Sung Woo Joo, Boung Chul Lee, Jungsun Lee, Gi Hyeon Seo
{"title":"Risk of Breast Cancer in Association with the Use of Second-generation Antipsychotics.","authors":"Sung Woo Joo, Boung Chul Lee, Jungsun Lee, Gi Hyeon Seo","doi":"10.9758/cpn.2022.20.4.675","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.675","url":null,"abstract":"Objective Previous studies regarding the relationship between the risk of breast cancer (BC) and antipsychotics use have reported inconsistent findings. Insufficient sample size and/or observation period may have hindered revealing the risk of BC associated with antipsychotics use. We aimed to investigate whether the use of second-generation antipsychotics (SGA) is associated with increased risk of BC. Methods We used the Health Insurance Review Agency database in South Korea between 2008 and 2018. The index date was determined as the date of the first antipsychotic prescription. We selected women prescribed SGAs for more than 30 days within a year from the index date and age-matched controls, yielding 498,970 cases and 997,940 controls. The Cox proportional hazards regression model was used for estimating the risk. Results The incidence rates of BC were 109.74 and 101.51 per 100,000 person-years in the case and control groups, respectively. There was an increased risk of BC in the case group (hazard ratio [HR] = 1.08, 95% confidence interval [CI] 1.04−1.13). There was a higher risk of BC in subjects prescribed with ≥ 10,000 mg of olanzapine equivalent dose (HR = 1.29, 95% CI 1.14−1.46) than those with < 10,000 mg (HR = 1.05, 95% CI 1.00−1.11). The increased risk of BC in the case group became significant after six years of the observation period (≥ 6 years HR = 1.24, 95% CI 1.14−1.35, 3 to < 6 years HR = 1.06, 95% CI 0.97−1.15, < 3 years HR = 1.02, 95% CI 0.95−1.09). Conclusion This study indicated that the use of SGAs is associated with increased risk of BC in a long-term relationship with a dose-response pattern.","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"675-684"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/de/b9/cpn-20-4-675.PMC9606429.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40557763","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ana Carolina de Figueiredo Costa, Everton Cavalcante da Silva, Delane Viana Gondim
{"title":"Botulinum Toxin in Facial Aesthetics Affects the Emotion Process: A Meta-analysis of Randomized Controlled Trials.","authors":"Ana Carolina de Figueiredo Costa, Everton Cavalcante da Silva, Delane Viana Gondim","doi":"10.9758/cpn.2022.20.4.600","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.600","url":null,"abstract":"<p><p>This study aimed to conduct a meta-analysis of randomized controlled trials (RCTs) to evaluate the effects of the btulinum toxin-A (BT-A) in patiets with mood disorders. PubMed, Scopus, Web of Science, Cochrane Library and LILACS were searched without restrictions up to July 2022. The PICOS strategy was used for the selection of studies and risk-of-bias assessment was performed using Cochrane's tool for RCTs. RCTs were included if they compared BT-A treatment on facial muscles in patients with mood disorders to placebo. After assessment of the full texts, seven studies were selected. Five studies had low risk of bias for the generation of random sequence and blinding of participants and professional domains. A total of four studies showed a low risk of bias for the allocation concealment and blinding of the evaluation of the domain results. The domain of selective reports showed a low risk of bias in all included studies. However, four studies presented a high risk of bias for the domain of other biases. The meta-analysis was based on the mean difference or standardized mean difference between the BT-A and placebo groups for each selected trial and revealed that the BT-A group showed a significant improvement in the symptoms of depression when compared to placebo. This study revealed that the BT-A application into mimic muscles of the upper third of the face improves the mood disorders, but it was not possible to guarantee whether the aesthetic benefits can contribute to reducing the severity of the depressive state.</p>","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"600-608"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/0e/cd/cpn-20-4-600.PMC9606430.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40669178","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
YoungHo Kim, Sung-Doo Won, Hyejin Kwon, Changwoo Han
{"title":"The Ratio of Second and Fourth Digit Length: A Biomarker for Methamphetamine Dependence?","authors":"YoungHo Kim, Sung-Doo Won, Hyejin Kwon, Changwoo Han","doi":"10.9758/cpn.2022.20.4.694","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.694","url":null,"abstract":"<p><strong>Objective: </strong>The ratio of 2nd and 4th digit length (2D:4D) is considered to be a sexually dimorphic trait. Low 2D:4D is implicated in alcohol dependence and heroin dependence and correlated with psychological traits such as aggression, physical aggression, and sensation. The purpose of this study is to compare the 2D:4D between methamphetamine (METH) dependence and controls and the 2D:4D ratio that is a potential biomarker for METH dependence.</p><p><strong>Methods: </strong>In this study, 40 patients diagnosed with METH dependence in Eulji University Gangnam Eulji Hospital and 50 healthy volunteers were all employees in the same hospital. Images of participants' hands were created using a scanning device. The images contained both the right and left hands; computer software was used to measure the 2D:4D ratio for both hands. We compared the ratios, analyzed by t test, between the METH dependence group and the control group.</p><p><strong>Results: </strong>The mean 2D:4D values were 0.941 (right hand) and 0.943 (left hand) for the patients with METH dependence; in contrast, they were 0.961 (right hand) and 0.961 (left hand) for the control group. These values were significantly smaller than the control in patients' right hands (<i>p</i> = 0.003) and left hands (<i>p</i> = 0.012).</p><p><strong>Conclusion: </strong>Patients with METH dependence had smaller 2D:4D ratios than those in the control group, which is similar to the results from the previous substance use disorder studies. Thus, elevated prenatal testosterone levels during the gonadal period could be related to future METH problems. Furthermore, the 2D:4D ratio is a potential marker for the prediction of METH dependence.</p>","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"694-700"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/aa/05/cpn-20-4-694.PMC9606433.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40557765","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Prediction Models for Suicide Attempts among Adolescents Using Machine Learning Techniques.","authors":"Jae Seok Lim, Chan-Mo Yang, Ju-Won Baek, Sang-Yeol Lee, Bung-Nyun Kim","doi":"10.9758/cpn.2022.20.4.609","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.609","url":null,"abstract":"<p><strong>Objective: </strong>Suicide attempts (SAs) in adolescents are difficult to predict although it is a leading cause of death among adolescents. This study aimed to develop and evaluate SA prediction models based on six different machine learning (ML) algorithms for Korean adolescents using data from online surveys.</p><p><strong>Methods: </strong>Data were extracted from the 2011-2018 Korea Youth Risk Behavior Survey (KYRBS), an ongoing annual national survey. The participants comprised 468,482 nationally representative adolescents from 400 middle and 400 high schools, aged 12 to 18. The models were trained using several classic ML methods and then tested on internal and external independent datasets; performance metrics were calculated. Data analysis was performed from March 2020 to June 2020.</p><p><strong>Results: </strong>Among the 468,482 adolescents included in the analysis, 15,012 cases (3.2%) were identified as having made an SA. Three features (suicidal ideation, suicide planning, and grade) were identified as the most important predictors. The performance of the six ML models on the internal testing dataset was good, with both the area under the receiver operating characteristic curve (AUROC) and area under the precision-recall curve (AUPRC) ranging from 0.92 to 0.94. Although the AUROC of all models on the external testing dataset (2018 KYRBS) ranged from 0.93 to 0.95, the AUPRC of the models was approximately 0.5.</p><p><strong>Conclusion: </strong>The developed and validated SA prediction models can be applied to detect high risks of SA. This approach could facilitate early intervention in the suicide crisis and may ultimately contribute to suicide prevention for adolescents.</p>","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"609-620"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/06/92/cpn-20-4-609.PMC9606439.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40669179","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Young Sup Woo, Won-Myong Bahk, Jong-Hyun Jeong, Jung Goo Lee, Won Kim, InKi Sohn, Sung-Yong Park, Se-Hoon Shim, Jeong Seok Seo, Il Han Choo, Chan-Mo Yang, Myung Hun Jung, Duk-In Jon, Moon-Doo Kim, Bo-Hyun Yoon
{"title":"Korean Medication Algorithm Project for Bipolar Disorder 2022, Fifth Revision: An Executive Summary.","authors":"Young Sup Woo, Won-Myong Bahk, Jong-Hyun Jeong, Jung Goo Lee, Won Kim, InKi Sohn, Sung-Yong Park, Se-Hoon Shim, Jeong Seok Seo, Il Han Choo, Chan-Mo Yang, Myung Hun Jung, Duk-In Jon, Moon-Doo Kim, Bo-Hyun Yoon","doi":"10.9758/cpn.2022.20.4.747","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.747","url":null,"abstract":"<p><strong>Objective: </strong>We revised the Korean Medication Algorithm Project for Bipolar Disorder (KMAP-BP), first published in 2002 and revised in 2006, 2010, 2014, and 2018, to reflect recent progress in the treatment of bipolar disorder.</p><p><strong>Methods: </strong>The questionnaires consisted of 56 items for adult patients and 7 items for child/adolescent patients, and were used to obtain the consensus of experts regarding pharmacological treatment strategies for various phases of bipolar disorder. The review committee included 87 Korean psychiatrists and 40 child and adolescent psychiatry experts.</p><p><strong>Results: </strong>For treatment of manic episodes, a combination of a mood stabilizer (MS) and atypical antipsychotics (AAP), or monotherapy with MS or AAP were recommended as first-line treatments. Combinations of MS and AAP, or AAP and lamotrigine (LMT) were recommended as first-line treatments for depressive episodes regardless of the severity. Monotherapy with MS, AAP, or LMT were also first-line treatments for mild to moderate depressive episodes. For mixed features, a combination of MS and AAP, or monotherapy with AAP or MS were recommended as first-line treatments, and a combination of AAP and LMT, or MS and LMT were the first-line treatments for depressive mixed state.</p><p><strong>Conclusion: </strong>The recommendations of the KMAP-BP 2022 have changed from the previous version, to reflect the evolution of the social culture and healthcare system in Korea and recent evidence regarding pharmacotherapy of bipolar disorder. The KMAP-BP 2022 provides clinicians with a wealth of information regarding appropriate strategies to treat patients with bipolar disorder.</p>","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"747-761"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/45/da/cpn-20-4-747.PMC9606436.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40560309","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Targeting Three Brain Regions (Bilateral SMA, Left and Right DLPFC) Sequentially in One Session Using Combined Repetitive Transcranial Magnetic Stimulation and Intermittent Theta-burst Stimulation in Treatment-refractory Obsessive-compulsive Disorder: A Case Report.","authors":"Po-Han Chou, Alexander T Sack, Kuan-Pin Su","doi":"10.9758/cpn.2022.20.4.773","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.773","url":null,"abstract":"<p><p>Repetitive transcranial magnetic stimulation (rTMS) has been widely used as a therapy for refractory obsessive-compulsive disorder (OCD). However, it remains unclear which exact target and stimulation sequence of rTMS is most effective for OCD. Here, we report the case of an 18-year-old female with treatment-refractory OCD whose symptoms markedly improved after combined rTMS and intermittent theta-burst stimulation over the bilateral dorsolateral prefrontal cortex and supplementary motor area. Our report indicates that combining treatment sequences that stimulate different brain regions sequentially is feasible and may clinically benefit patients suffering from OCD.</p>","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"773-776"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/ae/95/cpn-20-4-773.PMC9606437.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40560312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Chi Eun Oh, Hyun Ju Lim, Jeounghyun Park, Eunsoo Moon, Ji Kyoung Park
{"title":"Relationship of Circadian Rhythm in Behavioral Characteristics and Lipid Peroxidation of Brain Tissues in Mice.","authors":"Chi Eun Oh, Hyun Ju Lim, Jeounghyun Park, Eunsoo Moon, Ji Kyoung Park","doi":"10.9758/cpn.2022.20.4.649","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.649","url":null,"abstract":"<p><strong>Objective: </strong>This study aimed to explore the relationship among several indices of circadian rhythms and lipid peroxidation of brain tissue in mice.</p><p><strong>Methods: </strong>After entrainment of 4-week-old mice, one group was disrupted their circadian rhythms for three days and the other group for seven days (n = 10, respectively). After a recovery period, the Y-maze test, the elevated plus maze test, the tail suspension test, and the forced swimming test were conducted. To assess lipid peroxidation in brain tissue, thiobarbituric acid reactive substances were measured in the cortex, hippocampus, and cerebellum.</p><p><strong>Results: </strong>When circadian rhythms were disrupted and adapted back to their original rhythm, the recovery time of the 7-day disruption group (median 3.35 days) was significiantly faster than one of the 3-day disruption group (median 4.87 days). In the group with a 7-day disruption, mice that had recovered their rhythms early had higher malondialdehyde levels in their hippocampus compared to those with delayed recovery. The entrainment of circadian rhythms was negatively correlated with the malondialdehyde level of brain tissue. The behavioral test results showed no differences depending on the disruption durations or recovery patterns of circadian rhythms.</p><p><strong>Conclusion: </strong>These results suggest that disruption types, recovery patterns, and the entrainment of circadian rhythms are likely to affect oxidative stress in adolescents or young adult mice. Future study is needed to confirm and specify these results on the effects of circadian rhythms on oxidative stress and age-dependent effects.</p>","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"649-661"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/8b/f4/cpn-20-4-649.PMC9606440.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40557761","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Wonsuk Choi, Ju-Wan Kim, Hee-Ju Kang, Hee Kyung Kim, Ho-Cheol Kang, Ju-Yeon Lee, Sung-Wan Kim, Robert Stewart, Jae-Min Kim
{"title":"Interactive Effects of Serum Leptin Levels and Physical Comorbidity on the Pharmacotherapeutic Response of Depressive Disorders.","authors":"Wonsuk Choi, Ju-Wan Kim, Hee-Ju Kang, Hee Kyung Kim, Ho-Cheol Kang, Ju-Yeon Lee, Sung-Wan Kim, Robert Stewart, Jae-Min Kim","doi":"10.9758/cpn.2022.20.4.662","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.662","url":null,"abstract":"<p><strong>Objective: </strong>To investigate individual and interactive associations of baseline serum leptin levels and physical comorbidity with short- and long-term treatment outcomes in outpatients with depressive disorders who received stepwise antidepressant treatment in a naturalistic prospective study design.</p><p><strong>Methods: </strong>Baseline serum leptin levels were measured, and the number of concurrent physical disorders ascertained from 1,094 patients. These patients received initial antidepressant monotherapy; then, for patients with an insufficient response or who experienced uncomfortable side effects, treatment was administered using alternative strategies every 3 weeks in the acute treatment phase (at 3, 6, 9, and 12 weeks) and every 3 months in the continuation treatment phase (at 6, 9, and 12 months). Then, 12-week and 12-month remission, defined as a Hamilton Depression Rating Scale score of ≤7, was estimated.</p><p><strong>Results: </strong>In multivariable logistic regression analyses, individual effects were found only between higher baseline serum leptin levels and 12-week non-remission. Significant interactive effects between higher leptin levels and fewer physical disorders (< 2 physical disorders) on 12-week non-remission were observed. However, neither individual nor interactive effects between leptin levels and physical comorbidity were associated with 12-month remission.</p><p><strong>Conclusion: </strong>The combination of serum leptin level and number of physical disorders may be a useful predictor of short-term treatment responses in patients with depressive disorders receiving pharmacotherapy.</p>","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"662-674"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/e8/7b/cpn-20-4-662.PMC9606432.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40557762","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Effect of Agomelatine in Behavioral and Psychological Symptoms of Dementia.","authors":"Carol Sheei-Meei Wang, Kuo-Sheng Cheng, Chia-Hung Tang, Ming-Chyi Pai, Pai-Lien Chen, Pei-Fang Chien","doi":"10.9758/cpn.2022.20.4.701","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.701","url":null,"abstract":"<p><strong>Objective: </strong>Moderate and severe behavioral and psychological symptoms of dementia (BPSD) often need medical treatment to improve symptoms. Agomelatine is a selective melatonergic (MT1/MT2) agonist that has normalizing effects on disturbed circadian rhythms and disrupted sleep-wake cycles. Its activity of 5HT-2C receptor antagonism is associated with lessening depression and anxiety and increasing slow-wave sleep. Based on past clinical records and current findings it suggests that agomelatine can improve BPSD for patients. This retrospective cohort study was designed to compare the BPSD before and after using agomelatine.</p><p><strong>Methods: </strong>Records of dementia cases who had ever received agomelatine treatment for BPSD in a general hospital setting during the past 2.5 years were identified and reviewed. Scores from before and after 3 months of treatment with agomelatine were collected for Neuropsychiatric Inventory (NPI), Brief Psychiatric Rating Scale (BPRS), and Clinical Global Impression (CGI) to compare and analyze the difference of psychological and behavioral symptoms pre- and post-agomelatine used.</p><p><strong>Results: </strong>Records of 144 cases of dementia with BPSD who had ever used agomelatine from January 2015 to June 2017 were collected. All of the 112 cases had BPRS and CGI scores, of which 75 cases had additional NPI scores. Among these 112 cases, the BPRS and CGI scores were significantly improved in all types of dementia. NPI scores indicated that the use of agomelatine alleviated obvious symptoms and decreased overall distress, especially in the depression/poor mood, anxiety, and sleep/night behavior.</p><p><strong>Conclusion: </strong>It is consistent with an effective result of agomelatine in improving BPSD.</p>","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"701-714"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/8b/67/cpn-20-4-701.PMC9606441.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40557766","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Automatic Diagnosis of Attention Deficit Hyperactivity Disorder with Continuous Wavelet Transform and Convolutional Neural Network.","authors":"Sinan Altun, Ahmet Alkan, Hatice Altun","doi":"10.9758/cpn.2022.20.4.715","DOIUrl":"https://doi.org/10.9758/cpn.2022.20.4.715","url":null,"abstract":"<p><strong>Objective: </strong>The attention deficit hyperactivity disorder has a negative impact on the child's educational life and relationships with the social environment during childhood and adolescence. The connection between temperament traits and The attention deficit hyperactivity disorder has been proven by various studies. As far as we know, there is no machine learning study to diagnose. The attention deficit hyperactivity disorder in a dataset created using temperament characteristics.</p><p><strong>Methods: </strong>Machine learning-based semi-automatic/fully automatic expert decision support systems are frequently used for the diagnosis of various diseases. In this study, it was aimed to reveal the success of a semi-automatic expert decision support system in the diagnosis of attention deficit hyperactivity disorder by using temperament characteristics. The high classification success achieved is a resource for a potential diagnosis of attention deficit hyperactivity disorder expert decision support system. In this respect, this study includes original qualities and innovations.</p><p><strong>Results: </strong>Many different deep learning methods were used in the research. Deep learning methods are models that achieve high success by using a large number of images in various image processing competitions. The images of the signals in the data set were first obtained by Continuous Wavelet Transform. The highest classification success in our data set was obtained with the Squeeze Net model with 88.33%.</p><p><strong>Conclusion: </strong>The model we propose shows that an automatic system based on artificial intelligence can be created, as well as revealing the relationship between temperament characteristics in the diagnosis of attention deficit hyperactivity in the data set we created.</p>","PeriodicalId":10420,"journal":{"name":"Clinical Psychopharmacology and Neuroscience","volume":"20 4","pages":"715-724"},"PeriodicalIF":3.2,"publicationDate":"2022-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/88/18/cpn-20-4-715.PMC9606427.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40557767","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}