Pub Date : 2025-02-15DOI: 10.1186/s40345-025-00375-w
Joannes W Renes, Ralph W Kupka, Willem A Nolen, Margreet Ten Have, Afra van der Markt, Marco P M Boks, Eline J Regeer
Background: Little attention has been paid to the generalizability of cohort studies in bipolar disorder (BD) to patient with BD in everyday clinical practice.
Methods: A sample of patients with bipolar I disorder (BD-I) treated at a Dutch outpatient clinic for BD were compared with Dutch participants with BD-I of four clinical cohort studies, and participants with BD-I in a general population study in the Netherlands, on sociodemographic and clinical characteristics.
Results: On many variables participants from the outpatient sample matched with those of the included studies. However, compared with participants of several of the clinical cohort studies, these outpatients were significantly younger, had an earlier age of onset of mood symptoms, and had a shorter duration of illness. Compared with participants in the general population study, outpatients had significant higher levels of education and less often lived together or were married. One cohort study reported much lower comorbidity rates of alcohol use disorders, drug use disorders, and anxiety disorders than in the outpatient sample. In contrast, comorbidity rates were higher in the population study.
Limitations: Due to methodological differences between studies, comparisons between several variables was limited, and for some variables data was lacking.
Conclusions: Our findings suggest that many findings from cohort studies and general population study in BD-I are generalizable to everyday clinical practice, especially mood disorder outpatient centers. However, differences between samples indicate some selection and referral bias.
{"title":"Generalizability of findings from four clinical cohort studies and a general population study to patients with bipolar I disorder in outpatient treatment in the Netherlands.","authors":"Joannes W Renes, Ralph W Kupka, Willem A Nolen, Margreet Ten Have, Afra van der Markt, Marco P M Boks, Eline J Regeer","doi":"10.1186/s40345-025-00375-w","DOIUrl":"10.1186/s40345-025-00375-w","url":null,"abstract":"<p><strong>Background: </strong>Little attention has been paid to the generalizability of cohort studies in bipolar disorder (BD) to patient with BD in everyday clinical practice.</p><p><strong>Methods: </strong>A sample of patients with bipolar I disorder (BD-I) treated at a Dutch outpatient clinic for BD were compared with Dutch participants with BD-I of four clinical cohort studies, and participants with BD-I in a general population study in the Netherlands, on sociodemographic and clinical characteristics.</p><p><strong>Results: </strong>On many variables participants from the outpatient sample matched with those of the included studies. However, compared with participants of several of the clinical cohort studies, these outpatients were significantly younger, had an earlier age of onset of mood symptoms, and had a shorter duration of illness. Compared with participants in the general population study, outpatients had significant higher levels of education and less often lived together or were married. One cohort study reported much lower comorbidity rates of alcohol use disorders, drug use disorders, and anxiety disorders than in the outpatient sample. In contrast, comorbidity rates were higher in the population study.</p><p><strong>Limitations: </strong>Due to methodological differences between studies, comparisons between several variables was limited, and for some variables data was lacking.</p><p><strong>Conclusions: </strong>Our findings suggest that many findings from cohort studies and general population study in BD-I are generalizable to everyday clinical practice, especially mood disorder outpatient centers. However, differences between samples indicate some selection and referral bias.</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"13 1","pages":"6"},"PeriodicalIF":2.8,"publicationDate":"2025-02-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11829857/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143425455","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-02-14DOI: 10.1186/s40345-025-00372-z
Harald Aiff, Per-Ola Attman, Mihaela Golic, Bernd Ramsauer, Staffan Schön, Steinn Steingrimsson, Jan Svedlund
Objectives: To study the prospects for lithium treated patients who develop end stage renal disease (ESRD) and the role of renal replacement therapy (RRT).
Methods: Retrospective analysis of survival, somatic comorbidity, lithium treatment and eligibility for renal replacement therapy in adult patients with at least one eGFR < 30 ml/min/1.73 m2. Subjects were selected from our laboratory database (s-Lithium and s-creatinine) from 1980 to 2017.
Results: 620 (14%) of 4396 patients with a lithium history had at least one measurement of eGFR < 30 ml/min/1.73 m2. 302 (49%) patients had a transient decrease in renal function with subsequent improvement, 135 (22%) patients died with acute renal failure, while 153 (25%) developed chronic kidney disease stage 4 (CKD4) and 33 (5%) required RRT. RRT-treated patients represent only a fraction of the total ESRD population. Median survival time from the debut of CKD4 was 13.9 years in patients < 65 years and 4.4 years in older patients. 100 of the 153 patients with CKD4 continued lithium treatment. There was no significant difference in survival after the debut of CKD4 between the patients who stopped lithium treatment and those who continued.
Conclusions: A measurement of eGFR < 30 ml/min/1.73 m2 reflects a significant loss of renal function. In half of the patients it was due to a transient functional disturbance without long-term consequences. A quarter of patients had acute renal failure and died within days while the remaining quarter progressed to CKD4. Despite irreversible renal damage, patient survival can be counted in several years after debut of renal insufficiency with appropriate care including RRT. As the treating psychiatrist, it is important to consult with nephrology when renal function starts to deteriorate, to optimise somatic treatment.
{"title":"Prospects for lithium treated patients with severe renal impairment.","authors":"Harald Aiff, Per-Ola Attman, Mihaela Golic, Bernd Ramsauer, Staffan Schön, Steinn Steingrimsson, Jan Svedlund","doi":"10.1186/s40345-025-00372-z","DOIUrl":"10.1186/s40345-025-00372-z","url":null,"abstract":"<p><strong>Objectives: </strong>To study the prospects for lithium treated patients who develop end stage renal disease (ESRD) and the role of renal replacement therapy (RRT).</p><p><strong>Methods: </strong>Retrospective analysis of survival, somatic comorbidity, lithium treatment and eligibility for renal replacement therapy in adult patients with at least one eGFR < 30 ml/min/1.73 m<sup>2</sup>. Subjects were selected from our laboratory database (s-Lithium and s-creatinine) from 1980 to 2017.</p><p><strong>Results: </strong>620 (14%) of 4396 patients with a lithium history had at least one measurement of eGFR < 30 ml/min/1.73 m<sup>2</sup>. 302 (49%) patients had a transient decrease in renal function with subsequent improvement, 135 (22%) patients died with acute renal failure, while 153 (25%) developed chronic kidney disease stage 4 (CKD4) and 33 (5%) required RRT. RRT-treated patients represent only a fraction of the total ESRD population. Median survival time from the debut of CKD4 was 13.9 years in patients < 65 years and 4.4 years in older patients. 100 of the 153 patients with CKD4 continued lithium treatment. There was no significant difference in survival after the debut of CKD4 between the patients who stopped lithium treatment and those who continued.</p><p><strong>Conclusions: </strong>A measurement of eGFR < 30 ml/min/1.73 m<sup>2</sup> reflects a significant loss of renal function. In half of the patients it was due to a transient functional disturbance without long-term consequences. A quarter of patients had acute renal failure and died within days while the remaining quarter progressed to CKD4. Despite irreversible renal damage, patient survival can be counted in several years after debut of renal insufficiency with appropriate care including RRT. As the treating psychiatrist, it is important to consult with nephrology when renal function starts to deteriorate, to optimise somatic treatment.</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"13 1","pages":"5"},"PeriodicalIF":2.8,"publicationDate":"2025-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11828763/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143424496","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-02-14DOI: 10.1186/s40345-025-00369-8
Aster Javier, Natalia Jaworska, Jess Fiedorowicz, Vincent Magnotta, Jenny G Richards, Ercole John Barsotti, John A Wemmie
Background: Approximately half of people with bipolar disorder type I (BD-I) report the presence of psychotic symptoms at least at some point during their illness. Previous data suggest that more than 20% of people with BD-I report the presence of auditory verbal hallucinations (AVHs), or "voice-hearing" in particular. While work in other disorders with psychotic features (e.g., schizophrenia) indicates that the presence vs. absence of AVHs is associated with poorer clinical outcomes, little is known about their effects on clinical and socioeconomic features in BD-I.
Methods: We investigated whether people with BD-I (N = 119) with AVHs (n = 36) and without AVHs (n = 83) in their lifetime differ in terms of demographic features and clinical measures. Relations with AVHs and other positive symptoms were explored.
Results: People with BD-I and AVHs vs. without AVHs had higher manic and positive symptom scores (i.e., higher scores on the hallucinations, delusions, and bizarre behavior subscales). Further, a greater proportion of those with vs. without AVHs reported lower subjective socioeconomic status and tended to have higher rates of unemployment, thus, speaking to the longer-term consequences of AVH presence.
Conclusion: Our findings suggest that people with BD-I with AVHs exhibit more severe psychotic features and manic symptoms compared to those without. This might be associated with more socioeconomic hardship. More in-depth characterization of people with BD-I with/without AVHs is needed to fully understand this subgroup's unique challenges and needs.
Limitations: The modest sample size of the AVH group and a study population with low racial diversity/representation may limit generalizability.
{"title":"Characteristics of people with bipolar disorder I with and without auditory verbal hallucinations.","authors":"Aster Javier, Natalia Jaworska, Jess Fiedorowicz, Vincent Magnotta, Jenny G Richards, Ercole John Barsotti, John A Wemmie","doi":"10.1186/s40345-025-00369-8","DOIUrl":"10.1186/s40345-025-00369-8","url":null,"abstract":"<p><strong>Background: </strong>Approximately half of people with bipolar disorder type I (BD-I) report the presence of psychotic symptoms at least at some point during their illness. Previous data suggest that more than 20% of people with BD-I report the presence of auditory verbal hallucinations (AVHs), or \"voice-hearing\" in particular. While work in other disorders with psychotic features (e.g., schizophrenia) indicates that the presence vs. absence of AVHs is associated with poorer clinical outcomes, little is known about their effects on clinical and socioeconomic features in BD-I.</p><p><strong>Methods: </strong>We investigated whether people with BD-I (N = 119) with AVHs (n = 36) and without AVHs (n = 83) in their lifetime differ in terms of demographic features and clinical measures. Relations with AVHs and other positive symptoms were explored.</p><p><strong>Results: </strong>People with BD-I and AVHs vs. without AVHs had higher manic and positive symptom scores (i.e., higher scores on the hallucinations, delusions, and bizarre behavior subscales). Further, a greater proportion of those with vs. without AVHs reported lower subjective socioeconomic status and tended to have higher rates of unemployment, thus, speaking to the longer-term consequences of AVH presence.</p><p><strong>Conclusion: </strong>Our findings suggest that people with BD-I with AVHs exhibit more severe psychotic features and manic symptoms compared to those without. This might be associated with more socioeconomic hardship. More in-depth characterization of people with BD-I with/without AVHs is needed to fully understand this subgroup's unique challenges and needs.</p><p><strong>Limitations: </strong>The modest sample size of the AVH group and a study population with low racial diversity/representation may limit generalizability.</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"13 1","pages":"4"},"PeriodicalIF":2.8,"publicationDate":"2025-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11828762/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143425451","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-02-13DOI: 10.1186/s40345-025-00370-1
Waldemar Greil, Mateo de Bardeci, Nadja Nievergelt, Andreas Erfurth, Gregor Hasler, Rene Bridler, Sermin Toto, Renate Grohmann, Johanna Seifert, Georgios Schoretsanitis
Background: Global pharmacoepidemiological evidence suggests dynamically changing prescription patterns in patients with bipolar disorders. We assessed trends in the use of pharmacological agents used in the management of bipolar disorders in inpatients.
Methods: We examined drug use data provided by the Drug Safety in Psychiatry Programme AMSP (German: "Arzneimittelsicherheit in der Psychiatrie"), including psychiatric hospitals in Germany, Austria and Switzerland. We included data from adult inpatients with bipolar disorders (ICD-10: F31) treated between 1994 and 2017. We compared prescription patterns between patients receiving therapeutic regimens with vs. without lithium. Patients with manic and depressive episodes were also analyzed separately.
Results: We identified a total of 8,707 patients (58% females, mean age 50.8 ± 14.8 years). Our analysis revealed a decrease of lithium use (up to 2004) and a consistent increase of prescription rates for second-generation antipsychotics (SGA) among which quetiapine (n = 2,677) and olanzapine (n = 1,536) were the most common. Among psychotropic drugs, quetiapine was most frequently combined with lithium (n = 716, 25.6%). Lithium-treated patients received a higher number of drugs compared to patients not receiving lithium (mean number of drugs in patients with vs. without lithium 4.99, n = 2,796 vs. 4.75, n = 5,911, p = 0.002). Thyroid therapeutics were given more often, valproate and quetiapine less often in the lithium group. Antidepressants were consistently prescribed to more than 60% of patients with bipolar depressive episodes.
Conclusions: Our findings suggest that SGAs are gradually becoming the mainstay treatment option in bipolar disorder, continuously replacing lithium. The use of antidepressants remains concerningly high. We call for action to improve adherence to evidence-based guidelines.
背景:全球药物流行病学证据表明双相情感障碍患者处方模式的动态变化。我们评估了在住院患者双相情感障碍管理中使用的药理学药物的趋势。方法:我们检查了精神病学药物安全项目AMSP(德语:“Arzneimittelsicherheit in der Psychiatry”)提供的药物使用数据,包括德国、奥地利和瑞士的精神病院。我们纳入了1994年至2017年间治疗的成年双相情感障碍住院患者(ICD-10: F31)的数据。我们比较了接受含锂和不含锂治疗方案的患者之间的处方模式。躁狂和抑郁发作的患者也分别进行分析。结果:共纳入8707例患者(女性58%,平均年龄50.8±14.8岁)。我们的分析显示,锂的使用减少(直到2004年),第二代抗精神病药物(SGA)的处方率持续增加,其中喹硫平(n = 2677)和奥氮平(n = 1536)最常见。在精神药物中,喹硫平与锂的合用最多(n = 716, 25.6%)。与未接受锂治疗的患者相比,接受锂治疗的患者接受的药物数量更多(接受锂治疗的患者与未接受锂治疗的患者的平均药物数量为4.99,n = 2796 vs. 4.75, n = 5911, p = 0.002)。锂组使用甲状腺药物较多,丙戊酸盐和喹硫平较少。超过60%的双相抑郁发作患者一直服用抗抑郁药。结论:我们的研究结果表明,SGAs正逐渐成为双相情感障碍的主要治疗选择,不断取代锂。抗抑郁药的使用率仍然高得令人担忧。我们呼吁采取行动,加强对循证指南的遵守。
{"title":"Twenty-four years of prescription patterns in bipolar disorder inpatients with vs without lithium: a pharmacoepidemiological analysis of 8,707 cases in German-speaking countries.","authors":"Waldemar Greil, Mateo de Bardeci, Nadja Nievergelt, Andreas Erfurth, Gregor Hasler, Rene Bridler, Sermin Toto, Renate Grohmann, Johanna Seifert, Georgios Schoretsanitis","doi":"10.1186/s40345-025-00370-1","DOIUrl":"10.1186/s40345-025-00370-1","url":null,"abstract":"<p><strong>Background: </strong>Global pharmacoepidemiological evidence suggests dynamically changing prescription patterns in patients with bipolar disorders. We assessed trends in the use of pharmacological agents used in the management of bipolar disorders in inpatients.</p><p><strong>Methods: </strong>We examined drug use data provided by the Drug Safety in Psychiatry Programme AMSP (German: \"Arzneimittelsicherheit in der Psychiatrie\"), including psychiatric hospitals in Germany, Austria and Switzerland. We included data from adult inpatients with bipolar disorders (ICD-10: F31) treated between 1994 and 2017. We compared prescription patterns between patients receiving therapeutic regimens with vs. without lithium. Patients with manic and depressive episodes were also analyzed separately.</p><p><strong>Results: </strong>We identified a total of 8,707 patients (58% females, mean age 50.8 ± 14.8 years). Our analysis revealed a decrease of lithium use (up to 2004) and a consistent increase of prescription rates for second-generation antipsychotics (SGA) among which quetiapine (n = 2,677) and olanzapine (n = 1,536) were the most common. Among psychotropic drugs, quetiapine was most frequently combined with lithium (n = 716, 25.6%). Lithium-treated patients received a higher number of drugs compared to patients not receiving lithium (mean number of drugs in patients with vs. without lithium 4.99, n = 2,796 vs. 4.75, n = 5,911, p = 0.002). Thyroid therapeutics were given more often, valproate and quetiapine less often in the lithium group. Antidepressants were consistently prescribed to more than 60% of patients with bipolar depressive episodes.</p><p><strong>Conclusions: </strong>Our findings suggest that SGAs are gradually becoming the mainstay treatment option in bipolar disorder, continuously replacing lithium. The use of antidepressants remains concerningly high. We call for action to improve adherence to evidence-based guidelines.</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"13 1","pages":"3"},"PeriodicalIF":2.8,"publicationDate":"2025-02-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11825962/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143407499","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-30DOI: 10.1186/s40345-024-00355-6
Sadaf Khan, Darshini Shah, Garima Yadav, Zeeshan Mansuri, Shailesh Jain
{"title":"Letter to the editor regarding the article, \"Type of cycle, temperament and childhood trauma are associated with lithium response in patients with bipolar disorders\".","authors":"Sadaf Khan, Darshini Shah, Garima Yadav, Zeeshan Mansuri, Shailesh Jain","doi":"10.1186/s40345-024-00355-6","DOIUrl":"10.1186/s40345-024-00355-6","url":null,"abstract":"","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"13 1","pages":"2"},"PeriodicalIF":2.8,"publicationDate":"2025-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11782704/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143065486","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-01-06DOI: 10.1186/s40345-024-00368-1
M J van der Aa, A A Bonenkamp, U M H Klumpers, R W Kupka, T Nijenhuis, A P M Kerckhoffs
Background: A surrogate marker (a substitute indicator of the true outcome) is needed to predict subgroups of long-term lithium users at risk of end-stage kidney disease (ESKD). In this narrative review the aim is to determine the optimal surrogate endpoint for ESKD in long-term lithium users in a scientific context. MAIN: In a literature search in long-term lithium users, no studies on surrogate measurements on ESKD were identified. Therefore, comparable ESKD populations were sought, based on baseline eGFR, age, somatic comorbidity and sex. Articles were scored on comparability and risk of bias. Seventeen studies were included; ten studies evaluated a percentual decline (between 20 and 50% decline in eGFR) and seven studies focused upon a declining slope (from 1.63 to 6 ml/min/1,73m2 decline per year), using an interval of one to five years. Study populations mostly included patients with cardiovascular disease and chronic kidney disease.
Conclusion: Currently, the most appropriate marker for ESKD in long term lithium users appears a 30% decline in eGFR in at least one year. In order to confirm this hypothesis, further research in a cohort of long-term lithium users is needed. Better feasible research on lithium induced nephropathy could result in more knowledge about the risk on kidney function decline in lithium users and guide clinical decision making on lithium use.
{"title":"Search for surrogate markers to predict end stage kidney disease in long term lithium users.","authors":"M J van der Aa, A A Bonenkamp, U M H Klumpers, R W Kupka, T Nijenhuis, A P M Kerckhoffs","doi":"10.1186/s40345-024-00368-1","DOIUrl":"10.1186/s40345-024-00368-1","url":null,"abstract":"<p><strong>Background: </strong>A surrogate marker (a substitute indicator of the true outcome) is needed to predict subgroups of long-term lithium users at risk of end-stage kidney disease (ESKD). In this narrative review the aim is to determine the optimal surrogate endpoint for ESKD in long-term lithium users in a scientific context. MAIN: In a literature search in long-term lithium users, no studies on surrogate measurements on ESKD were identified. Therefore, comparable ESKD populations were sought, based on baseline eGFR, age, somatic comorbidity and sex. Articles were scored on comparability and risk of bias. Seventeen studies were included; ten studies evaluated a percentual decline (between 20 and 50% decline in eGFR) and seven studies focused upon a declining slope (from 1.63 to 6 ml/min/1,73m<sup>2</sup> decline per year), using an interval of one to five years. Study populations mostly included patients with cardiovascular disease and chronic kidney disease.</p><p><strong>Conclusion: </strong>Currently, the most appropriate marker for ESKD in long term lithium users appears a 30% decline in eGFR in at least one year. In order to confirm this hypothesis, further research in a cohort of long-term lithium users is needed. Better feasible research on lithium induced nephropathy could result in more knowledge about the risk on kidney function decline in lithium users and guide clinical decision making on lithium use.</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"13 1","pages":"1"},"PeriodicalIF":2.8,"publicationDate":"2025-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11704112/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142931679","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Patients with bipolar disorder (BD) are at increased risk of dementia. The underlying mechanisms are debated. FDG-PET elucidates glucose metabolic reductions due to altered neuronal activity in the cerebral cortex, allowing detection and identification of neurodegenerative processes. This study aims to investigate cerebral glucose metabolism in cognitively impaired elderly patients with BD using FDG-PET imaging, to elucidate potential underlying mechanisms and improve diagnostic accuracy.
Methods: We conducted a retrospective analysis of FDG-PET scans from 32 cognitively impaired elderly patients with BD (mean age 70.4 years). These were compared with scans from 35 non-degenerative controls (NDC) and patients diagnosed with Alzheimer's disease (AD, n = 27), frontotemporal dementia (FTD, n = 26), and dementia with Lewy bodies (DLB, n = 18). Voxel-wise statistical analysis was performed using SPM software, adjusting for age and sex.
Results: No significant cortical hypometabolism was found in patients with BD compared to NDC. In contrast, typical patterns of hypometabolism were observed in the AD, FTD, and DLB groups. The findings suggest that late-life cognitive impairment in patients with BD is not due to a single common neurodegenerative process.
Conclusion: The absence of abnormal cortical metabolism in cognitively impaired elderly patients with BD suggests that cognitive impairment in this population may not be driven by a common neurodegenerative pathway. Further studies using other biomarkers are needed to investigate the brain processes involved, which could lead to improved understanding and management of cognitive impairment in patients with BD.
背景:双相情感障碍(BD)患者患痴呆的风险增加。潜在的机制存在争议。FDG-PET阐明了由于大脑皮层神经元活动改变而导致的葡萄糖代谢减少,从而可以检测和识别神经退行性过程。本研究旨在利用FDG-PET显像研究老年认知障碍BD患者的脑糖代谢,阐明可能的潜在机制,提高诊断准确性。方法:回顾性分析32例老年认知障碍BD患者(平均年龄70.4岁)的FDG-PET扫描结果。将这些结果与35名非退行性对照(NDC)和诊断为阿尔茨海默病(AD, n = 27)、额颞叶痴呆(FTD, n = 26)和路易体痴呆(DLB, n = 18)的患者的扫描结果进行比较。使用SPM软件进行体素统计分析,调整年龄和性别。结果:与NDC相比,BD患者未发现明显的皮质代谢降低。相反,在AD、FTD和DLB组中观察到典型的低代谢模式。研究结果表明,双相障碍患者的晚年认知障碍不是由单一的常见神经退行性过程引起的。结论:认知功能受损的老年BD患者缺乏皮质代谢异常,表明该人群的认知功能障碍可能不是由共同的神经退行性途径驱动的。需要使用其他生物标志物进行进一步的研究来研究涉及的大脑过程,这可能会提高对双相障碍患者认知障碍的理解和管理。
{"title":"Brain 18FDG-PET pattern in cognitively impaired elderly patients with bipolar disorder.","authors":"Nouredine Saleh, Capucine Blaise, Amina Daoudi, Matthieu Queneau, Karim Fard, Julien Dumurgier, Esteban Munoz-Musat, Emeline Marlinge, Jacques Hugon, Claire Hourregue, Claire Paquet, Emmanuel Cognat","doi":"10.1186/s40345-024-00366-3","DOIUrl":"10.1186/s40345-024-00366-3","url":null,"abstract":"<p><strong>Background: </strong>Patients with bipolar disorder (BD) are at increased risk of dementia. The underlying mechanisms are debated. FDG-PET elucidates glucose metabolic reductions due to altered neuronal activity in the cerebral cortex, allowing detection and identification of neurodegenerative processes. This study aims to investigate cerebral glucose metabolism in cognitively impaired elderly patients with BD using FDG-PET imaging, to elucidate potential underlying mechanisms and improve diagnostic accuracy.</p><p><strong>Methods: </strong>We conducted a retrospective analysis of FDG-PET scans from 32 cognitively impaired elderly patients with BD (mean age 70.4 years). These were compared with scans from 35 non-degenerative controls (NDC) and patients diagnosed with Alzheimer's disease (AD, n = 27), frontotemporal dementia (FTD, n = 26), and dementia with Lewy bodies (DLB, n = 18). Voxel-wise statistical analysis was performed using SPM software, adjusting for age and sex.</p><p><strong>Results: </strong>No significant cortical hypometabolism was found in patients with BD compared to NDC. In contrast, typical patterns of hypometabolism were observed in the AD, FTD, and DLB groups. The findings suggest that late-life cognitive impairment in patients with BD is not due to a single common neurodegenerative process.</p><p><strong>Conclusion: </strong>The absence of abnormal cortical metabolism in cognitively impaired elderly patients with BD suggests that cognitive impairment in this population may not be driven by a common neurodegenerative pathway. Further studies using other biomarkers are needed to investigate the brain processes involved, which could lead to improved understanding and management of cognitive impairment in patients with BD.</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"12 1","pages":"45"},"PeriodicalIF":2.8,"publicationDate":"2024-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11688258/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142909474","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-28DOI: 10.1186/s40345-024-00367-2
Maximilian Bayas, Tobias D Kockler, Josep Antoni Ramos-Quiroga, Silvia Muñoz Caller, Christian Fadeuilhe, Giovanni de Girolamo, Laura Iozzino, Miriam D'Addazio, Jan Haavik, Anne Halmøy, Karin Schiøler Hellum, Joakim Njaastad Kolle, Berge Osnes, Astri J Lundervold, Nader Perroud, Roland Hasler, Mélanie Teixeira De Almeida, Ulrich W Ebner-Priemer, Sharmili Edwin Thanarajah, Carmen Schiweck, Silke Matura, Jonathan Repple, Andreas Reif, Mareike Aichholzer
Background: Attention-deficit/hyperactivity disorder (ADHD) is a common neuro-developmental disorder that often persists into adulthood. Moreover, it is frequently accompanied by bipolar disorder (BD) as well as borderline personality disorder (BPD). It is unclear whether these disorders share underlying pathomechanisms, given that all three are characterized by alterations in affective states, either long or short-term. BD is characterized by infrequent but intense mood shifts, while ADHD and BPD involve more dynamic emotional fluctuations. It is yet to be determined whether these disorders represent distinct phenomena or different points on a spectrum of affective dysregulation.
Methods: This study seeks to distinguish the emotional dysregulation of BPD, ADHD, and BD by using digital phenotyping, a measurement burst electronic-diary method with different sampling rates, and accelerometry to measure participants' activity. Our study will include 480 participants aged 14 to 50 (120 each from BPD, ADHD, BD, and healthy control groups) from five European sites. Participants' smartphones will provide continuous data on their digital phenotypes, i.e., by indicators of physical activity and communication, for one year, along with daily evening ratings of mood and sleep. Moreover, five intensive measurement periods of five days each, called measurement bursts, will occur throughout the year, with electronic diaries asking participants to report on mood, self-esteem, impulsivity, life events, social interactions, and dysfunctional behaviors ten times a day. Moreover, participants will wear activity sensors during the five measurement bursts. Statistical analysis aims to identify whether affective dysregulation aspects share or differ across disorders. Specifically, data analysis aims to investigate the differences in parameters of affect fluctuation such as attractor strength and variability between disorders and to test the association of genetic risk factors for psychiatric disorders and resilience factors with critical parameters of affect modulation.
Discussion: The results of this study offer the potential to link patients' external exposures with their affective state, reduce misdiagnosis, and determine the best timing for therapeutic interventions. Potential limitations of the study include insufficient recruitment of patients and drop-outs due to various protocol violations.
Trial registration: Study code: DRKS00028917, registered 27.07.2022, https://drks.de/search/de/trial/DRKS00028917 .
{"title":"Dynamics of affect modulation in neurodevelopmental disorders (DynAMoND) - study design of a prospective cohort study.","authors":"Maximilian Bayas, Tobias D Kockler, Josep Antoni Ramos-Quiroga, Silvia Muñoz Caller, Christian Fadeuilhe, Giovanni de Girolamo, Laura Iozzino, Miriam D'Addazio, Jan Haavik, Anne Halmøy, Karin Schiøler Hellum, Joakim Njaastad Kolle, Berge Osnes, Astri J Lundervold, Nader Perroud, Roland Hasler, Mélanie Teixeira De Almeida, Ulrich W Ebner-Priemer, Sharmili Edwin Thanarajah, Carmen Schiweck, Silke Matura, Jonathan Repple, Andreas Reif, Mareike Aichholzer","doi":"10.1186/s40345-024-00367-2","DOIUrl":"10.1186/s40345-024-00367-2","url":null,"abstract":"<p><strong>Background: </strong>Attention-deficit/hyperactivity disorder (ADHD) is a common neuro-developmental disorder that often persists into adulthood. Moreover, it is frequently accompanied by bipolar disorder (BD) as well as borderline personality disorder (BPD). It is unclear whether these disorders share underlying pathomechanisms, given that all three are characterized by alterations in affective states, either long or short-term. BD is characterized by infrequent but intense mood shifts, while ADHD and BPD involve more dynamic emotional fluctuations. It is yet to be determined whether these disorders represent distinct phenomena or different points on a spectrum of affective dysregulation.</p><p><strong>Methods: </strong>This study seeks to distinguish the emotional dysregulation of BPD, ADHD, and BD by using digital phenotyping, a measurement burst electronic-diary method with different sampling rates, and accelerometry to measure participants' activity. Our study will include 480 participants aged 14 to 50 (120 each from BPD, ADHD, BD, and healthy control groups) from five European sites. Participants' smartphones will provide continuous data on their digital phenotypes, i.e., by indicators of physical activity and communication, for one year, along with daily evening ratings of mood and sleep. Moreover, five intensive measurement periods of five days each, called measurement bursts, will occur throughout the year, with electronic diaries asking participants to report on mood, self-esteem, impulsivity, life events, social interactions, and dysfunctional behaviors ten times a day. Moreover, participants will wear activity sensors during the five measurement bursts. Statistical analysis aims to identify whether affective dysregulation aspects share or differ across disorders. Specifically, data analysis aims to investigate the differences in parameters of affect fluctuation such as attractor strength and variability between disorders and to test the association of genetic risk factors for psychiatric disorders and resilience factors with critical parameters of affect modulation.</p><p><strong>Discussion: </strong>The results of this study offer the potential to link patients' external exposures with their affective state, reduce misdiagnosis, and determine the best timing for therapeutic interventions. Potential limitations of the study include insufficient recruitment of patients and drop-outs due to various protocol violations.</p><p><strong>Trial registration: </strong>Study code: DRKS00028917, registered 27.07.2022, https://drks.de/search/de/trial/DRKS00028917 .</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"12 1","pages":"44"},"PeriodicalIF":2.8,"publicationDate":"2024-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11682027/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142894276","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-23DOI: 10.1186/s40345-024-00364-5
Philipp Ritter, Tasha Glenn, Eric D Achtyes, Martin Alda, Esen Agaoglu, Kürsat Altınbaş, Ole A Andreassen, Elias Angelopoulos, Raffaella Ardau, Memduha Aydin, Yavuz Ayhan, Christopher Baethge, Rita Bauer, Bernhard T Baune, Ceylan Balaban, Claudia Becerra-Palars, Aniruddh P Behere, Prakash B Behere, Habte Belete, Tilahun Belete, Gabriel Okawa Belizario, Frank Bellivier, Robert H Belmaker, Francesco Benedetti, Michael Berk, Yuly Bersudsky, Şule Bicakci, Harriet Birabwa-Oketcho, Thomas D Bjella, Conan Brady, Jorge Cabrera, Marco Cappucciati, Angela Marianne Paredes Castro, Wei-Ling Chen, Eric Y W Cheung, Silvia Chiesa, Margarita Chanopoulou, Marie Crowe, Alessandro Cuomo, Sara Dallaspezia, Pratikkumar Desai, Seetal Dodd, Bruno Etain, Andrea Fagiolini, Frederike T Fellendorf, Ewa Ferensztajn-Rochowiak, Jess G Fiedorowicz, Kostas N Fountoulakis, Mark A Frye, Pierre A Geoffroy, Michael J Gitlin, Ana Gonzalez-Pinto, John F Gottlieb, Paul Grof, Bartholomeus C M Haarman, Hirohiko Harima, Mathias Hasse-Sousa, Chantal Henry, Lone Hoffding, Josselin Houenou, Massimiliano Imbesi, Erkki T Isometsä, Maja Ivkovic, Sven Janno, Simon Johnsen, Flávio Kapczinski, Grigorios N Karakatsoulis, Mathias Kardell, Lars Vedel Kessing, Seong Jae Kim, Barbara König, Timur L Kot, Michael Koval, Mauricio Kunz, Beny Lafer, Mikael Landén, Erik R Larsen, Rasmus W Licht, Vera M Ludwig, Carlos Lopez-Jaramillo, Alan MacKenzie, Helle Østergaard Madsen, Simone Alberte Kongstad A Madsen, Jayant Mahadevan, Agustine Mahardika, Mirko Manchia, Wendy Marsh, Monica Martinez-Cengotitabengoa, Julia Martini, Klaus Martiny, Yuki Mashima, Declan M McLoughlin, Alie N R Meesters, Ybe Meesters, Ingrid Melle, Fátima Meza-Urzúa, Elisabeth Michaelis, Pavol Mikolas, Yee Ming Mok, Scott Monteith, Muthukumaran Moorthy, Gunnar Morken, Enrica Mosca, Anton A Mozzhegorov, Rodrigo Munoz, Starlin V Mythri, Fethi Nacef, Ravi K Nadella, Takako Nakanotani, René Ernst Nielsen, Claire O'Donovan, Adel Omrani, Yamima Osher, Uta Ouali, Maja Pantovic-Stefanovic, Pornjira Pariwatcharakul, Joanne Petite, Johannes Petzold, Andrea Pfennig, Maximilian Pilhatsch, Yolanda Pica Ruiz, Marco Pinna, Maurizio Pompili, Richard Porter, Danilo Quiroz, Francisco Diego Rabelo-da-Ponte, Raj Ramesar, Natalie Rasgon, Woraphat Ratta-Apha, Maria Redahan, M S Reddy, Andreas Reif, Eva Z Reininghaus, Jenny Gringer Richards, Janusz K Rybakowski, Leela Sathyaputri, Angela M Scippa, Christian Simhandl, Daniel Smith, José Smith, Paul W Stackhouse, Dan J Stein, Kellen Stilwell, Sergio Strejilevich, Kuan-Pin Su, Mythily Subramaniam, Ahmad Hatim Sulaiman, Kirsi Suominen, Andi J Tanra, Yoshitaka Tatebayashi, Wen Lin Teh, Leonardo Tondo, Carla Torrent, Daniel Tuinstra, Takahito Uchida, Arne E Vaaler, Eduard Vieta, Biju Viswanath, Carlo Volf, Kai-Jie Yang, Maria Yoldi-Negrete, Oguz Kaan Yalcinkaya, Allan H Young, Yosra Zgueb, Peter C Whybrow, Michael Bauer
Background: The rate of suicide attempts by patients with bipolar disorder is high. In addition to patient and country specific factors, environmental factors may contribute to suicidal behavior. Sunlight has multiple diverse impacts on human physiology and behavior. Solar insolation is defined as the electromagnetic energy from the sun striking a surface area on earth. We previously found that a large change in solar insolation between the minimum and maximum monthly values was associated with an increased risk of suicide attempts in patients with bipolar I disorder.
Methods: The association between solar insolation and a history of suicide attempts in bipolar disorder was again investigated using an international database with 15% more data and more sites at diverse locations and countries.
Results: Data were available from 5641 patients with bipolar I disorder living at a wide range of latitudes in 41 countries in both hemispheres. A large change in solar insolation between the minimum and maximum monthly values was associated with a history of suicide attempts in patients with bipolar I disorder, a replication of our prior analysis. The estimated model also associated state sponsored religion in the onset country, female gender, a history of alcohol or substance abuse, and being part of a younger birth cohort with a history of suicide attempts.
Conclusions: A large change between the minimum and maximum monthly values of solar insolation was associated with a history of suicide attempts in bipolar I disorder, replicating our prior research. Physicians should be aware that daylight has wide ranging physiological and psychiatric impacts, and that living with large changes in solar insolation may be associated with an increased suicide risk.
{"title":"Association between a large change between the minimum and maximum monthly values of solar insolation and a history of suicide attempts in bipolar I disorder.","authors":"Philipp Ritter, Tasha Glenn, Eric D Achtyes, Martin Alda, Esen Agaoglu, Kürsat Altınbaş, Ole A Andreassen, Elias Angelopoulos, Raffaella Ardau, Memduha Aydin, Yavuz Ayhan, Christopher Baethge, Rita Bauer, Bernhard T Baune, Ceylan Balaban, Claudia Becerra-Palars, Aniruddh P Behere, Prakash B Behere, Habte Belete, Tilahun Belete, Gabriel Okawa Belizario, Frank Bellivier, Robert H Belmaker, Francesco Benedetti, Michael Berk, Yuly Bersudsky, Şule Bicakci, Harriet Birabwa-Oketcho, Thomas D Bjella, Conan Brady, Jorge Cabrera, Marco Cappucciati, Angela Marianne Paredes Castro, Wei-Ling Chen, Eric Y W Cheung, Silvia Chiesa, Margarita Chanopoulou, Marie Crowe, Alessandro Cuomo, Sara Dallaspezia, Pratikkumar Desai, Seetal Dodd, Bruno Etain, Andrea Fagiolini, Frederike T Fellendorf, Ewa Ferensztajn-Rochowiak, Jess G Fiedorowicz, Kostas N Fountoulakis, Mark A Frye, Pierre A Geoffroy, Michael J Gitlin, Ana Gonzalez-Pinto, John F Gottlieb, Paul Grof, Bartholomeus C M Haarman, Hirohiko Harima, Mathias Hasse-Sousa, Chantal Henry, Lone Hoffding, Josselin Houenou, Massimiliano Imbesi, Erkki T Isometsä, Maja Ivkovic, Sven Janno, Simon Johnsen, Flávio Kapczinski, Grigorios N Karakatsoulis, Mathias Kardell, Lars Vedel Kessing, Seong Jae Kim, Barbara König, Timur L Kot, Michael Koval, Mauricio Kunz, Beny Lafer, Mikael Landén, Erik R Larsen, Rasmus W Licht, Vera M Ludwig, Carlos Lopez-Jaramillo, Alan MacKenzie, Helle Østergaard Madsen, Simone Alberte Kongstad A Madsen, Jayant Mahadevan, Agustine Mahardika, Mirko Manchia, Wendy Marsh, Monica Martinez-Cengotitabengoa, Julia Martini, Klaus Martiny, Yuki Mashima, Declan M McLoughlin, Alie N R Meesters, Ybe Meesters, Ingrid Melle, Fátima Meza-Urzúa, Elisabeth Michaelis, Pavol Mikolas, Yee Ming Mok, Scott Monteith, Muthukumaran Moorthy, Gunnar Morken, Enrica Mosca, Anton A Mozzhegorov, Rodrigo Munoz, Starlin V Mythri, Fethi Nacef, Ravi K Nadella, Takako Nakanotani, René Ernst Nielsen, Claire O'Donovan, Adel Omrani, Yamima Osher, Uta Ouali, Maja Pantovic-Stefanovic, Pornjira Pariwatcharakul, Joanne Petite, Johannes Petzold, Andrea Pfennig, Maximilian Pilhatsch, Yolanda Pica Ruiz, Marco Pinna, Maurizio Pompili, Richard Porter, Danilo Quiroz, Francisco Diego Rabelo-da-Ponte, Raj Ramesar, Natalie Rasgon, Woraphat Ratta-Apha, Maria Redahan, M S Reddy, Andreas Reif, Eva Z Reininghaus, Jenny Gringer Richards, Janusz K Rybakowski, Leela Sathyaputri, Angela M Scippa, Christian Simhandl, Daniel Smith, José Smith, Paul W Stackhouse, Dan J Stein, Kellen Stilwell, Sergio Strejilevich, Kuan-Pin Su, Mythily Subramaniam, Ahmad Hatim Sulaiman, Kirsi Suominen, Andi J Tanra, Yoshitaka Tatebayashi, Wen Lin Teh, Leonardo Tondo, Carla Torrent, Daniel Tuinstra, Takahito Uchida, Arne E Vaaler, Eduard Vieta, Biju Viswanath, Carlo Volf, Kai-Jie Yang, Maria Yoldi-Negrete, Oguz Kaan Yalcinkaya, Allan H Young, Yosra Zgueb, Peter C Whybrow, Michael Bauer","doi":"10.1186/s40345-024-00364-5","DOIUrl":"10.1186/s40345-024-00364-5","url":null,"abstract":"<p><strong>Background: </strong>The rate of suicide attempts by patients with bipolar disorder is high. In addition to patient and country specific factors, environmental factors may contribute to suicidal behavior. Sunlight has multiple diverse impacts on human physiology and behavior. Solar insolation is defined as the electromagnetic energy from the sun striking a surface area on earth. We previously found that a large change in solar insolation between the minimum and maximum monthly values was associated with an increased risk of suicide attempts in patients with bipolar I disorder.</p><p><strong>Methods: </strong>The association between solar insolation and a history of suicide attempts in bipolar disorder was again investigated using an international database with 15% more data and more sites at diverse locations and countries.</p><p><strong>Results: </strong>Data were available from 5641 patients with bipolar I disorder living at a wide range of latitudes in 41 countries in both hemispheres. A large change in solar insolation between the minimum and maximum monthly values was associated with a history of suicide attempts in patients with bipolar I disorder, a replication of our prior analysis. The estimated model also associated state sponsored religion in the onset country, female gender, a history of alcohol or substance abuse, and being part of a younger birth cohort with a history of suicide attempts.</p><p><strong>Conclusions: </strong>A large change between the minimum and maximum monthly values of solar insolation was associated with a history of suicide attempts in bipolar I disorder, replicating our prior research. Physicians should be aware that daylight has wide ranging physiological and psychiatric impacts, and that living with large changes in solar insolation may be associated with an increased suicide risk.</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"12 1","pages":"43"},"PeriodicalIF":2.8,"publicationDate":"2024-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11666876/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142877028","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-12-18DOI: 10.1186/s40345-024-00365-4
Guanghui Shen, Haoran Chen, Xinwu Ye, Xiaodong Xue, Shusi Tang
Background: The Hypomania Checklist-32 is widely used to screen for bipolar disorder, but its length can be challenging for adolescents with manic symptoms. This study aimed to develop a shortened version of the HCL-32 tailored for adolescents using machine learning techniques.
Methods: Data from 2,850 adolescents (mean age 15.50 years, 68.81% female) who completed the HCL-32 were analyzed. Random forest (RF) and gradient boosting machine (GBM) algorithms were employed for feature selection. The area under the curve (AUC) was used to evaluate model performance. Receiver operating characteristic (ROC) analysis was conducted to determine optimal cutoff points for the shortened scale.
Results: An 8-item version of the HCL-32 was derived, maintaining high predictive accuracy (AUC = 0.97). The selected items captured core symptoms of adolescent mania, including increased energy, risk-taking, and irritability. Two cutoff points were identified: a score of 3 offered high specificity (0.98) and positive predictive value (0.98), while a score of 4 provided balanced sensitivity (0.87) and specificity (0.94) with the highest overall accuracy (0.91).
Conclusions: The machine learning-driven 8-item version of the HCL-32 demonstrates strong diagnostic utility for adolescent bipolar disorder, offering a more efficient screening tool without sacrificing clinical sensitivity. This shortened scale may improve assessment feasibility and accuracy in clinical settings, addressing the unique challenges of diagnosing bipolar disorder in adolescents.
{"title":"Machine learning-driven simplification of the hypomania checklist-32 for adolescent: a feature selection approach.","authors":"Guanghui Shen, Haoran Chen, Xinwu Ye, Xiaodong Xue, Shusi Tang","doi":"10.1186/s40345-024-00365-4","DOIUrl":"10.1186/s40345-024-00365-4","url":null,"abstract":"<p><strong>Background: </strong>The Hypomania Checklist-32 is widely used to screen for bipolar disorder, but its length can be challenging for adolescents with manic symptoms. This study aimed to develop a shortened version of the HCL-32 tailored for adolescents using machine learning techniques.</p><p><strong>Methods: </strong>Data from 2,850 adolescents (mean age 15.50 years, 68.81% female) who completed the HCL-32 were analyzed. Random forest (RF) and gradient boosting machine (GBM) algorithms were employed for feature selection. The area under the curve (AUC) was used to evaluate model performance. Receiver operating characteristic (ROC) analysis was conducted to determine optimal cutoff points for the shortened scale.</p><p><strong>Results: </strong>An 8-item version of the HCL-32 was derived, maintaining high predictive accuracy (AUC = 0.97). The selected items captured core symptoms of adolescent mania, including increased energy, risk-taking, and irritability. Two cutoff points were identified: a score of 3 offered high specificity (0.98) and positive predictive value (0.98), while a score of 4 provided balanced sensitivity (0.87) and specificity (0.94) with the highest overall accuracy (0.91).</p><p><strong>Conclusions: </strong>The machine learning-driven 8-item version of the HCL-32 demonstrates strong diagnostic utility for adolescent bipolar disorder, offering a more efficient screening tool without sacrificing clinical sensitivity. This shortened scale may improve assessment feasibility and accuracy in clinical settings, addressing the unique challenges of diagnosing bipolar disorder in adolescents.</p>","PeriodicalId":13944,"journal":{"name":"International Journal of Bipolar Disorders","volume":"12 1","pages":"42"},"PeriodicalIF":2.8,"publicationDate":"2024-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11655905/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142846571","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}