editing.
The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
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