scholarly journals Network Analysis of Physical and Psychiatric Symptoms of Hospital Discharged Patients Infected with COVID-19

Author(s):  
Dong Liu ◽  
Sacha Epskamp ◽  
Adela-Maria Isvoranu ◽  
Caixia Chen ◽  
Wenjun Liu ◽  
...  
2018 ◽  
Vol 51 (7) ◽  
pp. 680-692 ◽  
Author(s):  
Marco Solmi ◽  
Enrico Collantoni ◽  
Paolo Meneguzzo ◽  
Daniela Degortes ◽  
Elena Tenconi ◽  
...  

2018 ◽  
Vol 27 (1) ◽  
pp. 24-33 ◽  
Author(s):  
Marco Solmi ◽  
Enrico Collantoni ◽  
Paolo Meneguzzo ◽  
Elena Tenconi ◽  
Angela Favaro

eLife ◽  
2021 ◽  
Vol 10 ◽  
Author(s):  
Corrado Sandini ◽  
Daniela Zöller ◽  
Maude Schneider ◽  
Anjali Tarun ◽  
Marco Armondo ◽  
...  

Causal interactions between specific psychiatric symptoms could contribute to the heterogenous clinical trajectories observed in early psychopathology. Current diagnostic approaches merge clinical manifestations that co-occur across subjects and could significantly hinder our understanding of clinical pathways connecting individual symptoms. Network analysis techniques have emerged as alternative approaches that could help shed light on the complex dynamics of early psychopathology. The present study attempts to address the two main limitations that have in our opinion hindered the application of network approaches in the clinical setting. Firstly, we show that a multi-layer network analysis approach, can move beyond a static view of psychopathology, by providing an intuitive characterization of the role of specific symptoms in contributing to clinical trajectories over time. Secondly, we show that a Graph-Signal-Processing approach, can exploit knowledge of longitudinal interactions between symptoms, to predict clinical trajectories at the level of the individual. We test our approaches in two independent samples of individuals with genetic and clinical vulnerability for developing psychosis. Novel network approaches can allow to embrace the dynamic complexity of early psychopathology and help pave the way towards a more a personalized approach to clinical care.


2020 ◽  
Author(s):  
Dong Liu ◽  
Sacha Epskamp ◽  
Adela-Maria Isvoranu

In the current study, we aimed to investigate the network structure of COVID-19 symptoms and its related psychiatric symptoms, using a network approach. Specifically, we examined how COVID-19 symptoms relate to psychiatric symptoms and highlighted potential pathways between COVID-19 severity and psychiatric symptoms. With a sample of six hundred seventy-five recovered COVID-19 patients recruited 1 month after hospital discharge, we respectively integrated COVID-19 symptoms with PTSD, depression, and anxiety symptoms and analyzed the three network structures. In all three networks, COVID-19 severity and ICU admission are not linked directly to COVID-19 symptoms after hospitalization, while COVID-19 severity (but not ICU admission) is linked directly to one or more psychiatric symptoms. Specific pathways between COVID-19 symptoms and psychiatric symptoms were discussed. Finally, we used directed acyclic graph estimation to show potential causal effects between COVID-19 related variables and demographic characteristics. Keywords: COVID-19; symptom network; anxiety, depression, PTSD


2004 ◽  
Vol 171 (4S) ◽  
pp. 502-503
Author(s):  
Mohamed A. Gomha ◽  
Khaled Z. Sheir ◽  
Saeed Showky ◽  
Khaled Madbouly ◽  
Emad Elsobky ◽  
...  

Crisis ◽  
2005 ◽  
Vol 26 (4) ◽  
pp. 160-169 ◽  
Author(s):  
Paul S. Links ◽  
Rahel Eynan ◽  
Jeffrey S. Ball ◽  
Aiala Barr ◽  
Sean Rourke

Abstract. Assertive community treatment appears to have limited impact on the risk of suicide in persons with severe and persistent mental illness (SPMI). This exploratory prospective study attempts to understand this observation by studying the contribution of suicidality to the occurrence of crisis events in patients with SPMI. Specifically, an observer-rated measure of the need for hospitalization, the Crisis Triage Rating Scale, was completed at baseline, crisis occurrence, and resolution to determine how much the level of suicidality contributed to the deemed level of crisis. Second, observer-ratings of suicidal ideation, the Modified Scale for Suicide Ideation, and psychopathology and suicidality, Brief Psychiatric Rating Scale, were measured at baseline, crisis occurrence, and resolution. A self-report measure of distress, the Symptom Distress Scale, was completed at baseline, crisis occurrence, and resolution. Finally, the patients' crisis experiences were recorded qualitatively to compare with quantitative measures of suicidality. Almost 40% of the subjects experienced crisis events and more than a quarter of these events were judged to be severe enough to warrant the need for hospitalization. Our findings suggest that elevation of psychiatric symptoms is a major contributor to the crisis occurrences of individuals with SPMI; although the risk of suicide may have to be conceived as somewhat separate from crisis occurrence.


Crisis ◽  
2019 ◽  
Vol 40 (5) ◽  
pp. 326-332
Author(s):  
Ivonne Andrea Florez ◽  
Devon LoParo ◽  
Nakia Valentine ◽  
Dorian A. Lamis

Abstract. Background: Early identification and appropriate referral services are priorities to prevent suicide. Aims: The aim of this study was to describe patterns of identification and referrals among three behavioral health centers and determine whether youth demographic factors and type of training received by providers were associated with identification and referral patterns. Method: The Early Identification Referral Forms were used to gather the data of interest among 820 youth aged 10–24 years who were screened for suicide risk (females = 53.8%). Descriptive statistics and binary logistic regressions were conducted to examine significant associations. Results: Significant associations between gender, race, and age and screening positive for suicide were found. Age and race were significantly associated with different patterns of referrals and/or services received by youths. For providers, being trained in Counseling on Access to Lethal Means was positively associated with number of referrals to inpatient services. Limitations: The correlational nature of the study and lack of information about suicide risk and comorbidity of psychiatric symptoms limit the implications of the findings. Conclusion: The results highlight the importance of considering demographic factors when identifying and referring youth at risk to ensure standard yet culturally appropriate procedures to prevent suicide.


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