1.Comparision of Machine Learning Models for Adolescent’s Emotional and Behavioral Problems
Batnast G ; Akhyt T ; Javzmaa T ; Nyamdavaa U ; Bayarmaa V ; Purevdolgor L ; Ajnai L ; Enkh-Urel E ; Galbadrakh Ch ; Bat-Enkh O ; Baatarkhuu Ts
Mongolian Journal of Health Sciences 2025;86(2):116-120
		                        		
		                        			Background:
		                        			Globally, an estimated 13% of adolescents aged 10–19 are affected by mental disorders. As of 2020, the
number of children under the age of 19 in Mongolia was reported to be 1,289,587, reflecting a 0.9% increase compared
to 2015. A 2013 study on adolescents found that 60.5% were categorized as mentally healthy, 30.5% exhibited emotional
and behavioral difficulties, and 9% were diagnosed with a mental disorder. A study conducted in Govi-Altai Province
between 2018 and 2019 reported that 58.6% of adolescents were classified as healthy, 36.1% experienced psychological
difficulties, and 5.2% were diagnosed with a mental disorder.
Internationally, adolescent mental health has been widely assessed using the Strengths and Difficulties Questionnaire
(SDQ), with an increasing number of studies employing artificial intelligence-based predictive models. However, in Mongolia,
research utilizing artificial intelligence and machine learning for analyzing large-scale mental health data remains
limited. This gap underscores the need for the present study.
		                        		
		                        			Aim:
		                        			Machine learning models were compared to determine adolescent emotional and behavioral problems using the
SDQ.
		                        		
		                        			Materials and Methods:
		                        			Data was collected from teenagers, teachers, and parents in Govi-Altai Province, and the databases
were created for each group. The teenager database was divided into 10 folds by cross-validation, and the models
were developed using machine learning methods and evaluated using their performance measures. The results were
mainly analyzed using the Bayes model.
		                        		
		                        			Results:
		                        			The teenagers have emotional and behavioral problems due to emotional and peer interactions, but they are at
risk of developing disorders due to hyperactivity and behavioral changes.
		                        		
		                        			Conclusion
		                        			Comparing the model performance results with previous studies, Bayesian model accuracy decreased by
0.03, sensitivity decreased by 0.08, and specificity increased by 0.01. Also, the difference between the performance evaluation
metrics of the C50 and Bayesian models is very small, between 0.01 and 0.02. This shows that the performance of
the Bayesian method is good when the number of attributes in the database increases.
Compared to the results of the knowledge generated by the research, the participants are more likely to develop emotional
and behavioral disorders due to their peer relationship indicators, such as other children generally not liking them, getting
on better with adults, and due to emotional symptoms such as being unhappy and depressed.
		                        		
		                        		
		                        		
		                        	
2.p53R72P polymorphisms in Mongolian patients with hepatocellular carcinoma
Ganchudur L ; Shiirevnyamba A ; Yerkyebulan M ; Gan-Erdene B ; Otgonbayar D ; Bayarmaa E ; Baatarkhuu O
Mongolian Medical Sciences 2022;201(3):7-12
		                        		
		                        			Introduction:
		                        			Hepatocellular carcinoma incidence and mortality per 100,000 population in Mongolia is the highest in the world. The individual’s genetic factors and new genetic changes are considered an important effect on the origin and development cancer. We aimed to investigate whether p53R72P polymorphisms were associated with the risk of hepatocellular carcinoma in Mongolian patients.
		                        		
		                        			Material and Method:
		                        			p53R72P polymorphisms were evaluated in 80 controls and 38 HCC cases using a PCRrestriction fragment length polymorphism assay.
		                        		
		                        			Results:
		                        			The mean age was 58.5±13.6 years in the case group and 63.2±8.1 years in the control group. Hepatocellular carcinoma is most common in 50-59 (n=14, 36.8%) and 60-69 (n=14, 36.8%) ages. Of the HCC group, 4 (10.8%) were diagnosed with tumor at stage II, 23 (62.2%) at stage III, and 11 (27%) at stage IV. 
The results revealed that the heterozygous (Arg/Pro (PR)) genotype of p53R72P increased statistically significant the risk of hepatocellular carcinoma (OR=4.222, 95% CI 1.669-10.684) compared to the wildtype (R/R) genotype. (p=0.002). Moreover, the homozygous (Pro/Pro (P/P)) genotype of p53R72P increased the risk of carcinoma (OR=1.333, 95% CI 0.414-4.299) but not statistically significant. (p=0.63). Heterozygous (Arg/Pro (PR)) genotype of p53R72P in the tumor tissue was associated with a statistically significant (OR=3.3, 95% CI 1.274-8.57) increase in the risk of HCC (p=0.014). Pro/Pro (PP) genotype increased the risk of the carcinoma by 2.4 times (OR=2.44, 95% CI 0.865-6.908), but it was not significant. (p=0.092). Pro/Pro (PP) genotype of p53R72P in the tumor tissue compared to normal tissue of a case group increased the risk of cancer by 1.8 times (OR=1.833, 95% CI 0.472- 7.126), which was not statistically significant (p=0.382).
		                        		
		                        			Conclusion
		                        			Taken together, Heterozygous (Arg/Pro (PR)) genotype of p53R72P increases the risk of hepatocellular carcinoma in Mongolians. Further studies with larger populations are needed to confirm these results.
		                        		
		                        		
		                        		
		                        	
3.Expression of the WT1 protein and Ki67 proliferation index in brain glioma
Enkhee O ; Gheeyoung C ; Tuul B ; Bayarmaa E
Mongolian Medical Sciences 2019;187(1):17-22
		                        		
		                        			Introduction:
		                        			Wilms’ tumor 1gene was originally discovered as mutated in nephroblastoma, a common pediatric kidney cancer also known as Wilms’ tumor. This gene’s product alteration was indicating the safety of WT1 immunotherapy as well as a potential therapeutic response to its application in patients with glioma. 
		                        		
		                        			Goal:
		                        			Our aim was to further elucidate the role of WT1 as a diagnostic and prognostic marker in brain glioma in 
neuropathology field.
		                        		
		                        			Materials and Methods:
		                        			In this study, formalin fixed paraffin embedded blocks of 135 patients with brain glioma were selected. After tissue preparation for WT1 immunohistochemical evaluation, 2 tissue preparations were excluded due to unsatisfactory amount of tissue. Therefore, data about tissue specimens from 133 patients were included in statistical analysis.
		                        		
		                        			Results:
		                        			In this study, out of 133 cases, 55 were astrocytomas, 42 were oligodendroglioma, 35 were glioblastoma and 1 was mixed oligoastrocytoma.WT1 immunohistochemistry expression was found in 127/6 (95.5%) samples. For the glioblastoma, WT1-expression significantly increased with patient’s age (p=0.05, table 3). WT1 expression and Ki67 proliferation index had prognostic effect in patients with brain glioma (p<0.05), and low expression mean survival was 48.5 months, high expression survival was 18.4 months respectively.
		                        		
		                        			Conclusion
		                        			WT1 expression in Mongolian patients with brain glioma had significantly associated with several adverse prognostic indicators including high Ki67 proliferation index (high grade tumor) and high expression of WT1 and univariable survival. 
		                        		
		                        		
		                        		
		                        	
4.ЭС СУДЛАЛЫН ШИНЖИЛГЭЭНИЙ ЧАНАРЫН ГАДААД ХЯНАЛТЫН АСУУДАЛД
Bolorchimeg Kh ; Tuul B ; Narantuya N ; Bolormaa O ; Tserenpil B ; Bayarmaa E ; Sayamaa L
Innovation 2017;11(2):26-28
		                        		
		                        			
		                        			BACKGROUND. Uterine cervical cancer is the fourth leading cause of cancer deaths
in women worldwide. In our country, cervical cancer is second most common cancer
in women. Uterine cervical smear (Papanicolaou test) remains an effective and widely
used method for early detection of precancerous and cancerous lesions. Since 2002,
the cervical smear was introduced to the clinical practice of our country. However,
there is no study to performed external quality assurance of cervical smear until now.
MATERIALS AND METHODS. We selected 20 glass slides of uterine cervical smear, the
diagnosis was approved by histopathology. Each chosen slides were evaluated by four
cytologists of A, B, C, D hospitals with hidden clinical information, independently.
RESULTS. The sensitivity of A, B, C and D hospitals were 87.5%, 93.3%, 93.3%, and 93.3%,
respectively. The specificity of A, B, C and D hospitals was 85.7%, 85.7%, 75%, and 66.6%,
respectively. The diagnostic concordance of A, B, C and D was 70%, 75%, 50%, and 55%,
respectively. The agreement of cytological diagnosis was moderate (kappa = 0.55),
moderate (kappa = 0.43), fair (kappa = 0.37), and fair (kappa = 0.33) in A, B, C, and D
hospitals, respectively. CONCLUSION: The external quality assurance in cytopathology
is needed in Mongolia. The diagnostic concordance method would be applicable in
our country to improve diagnostic agreement.
		                        		
		                        		
		                        		
		                        	
5.ЭЛЭГНИЙ АНХДАГЧ ӨМӨНГИЙН ЭРСДЭЛТ ХҮЧИН ЗҮЙЛС БА ДАРХАН ГИСТОХИМИЙН СУДАЛГАА
Sarandelger O ; Bayarmaa E ; Erdenetsogt D
Innovation 2017;11(2):90-92
		                        		
		                        			
		                        			BACKGROUND. As of 2015 39,1% of all new cancer cases in Mongolia were HCC having
the highest prevalence and it has increased by 4% to the previous year. (Health indicator
– 2015, CHD). Although there are quite a lot researches have been done on general
cause and impacting factors of HCC, the relevance between the mechanism leading
to eventual cancer and the risk factors is still unknown yet. PURPOSE: To define the relevance
of the beta-catenin and P53 expression in HCC with the risk factors of HCC in
Mongolia. RESULT: 1. 50% of HCV infection in men is related with alcohol consumption
and 40% alcohol combined with tobacco consumption. HBV infection has relevance of
46% with tobacco and 52,8% with alcohol consumption. 2. In the first phase of research
in 21 HCC cases beta-catenin was identified in cell nucleus and cytoplasm after immunohistochemistry.
CONCLUSION: 1. It was to observe that HCV infection is commonly
combined with alcohol consumption in HCC cases. 2. Although beta-catenin expression
was high in HCV, HBV infection and alcohol high risk group, the P53 expression was
high among alcohol high risk group. Р < 0.05
		                        		
		                        		
		                        		
		                        	
6. The comparative study of thyroid isotope scanning and FNA cytology in the nodular lesion of thyroid gland
Suren O ; Tuul B ; Puregmaa KH ; Sаyamaa L ; Ulzii-Orshikh N ; Enkhtuya B ; Bayarmaa E ; Ganzorig B
Innovation 2016;10(3):32-36
		                        		
		                        			
		                        			 Thyroid nodular lesions are the common clinical problem in the world. A variety of tests have been employed to separate benign from malignant thyroid nodules. These tests include isotope scanning and fine needle aspiration cytology (FNAC). Our research was based on the fact that the comparison of FNAC and thyroid isotope scan in thyroid nodule was not researched in Mongolia. Therefore, we want to evaluate the specimen adequacy of FNAC, and compare its result to thyroid isotope scanning in patients with thyroid nodule. The research was conducted on archive materials of FNAC and thyroid isotope scanning of patients with thyroid nodule who were treated in surgical department of The First Central Hospital from 2012 to 2015, and the statistic analyze was done by using SPSS 20 under the auspices of School of Pharmacy and Bio-Medicine,Department of pathology, Mongolian National University of Medical Sciences. We have collected the FNAC of 807 patients, including 34 patients (4.2%) were males and 773 patients (95.8%) were females. FNA cytology results were interpreted as benign in 495 cases (61.3%), follicular lesion of undetermined significance in 31 cases (3.8%), follicular neoplasm in 9 cases (1.1%) suspicious in 17 cases (2.1%), malignant in 3 cases (0.4%), and unsatisfactory in 252 cases (31%). We have got the result of thyroid isotope scanning of 43 (5.32%) patients out of 807 cases. On thyroid scan, 18 patients (41.9%) having cold nodule were labeled as suspicious for malignancy, 25 patients (58.1%) had hot nodule. The FNA diagnosis of 25 patients with a hot nodule following: 1 patient (4%) with neoplasm, 17 patients (68%) with benign results, 6 patients (24%) had non-diagnostic. The FNA diagnosis of 18 patients (41.9%) with cold nodule following: 1 patient (5.5%) with follicular lesion of undetermined significance, 10 patient (55.5%) with benign, 5 patient (27.7%) with non-diagnostic, 2 patient (11.1%) had malignant. The FNAC results were interpreted as benign in 495 cases (61.3%), malignant in 3 cases (0.4%), and unsatisfactory in 252 cases (31%). Two patients out of 18 patients with cold nodule diagnosed as malignancy by FNAC. The sensitivity and specificity of thyroid isotope scanning was 96% and 16.6%, respectively. 
		                        		
		                        		
		                        		
		                        	
7.To screen for child emotional and behavioral problems in a community sample
Bayarmaa V ; Nasantsengel L ; Batzorig B ; Tuya N ; Chimedsuren O
Mongolian Medical Sciences 2016;175(1):54-57
		                        		
		                        			
		                        			 BackgroundIn accordance with WHO investigation, most of the mental disorders onset in childhood and 20 percentof children (1 of fi ve) with mental and behavioral disorder currently. In 2005, by assessment of mentalhealth system in Mongolia (WHO-AIMS) it was concluded that special attention needs to be given todevelop professional competence and services in the area of child and adolescents mental health so itis a reason of the this study.AimTo early identify common emotional and behavioral problems among children and identify risk factorsfor itMethodsThe study was randomly selected 3500 child aged between from 4 to 17 years in 5 districts of Ulaanbaatarcity and 46 soums of 11 aimags of Mongolia.A main tool is Strengths and Diffi culties Questionnaire (SDQ) and included the 25-item child andparent versions were used to record each informant’s perception of four problem domains/subscales.SDQ was differently used child ages such as child aged 6-10 years used by parent version child agedbetween11-17 years used by both child and parent versions.ResultsOf 2920 child who participated in the study, 382 (13%) studied in kindergarten, 2423 (82.9%) school. Anaverage age of participants was 10.9±4.ConclusionThe abnormal emotional reaction was dominantly occurred in urban girls aged between from 6 to 10years and the abnormal behavioral reaction was dominantly occurred in urban boys aged between from6 to 15 years. The family relationship was a risk factor for developing emotional and behavioral problemsin child. 
		                        		
		                        		
		                        		
		                        	
8. DETECTING FOR WORK BURNOUT SYNDROME AMONG WORKERS OF NCMH, USING MBI SCALE
Odonchimeg D ; Khishigsuren Z ; Khongorzul D ; Munkh E ; Bayarmaa B ; Enkhtaivan B ; Baatarjav O ; Tsendsuren Z ; Selenge E
Innovation 2015;9(1):20-23
		                        		
		                        			
		                        			 Mental health team includes a psychiatrist, a psychiatric nurse, psychologist and social workers. Mental health workers are more stressful than other sector’s workers. Mental workers are working with mental patients, who have chronic,severe and poor prognosis disorders for long time, and may have Work Burnout Syndrome (WBS). Worldwide, many researches are used Maslach Burnout Inventory (MBI) for assessing WBS. Our goal was to detect risk factors of WBS among mental health workers. We conducted the survey among workers mental (doctors, nurses and assistant nurses) and study design was a descriptive cross-sectional. We are used a questionnaire, is including MBI. Our subjects were 103 workers, who were 27 (26,2%) doctors, 32 (31,1%) nursesand 44 (42,75) nurse- assistant. They were 15 (14,6%) male and 88 (85,4%) female and average age was 38.21 (SD = 8.92). The worker’s average professional working year was 13.09 (SD = 9.76). Most of subjects (n=63 61.2%) were shift-workers and they (n=99 96.1%) have high workload. We determined 3 groups by level of MBS among mental workers, such as the group with EE’s high scale (n = 27; 27%), thegroup with DP’s high scale (n = 23; 22.8%) and the group with PA’s high scale (n = 50; 50.5%).MBS was high among NMHC’s workers. However their work time is low, but theyhave risk factors for MBI such as high workloads, shift work, number of patients. Workers of emergency department had termination burnout syndrome more than other acute departments. This was associated with working condition. 
		                        		
		                        		
		                        		
		                        	
9. USING THE STRENGTHS AND DIFFICULTIES QUESTIONNAIRE (SDQ) TO SCREEN FOR CHILDREN BETWEEN 11-17 YEARS OLD IN A COMMUNITY SAMPLE
Bayarmaa V ; Nasantsengel L ; Batzorig B ; Chimedsuren O ; Tuya N
Innovation 2015;9(1):34-36
		                        		
		                        			
		                        			 Child psychiatric disorders are common and treatable, but often go undetected and therefore remain untreated.To assess the Strengths and Difficulties Questionnaire (SDQ) as a potential means for improving the detection of child psychiatric disorders in the community.SDQ predictions and independent psychiatric diagnoses were compared in a community sample of 1959 11- to 17-year-olds from the 2013 Mongolian National Center for Mental HealthMulti-informant (parents, teachers, older children) SDQs identified individuals with a psychiatric diagnosis with a specificity of 66.8% (95% Cl 61.4-73.0%) and a sensitivity of 64.4% (59.9-71.3%). The questionnaires identified over 65% of individuals with conduct, hyperactivity, depressive and some anxiety disorders. Sensitivity was substantially poorer with single-informant rather than multi-informant SDQs.Community screening programmers based on multi-informant SDQs could potentially increase the detection of child psychiatric disorders, thereby improving access to effective treatments 
		                        		
		                        		
		                        		
		                        	
10. The survey outcome of the comparison of clinical symptoms with some of biochemical parameters of chronic viral hepatitis
Bayarmaa O ; Ganbolor J ; Bekhbold D ; Dagvadorj YA
Health Laboratory 2015;4(1):18-22
		                        		
		                        			
		                        			 Summary:Chronic viral hepatitis clinical symptoms and laboratory test results are varies. The purpose of our survey is to compare the clinical symptoms with some of biochemical parameters. The study was conducted with cross sectional design involving a total of 123 people diagnosed with chronic viral hepatitis. A total of 123 patients involved in our survey, 62 (50.4%) patients of them with chronic hepatitis B, 60 (48.7%) patients of them with chronic hepatitis C and 1 (0.8%) patient with co-infection of hepatitis B and C viruses. Most of patients with clinicalsymptoms were high level of biochemical parameters such as AST, ALT, ALP, GGT 
		                        		
		                        		
		                        		
		                        	
            
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