• Title/Summary/Keyword: Diagnosis-related groups

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Topic Modeling Insomnia Social Media Corpus using BERTopic and Building Automatic Deep Learning Classification Model (BERTopic을 활용한 불면증 소셜 데이터 토픽 모델링 및 불면증 경향 문헌 딥러닝 자동분류 모델 구축)

  • Ko, Young Soo;Lee, Soobin;Cha, Minjung;Kim, Seongdeok;Lee, Juhee;Han, Ji Yeong;Song, Min
    • Journal of the Korean Society for information Management
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    • v.39 no.2
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    • pp.111-129
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    • 2022
  • Insomnia is a chronic disease in modern society, with the number of new patients increasing by more than 20% in the last 5 years. Insomnia is a serious disease that requires diagnosis and treatment because the individual and social problems that occur when there is a lack of sleep are serious and the triggers of insomnia are complex. This study collected 5,699 data from 'insomnia', a community on 'Reddit', a social media that freely expresses opinions. Based on the International Classification of Sleep Disorders ICSD-3 standard and the guidelines with the help of experts, the insomnia corpus was constructed by tagging them as insomnia tendency documents and non-insomnia tendency documents. Five deep learning language models (BERT, RoBERTa, ALBERT, ELECTRA, XLNet) were trained using the constructed insomnia corpus as training data. As a result of performance evaluation, RoBERTa showed the highest performance with an accuracy of 81.33%. In order to in-depth analysis of insomnia social data, topic modeling was performed using the newly emerged BERTopic method by supplementing the weaknesses of LDA, which is widely used in the past. As a result of the analysis, 8 subject groups ('Negative emotions', 'Advice and help and gratitude', 'Insomnia-related diseases', 'Sleeping pills', 'Exercise and eating habits', 'Physical characteristics', 'Activity characteristics', 'Environmental characteristics') could be confirmed. Users expressed negative emotions and sought help and advice from the Reddit insomnia community. In addition, they mentioned diseases related to insomnia, shared discourse on the use of sleeping pills, and expressed interest in exercise and eating habits. As insomnia-related characteristics, we found physical characteristics such as breathing, pregnancy, and heart, active characteristics such as zombies, hypnic jerk, and groggy, and environmental characteristics such as sunlight, blankets, temperature, and naps.

The Characteristics of Child and Adolescent Suicide Attempters Admitted to a University Hospital (일 대학병원에 자살 시도 후 입원한 소아청소년들의 특성)

  • Bang, Yeon-Sik;Lee, Jinhee;Min, Seongho;Ahn, Joung-Sook;Park, Ki-Chang;Kim, Min-Hyuk
    • Korean Journal of Psychosomatic Medicine
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    • v.26 no.2
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    • pp.135-144
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    • 2018
  • Objectives : The purpose of this study was to identify the differences of demographic and clinical characteristics between child-adolescents who received medical inpatient care and non-hospitalized adolescents after suicide attempts. Methods : The study included 35 child-adolescents who were hospitalized (Admission group) and 114 child-adolescents who were not hospitalized (Non-Admission group) as a result of a suicide attempt from 2009 to 2015. We compared sociodemographic, clinical, and suicide attempt-related characteristics through a chi-square test and logistic regression analysis to evaluate the differences between the two groups. Results : Child-adolescents of this study most commonly attempted suicide by poisoning, and for motivation of interpersonal problems. Admission group had significantly fewer attempts through injury by sharp objects (${\chi}^2=4.374$, p=0.037) and attempted suicide with a higher chance of actually dying when compared to Risk-Rescue Rating Scale (t=1.981, p=0.049). In addition, Admission group had relatively common motivation for academic problems (${\chi}^2=12.082$, p=0.001) and less motivation for interpersonal difficulties. (${\chi}^2=9.869$, p=0.002) Psychiatric diagnosis at the time of visiting the emergency department showed higher rates of depression in the admission group than Non-Admission group (${\chi}^2=8.649$, p=0.003). The results of logistic regression showed that depression affects hospitalization (OR=2.783, 95% CI 1.092-7.089, p=0.032). Conclusions : This study is meaningful in that it revealed the social and clinical characteristics of all child-adolescents who were hospitalized at a university hospital after attempting suicide. This study identified differences in motivation, methods, and psychiatric diagnosis of hospitalized adolescents and those who were not. Therefore, the results may help adolescent suicide attempters to get a discriminatory approach based on their admission.

Administration of Yijung-tang, Pyeongwi-san, and Shihosogan-tang for Standardization of Korean Medicine Pattern Identification for Functional Dyspepsia: A Study Protocol of a Randomized, Assessor-blind, 3-Arm, Parallel, Open-label, Multicenter Clinical Trial (기능성 소화불량 한의 변증 표준화를 위한 이중탕, 평위산 및 시호소간탕 투여 : 무작위 배정, 평가자 눈가림, 3군 비교, 평행 설계, 공개, 다기관 임상시험 프로토콜)

  • Boram Lee;Min-Jin Cho;Young-Eun Choi;Ojin Kwon;Mi Young Lim;Seok-Jae Ko;So-yeon Kim;Yongjoo Kim;Donghyun Nam;Dong-Jun Choi;Jun-Hwan Lee;Jae-Woo Park;Hojun Kim
    • The Journal of Internal Korean Medicine
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    • v.43 no.6
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    • pp.1105-1121
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    • 2022
  • Objectives: The purpose of this study is to explore the effectiveness and safety of frequently used clinical herbal medicines (Yijung-tang [Lizhong-tang, LJT], Pyeongwi-san [Pingwei-san, PWS], and Shihosogan-tang [Chaihu Shugan-tang, SST]) in patients with functional dyspepsia (FD) when administered according to herbal medicine and Korean medicine pattern identification. The results of this study will be used to standardize the diagnostic instrument used in Korean medicine and to investigate biomarkers of Korean medicine pattern identification. Methods: This study will be a randomized, assessor-blind, 3-arm, parallel, open-label, multi-center clinical trial. A total of 300 FD participants will be recruited from 3 Korean medical hospitals and assigned to the LJT (n=100), PWS (n=100), and SST (n=100) groups according to FD pattern identification. The patients will take the medication for 8 weeks, 3 times a day, before or between meals. The primary outcome will be total dyspepsia symptom (TDS) and the secondary outcomes will be adequate relief (AR) for dyspepsia, overall treatment effect (OTE), visual analogue scale (VAS), functional dyspepsia-related quality of life (FD-QoL), gastrointestinal symptom score (GIS), and pattern identification questionnaires. For the exploratory outcomes, we will analyze blood and fecal metabolome profiles, microbiota from fecal and saliva samples, single nucleotide polymorphism (SNP), and results of Korean medicine diagnosis device measurements (heart rate variability, and tongue, pulse, and abdominal diagnosis). Conclusions: The results of this study will prove objectivity for Korean medicine pattern identifications, and the effectiveness and safety of herbal medicines for the population with FD.

A study about the relation between elev ated transaminase lev el and severity of viral lower respiratory tract infection in children (바이러스성 하기도 감염 환자에서 간기능 이상과 중증도와의 연관성에 관한 연구)

  • Lee, Chul Hee;Shin, Seon Hee;Lee, Jung Won;Sung, Tae Jung;Kim, Sung Goo;Lee, Kyu Man
    • Pediatric Infection and Vaccine
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    • v.14 no.1
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    • pp.47-54
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    • 2007
  • Purpose : Viral respiratory tract infection is most common cause for admission to hospital in children. There are many cases with elevated transaminase level in patients with viral lower respiratory tract infection (LRTI). The aim of this study was to compare indexes of disease severity such as duration of assisted ventilation, length of hospital stay and Respiratory Distress Assessment Instrument (RDAI) score in children with viral LRTI with and without elevated transaminase levels and to determine the etiology related to elevated transaminase levels in this patients group. Methods : Virological analysis was done from respiratory specimens obtained from patients with LRTI admitted to Kangnam Sacred Heart Hospital from Jan. 2003 to Jun. 2005. Viral diagnosis was made by isolation of viruses employing HEp-2 cell culture from nasopharyngeal aspiration. Medical records of children were reviewed retrospectively. We compared age, sex, RDAI score, Respiratory Rate (RR) score and mean duration of hospital stay between patients with elevated transaminase levels (Patient Group) and patients with normal transaminase levels (Control Group). Results : Viruses were isolated from 181 children with LRTI. 16 cases were excluded according to criteria. 28 cases (17.0%) had elevated transaminase levels (Patient group) and 137 cases (83.0%) had normal transaminase levels (Control group). There were no significant difference in duration of fever, RR score, RDAI score, incidence of $O_2$ inhalation and duration of hospital stay between patient group and control group. We found 17 (60.7%) cases of RSV, 4 cases (14.3%) of parainfluenza, 4 cases (14.3%) of influenza B virus, 3 cases (10.7%) of adenovirus and 1 case (3.6%) of influenza A virus infection in patient group and 78 cases (56.9%) of RSV, 28 cases (20.4%) of parainfluenza virus, 13 cases (9.5%) of influenza A virus, 9 cases (6.6%) of influenza B virus, 6 cases (4.4%) of adenovirus and 3 cases (2.2%) of coxsackie virus infection in control group. Conclusion : There were 28 cases (17.0%) with elevated transaminase level among patients with virus isolated LRTI. There was no relation between elevated transaminase level and severity of disease. The viral etiologies in two groups were not significantly different. There was no significant difference of age distribution between two groups.

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Comparison of the Medication Effects between Milnacipran and Pregabalin in Fibromyalgia Syndrome Using a Functional MRI: a Follow-up Study (섬유근통 환자에 대한 Milnacipran과 Pregabalin 약물치료에 대한 기능적 자기공명영상에서의 후속 영향 비교)

  • Kang, Min Jae;Mun, Chi-Woong;Lee, Young Ho;Kim, Seong-Ho
    • Investigative Magnetic Resonance Imaging
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    • v.18 no.4
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    • pp.341-351
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    • 2014
  • Purpose : In this study, the medication effects of Milnacipran and Pregabalin, as well known as fibromyalgia treatment medicine, in fibromyalgia syndrome patients were compared through the change of BOLD signal in pain related functional MRI. Materials and Methods: Twenty fibromyalgia syndrome patients were enrolled in this study and they were separated into two groups according to the treatment medicine: 10 Milnacipran (MLN) treatment group and 7 Pregabalin (PGB) treatment group. For accurate diagnosis, all patients underwent several clinical tests. Pre-treated and post-treated fMRI image with block-designed pressure-pain stimulation for each group were obtained to conduct the statistical analysis of paired t-test and two sample t-test. All statistical significant level was less than 0.05. Results: In clinical tests, the clinical scores of the two groups were not significantly different at pre-treatment stage. But, PGB treatment group had lower Widespread Pain Index (WPI) and Brief Fatigue Inventory (BFI) score than those of MLN treatment group at post-treatment stage. In functional image analysis, BOLD signal of PGB treatment group was higher BOLD signal at several regions including anterior cingulate and insula than MLN treatment group at post-treatment stage. Also, paired t-test values of the BOLD signal in MLN group decreased in several regions including insula and thalamus as known as 'pain network'. In contrast, size and number of regions in which the BOLD signal decreased in PGB treatment group were smaller than those of MLN treatment group. Conclusion: This study showed that MLN group and PGB group have different medication effects. It is not surprising that MLN and PGB have not the same therapeutic effects since these two drugs have different medicinal mechanisms such as antidepressants and anti-seizure medication, respectively, and different detailed target of fibromyalgia syndrome treatment. Therefore, it is difficult to say which medicine will work better in this study.

The effect of CR-CO discrepancy on cephalometric measurements in Class III malocclusion patients (골격성 III급 부정교합자에서 중심위 변위가 두부 방사선 계측치에 미치는 영향)

  • Park, Yang-Soo;Kim, Jong-Chul;Hwang, Hyeon-Shik
    • The korean journal of orthodontics
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    • v.26 no.3
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    • pp.255-265
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    • 1996
  • The purpose of this study was to investigate if there were a significant difference between cephalometric measurements of mandibular position derived from a centric occlusion tracing compared to those of a converted centric relation tracing in the Class III malocclusion. The sample consisted of 25 Class III malocclusion and 25 normal occlusion persons who had no orthodontic treatment. The records included an lateral cephalometrics in centric occlusion, centric relation and centric occlusion bite registration and diagnostic casts mounted on the SAM II articulator in CR. The amount of CR-CO discrepancy of condyle was recorded using a MPI(Mandibular Position Indicator, MPI $200^{(R)}$, Great Lakes Orthodontics, USA). The conversion of the CO cephalogram to CR using the MPI readings was performed on the Conversion work sheet. Measures of mandibular position were chosen for the purpose of this study. The comparison of the difference between CO and CR cephalometric measurements in the normal occlusion and Class III malocclusion group were studied. The results were as follows: 1. In the features of CR-CO discrepancy of the condyle, the condyle was displaced posterior and inferior when the teeth were in centric occlusion. The horizontal component(${\Delta}X$) in Class HI malocclusion group was greater than the vertical component(${\Delta}Z$) and also greater than the horizontal component(${\Delta}X$) in normal occlusion group. There was no statistically significant correlation between MPI measurements and the groups of normal occlusion and Class III malocclusion group. 2. In the comparison of the cephalometric measurements in each group, Normal occlusion group showed significant difference in measurements such as ANB, Facial angle, Facial convexity and ODI. Class HI malocclusion group showed significant difference in measurements such as ANB, Facial angle, Facial convexity, ODI, SNB, APDI, L1-FP and it had more significance than the normal occlusion group. 3. The Value of cephalometric measurements was significantly different between CO and CR but there were no differences between the groups of normal occlusion and Class III malocclusion. The results of this study suggest that if the discrepancies are greater than the amount of normal displacement from clinically captured centric relation, centric relation should be considered as the starting point for proper diagnosis and treatment planning.

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A new diagnostic method for diabetic neuropathy using $TcpO_2$ ($TcpO_2$ 이용한 당뇨병성 신경병증 환자의 조기진단)

  • Hong, Hyun-Ki;Kim, Sung-Woo;Nam, Ki-Chang;Cha, Eun-Jong;Kim, Deok-Won
    • Journal of the Institute of Electronics Engineers of Korea SC
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    • v.44 no.3
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    • pp.1-8
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    • 2007
  • PDiabetic neuropathy is one of the most common diabetes related complications including diabetic nephropathy and retinopahty. In clinical practices, nerve conduction velocity (NCV) has been used as a standard method for diagnosing diabetic neuropathy. However, it applies maximum current of 100mA to nerves causing stress and pain to patients. In this study, as a non-invasive method, $TcpO_2$ was utilized to investigate the difference and relationship between $TcpO_2$ and $SpO_2$ of normal and diabetic neuropathy subjects. In addition, a new method of diagnosing diabetic neuropathy using $TcpO_2$ is suggested. 50 normal subjects and 50 diabetic patients with neuropathy diagnosed by NCV participated in this study. Parameters used in this study were $TcpO_2$, $TcpCO_2$, and $SpO_2$. As a result of the $TcpO_2$ measurements, statistical significances were found from $TcpO_2$ of hands and feet from normal and patients group(p<0.01). $SpO_2$ measured from index finger of normal and patient groups showed no statistical significance(p>0.05). On the other hand, $SpO_2$ measured from great toes of normal and patient groups showed statistical significance(p<0.01). Correlation coefficient between $SpO_2$ of finger and $TcpO_2$ of hand was 0.400 (p<0.01) and $SpO_2$ of toe and $TcpO_2$ of foot was 0.471(p<0.01). Both correlation values were statistically significant. Sensitivities and specificities of the $TcpO_2$ method were found to be 66 % and 92 %, respectively. If the suggested $TcpO_2$ method is used periodically, prevention and early diagnosis of diabetic neuropathy would be possible.

A Clinical Study of Pulmonary Tuberculosis in Diabetics (당뇨병에 동반된 폐결핵의 임상적 연구)

  • Jeong, In-Kyung;Yoo, Jee-Hong;Lee, Seon-Mee;Koh, Kwan-Pyo;Han, Min-Soo;Kang, Hong-Mo
    • Tuberculosis and Respiratory Diseases
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    • v.45 no.4
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    • pp.705-713
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    • 1998
  • Background: An association between diabetes and tuberculosis has long been implied. The severity of diabetes appears to correlate with the degree of tuberculous activity. Methods: A retrospective chart review of 82 patients with active pulmonary tuberculosis in diabetics (DMTB) and 83 patients with active pulmonary tuberculosis in nondiabetics (Non-DMTB) admitted to the Kyung Hee Medical Center between January 1995 and December 1996 was underiaken. Results: The sex ratio of DMTB was 58 : 24, and that of Non-DMTB was 62 : 21. Male patients predominated in both groups. The highest incidence of DMTB was 6th and 7th decades and that of Non-DMTB was 3rd and 4th decades. In case which the tuberculosis developed after diagnosis of diabetes, the prevalence of pulmonary tuberculosis was the highest in diabetes for 5-10 years. On chest X-ray findings, the moderate advanced tuberculosis cases were the most common (60.9% in DMTTB and 50.6% in Non-DMTB). There was no relation between the degree of tuberculosis activity on chest x-ray(minimal, moderate, and far advanced tuberculosis) and presence of diabetes. The incidence of lower lung field tuberculosis in DMTB was significantly higher than Non-DMTB(p<0.05). The multiple lobe involvement was the predominant chest roentgenographic finding in both groups. There was no significant difference of treatment response between DMTB and Non-DMTB. There was no relationship between initial HbA1c and the severity of pulmonary tuberculosis on chest X-ray. During treatment of pulmonary tuberculosis in excellently and well controlled diabetes, the cure rate of pulmonary tuberculosis was significantly higher than the poorly controlled diabetes and the rate of treatment failure was significantly lower than poorly controlled diabetes. (p<0.05). Conclusion: Poor control of blood glucose is related with increased rate of treatment failure in pulmonary tuberculosis with diabetes mellitus. Further investigation will be needed to study the mechanisms of treatment failure in poorly controlled diabetics with pulmonary tuberculosis.

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Adenosine Deaminase Activity in Bronchoalveolar Lavage Fluid in Patients with Pulmonary Tuberculosis (폐결핵 환자의 기관지폐포세척액에서 Adenosine Deaminase 활성도에 관한 연구)

  • Cheon, Seon-Hee;Cho, Chul-Ho;Kim, Byung-Il;Jang, Sang-Ho;Chang, Joon;Kim, Sung-Kyu;Hahn, Jee-Sook;Lee, Won-Young;Kwon, Oh-Hun
    • Tuberculosis and Respiratory Diseases
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    • v.38 no.1
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    • pp.16-24
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    • 1991
  • Adenosine deaminase (ADA) is an enzyme which is essential for the differentiation of lymphoid cells, especially T-cells and ADA plays a role in the maturation of monocyte to macrophage. Therefore ADA levels are related to stimulation of cellular immunity. We have investigated the measurement of ADA activity in bronchoalveolar lavage fluid of the patients with active and inactive pulmonary tuberculosis and control group. The results obtained are as follows: 1) The ADA activity and corrected ADA activity from the BAL fluid in active tuberculosis group (Total Lavage ADA; $18.4{\pm}22.5\;mU$, Total Lavage ADA/Albumin; $2.45{\pm}1.61\;mU/mg$) were increased when compared with those in inactive tuberculosis (TL-ADA; $5.8{\pm}2.5\;mU$, TL-ADA/Alb; $1.83{\pm}O.53\;mU/mg$) and control (TL-ADA; $6.6{\pm}4.3\;mU$, TL-ADA/Alb; $1.62{\pm}0.60\;mU/mg$) groups. 2) The ADA activity and lavage ADA/serum ADA activity ratio in BAL fluid from the lesion site (TL-ADA; $42.9{\pm}42.3\;mU$, L-ADA/S-ADA; $0.53{\pm}0.32$) were increased when compared with those from the non-lesion site (TL-ADA; $12.5{\pm}11.2\;mU$, L-ADA/S-ADA; $0.29{\pm}0.12$)and normal side (TL-ADA; $12.7{\pm}11.0\;mU$, L-ADA/S-ADA; $0.34{\pm}0.27$) in active tuberculosis group. 3) The ADA activity in BAL fluid from far advanced group (TL-ADA; $62.5{\pm}30.3\;mU$) was increased when compared with those from the mild group (TL-ADA; $10.5{\pm}7.5\;mU$) and moderate advanced group (TL-ADA; $13.2{\pm}11.7\;mU$) in active tuberculosis. 4) The albumin level from the BAL fluid was correlated with the ADA activity (R=0.89). 5) The ADA activity recovered from the BAL fluid was correlated with the recovered lymphocyte percentage (R=0.60). In conclusion, the ADA activity from the BAL fluid in active tuberculosis group was increased when compared with that in inactive tuberculosis and control groups, especially from the lesion site. To evaluated the specificity of ADA determination for diagnosis of active tuberculosis, BAL must be done at lesion site of the diseased lung and the proper correcting material other than albumin must be chosen to correct the dilution factor of lavage fluid.

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Signs and symptoms of temporomandibular disorders in instrumental performers (악기연주자의 측두하악장애 징후와 증상)

  • Jang, Jae-Young;Choi, Young-Chan;Bae, Jung-Hee;Kim, Seong-Taek
    • Journal of Dental Rehabilitation and Applied Science
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    • v.31 no.2
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    • pp.86-95
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    • 2015
  • Purpose: The aim of the study was to evaluate the subjective symptoms and clinical signs through the TMD-questionnaire, clinical examination and radiography against the many instrumental performers and to investigate the association between playing instruments and TMDs. Materials and Methods: A total of 803 instrumental performers received TMD-related questionnaire and evaluations of prevalence and disease distribution were performed. Among those who reported at least one symptom of TMD, 70 volunteers visited in clinic then received clinical examination and radiography for diagnosis and evaluations of prevalence and disease distribution were performed. 70 subjects were divided into three groups as woodwind, brass wind, string. Comparative analysis of disease distribution was performed. Results: Among 803 instrumental performers, 610 people (75.97%) were reported to one or more symptoms of TMD. The most frequent symptom was click (29.68%).70 subjects underwent a clinical examination and radiography survey results, the most frequent symptom was a click (29.75%). Most commonly diagnosed disease was a myofacial pain (30.53%).Comparison of the three groups, a significant difference was not observed in the clinical sign. But among subject symptom, muscle pains howed significant differences in accordance with the Group (P = 0.024). During the 70 people who underwent clinical examination, 66 people (94.3%) showed moderate to severe attrition, mild to severe tongue ridging, mild to severe cheek ridging assigns of parafunction. Conclusion: Instrumental performers showed a high prevalence of TMD and the most of the musicians with temporomandibular disorder had bruxism or clenching habits.