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Background@#Understanding adolescents’ mental health during the coronavirus disease 2019 (COVID-19) pandemic and identifying those most at risk is an urgent public health challenge.This study explored the trend of suicide attempts and the association between loneliness, family financial stress, and suicide attempts during the COVID-19 pandemic among adolescents. @*Methods@#Data of the 2020 to 2022 Korea Youth Risk Behavior Surveys for adolescents aged 13–18 years were used. Multivariate logistic regression analyses were performed to examine the association between suicide attempts, family financial stress, and loneliness during the COVID-19 pandemic. @*Results@#The trend of suicide attempt rates was lowest in 2020 (1.9%, 1,034 out of 53,534) and it showed an increasing trend with rates of 2.2% (1,159 out of 53,445) in 2021 and 2.5% (1,271 out of 50,455) in 2022. The risk of suicide attempt was higher among adolescents who experienced financial stress (in 2020: adjusted odds ratio [AOR], 1.53, 95% confidence interval [CI], 1.26–1.88; in 2021: AOR, 1.63, 95% CI, 1.03–1.54) and felt lonely (in 2020: AOR, 2.19, 95% CI, 1.78–2.70; in 2021: AOR, 2.65, 95% CI, 2.16–3.26; in 2022: AOR, 1.3, 95% CI, 1.04–1.55) than those who did not. @*Conclusion@#The COVID-19 pandemic affected the suicide attempts of adolescents, with financial stress and feelings of loneliness closely linked to this impact. Although the pandemic nears its end, the persistent risk of suicide attempts among adolescents remains a concern. Therefore, it is imperative to implement targeted screening and interventions to address adolescent suicide risk.
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Objective@#We aimed to identify the expectations and preferences for medication and medical decision-making in patients with major psychiatric disorders. @*Methods@#A survey was conducted among patients with major psychiatric disorders who visited psychiatric outpatient clinics at 15 hospitals between 2016 and 2018 in Korea. The survey consisted of 12 questions about demographic variables and opinions on their expectations for medication, important medical decision-makers, and preferred drug type. The most preferred value in each category in the total population was identified, and differences in the preference ratio of each item among the disease groups were compared. @*Results@#A total of 707 participants were surveyed. In the total population, patients reported high efficacy (44.01%±21.44%) as the main wish for medication, themselves (37.39%±22.57%) and a doctor (35.27%±22.88%) as the main decision makers, and tablet/capsule (36.16%±30.69%) as the preferred type of drug. In the depressive disorders group, the preference ratio of high efficacy was significantly lower, and the preference ratio of a small amount was significantly higher than that of the psychotic disorder and bipolar disorder groups. The preference ratio of a doctor as an important decision maker in the bipolar disorder group was higher compared to the other groups. @*Conclusion@#This study revealed the preference for medications and showed differences among patients with psychiatric disorders. Providing personalized medicine that considers a patient’s preference for the drug may contribute to the improvement of drug compliance and outcomes.
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Objective@#The objective of this study is to compare the psychosocial characteristics of functional dyspepsia (FD) with its subgroups, epigastric pain syndrome (EPS) and postprandial distress syndrome (PDS), against a healthy control group, and to investigate the quality of life (QoL). @*Methods@#All of the subjects were 210 adults, 131 patients with FD were diagnosed by gastroenterologist and 79 adults with no observable symptoms of FD were selected as the normal control group. Demographic factors were investigated. The Korean-Beck Depression Inventory-II, Korean-Beck Anxiety Inventory, Korean-Childhood Trauma Questionnaire, Multidimensional Scale of Perceived Social Support, Connor-Davidson Resilience Scale, and WHO Quality of Life Assessment Instrument Brief Form were used to assess psychological factors. A one-way analysis of variance was used to compare differences among the groups. Further, a stepwise regression analysis was conducted to determine factors affecting the QoL of the FD group. @*Results@#Between-group differences in demographic characteristics were not significant. Depression (F=37.166, p<0.001), anxiety (F=30.261, p<0.001), and childhood trauma (F=6.591, p<0.01) were all significantly higher in FD group compared to the normal control. Among FD subgroups, EPS exhibited higher levels of both depression and anxiety than PDS. Social support (F=17.673, p<0.001) and resilience (F=8.425, p<0.001) were significantly lower in FD group than in other groups, and the values were higher in PDS than in EPS. Resilience (β=0.328, p<0.001) was the most important explanatory variable. The explained variance was 46.6%. @*Conclusion@#Significantly more symptoms of depression, anxiety, childhood trauma was observed for both FD sub-group. These groups also had less social support, resilience, and QoL than the control groups.
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Objective@#The spread of Coronavirus disease 2019 (COVID-19) has acted as a significant stressor among individuals, causing a variety of psychological problems. The purpose of this study is to determine the level of stress caused by COVID-19 by translating and validating the Pandemic Stress Questionnaire (PSQ) in Korean, which measures stressful event caused by COVID-19. @*Methods@#A statistical analysis was performed on 167 participants. The scale’s internal consistency was verified using Cronbach’s α. Furthermore, a correlation analysis was carried out to examine the relationships between Perceived Stress Scale, Patient Health Questionnaire-9, Generalized Anxiety Disorder Questionnaire-7, Patient Health Questionnaire-15, and World Health Organization Quality of Life Assessment Instrument Brief Form. Lastly, a multiple regression analysis was performed to determine the effect of pandemic-related stressful events on depression, anxiety, and somatic symptoms. @*Results@#Cronbach’s α for Korean version of PSQ (K-PSQ) Severity was 0.79, and that for K-PSQ Event was 0.78. The results of the multiple regression analysis revealed that pandemic stress events have an effect on anxiety and somatic symptoms. @*Conclusion@#The K-PSQ is a tool in which individuals can simultaneously measure the occurrence of stressful events caused by COVID-19 and the severity of stress that is often experienced as a result. It is expected that this tool will be useful in the mental health field for measuring COVID-19-related stress.
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Objectives@#This study aimed to evaluate the effectiveness of the Jeollabuk-do Suicide Prevention Training Program for professional gatekeeper instructors, using psychological questionnaires. @*Methods@#Eighty-three participants were recruited from mental health centers and relevant organizations in Jeollabuk-do. All the participants were randomly assigned to either an experimental group (n=41), where they took part in the suicide prevention training program developed by Jeollabuk-do for professional gatekeeper instructors, or a control group (n=42), receiving no treatment. Four participants from the control group dropped out, and the final participants for each group were 41 and 38. We analyzed the changes in the two groups, before and after the program, using the Korean Suicide Literacy Scale, Counselors’ Professional Scale for Self-injury Behaviors, Attitudes towards the Suicide Scale, and Help-Giving. @*Results@#Participants in the experimental group exhibited a significant improvement in their knowledge of suicide prevention and their attitude toward suicide compared to those in the control group. @*Conclusion@#This study suggests that the Jeollabuk-do Suicide Prevention Training Program for professional gatekeeper instructors may serve as an effective means of improving the participant’s knowledge of suicide prevention and changing the attitude towards suicide, and may fulfill its purpose of preventing suicides.
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Objective@#The Functioning Assessment Short Test (FAST) is a relatively specific test for bipolar disorders designed to assess the main functioning problems experienced by patients. This brief instrument includes 24 items assessing impairment or disability in 6 domains of functioning: autonomy, occupational functioning, cognitive functioning, financial issues, interpersonal relationships, and leisure time. It has already been translated into standardized versions in several languages. The aim of this study is to measure the validity and reliability of the Korean version of FAST (K-FAST). @*Methods@#A total of 209 bipolar disorder patients were recruited from 14 centers in Korea. K-FAST, Young Mania Rating Scale (YMRS), Bipolar Depression Rating Scale (BDRS), Global Assessment of Functioning (GAF) and the World Health Organization Quality of Life Assessment Instrument Brief Form (WHOQOL-BREF) were administered, and psychometric analysis of the K-FAST was conducted. @*Results@#The internal consistency (Cronbach’s alpha) of the K-FAST was 0.95. Test-retest reliability analysis showed a strong correlation between the two measures assessed at a 1-week interval (ICC = 0.97; p ＜ 0.001). The K-FAST exhibited significant correlations with GAF (r = −0.771), WHOQOL-BREF (r = −0.326), YMRS (r = 0.509) and BDRS (r = 0.598). A strong negative correlation with GAF pointed to a reasonable degree of concurrent validity. Although the exploratory factor analysis showed four factors, the confirmatory factor analysis of questionnaires had a good fit for a six factors model (CFI = 0.925; TLI = 0.912; RMSEA = 0.078). @*Conclusion@#The K-FAST has good psychometric properties, good internal consistency, and can be applicable and acceptable to the Korean context.
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Objective@#This study involved a meta-analysis of South Korean studies regarding psychosocial interventions for patients with breast cancer to provide basic data to support the development of an integrated healthcare service model. @*Methods@#Randomized controlled studies with a pretest-posttest design were selected, and those presenting means, standard deviations, and standardized mean differences were included. For quality evaluation and heterogeneity testing, the Jadad scale and the Q-value and I 2 were used. To estimate the effect size of each study, Hedge’s g was used. Publication bias was analyzed with the Funnel plot and Egger’s regression test. @*Results@#Of the 28 studies selected for the, meta-analysis was performed on eight. The total number of datasets included in the meta-analysis was 33. The evaluation based on the Jadad scale revealed no significant inter-rater variation (p = 0.35). The mean number of sessions was 7.93 and the mean intervention time was 13.2 hours. The interventions were mostly administered in a group structure (94%) and, regarding the type, they were categorized as integrated (36.4%), cognitive (30.3%), and meditation (24.2%). The mean effect size was 1.21 against no treatment group. @*Conclusion@#The analyzed studies showed heterogeneity, with a corresponding asymmetry found on the Funnel plot. Despite the heterogeneity and publication bias, the mean effect size was significantly large. Cognitive interventions, meditation, and psychological education programs are expected to assist in reducing negative emotions and enhancing quality of life in patients with breast cancer.
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The Korean Medication Algorithm Project for Depressive Disorder (KMAP-DD) first was published in 2002, and has been revised four times, in 2006, 2012, 2017, and 2021. In this review, we compared recommendations from the recently revised KMAP-DD 2021 to four global clinical practice guidelines (CPGs) for depression published after 2010. The recommendations from the KMAP-DD 2021 were similar to those from other CPGs, although there were some differences. The KMAP-DD 2021 reflected social culture and the healthcare system in Korea and recent evidence about pharmacotherapy for depression, as did other recently published evidence-based guidelines. Despite some intrinsic limitations as an expert consensus-based guideline, the KMAP-DD 2021 can be helpful for Korean psychiatrists making decisions in clinical settings by complementing previously published evidence-based guidelines, especially for some clinical situations lacking evidence from rigorously designed clinical trials.
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Objectives@#There has been increased use of medications in treating depressive disorders.Nowadays, patient value is an important part of prescribing medications. This study examines depressive patients’ perspectives on the side effects of medications. @*Methods@#We administered questionnaires nationwide to 364 patients with depressive disorders. Intent or willingness to endure 21 side effects from the Antidepressant Side-Effect Checklist (ASEC) were examined and compared in patients who are less than mildly ill and who are more than moderately ill. @*Results@#In the population, decreased appetite, yawning, increased body temperature, dry mouth, sweating, and constipation are regarded as generally endurable side effects. In contrast, dizziness, light-headedness, nausea or vomiting, headaches, disorientation, problems with urination, and difficulty sleeping are hard to endure. There were differences between patients who are less than mildly ill and those who are more than moderately ill regarding the willingness to endure drowsiness, decreased appetite, sexual dysfunction, palpitations, and weight gain. @*Conclusion@#This nationwide study revealed a general willingness in depressed patients to endure side effects. Sensitive and premeditative discussions of patient value with regard to medications might contribute to finding successful treatments.
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Objective@#The aim of this study was to assess the psychosocial characteristics of the employees working at a university hospital and investigated the factors affecting their quality of life (QOL) under COVID-19. @*Methods@#This study enrolled 1,191 healthcare workers from a university hospital, including doctors, nurses, administrative officer and technicians. Besides demographic information, depression, anxiety, somatization, insomnia, resilience, and QOL were assessed. @*Results@#The nurses presented significantly higher scores for anxiety, depression and showed significantly higher insomnia scores and significantly lower resilience scores. The occupations showed significant differences in the QOL and sub-groups, including the overall quality of life and general health (F=4.774, p<0.001), psychological domain (F=6.230, p<0.001), and environment domain (F=5.254, p<0.001). There was a positive correlation between the QOL and resilience (r=0.608, p<0.01). However, depression (r=-0.502, p<0.01), anxiety (r=-0.425, p<0.01), somatization (r=-0.364, p<0.01), and insomnia (r=-0.385, p<0.01) showed negative correlations with the QOL. Resilience was the most important factor influencing the QOL. @*Conclusion@#The results of this study showed that low resilience adversely affected the QOL and the mental health of the healthcare workers, which consequently had a direct effect on the quality of medical care given to patients.
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Background@#The purpose of this study was to identify the characteristics of dry mouth and gastrointestinal (GI) disorders in antidepressant patients. @*Methods@#The study included 103 antidepressant-taking patients. Antidepressants were classified according to their mode of action. The GI disorders were investigated using the medical records of the patients. The Patient Health Questionnaire-15 and a questionnaire for assessing dry mouth symptoms were used in this study. @*Results@#The score for “overall discomfort due to dry mouth in daily life” (31.72±33.82), “dry mouth at night or in the morning” (47.86±35.87), and “dry mouth during the day” (39.83±31.67) were slightly higher than “discomfort in chewing or swallowing foods”. According to somatization severity, the mean values were 116.36±113.34 in the mild, 213.18±136.98 in the moderate, and 277.59±201.44 in the severe, the between-group difference was significant (F=10.294, p<0.001). According to the class of antidepressants, the mean score was 180.00±147.5 for vortioxetine, 194.25±169.33 for selective serotonin reuptake inhibitors (SSRIs), 223.61±156.70 for serotonin and norepinephrine reuptake inhibitors (SNRIs), 75.00±57.00 for norepinephrine dopamine reuptake inhibitors (NDRIs), 201.67±174.66 for Nassau, and 116.67±132.03 for agomelatine. A total of 67 (65.0%) patients had at least one GI disorder. @*Conclusion@#The study findings are expected to help increase medication compliance in antidepressant patients by better controlling the side effects experienced by the patients.
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Blood valproic acid levels were decreased in patients with traumatic brain injury who had been using valproic acid to control irritability and aggression, and the symptoms worsened coincident with the administration of meropenem, a carbapenem-based antibiotic. Two weeks after the discontinuation of meropenem, valproic acid levels were restored to an effective therapeutic concentration. Therefore, when valproic acid and carbapenem-based antibiotics are used together, blood valproic acid levels may decrease due to drug interaction, and irritability symptoms may worsen. Thus, close monitoring of serum valproic acid levels is required.
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Objective@#In the 19 years since the Korean College of Neuropsychopharmacology and the Korean Society for Affective Disorders developed the Korean Medication Algorithm Project for Depressive Disorder (KMAP-DD) in 2002, four revisions have been conducted. @*Methods@#To increase survey efficiency in this revision, to cover the general clinical practice, and to compare the results with previous KMAP-DD series, the overall structure of the questionnaire was maintained. The six sections of the questionnaire were as follows: 1) pharmacological treatment strategies for major depressive disorder (MDD) with/without psychotic features; 2) pharmacological treatment strategies for persistent depressive disorder and other depressive disorder subtypes; 3) consensus for treatment-resistant depression; 4) the choice of an antidepressant in the context of safety, adverse effects, and comorbid physical illnesses; 5) treatment strategies for special populations (children/adolescents, elderly, and women); and 6) non-pharmacological biological therapies. Recommended first-, second-, and third-line strategies were derived statistically. @*Results@#There has been little change in the four years since KMAP-DD 2017 due to the lack of newly introduced drug or treatment strategies. However, shortened waiting time between the initial and subsequent treatments, increased preference for atypical antipsychotics (AAPs), especially aripiprazole, and combination strategies with AAPs yield an active and somewhat aggressive treatment trend in Korea. @*Conclusion@#We expect KMAP-DD to provide clinicians with useful information about the specific strategies and medications appropriate for treating patients with MDD by bridging the gap between clinical real practice and the evidence-based world.
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Objectives@#The Korean Medication Algorithm Project for Depressive Disorder 2021 (KMAP-DD 2021) was made to update new researches and data. This study focused on non-pharmacological biological treatments. @*Methods@#Ninety-seven psychiatrists with extensive clinical experience in the non-pharmacological biological treatment of depressive disorder were primary selected and a questionnaire was sent to each of them by mail, 65 of the 97 replied. @*Results@#Electroconvulsive therapy (ECT) was recommended as an initial strategy for major depressive disorder, severe depressive disorder with/without psychotic features with urgent suicidal risk, or a severe depressive episode with psychotic features in pregnant patients, for non-responders on pharmacotherapy for a moderate depressive episode, and as a second strategy for non-responders on antidepressant monotherapy or combination therapy combined with physical illness. For pregnant women with a severe episode of major depressive disorder, repetitive transcranial magnetic stimulation (rTMS) was preferred as a first-line strategy, and as a second strategy for non-responders on combined antipsychotic and antidepressant therapy and non-responders with comorbidity and physical illness. Complementary or novel treatment was not recommended as the first-line treatment strategy for depressive disorder, but transcranial direct current stimulation (tDCS), vagus nerve stimulation (VNS), deep brain stimulation (DBS), light therapy, and omega-3 fatty acid nutritional therapy were second-line treatment strategies. @*Conclusion@#ECT and rTMS are initial strategies in specific clinical situations. Preferences for complementary or novel treatments such as tDCS, light therapy, and omega-3 fatty acid nutritional therapy have increased gradually, but in practice, their usages are still limited.
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Objectives@#To revise Korean Medication Algorithm Project for Depressive Disorder 2017 (KMAPDD 2017) guidelines by revising antidepressant choices based on their safety, adverse effects, comorbid physical illnesses, and the clinical definition of treatment-resistant depression (TRD). @*Methods@#A 33-item questionnaire comprised of six parts was developed. A 65-expert consensus (65/97, 67.0%) was obtained on pharmacological treatment strategies regarding antidepressant choice with respect to safety, adverse effects, and comorbid physical illnesses. Multiple response sets were subjected to statistical analysis. @*Results@#The results obtained showed that first-line pharmacotherapeutic strategies based on various clinical considerations were as follows: mirtazapine (for patients with increased suicidality, Gastrointestinal discomfort, and insomnia), bupropion (for patients with orthostatic hypotension, history of a safety accident, serotonin syndrome, sedation, sexual dysfunction, and weight gain), and escitalopram (for patients with anticholinergic side effects). For patients exhibiting comorbid conditions, duloxetine was the first line pharmacotherapeutic strategy for chronic pain, escitalopram was the first-line pharmacotherapeutic strategy for diabetes, hypertension, liver disease, Parkinson’s disease, renal disease, epilepsy, and thyroid disease, and sertraline was a first-line pharmacotherapeutic strategy for arrhythmia and cardiovascular disease. @*Conclusion@#Pharmacological treatment strategy of KMAP-DD 2021 is similar to that of KMAPDD 2017. Additional study is required to determine antidepressant choices for TRD and cancer patients with depression.
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Objectives@#An expert consensus guideline for the treatment of depressive disorder, the Korean Medication Algorithm Project for Depressive Disorder (KMAP-DD), was first established in 2002 and updated in 2017. To provide an up-to-date treatment guideline, KMAP-DD 2021 was recently completed. This study was undertaken to provide a guideline for the treatment of depressive disorder in a selected population that included females and elderly. @*Methods@#The survey conducted consisted of 7 questionnaires for each population, females and elderly, with depressive disorder. A total of 65 of 97 experienced psychiatrists answered the survey. @*Results@#For the treatment of premenstrual dysphoric disorder, the selective serotonin reuptake inhibitors, venlafaxine, and desvenlafaxine were recommended as first-line therapies. For major depressive disorder (MDD) during pregnancy, antidepressant (AD) monotherapy was recommended as a first-line therapy for mild to moderate and severe depression, and combined electroconvulsive therapy and AD with atypical antipsychotics (AAP) were recommended as a first-line therapy for severe depression with psychotic features. AD plus AAP was generally recommended for post-partum depression. In elderly with depression, AD monotherapy was recommended as the treatment of choice for mild to moderate episodes, and AD monotherapy and AD plus AAP were recommended as a first-line therapy for severe depression without psychotic features. Lastly, AD plus AAP was chosen as the treatment of choice for psychotic depression. @*Conclusion@#Present study provides an updated algorithm for the treatment of females and elderly with depressive disorders. This algorithm provides a practical aid to clinicians for the treatment of females and elderly with MDD.
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Breast cancer is the most prevalent oncological disease among women. Various psychosocial distress is common at the diagnosis, treatment, and posttreatment phase of breast cancer. For the treatment of breast cancer, not only medical treatment but also psychosomatic integrative care will be needed. Patients with breast cancer may lead to increased vulnerability to stress, adjustment disorder, anxiety disorder, and depressive disorder, and these psychiatric diseases and conditions are associated with recurrence or exacerbation of breast cancer. Psychosocial treatment of anxiety and depression could increase the quality of life of patients and decrease the recurrence and progression of breast cancer. In this article, we reviewed 5 clinical breast cancer survivorship guidelines focused on psychosomatic integrative care including psychosocial treatment and alternative treatment for psychosocial distress. Because 5 treatment guidelines were using various definitions of evidence, we confirmed evidence of various psychosocial treatments for patients with breast cancer based on the definition of evidence by the US Preventive Service Task Force (USPSTF) guideline. We also reviewed the effect size of psychosocial treatment for anxiety, depression, mood, and quality of life in patients with breast cancer. This article discusses the barrier to the delivery of psychosomatic integrative care and suggests integrative care planning for breast cancer. Multi-disciplinary teams, patient’s needs assessment, information technology support, patient and caregiver engagement, planned periodic monitoring of psychosocial distress by a psychosomatic specialist or consultation-liaison psychiatrist are recommended as key features of a psychosomatic integrated care plan.
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Objectives@#：The purpose of this study is to compare the psychosocial characteristics of patients diagnosed with functional gastrointestinal disorder (FGID) by classifying them into irritable bowel syndrome (IBS), functional dyspepsia (FD), functional constipation (FC), functional heartburn (FH) groups, and overlap group (two or more functional diseases) and to examine the factors associated with the quality of life (QoL) of patients with FGID. @*Methods@#：A total of 144 patients who were diagnosed with FGID were selected as the subjects. The demographical factors were investigated; Korean-Beck Depression Inventory-II (K-BDI-II), Korean-Beck Anxiety Inventory (K-BAI), Korean version of Childhood Trauma Questionnaire (K-CTQ), Multi-dimensional Scale of Perceived Social Support (MSPSS), Korean Version of Connor-Davidson Resilience Scale (K-CD-RISC), and World Health Organization Quality of Life Assessment Instrument Brief Form (WHOQOL-BREF) were used to evaluate the psychosocial factors. @*Results@#：TThe overlap group had a significantly higher K-BDI-II score (F=11.09, p<0.001) and K-BAI score (F=8.93, p<0.001) compared to other groups. In childhood trauma, the IBS patients had a difference in emotional neglect (F=2.54, p=0.04) than the FD patients. The QoL of FGID patients had a negative correlation with depression (r=-0.196, p<0.01), anxiety (r=-0.235, p<0.01), and childhood trauma (r=-0.222, p<0.01), and a positive correlation with social support (r=0.512, p<0.01) and resilience (r=0.581, p<0.01). @*Conclusions@#：Overlap group had a higher level of depression and anxiety, and the IBS patient group had a higher level of emotional neglect than the FD patient group in terms of childhood trauma.
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Objective@#This study aims to understand borderline personality disorder (BPD) features by employing the Personality Psychopathology Five (PSY-5) scales from the Minnesota Multiphasic Personality Inventory-2 (MMPI-2). @*Methods@#A total of 156 psychiatric patients completed PSY-5 scales of MMPI-2 and Personality Assessment Inventory-Borderline Subscale (PAI-BOR). Pearson’s partial correlation analysis was conducted to control the impact of age and gender and to determine the relationship between PSY-5 scales and BOR. A hierarchical multiple regression analysis was implemented to examine whether PSY-5 scales predicted the BOR-total, and a path analysis was performed to determine whether PSY-5 scales predicted each PAI-BOR subscale. @*Results@#The BOR-total score had a significant correlation with all PSY-5 scores, even after controlling for age and gender. However, only aggressiveness (AGGR), disconstraint (DISC), negative emotionalityeuroticism (NEGE), and introversion/low positive emotionality (INTR), excluding psychoticism (PSYC), significantly predicted BOR-total. The path analysis indicates that PSYC did not predict any BOR subscale, while NEGE predicted all BOR subscales. @*Conclusion@#The study findings indicate that NEGE best reflects BPD features, while PSYC is far from the core domain that describes BPD. In addition, the influence of age should be considered when understanding BPD, since age predicted the BOR-total and two BOR subscales.
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Objective@#There are growing interests on suicide risk screening in clinical settings and classifying high-risk groups of suicide with suicidal ideation is crucial for a more effective suicide preventive intervention. Previous statistical techniques were limited because they tried to predict suicide risk using a simple algorithm. Machine learning differs from the traditional statistical techniques in that it generates the most optimal algorithm from various predictors. @*Methods@#We aim to analyze the Personality Assessment Inventory (PAI) profiles of child and adolescent patients who received outpatient psychiatric care using machine learning techniques, such as logistic regression (LR), random forest (RF), artificial neural network (ANN), support vector machine (SVM), and extreme gradient boosting (XGB), to develop and validate a classification model for individuals with high suicide risk. @*Results@#We developed prediction models using seven relevant features calculated by Boruta algorithm and subsequently tested all models using the testing dataset. The area under the ROC curve of these models were above 0.9 and the RF model exhibited the best performance. @*Conclusion@#Suicide must be assessed based on multiple aspects, and although Personality Assessment Inventory for Adolescent assess an array of domains, further research is needed for predicting high suicide risk groups.