1.Feasibility of Deep Learning-Based Analysis of Auscultation for Screening Significant Stenosis of Native Arteriovenous Fistula for Hemodialysis Requiring Angioplasty
Jae Hyon PARK ; Insun PARK ; Kichang HAN ; Jongjin YOON ; Yongsik SIM ; Soo Jin KIM ; Jong Yun WON ; Shina LEE ; Joon Ho KWON ; Sungmo MOON ; Gyoung Min KIM ; Man-deuk KIM
Korean Journal of Radiology 2022;23(10):949-958
Objective:
To investigate the feasibility of using a deep learning-based analysis of auscultation data to predict significant stenosis of arteriovenous fistulas (AVF) in patients undergoing hemodialysis requiring percutaneous transluminal angioplasty (PTA).
Materials and Methods:
Forty patients (24 male and 16 female; median age, 62.5 years) with dysfunctional native AVF were prospectively recruited. Digital sounds from the AVF shunt were recorded using a wireless electronic stethoscope before (pre-PTA) and after PTA (post-PTA), and the audio files were subsequently converted to mel spectrograms, which were used to construct various deep convolutional neural network (DCNN) models (DenseNet201, EfficientNetB5, and ResNet50). The performance of these models for diagnosing ≥ 50% AVF stenosis was assessed and compared. The ground truth for the presence of ≥ 50% AVF stenosis was obtained using digital subtraction angiography. Gradient-weighted class activation mapping (Grad-CAM) was used to produce visual explanations for DCNN model decisions.
Results:
Eighty audio files were obtained from the 40 recruited patients and pooled for the study. Mel spectrograms of “pre-PTA” shunt sounds showed patterns corresponding to abnormal high-pitched bruits with systolic accentuation observed in patients with stenotic AVF. The ResNet50 and EfficientNetB5 models yielded an area under the receiver operating characteristic curve of 0.99 and 0.98, respectively, at optimized epochs for predicting ≥ 50% AVF stenosis. However, GradCAM heatmaps revealed that only ResNet50 highlighted areas relevant to AVF stenosis in the mel spectrogram.
Conclusion
Mel spectrogram-based DCNN models, particularly ResNet50, successfully predicted the presence of significant AVF stenosis requiring PTA in this feasibility study and may potentially be used in AVF surveillance.
2.Long-term risk of all-cause mortality in live kidney donors: a matched cohort study
Eunjeong KANG ; Sehoon PARK ; Jina PARK ; Yaerim KIM ; Minsu PARK ; Kwangsoo KIM ; Hyo Jeong KIM ; Miyeun HAN ; Jang-Hee CHO ; Jung Pyo LEE ; Sik LEE ; Soo Wan KIM ; Sang Min PARK ; Dong-Wan CHAE ; Ho Jun CHIN ; Yong Chul KIM ; Yon Su KIM ; Insun CHOI ; Hajeong LEE
Kidney Research and Clinical Practice 2022;41(1):102-113
Long-term outcomes of live kidney donors remain controversial, although this information is crucial for selecting potential donors. Thus, this study compared the long-term risk of all-cause mortality between live kidney donors and healthy control. Methods: We performed a retrospective cohort study including donors from seven tertiary hospitals in South Korea. Persons who underwent voluntary health screening were included as controls. We created a matched control group considering age, sex, era, body mass index, baseline hypertension, diabetes, estimated glomerular filtration rate, and dipstick albuminuria. The study outcome was progression to end-stage kidney disease (ESKD), and all-cause mortality as identified in the linked claims database. Results: We screened 1,878 kidney donors and 78,115 health screening examinees from 2003 to 2016. After matching, 1,701 persons remained in each group. The median age of the matched study subjects was 44 years, and 46.6% were male. Among the study subjects, 2.7% and 16.6% had underlying diabetes and hypertension, respectively. There were no ESKD events in the matched donor and control groups. There were 24 (1.4%) and 12 mortality cases (0.7%) in the matched donor and control groups, respectively. In the age-sex adjusted model, the risk for all-cause mortality was significantly higher in the donor group than in the control group. However, the significance was not retained after socioeconomic status was included as a covariate (adjusted hazard ratio, 1.82; 95% confidence interval, 0.87–3.80). Conclusion: All-cause mortality was similar in live kidney donors and matched non-donor healthy controls with similar health status and socioeconomic status in the Korean population.
3.Metabolic risks in living kidney donors in South Korea
Eunjeong KANG ; Jina PARK ; Hyo Jeong KIM ; Sehoon PARK ; Minsu PARK ; Yaerim KIM ; Kwangsoo KIM ; Sang Min PARK ; Dong-Wan CHAE ; Ho Jun CHIN ; Jung Pyo LEE ; Sik LEE ; Soo Wan KIM ; Jang-Hee CHO ; Miyeun HAN ; Yong Chul KIM ; Yon Su KIM ; Insun CHOI ; Hajeong LEE
Kidney Research and Clinical Practice 2021;40(4):645-659
Background:
Considering the growing prevalence of Western lifestyles and related chronic diseases occurring in South Korea, this study aimed to explore the progression of metabolic risk factors in living kidney donors compared to a control group.
Methods:
This study enrolled living kidney donors from seven hospitals from 1982 to 2016. The controls were individuals that voluntarily received health check-ups from 1995 to 2016 that were matched with donors according to age, sex, diabetes status, baseline estimated glomerular filtration rate, and date of the medical record. Data on hyperuricemia, hypertension, hypercholesterolemia, and overweight/obesity were collected to determine metabolic risks. The proportion of individuals with three or more metabolic risk factors was evaluated. Logistic regressions with interaction terms between the medical record date and donor status were used to compare the trends in metabolic risks over time in the two groups.
Results:
A total of 2,018 living kidney donors and matched non-donors were included. The median age was 44.0 years (interquartile range, 34.0–51.0 years) and 54% were women. The living kidney donors showed a lower absolute prevalence for all metabolic risk factors, except for those that were overweight/obese, than the non-donors. The proportion of subjects that were overweight/obese was consistently higher over time in the donor group. The changes over time in the prevalence of each metabolic risk were not significantly different between groups, except for a lower prevalence of metabolic risk factors ≥ 3 in donors.
Conclusion
Over time, metabolic risks in living kidney donors are generally the same as in non-donors, except for a lower prevalence of metabolic risk factors ≥ 3 in donors.
4.Comparing Satisfaction and Importance of Nursing Care Nursing Work Environment, Nurse's Intention to Work between Comprehensive Nursing Care Unit and General Nursing Care Unit
Ihn Sook PARK ; Ju Hee KIM ; Heejung HONG ; Hyesun KIM ; Insun HAN ; Sunyoung LEE
Journal of Korean Clinical Nursing Research 2018;24(1):34-43
PURPOSE: This study was aimed to identify the difference in satisfaction and importance of nursing care between patients in comprehensive nursing care unit (CNCU) and general nursing care unit (GNCU). It also confirms the difference between practice environment of nursing work and nurse's intention to work. METHODS: Nursing care satisfaction and importance levels were measured from 202 patients. Practice environment of nursing work and nurse's intention to work were measured from 54 nurses. RESULTS: The satisfaction level was higher in the CNCU in comparison to the GNCU (p < .001). There was no significant difference between the importance and satisfaction level of nursing care for patients at the CNCU (p=.973), whereas in the GNCU, patients' satisfaction level was lower than the importance level (p < .001). The score for practice environment for nursing work was higher in the CNCU than in the GNCU (t=3.34, p=.002). The nurse's intention to work in the CNCU was higher than that of the GNCU, but there was no statistically significant difference. CONCLUSION: Through the survey, the paper suggests that comprehensive nursing care is a service type that satisfies the nursing demand (importance) that patients consider important. Results from nurses showed no significant differences.
Humans
;
Intention
;
Nursing Care
;
Nursing
;
Patient Satisfaction
5.Assessment of bone marrow involvement in patients with lymphoma: report on a consensus meeting of the Korean Society of Hematology Lymphoma Working Party.
Yong PARK ; Byung Bae PARK ; Ji Yun JEONG ; Wook Youn KIM ; Seongsoo JANG ; Bong Kyung SHIN ; Dong Soon LEE ; Jae Ho HAN ; Chan Jeoung PARK ; Cheolwon SUH ; Insun KIM ; Hyun Sook CHI
The Korean Journal of Internal Medicine 2016;31(6):1030-1041
In September 2011, the Korean Society of Hematology Lymphoma Working Party held a nationwide conference to establish a consensus for assessing bone marrow (BM) involvement in patients with lymphoma. At this conference, many clinicians, hematopathologists, and diagnostic hematologists discussed various topics for a uniform consensus in the evaluation process to determine whether the BM is involved. Now that the discussion has matured sufficiently to be published, we herein describe the consensus reached and limitations in current methods for assessing BM involvement in patients with lymphoma.
Bone Marrow*
;
Consensus*
;
Hematology*
;
Humans
;
Lymphoma*
6.The Moderating Effects of Social Support between Emotional Labor and Job Satisfaction in Clinical Nurses.
Hye Yul HAN ; Ji Young LEE ; Insun JANG
Korean Journal of Occupational Health Nursing 2015;24(4):331-339
PURPOSE: The purpose of this study was to investigate the moderating effects of social support between emotional labor and job satisfaction in clinical nurses. METHODS: Participants were 311 clinical nurses and data were collected from July 11th to 18th, 2014. The data were analyzed using descriptive statistics, t-test, ANOVA, Pearson correlation coefficient and hierarchical multiple regression with SPSS 21.0. RESULTS: The job satisfaction indicated a significant relationship to surface-acting (r=-.191, p=.001), deep-acting (r=.179, p=.002) and social support (r=.342, p<.001) respectively. Emotional labor significantly affected job satisfaction (F=11.592, p<.001), and explained 5.4% of the variance in job satisfaction. The social support acted as a moderator on the relationship between emotional labor and job satisfaction at significant level (F=11.416, p<.001). CONCLUSION: The results of this study suggest that it is important to develop social support promoting and stress relief program for clinical nurses to improve job satisfaction.
Job Satisfaction*
7.Characteristics of Cutaneous Lymphomas in Korea According to the New WHO-EORTC Classification: Report of a Nationwide Study.
Jae Ho HAN ; Young Hyeh KO ; Yun Kyung KANG ; Wan Seop KIM ; Yoon Jung KIM ; Insun KIM ; Hyun Jung KIM ; Soo Kee MIN ; Chan Kum PARK ; Chan Sik PARK ; Bong Kyung SHIN ; Woo Ick YANG ; Young Ha OH ; Jong Sil LEE ; Juhie LEE ; Tae Hui LEE ; Hyekyung LEE ; Ho Jung LEE ; Yoon Kyung JEON ; Hee Jeong CHA ; Yoo Duk CHOI ; Chul Woo KIM
Korean Journal of Pathology 2014;48(2):126-132
BACKGROUND: Previously, cutaneous lymphomas were classified according to either the European Organization for the Research and Treatment of Cancer (EORTC) or the World Health Organization (WHO) classification paradigms. The aim of this study was to determine the relative frequency of Korean cutaneous lymphoma according to the new WHO-EORTC classification system. METHODS: A total of 517 patients were recruited during a recent 5 year-period (2006-2010) from 21 institutes and classified according to the WHO-EORTC criteria. RESULTS: The patients included 298 males and 219 females, and the mean age at diagnosis was 49 years. The lesions preferentially affected the trunk area (40.2%). The most frequent subtypes in order of decreasing prevalence were mycosis fungoides (22.2%), peripheral T-cell lymphoma (17.2%), CD30+ T-cell lymphoproliferative disorder (13.7%), and extranodal natural killer/T (NK/T) cell lymphoma, nasal type (12.0%). Diffuse large B-cell lymphoma accounted for 11.2% of cases, half of which were secondary cutaneous involvement; other types of B-cell lymphoma accounted for less than 1% of cases. CONCLUSIONS: In comparison with data from Western countries, this study revealed relatively lower rates of mycosis fungoides and B-cell lymphoma in Korean patients, as well as higher rates of subcutaneous panniculitis-like T-cell lymphoma and NK/T cell lymphoma.
Academies and Institutes
;
Classification*
;
Diagnosis
;
Female
;
Humans
;
Korea
;
Lymphoma*
;
Lymphoma, B-Cell
;
Lymphoma, T-Cell
;
Lymphoma, T-Cell, Peripheral
;
Lymphoproliferative Disorders
;
Male
;
Mycosis Fungoides
;
Prevalence
;
T-Lymphocytes
;
World Health Organization
8.Ultrasonographic and MRI Findings of Extratesticular Epidermal Cyst of the Scrotum: A Case Report.
Woo Young KANG ; Deuk Jae SUNG ; Na Yeon HAN ; Beom Jin PARK ; Min Ju KIM ; Je Jong KIM ; Insun KIM ; Jeong Hyeon LEE
Journal of the Korean Society of Medical Ultrasound 2012;31(4):257-261
An extratesticular scrotal epidermal cyst is a very rare condition and few cases of extratesticular scrotal epidermal cyst with radiologic findings have been reported. Therefore, we report here on a rare case with ultrasonographic and MRI findings. A 70-year-old male patient was admitted with a palpable mass in the left scrotum. A well-defined heterogeneous hypoechoic mass with scattered echogenic reflectors in the scrotum was identified on ultrasonography. The cystic mass showed high signal intensity on T2-weighted images, low signal intensity on T1-weighted images, and diffusion restriction on diffusion weighted images.
Diffusion
;
Epidermal Cyst
;
Humans
;
Male
;
Scrotum
9.WHO Classification of Malignant Lymphomas in Korea: Report of the Third Nationwide Study.
Jin Man KIM ; Young Hyeh KO ; Seung Sook LEE ; Jooryung HUH ; Chang Suk KANG ; Chul Woo KIM ; Yun Kyung KANG ; Jai Hyang GO ; Min Kyung KIM ; Wan Seop KIM ; Yoon Jung KIM ; Hyun Jung KIM ; Hee Kyung KIM ; Jong Hee NAM ; Hyung Bae MOON ; Chan Kum PARK ; Tae In PARK ; Young Ha OH ; Dong Wha LEE ; Jong Sil LEE ; Juhie LEE ; Hyekyung LEE ; Sung Chul LIM ; Kyu Yun JANG ; Hee Kyung CHANG ; Yoon Kyung JEON ; Hye Ra JUNG ; Min Sun CHO ; Hee Jeong CHA ; Suk Jin CHOI ; Jae Ho HAN ; Sook Hee HONG ; Insun KIM
Korean Journal of Pathology 2011;45(3):254-260
BACKGROUND: The aim of study was to determine the relative frequency of malignant lymphoma according to World Health Organization (WHO) classification in Korea. METHODS: A total of 3,998 cases diagnosed at 31 institutes between 2005 and 2006 were enrolled. Information including age, gender, pathologic diagnosis, site of involvement and immunophenotypes were obtained. RESULTS: The relative frequency of non-Hodgkin lymphoma (NHL) and Hodgkin lymphoma (HL) was 95.4% and 4.6%, respectively. B-cell lymphomas accounted for 77.6% of all NHL, while T/natural killer (T/NK)-cell lymphomas accounted for 22.4%. The most frequent subtypes of NHL were diffuse large B-cell lymphoma (42.7%), extranodal marginal zone B-cell lymphoma (MZBCL) of mucosa-associated lymphoid tissue (19.0%), NK/T-cell lymphoma (6.3%) and peripheral T-cell lymphoma (PTCL), unspecified (6.3%), in decreasing order. The relative frequency of HL was nodular sclerosis (47.4%), mixed cellularity (30.6%), and nodular lymphocyte predominant (12.1%) subtypes. Compared with a previous study in 1998, increase in gastric MZBCL and nodular sclerosis HL, and slight decrease of follicular lymphoma, PTCL, and NK/T-cell lymphoma were observed. CONCLUSIONS: Korea had lower rates of HL and follicular lymphoma, and higher rates of extranodal NHL, extranodal MZBCL, and NK/T-cell lymphoma of nasal type compared with Western countries. Changes in the relative frequency of lymphoma subtypes are likely ascribed to refined diagnostic criteria and a change in national health care policy.
Academies and Institutes
;
Delivery of Health Care
;
Hodgkin Disease
;
Korea
;
Lymphocytes
;
Lymphoid Tissue
;
Lymphoma
;
Lymphoma, B-Cell
;
Lymphoma, B-Cell, Marginal Zone
;
Lymphoma, Follicular
;
Lymphoma, Non-Hodgkin
;
Lymphoma, T-Cell, Peripheral
;
Sclerosis
;
World Health Organization
10.Korean Pediatric/Adolescent Lymphoma: Incidence and Pathologic Characteristics.
Seung Sook LEE ; Jin Man KIM ; Young Hyeh KO ; Jooryung HUH ; Chang Suk KANG ; Chul Woo KIM ; Yun Kyung KANG ; Jai Hyang GO ; Min Kyung KIM ; Wan Seop KIM ; Yoon Jung KIM ; Hyun Jung KIM ; Hee Kyung KIM ; Jong Hee NAM ; Hyung Bae MOON ; Chan Kum PARK ; Tae In PARK ; Young Ha OH ; Dong Wha LEE ; Jong Sil LEE ; Juhie LEE ; Hyekyung LEE ; Sung Chul LIM ; Kyu Yun JANG ; Hee Kyung CHANG ; Yoon Kyung JEON ; Hye Ra JUNG ; Min Sun CHO ; Hee Jeong CHA ; Suk Jin CHOI ; Jae Ho HAN ; Sook Hee HONG ; Insun KIM
Korean Journal of Pathology 2010;44(2):117-124
BACKGROUND: The Hematopathology Study Group of the Korean Society of Pathologists conducted a nation-wide retrospective analysis of Korean pediatric lymphoma, to provide pathologic data on pediatric/adolescent lymphoma subtypes and features. METHODS: All lymphoma cases of all age groups were collected during a recent 2 year-period (2005-2006) from 32 institutes in Korea. Among 3,686 lymphoma patients, 142 who were age 18 or less were classified according to the World Health Organization (WHO) classification. RESULTS: Among 142 pediatric/adolescent lymphoma patients, Hodgkin lymphoma accounted for 21 (14.8%) and non-Hodgkin lymphoma (NHL) for 121 (85.2%). Hodgkin lymphoma appears to be more common in the pediatric/adolescent age group than in the all-ages group (14.8% vs 4.4%). T- and natural killer cell-NHL was more common in the pediatric/adolescent age group than in the all ages group (46.3% vs 22%). The majority of Korean pediatric/adolescent NHL cases was composed of Burkitt lymphoma, T- or B-lymphoblastic lymphoma, anaplastic large-cell lymphoma, and diffuse large B-cell lymphoma. For lymphoma patients under the age of 6 years, most had B-lymphoblastic or Burkitt lymphoma, which commonly presented at extranodal sites. CONCLUSIONS: The distribution of lymphoma subtypes in the pediatric/adolescent age group is quite different from the distribution of adults, but it was quite similar to distribution in Western countries.
Academies and Institutes
;
Adult
;
Burkitt Lymphoma
;
Hodgkin Disease
;
Humans
;
Incidence
;
Korea
;
Lymphoma
;
Lymphoma, B-Cell
;
Lymphoma, Large-Cell, Anaplastic
;
Lymphoma, Non-Hodgkin
;
Retrospective Studies
;
World Health Organization

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