1.Comparison of survival prediction models for pancreatic cancer: Cox model versus machine learning models
Hyunsuk KIM ; Taesung PARK ; Jinyoung JANG ; Seungyeoun LEE
Genomics & Informatics 2022;20(2):e23-
A survival prediction model has recently been developed to evaluate the prognosis of resected nonmetastatic pancreatic ductal adenocarcinoma based on a Cox model using two nationwide databases: Surveillance, Epidemiology and End Results (SEER) and Korea Tumor Registry System-Biliary Pancreas (KOTUS-BP). In this study, we applied two machine learning methods—random survival forests (RSF) and support vector machines (SVM)—for survival analysis and compared their prediction performance using the SEER and KOTUS-BP datasets. Three schemes were used for model development and evaluation. First, we utilized data from SEER for model development and used data from KOTUS-BP for external evaluation. Second, these two datasets were swapped by taking data from KOTUS-BP for model development and data from SEER for external evaluation. Finally, we mixed these two datasets half and half and utilized the mixed datasets for model development and validation. We used 9,624 patients from SEER and 3,281 patients from KOTUS-BP to construct a prediction model with seven covariates: age, sex, histologic differentiation, adjuvant treatment, resection margin status, and the American Joint Committee on Cancer 8th edition T-stage and N-stage. Comparing the three schemes, the performance of the Cox model, RSF, and SVM was better when using the mixed datasets than when using the unmixed datasets. When using the mixed datasets, the C-index, 1-year, 2-year, and 3-year time-dependent areas under the curve for the Cox model were 0.644, 0.698, 0.680, and 0.687, respectively. The Cox model performed slightly better than RSF and SVM.
2.The Results of Radiation Therapy as Definitive, Postoperative, and Salvage Therapy for Meningioma.
Jihae LEE ; Soo Mee LIM ; Myungsoo KIM ; Hyunsuk SUH
The Ewha Medical Journal 2013;36(2):112-117
OBJECTIVES: Radiation therapy has multiple roles in the treatment of meningioma although surgery remains the primary treatment of choice. In this retrospective study, we report the results of radiation therapy for meningioma as definitive, postoperative or salvage therapies. METHODS: Seventeen patients diagnosed with meningioma were treated with radiation therapy in our institute from May 2000 to October 2009. Radiation therapies were performed as definitive therapies in 8 patients, as postoperative therapies in 5 and as salvage therapies in 4. Nine patients received stereotactic radiosurgery (SRS), 2 patients fractionated stereotactic radiotherapy (FSRT), and 5 patients 3-dimensional conformal radiotherapy (3DCRT). Radiation dose were 12 to 20 Gy for SRS, 36 Gy in 9 fractions for FSRT and 50.4 Gy in 28 fractions for 3DCRT. Follow-up imaging study of computed tomography or magnetic resonance imaging was performed at 6 to 12 months intervals and neurologic exam was performed with an interval less than 6 months. RESULTS: The median follow-up duration was 38 months (range, 12 to 85 months). Tumor progression after radiation therapy developed in one patient. The reduction of tumor volume measured on follow-up images were more than 20% in 4 patients and minimal change of tumor volume less than 20% were observed in 12 patients. Peritumoral edema developed in 4 patients and disappeared without any treatment. One patient had radiation necrosis. CONCLUSION: Our experience is consistent with the current understanding that radiotherapy is as an effective and safe treatment modality for meningiomas when the tumor cannot be resected completely or when recurred after surgery.
Brain Edema
;
Follow-Up Studies
;
Humans
;
Magnetic Resonance Imaging
;
Meningioma*
;
Radiosurgery
;
Radiotherapy*
;
Radiotherapy, Conformal
;
Retrospective Studies
;
Salvage Therapy
;
Tomography, X-Ray Computed
;
Tumor Burden
3.Associations between digital media use and lack of physical exercise among middle-school adolescents in Korea
Gyeongmin KIM ; Hyunsuk JEONG ; Hyeon Woo YIM
Epidemiology and Health 2023;45(1):e2023012-
OBJECTIVES:
The reported effects of digital media overuse on physical activity among adolescents are inconsistent. This study examined the association between hours of digital media use and lack of moderate-intensity physical exercise (mPE) according to the type of digital media.
METHODS:
This study included 1,837 middle school students from the iCURE (Internet user Cohort for Unbiased Recognition of gaming disorder in Early Adolescence) study conducted in Korea. Hours spent using digital media were measured by self-reported daily usage time for Internet games, messengers, social media, and watching game streaming on weekdays. Lack of mPE was defined as performing a minimum of 30 minutes at a time less than twice weekly. Multivariable logistic regression analysis stratified by sex was performed.
RESULTS:
Among male students, the group with the highest hours of using either Internet games or watching game streaming was more likely to lack mPE than each non-user group. In contrast, among male students, the group using either messengers or social media had a higher rate of mPE compared to each non-user group. Female students showed no association between hours spent using Internet games, messengers, social media, or watching game streaming and a lack of mPE.
CONCLUSIONS
Among male middle school students in Korea, the excessive use of Internet games or watching game streaming was associated with a lack of mPE. Thus, guidelines should be established regarding adolescent use of internet games and watching game streaming.
4.Focal segmental glomerulosclerosis in atypical polycystic kidney disease.
Eun Hui BAE ; Hyunsuk KIM ; Sung Sun KIM ; Seong Kwon MA ; Soo Wan KIM
The Korean Journal of Internal Medicine 2017;32(4):766-767
No abstract available.
Glomerulosclerosis, Focal Segmental*
;
Polycystic Kidney Diseases*
5.A mild decrease of renal function is related to increased hemoglobin level during 5-year follow-up period.
Nara SHIN ; Hyunsuk KIM ; Hyo Jin KIM ; Miyeun HAN ; Sunhwa LEE ; Hyungah JO ; Huh HYUK ; Ho Jun CHIN
The Korean Journal of Internal Medicine 2014;29(3):341-351
BACKGROUND/AIMS: We analyzed chronological changes in hemoglobin according to renal function changes over a 5-year follow-up period. METHODS: We enrolled 5,266 adults with a glomerular filtration rate (GFR) > or = 60 mL/min/1.73 m2 at an initial examination at a routine health check-up; a follow-up examination was conducted 5 years later. We categorized the subjects according to GFR ratio (groups 1, 2, and 3, defined as GFRratio > or = 1.00, 0.75 to 0.99, and < 0.75, respectively). RESULTS: The mean hemoglobin level in subjects with a GFR of 60 to 74 was higher than in those with a GFR of 75 to 89 or > or = 90 mL/min/1.73 m2 at the initial examination (all p < 0.001). Among females and males, the frequencies of increased hemoglobin were 46.8% and 40.6% in the GFRratio group 1, 52.4% and 46.1% in group 2, and 59.6% and 52.5% in group 3 over the 5-year period, respectively (all p < 0.001). With multiple logistic regression, group 3 showed 1.594-fold (95% confidence interval [CI], 1.127 to 2.225) and 1.353-fold (95% CI, 1.000 to 1.830) higher likelihoods of increased hemoglobin over the 5-year follow-up period in females and males, respectively. The estimated difference in hemoglobin level was highest in group 3 in both genders. These findings were more evident in subgroups without metabolic syndrome, diabetes mellitus, hypertension, or GFR less than 90 mL/min/1.73 m2. CONCLUSIONS: Among a population with GFR > or = 60 mL/min/1.73 m2, a mild decrease in GFR over a 5-year follow-up period was associated with an increase in hemoglobin levels.
Adult
;
Aged
;
Biological Markers/blood
;
Chi-Square Distribution
;
Disease Progression
;
Female
;
Follow-Up Studies
;
*Glomerular Filtration Rate
;
Hemoglobins/*metabolism
;
Humans
;
Kidney/*physiopathology
;
Kidney Diseases/blood/diagnosis/*physiopathology
;
Logistic Models
;
Male
;
Middle Aged
;
Multivariate Analysis
;
Republic of Korea
;
Time Factors
;
Up-Regulation
6.Development of Ultrasound Phantom for Volume Calibration.
Hye Young KIM ; Ji Hae LEE ; Kyung Ja LEE ; Hyunsuk SUH ; Rena LEE
Korean Journal of Medical Physics 2008;19(4):227-230
The purpose of this study was to design and construct an ultrasound phantom for volume calibration and evaluate the volume measurement accuracy of a 2 dimensional ultrasonic system. Ultrasound phantom was designed, constructed and tested. The phantom consisted of a background material and a target. The background was made by mixing agarose gel with water. A target, made with an elastic material, was filled with water to vary its volume and shape and inserted into background material. To evaluate accuracy of a 2 dimensional ultrasonic system (128XP, ACUSON), three different shapes of targets (a sphere, 2 ellipsoids and a triangular prism) were constructed. In case of ellipsoid shape, two targets, one with same size length and width (ellipsoid 1) and another with the length 2 times longer than width (ellipsoid 2) were examined. The target volumes of each shape were varied from 94cc to 450cc and measurement accuracy was examined. The volume difference between the real and measured target of the sphere shape ranged between 6.7 and 11%. For the ellipsoid targets, the differences ranged from 9.2 to 10.5% with ellipsoid 1 and 25.7% with ellipsoid 2. The volume difference of the triangular prism target ranged between 20.8 and 35%. An easy and simple method of constructing an ultrasound phantom was introduced and it was possible to check the volume measurement accuracy of an ultrasound system.
Calibration
;
Sepharose
;
Ultrasonics
;
Water
7.Body Image Following Radical Cystectomy and Ileal Neobladder or Conduit in Korean Patients.
Bosun SHIM ; Kwang Hyun KIM ; Hyunsuk YOON ; Young Yo PARK ; Dong Hyeon LEE
Korean Journal of Urology 2014;55(3):161-166
PURPOSE: The aim of this study was to compare the body images of patients who underwent radical cystectomy with an orthotopic ileal neobladder or an ileal conduit. MATERIALS AND METHODS: A total of 114 adult patients who underwent radical cystectomy between March 2006 and December 2012 at a single institution, Ewha Womans University Mokdong Hospital in Korea, were evaluated in this retrospective chart-review study. Forty-two patients (29 orthotopic ileal neobladder and 13 ileal conduit) who completed questionnaires were included in the final analysis; the remaining patients were excluded. The patients were assessed with two questionnaires: the Korean version of the Body Image Scale (K-BIS) and the self-designed questionnaire. RESULTS: The results did not differ significantly by age at surgery, time from surgery to survey, pathologic stage, grade, histologic subtype, education, residency, or Eastern Cooperative Oncology Group performance status, but did differ significantly by age at survey and sex. The mean summary score for K-BIS showed significant differences between the two groups (p=0.001). We found that patients who underwent an orthotopic ileal neobladder had a significantly better body image. The self-designed questionnaire score was not significantly different between the two groups (p=0.572). CONCLUSIONS: In our retrospective analysis, patients who underwent orthotopic ileal neobladder had a superior body image compared with those who underwent an ileal conduit.
Adult
;
Body Image*
;
Cystectomy*
;
Education
;
Female
;
Humans
;
Internship and Residency
;
Korea
;
Questionnaires
;
Retrospective Studies
;
Urinary Bladder Neoplasms
;
Urinary Diversion
8.Solitary Labial Metastasis of Adrenocortical Carcinoma Resembling a Cystic Tumor in a Child.
Hyunsuk SONG ; Dae Hee HAN ; Jang Hee KIM ; Myong Chul PARK
Archives of Plastic Surgery 2013;40(5):645-647
No abstract available.
Adrenocortical Carcinoma
;
Child
;
Humans
;
Neoplasm Metastasis
9.Management of depression and suicide.
Hyeon Woo YIM ; Hyunsuk JEONG ; Young Eun JUNG ; Hee Ryung WANG ; Soo Young KIM
Journal of the Korean Medical Association 2011;54(3):275-283
Depression is a highly prevalent mental health disease that, fortunately, can easily be treated. However, depression is often inadequately managed because only some depressive patients seek professional help, and even when they do, they often discontinue their treatments. Research has shown that there is a high association between suicide and depression. Proper depression management plans help depressive patients adhere to treatment medication and support them in continuing treatment. These efforts for treating depression may reduce suicidal ideation and behavior. Simply giving screening results to clinicians was not enough to have treatment outcomes. Besides informing clinicians of patients' screening results, staff-assisted care, including educating patients, following-up on assessments and treatment schedules, helping patients adhere to prescribed antidepressant medications, and referring to mental health care professionals would be critical to achieving successful treatment outcomes. A higher level of staff-assisted care has been reported to have higher treatment outcomes. Future studies in Korea are needed to establish a depression screening system, including post-screening management programs in primary care or community care settings, and to assess the effectiveness of this system. Attaining a higher depression diagnosis rate through screening and running post-screening management programs with sufficient staffing for treatment adherence will reduce depression relapse and suicidal attempts.
Appointments and Schedules
;
Depression
;
Humans
;
Korea
;
Mass Screening
;
Mental Health
;
Primary Health Care
;
Recurrence
;
Running
;
Suicidal Ideation
;
Suicide
10.The Influence of Urinary Incontinence and Depression in Elderly on the Quality of the Life
Jihyun KIM ; Joongsuk LEE ; Beomwoo NAM ; Jin Yong CHOI ; Sang Kuk YANG ; Hyeon Woo YIM ; Sun jin JO ; Hyunsuk JEONG
Korean Journal of Psychosomatic Medicine 2017;25(2):129-135
OBJECTIVES: Little is known about the influence of urinary incontinence and depression on individual's QOL(Quality of life). We aimed to clarify how the interaction between urinary incontinence and depression influences one's QOL. METHODS: A total of 1262 patients were enrolled in this study from April, 2011 to July, 2011. We estimated the severity of depressive symptoms and QOL, using SGDS-K, EQ-5D. We also investigated the morbidity of urinary incontinence for each patient in person or by questionnaire. Comparisons of QOL between groups with or without depression, with or without urinary incontinence were established using t-test, ANOVA and Scheffe's post hoc analysis. The interaction between urinary incontinence and depression was analyzed by each domain of QOL, using multiple regression analysis. RESULTS: Patients with depression and urinary incontinence showed significantly higher EQ-5D scores on every domain of QOL than other patients, which means significantly lower QOL. Patients with depression, no urinary incontinence reported lower QOL, especially in the domain of ‘usual activity’, ‘anxiety’ and ‘visual analogue scale(VAS)’, whereas those with urinary incontinence, no depression showed lower QOL in ‘motility’, ‘usual activities’ and ‘pain’ domain. Statistically significant interaction effects of two diseases were observed in the domain of ‘VAS’, ‘self care’ and ‘anxiety’. CONCLUSIONS: Comorbidity of urinary incontinence and depression showed significantly lower QOL of patients, compared with urinary incontinence or depression respectively, which implies additive interaction effects of the two diseases. Optimal diagnosis and treatment of depression should be emphasized for patients with urinary incontinence.
Aged
;
Comorbidity
;
Depression
;
Diagnosis
;
Humans
;
Quality of Life
;
Urinary Incontinence