Comorbidity study of borderline personality disorder: applying association rule mining to the Taiwan national health insurance research database

نویسندگان

  • Cheng-Che Shen
  • Li-Yu Hu
  • Ya-Han Hu
چکیده

BACKGROUND Borderline personality disorder (BPD) is a complex clinical state with highly polymorphic symptoms and signs. Studies have demonstrated that people with a BPD diagnosis are likely to have numerous co-occurring psychiatric disorders and physical comorbidities. The aim of our study was to obtain further insight about the associations among comorbidities of BPD and to demonstrate the practicality of using association rule mining (ARM) technique in clinical databases. METHODS A retrospective case-control study was conducted on information of 1460 patients (292 BPD patients and 1168 control patients) selected from the Taiwan National Health Insurance Research Database. Information on physical and psychiatric comorbidities, which were diagnosed within 3 years before and after enrollment, was collected. A logistic regression model was used to calculate the odds ratios of comorbidities between patients with and without BPD. ARM technique was used to study the associations of BPD and two or more psychiatric comorbidities. RESULTS We classified physical comorbidities into 13 categories according to the International Classification of Diseases, Ninth Revision, Clinical Modification system, and the results indicated that the 12 categories were more common in the BPD patients than in the control patients (except congenital anomalies). However, psychiatric comorbidities, including depressive disorder, bipolar disorder, anxiety disorder, sleep disorder, substance use disorder, and mental retardation were more common in the BPD patients than in the control patients. Furthermore, the associations of BPD and two or more comorbidities were evaluated. CONCLUSION Most physical and psychiatric disorders were more common in the BPD patients than in the control patients. Because the failure to remit from BPD is associated with suffering from chronic physical conditions and because psychiatric comorbidities may lead to delays in diagnosis of BPD, clinicians caring for people with BPD should be aware of possible comorbidities.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Association rule mining through the ant colony system for National Health Insurance Research Database in Taiwan

In the field of data mining, an important issue for association rules generation is frequent itemset discovery, which is the key factor in implementing association rule mining. Therefore, this study considers the user’s assigned constraints in the mining process. Constraint-based mining enables users to concentrate on mining itemsets that are interesting to themselves, which improves the effici...

متن کامل

Mining association rules through integration of clustering analysis and ant colony system for health insurance database in Taiwan

In addition to sharing and applying the knowledge in the community, knowledge discovery has become an important issue in the knowledge economic era. Data mining plays an important role of knowledge discovery. Therefore, this study intends to propose a novel framework of data mining which clusters the data first and then followed by association rules mining. The first stage employs the ant syste...

متن کامل

Borderline personality disorder symptoms and treatment seeking over the past 12 months: an investigation using the national comorbidity survey-replication (NCS-R).

To the Editor: Borderline personality disorder is associated with elevated health care utilization.1 However, the degree to which those with borderline personality disorder access mental health care or alternative treatment is unclear. Currently, only limited research on treatment seeking in borderline personality disorder in an epidemiologic sample has been completed, which compared treatment ...

متن کامل

Borderline personality disorder in clinical practice.

OBJECTIVE Most studies of borderline personality disorder have drawn patients from among hospital inpatients or outpatients. The aims of this study were to examine the nature of borderline personality disorder patients in everyday clinical practice and to use data from a sample of borderline personality disorder patients seen in the community to refine the borderline construct. METHOD A rando...

متن کامل

A Study of the Prevalence of Psychiatric Disorders in‏ ‏Patients with ‎Methamphetamine-Induced Psychosis

Background: The abuse of narcotic drugs and psychotropic substances such as amphetamines and ecstasy has had a growing trend. Tachycardia, increased blood pressure, hallucinations, panic attacks, and psychosis are the negative effects of methamphetamine abuse. The present study aimed to assess psychiatric disorders associated with methamphetamine-induced psychotic disorder. Methods: This cross-...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره 17  شماره 

صفحات  -

تاریخ انتشار 2017