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Mortier P, Amigo F, Bhargav M, Conde S, Ferrer M, Flygare O, Kizilaslan B, Latorre Moreno L, Leis A, Mayer MA, Pérez-Sola V, Portillo-Van Diest A, Ramírez-Anguita JM, Sanz F, Vilagut G, Alonso J, Mehlum L, Arensman E, Bjureberg J, Pastor M, Qin P. Developing a clinical decision support system software prototype that assists in the management of patients with self-harm in the emergency department: protocol of the PERMANENS project. BMC Psychiatry 2024; 24:220. [PMID: 38509500 PMCID: PMC10956300 DOI: 10.1186/s12888-024-05659-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Accepted: 03/05/2024] [Indexed: 03/22/2024] Open
Abstract
BACKGROUND Self-harm presents a significant public health challenge. Emergency departments (EDs) are crucial healthcare settings in managing self-harm, but clinician uncertainty in risk assessment may contribute to ineffective care. Clinical Decision Support Systems (CDSSs) show promise in enhancing care processes, but their effective implementation in self-harm management remains unexplored. METHODS PERMANENS comprises a combination of methodologies and study designs aimed at developing a CDSS prototype that assists clinicians in the personalized assessment and management of ED patients presenting with self-harm. Ensemble prediction models will be constructed by applying machine learning techniques on electronic registry data from four sites, i.e., Catalonia (Spain), Ireland, Norway, and Sweden. These models will predict key adverse outcomes including self-harm repetition, suicide, premature death, and lack of post-discharge care. Available registry data include routinely collected electronic health record data, mortality data, and administrative data, and will be harmonized using the OMOP Common Data Model, ensuring consistency in terminologies, vocabularies and coding schemes. A clinical knowledge base of effective suicide prevention interventions will be developed rooted in a systematic review of clinical practice guidelines, including quality assessment of guidelines using the AGREE II tool. The CDSS software prototype will include a backend that integrates the prediction models and the clinical knowledge base to enable accurate patient risk stratification and subsequent intervention allocation. The CDSS frontend will enable personalized risk assessment and will provide tailored treatment plans, following a tiered evidence-based approach. Implementation research will ensure the CDSS' practical functionality and feasibility, and will include periodic meetings with user-advisory groups, mixed-methods research to identify currently unmet needs in self-harm risk assessment, and small-scale usability testing of the CDSS prototype software. DISCUSSION Through the development of the proposed CDSS software prototype, PERMANENS aims to standardize care, enhance clinician confidence, improve patient satisfaction, and increase treatment compliance. The routine integration of CDSS for self-harm risk assessment within healthcare systems holds significant potential in effectively reducing suicide mortality rates by facilitating personalized and timely delivery of effective interventions on a large scale for individuals at risk of suicide.
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Grants
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- AC22/00006; AC22/00045 Instituto de Salud Carlos III (ISCIII) and by the European Union NextGenerationEU, Mecanismo para la Recuperación y la Resiliencia
- ESF+; CP21/00078 ISCIII-FSE Miguel Servet co-funded by the European Social Fund Plus
- PI22/00107 ISCIII and co-funded by the European Union
- PI22/00107 ISCIII and co-funded by the European Union
- PI22/00107 ISCIII and co-funded by the European Union
- 202220-30-31 Fundación la Marató de TV3
- 202220-30-31 Fundación la Marató de TV3
- 202220-30-31 Fundación la Marató de TV3
- 202220-30-31 Fundación la Marató de TV3
- 202220-30-31 Fundación la Marató de TV3
- 202220-30-31 Fundación la Marató de TV3
- 202220-30-31 Fundación la Marató de TV3
- 202220-30-31 Fundación la Marató de TV3
- FI23/00004 PFIS ISCIII
- FI23/00004 PFIS ISCIII
- SGR 00624 the Secretaria d'Universitats i Recerca del Departament d'Economia i Coneixement of the Generalitat de Catalunya AGAUR 2021
- SGR 00624 the Secretaria d'Universitats i Recerca del Departament d'Economia i Coneixement of the Generalitat de Catalunya AGAUR 2021
- SGR 00624 the Secretaria d'Universitats i Recerca del Departament d'Economia i Coneixement of the Generalitat de Catalunya AGAUR 2021
- SGR 00624 the Secretaria d'Universitats i Recerca del Departament d'Economia i Coneixement of the Generalitat de Catalunya AGAUR 2021
- SGR 00624 the Secretaria d'Universitats i Recerca del Departament d'Economia i Coneixement of the Generalitat de Catalunya AGAUR 2021
- SGR 00624 the Secretaria d'Universitats i Recerca del Departament d'Economia i Coneixement of the Generalitat de Catalunya AGAUR 2021
- SGR 00624 the Secretaria d'Universitats i Recerca del Departament d'Economia i Coneixement of the Generalitat de Catalunya AGAUR 2021
- SGR 00624 the Secretaria d'Universitats i Recerca del Departament d'Economia i Coneixement of the Generalitat de Catalunya AGAUR 2021
- CIBERESP; CB06/02/0046 CIBER of Epidemiology & Public Health
- CIBERESP; CB06/02/0046 CIBER of Epidemiology & Public Health
- CIBERESP; CB06/02/0046 CIBER of Epidemiology & Public Health
- CIBERESP; CB06/02/0046 CIBER of Epidemiology & Public Health
- CIBERESP; CB06/02/0046 CIBER of Epidemiology & Public Health
- CIBERESP; CB06/02/0046 CIBER of Epidemiology & Public Health
- ERAPERMED2022 the Health Research Board Ireland
- ERAPERMED2022 the Health Research Board Ireland
- no. 2022-00549 the Swedish Innovation Agency
- no. 2022-00549 the Swedish Innovation Agency
- project no. 342386 the Research Council of Norway
- project no. 342386 the Research Council of Norway
- project no. 342386 the Research Council of Norway
- the Secretaria d’Universitats i Recerca del Departament d’Economia i Coneixement of the Generalitat de Catalunya AGAUR 2021
- CIBER of Epidemiology & Public Health
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Affiliation(s)
- Philippe Mortier
- Hospital del Mar Research Institute, Barcelona Biomedical Research Park (PRBB), Carrer Doctor Aiguader, 88, 08003, Barcelona, Spain.
- CIBER of Epidemiology and Public Health, Carlos III Health Institute (CIBERESP, ISCIII), Madrid, Spain.
| | - Franco Amigo
- Hospital del Mar Research Institute, Barcelona Biomedical Research Park (PRBB), Carrer Doctor Aiguader, 88, 08003, Barcelona, Spain
- CIBER of Epidemiology and Public Health, Carlos III Health Institute (CIBERESP, ISCIII), Madrid, Spain
| | - Madhav Bhargav
- School of Public Health & National Suicide Research Foundation, University College Cork, Cork, Ireland
| | - Susana Conde
- Hospital del Mar Research Institute, Barcelona Biomedical Research Park (PRBB), Carrer Doctor Aiguader, 88, 08003, Barcelona, Spain
| | - Montse Ferrer
- Hospital del Mar Research Institute, Barcelona Biomedical Research Park (PRBB), Carrer Doctor Aiguader, 88, 08003, Barcelona, Spain
- CIBER of Epidemiology and Public Health, Carlos III Health Institute (CIBERESP, ISCIII), Madrid, Spain
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Oskar Flygare
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Region Stockholm, Sweden
| | - Busenur Kizilaslan
- National Centre for Suicide Research and Prevention, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Laura Latorre Moreno
- Hospital del Mar Research Institute, Barcelona Biomedical Research Park (PRBB), Carrer Doctor Aiguader, 88, 08003, Barcelona, Spain
| | - Angela Leis
- Research Programme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute, Barcelona, Spain
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Miguel Angel Mayer
- Research Programme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute, Barcelona, Spain
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Víctor Pérez-Sola
- Neuropsychiatry and Drug Addiction Institute, Barcelona MAR Health Park Consortium PSMAR, Barcelona, Spain
- CIBER of Mental Health and Carlos III Health Institute (CIBERSAM, ISCIII), Madrid, Spain
- Department of Paediatrics, Obstetrics and Gynaecology and Preventive Medicine and Public Health Department, Universitat Autònoma de Barcelona (UAB), Barcelona, Spain
| | - Ana Portillo-Van Diest
- Hospital del Mar Research Institute, Barcelona Biomedical Research Park (PRBB), Carrer Doctor Aiguader, 88, 08003, Barcelona, Spain
- CIBER of Epidemiology and Public Health, Carlos III Health Institute (CIBERESP, ISCIII), Madrid, Spain
| | - Juan Manuel Ramírez-Anguita
- Research Programme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute, Barcelona, Spain
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Ferran Sanz
- Research Programme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute, Barcelona, Spain
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
- National Bioinformatics Institute - ELIXIR-ES (IMPaCT-Data-ISCIII), Barcelona, Spain
| | - Gemma Vilagut
- Hospital del Mar Research Institute, Barcelona Biomedical Research Park (PRBB), Carrer Doctor Aiguader, 88, 08003, Barcelona, Spain
- CIBER of Epidemiology and Public Health, Carlos III Health Institute (CIBERESP, ISCIII), Madrid, Spain
| | - Jordi Alonso
- Hospital del Mar Research Institute, Barcelona Biomedical Research Park (PRBB), Carrer Doctor Aiguader, 88, 08003, Barcelona, Spain
- CIBER of Epidemiology and Public Health, Carlos III Health Institute (CIBERESP, ISCIII), Madrid, Spain
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Lars Mehlum
- National Centre for Suicide Research and Prevention, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Ella Arensman
- School of Public Health & National Suicide Research Foundation, University College Cork, Cork, Ireland
| | - Johan Bjureberg
- Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Region Stockholm, Sweden
| | - Manuel Pastor
- Research Programme on Biomedical Informatics (GRIB), Hospital del Mar Research Institute, Barcelona, Spain
- Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Ping Qin
- National Centre for Suicide Research and Prevention, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
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Bhargav M, Swords L. Two Sides of the Coin: The Roles of Adverse Childhood Experiences and Positive Childhood Experiences in College Students' Mental Health. J Interpers Violence 2023:8862605231220018. [PMID: 38110411 DOI: 10.1177/08862605231220018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/20/2023]
Abstract
Several studies have established a link between adverse childhood experiences (ACEs) and mental health issues in college students. However, less is known about how positive childhood experiences (PCEs) may promote mental health and well-being, and potentially act as a buffer in the relationship between risk exposure and poor outcomes. This study investigates how ACEs and PCEs relate to college students' mental health (N = 321), within the framework of Resiliency Theory with specific attention focus on the compensatory and the protective factors models. Three key hypotheses were examined using quantitative data collected by way of an online anonymous survey: (1) ACEs will predict poorer mental health outcomes; (2) PCEs will predict better mental health outcomes and will lessen the negative effects of ACEs on mental health outcomes (compensatory factor model), and (3) PCEs will moderate the association between ACEs and mental health outcomes so that the relationship will be weaker among participants with higher PCEs (protective factor model). Findings supported each of these hypotheses and are important for our understanding of the long-term mental health correlates of ACEs and PCEs among college students. Our study underscores the importance of promoting PCEs while also underscoring the necessity of proactively preventing ACEs. Practical implications are discussed in relation to improving assessments of student needs and providing targeted interventions for those at risk.
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Bhargav M, Swords L. Risk factors for COVID-19-related stress among college-going students. Ir J Psychol Med 2022:1-7. [PMID: 35791903 DOI: 10.1017/ipm.2022.33] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
OBJECTIVE To explore the degree of COVID-19-related stress among college students enrolled in higher level institutions and identify socio-demographic and psychosocial factors that may predict, or be associated with, higher levels of pandemic-related distress. METHOD Data were obtained from a cross-sectional survey completed by 321 college students primarily recruited from Universities in Ireland. Ages ranged between 18-21 years (n = 176) and 22-25 years (n = 145). Participants answered some demographic questions before completing scales assessing their experience of childhood adversity, their present resilience and levels of psychological distress, as well as their COVID-19-specific stress. RESULTS Multiple regression analysis revealed that students who were female, who had chronic illness, who experienced monetary concerns and who expressed psychological distress experienced greater stress related to COVID-19. CONCLUSION Findings suggest that certain categories of college students may be at higher risk for experiencing poor mental health during a global pandemic. Higher level institutions should consider this when designing and delivering support services aiming to promote student mental health and alleviate mental distress.
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Affiliation(s)
- Madhav Bhargav
- School of Psychology, Trinity College Dublin, Dublin, Ireland
| | - Lorraine Swords
- School of Psychology & Trinity Research in Childhood Centre, Trinity College Dublin, The University of Dublin, Dublin, Ireland
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Bhargav M, Swords L. Role of thwarted belongingness, perceived burdensomeness and psychological distress in the association between adverse childhood experiences and suicidal ideation in college students. BJPsych Open 2022; 8:e39. [PMID: 35109950 PMCID: PMC8867856 DOI: 10.1192/bjo.2021.1087] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Adverse childhood experiences (ACEs) have a detrimental impact on short- and long-term mental and physical health. A growing body of research has indicated that the prevalence of suicidal phenomena is significantly higher among individuals with a history of ACEs. However, there is a lack of understanding about processes that result in ACEs leading to suicidal ideation when testing within a theoretical framework. AIMS To develop and test a multidimensional model that would explain the association between ACEs and suicidal ideation in college students. METHOD Data were obtained from a cross-sectional survey completed by 321 college students primarily recruited from universities in Ireland. Participants were aged 18-21 (n = 176) and 22-25 years (n = 145). An ACEs questionnaire, the Interpersonal Needs Questionnaire, which assessed thwarted belongingness and perceived burdensomeness, the CORE-10, which assessed psychological distress, and the Suicide Ideation Scale (SIS) were administered. RESULTS After controlling for gender and sexual orientation, results revealed a significant direct effect of ACEs on suicidal ideation such that more accumulated ACEs were associated with higher suicidal ideation (effect size 0.30; 95% CI 0.047-0.538). A significant indirect effect of ACEs on suicidal ideation through perceived burdensomeness and psychological distress, and thwarted belongingness and psychological distress, was observed (effect size 0.90; 95% CI 0.558-1.270). CONCLUSIONS Findings suggest that ACEs have a detrimental impact on college students' mental health. Results highlight the potential benefits of ACE-informed interventions that target thwarted belongingness and perceived burdensomeness to countervail suicidal ideation in college students.
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Affiliation(s)
- Madhav Bhargav
- School of Psychology, Trinity College Dublin, University of Dublin, Ireland
| | - Lorraine Swords
- School of Psychology, Trinity College Dublin, University of Dublin, Ireland; and Trinity Research in Childhood Centre, Trinity College Dublin, University of Dublin, Ireland
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Kumar V, Bashir H, Yadav M, Kumar V, Bhargav M, Jatin S, Goel A, Dhir S, Roy CP. Comparative Assessment of Revascularization Versus Drug Management in Coronary Artery Disease (CAD) Associated with Left Ventricular Dysfunction (EF < 40%) - A 12 Month Study with FDG PET and SPECT MPI Analyses. J Assoc Physicians India 2020; 68:28-33. [PMID: 33187033] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
AIM OF THE STUDY Left Ventricular (LV) function and myocardial viability is the key predictor of prognosis after myocardial infarction. Management of ischemic cardiomyopathy (revascularization and or drugs alone) is the objective of this study. METHODOLOGY 72 patients were assigned to revascularization and medical management group based on the inclusion criteria Follow up was done upto 12 months with advanced imaging techniques (FDG PET and SPECT MPI analyses). RESULTS Subjects with significant viable myocardium, revascularization resulted in significant improvement in heart failure symptoms. The mean NYHA functional class improved from 2.9 ± 0.3 to 2.3 ± 0.5(mean ± SD) after 6 months of revascularization (p < 0.01). This improvement in functional class was maintained after 12 months of revascularization (2.0 ± 0.4 (mean ± SD). Subjects on medical management with a baseline NYHA functional class 2.7 ± 0.5, at 6 months of follow, there was no significant change in functional class (2.8 ± 0.3) (p<0.24). However at 12 months follow up functional class had dropped to 3.0 + 0.3, which was significant as compared to baseline (p <0.03). CONCLUSION coronary revascularization has a protective effect on patients with ischemic coronary who have viable myocardium and reversible myocardial ischemia as assessed by 18F-FDG PET and SPECT MPI Imaging.
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Affiliation(s)
- V Kumar
- Director Cath Labs. Max Superspeciality Hospital, New Delhi
| | - H Bashir
- Associate Professor, Goverment Medical College Srinagar, Jammu and Kashmir
| | - M Yadav
- Consultant, Max Superspeciality Hospital, New Delhi
| | - V Kumar
- Consultant, Max Superspeciality Hospital, New Delhi
| | - M Bhargav
- Consultant, Max Superspeciality Hospital, New Delhi
| | - S Jatin
- Consultant, Max Superspeciality Hospital, New Delhi
| | - A Goel
- Consultant, Max Superspeciality Hospital, New Delhi
| | - S Dhir
- Consultant, Max Superspeciality Hospital, New Delhi
| | - C P Roy
- Consultant, Max Superspeciality Hospital, New Delhi
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Gogia A, Kakar A, Byotra SP, Bhargav M. Aggressive natural killer cell leukaemia: a rare and fatal disorder. J Assoc Physicians India 2010; 58:702-704. [PMID: 21510468] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Natural killer (NK) cell neoplasms, which include extra-nodal NK/T-cell lymphoma (nasal and extra-nasal) and aggressive NK cell leukaemia, are generally rare, but they are more common in people of Oriental, Mexican and South American descent. These neoplasms are highly aggressive, and show a strong association with Epstein-Barr virus. Aggressive NK cell leukaemia affects younger patients, who present with poor general condition, fever, and disseminated disease; they often die within a short time from systemic disease or complications such as multi-organ failure. Aggressive NK cell leukaemia must be distinguished from T-cell large granular lymphocyte leukaemia and indolent NK cell lympho-proliferative disorder, both of which are indolent. We present a case of young Asian male with aggressive NK cell leukaemia who presented with a poor general condition and disseminated disease. The patient had a rapidly progressive disease and died within weeks of diagnosis.
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Affiliation(s)
- A Gogia
- Department of Medicine, Sir Ganga Ram Hospital, Rajinder Nagar, New Delhi-110 060
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