1.Automatically Diagnosing Skull Fractures Using an Object Detection Method and Deep Learning Algorithm in Plain Radiography Images
Tae Seok JEONG ; Gi Taek YEE ; Kwang Gi KIM ; Young Jae KIM ; Sang Gu LEE ; Woo Kyung KIM
Journal of Korean Neurosurgical Society 2023;66(1):53-62
Objective:
: Deep learning is a machine learning approach based on artificial neural network training, and object detection algorithm using deep learning is used as the most powerful tool in image analysis. We analyzed and evaluated the diagnostic performance of a deep learning algorithm to identify skull fractures in plain radiographic images and investigated its clinical applicability.
Methods:
: A total of 2026 plain radiographic images of the skull (fracture, 991; normal, 1035) were obtained from 741 patients. The RetinaNet architecture was used as a deep learning model. Precision, recall, and average precision were measured to evaluate the deep learning algorithm’s diagnostic performance.
Results:
: In ResNet-152, the average precision for intersection over union (IOU) 0.1, 0.3, and 0.5, were 0.7240, 0.6698, and 0.3687, respectively. When the intersection over union (IOU) and confidence threshold were 0.1, the precision was 0.7292, and the recall was 0.7650. When the IOU threshold was 0.1, and the confidence threshold was 0.6, the true and false rates were 82.9% and 17.1%, respectively. There were significant differences in the true/false and false-positive/false-negative ratios between the anteriorposterior, towne, and both lateral views (p=0.032 and p=0.003). Objects detected in false positives had vascular grooves and suture lines. In false negatives, the detection performance of the diastatic fractures, fractures crossing the suture line, and fractures around the vascular grooves and orbit was poor.
Conclusion
: The object detection algorithm applied with deep learning is expected to be a valuable tool in diagnosing skull fractures.
2.Low Neutralizing Activities to theOmicron Subvariants BN.1 and XBB.1.5 of Sera From the Individuals Vaccinated With a BA.4/5-Containing Bivalent mRNA Vaccine
Eliel NHAM ; Jineui KIM ; Jungmin LEE ; Heedo PARK ; Jeonghun KIM ; Sohyun LEE ; Jaeuk CHOI ; Kyung Taek KIM ; Jin Gu YOON ; Soon Young H HWANG ; Joon Young SONG ; Hee Jin CHEONG ; Woo Joo KIM ; Man-Seong PARK ; Ji Yun NOH
Immune Network 2023;23(6):e43-
The continuous emergence of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) variants has provided insights for updating current coronavirus disease 2019 (COVID-19) vaccines. We examined the neutralizing activity of Abs induced by a BA.4/5-containing bivalent mRNA vaccine against Omicron subvariants BN.1 and XBB.1.5. We recruited 40 individuals who had received a monovalent COVID-19 booster dose after a primary series of COVID-19 vaccinations and will be vaccinated with a BA.4/5-containing bivalent vaccine. Sera were collected before vaccination, one month after, and three months after a bivalent booster.Neutralizing Ab (nAb) titers were measured against ancestral SARS-CoV-2 and Omicron subvariants BA.5, BN.1, and XBB.1.5. BA.4/5-containing bivalent vaccination significantly boosted nAb levels against both ancestral SARS-CoV-2 and Omicron subvariants. Participants with a history of SARS-CoV-2 infection had higher nAb titers against all examined strains than the infection-naïve group. NAb titers against BN.1 and XBB.1.5 were lower than those against the ancestral SARS-CoV-2 and BA.5 strains. These results suggest that COVID-19 vaccinations specifically targeting emerging Omicron subvariants, such as XBB.1.5, may be required to ensure better protection against SARS-CoV-2 infection, especially in high-risk groups.
3.Intraoperative Frozen Cytology of Central Nervous System Neoplasms: An Ancillary Tool for Frozen Diagnosis
Myunghee KANG ; Dong Hae CHUNG ; Na Rae KIM ; Hyun Yee CHO ; Seung Yeon HA ; Sangho LEE ; Jungsuk AN ; Jae Yeon SEOK ; Gie Taek YIE ; Chan Jong YOO ; Sang Gu LEE ; Eun Young KIM ; Woo Kyung KIM ; Seong SON ; Sun Jin SYM ; Dong Bok SHIN ; Hee Young HWANG ; Eung Yeop KIM ; Kyu Chan LEE
Journal of Pathology and Translational Medicine 2019;53(2):104-111
BACKGROUND: Pathologic diagnosis of central nervous system (CNS) neoplasms is made by comparing light microscopic, immunohistochemical, and molecular cytogenetic findings with clinicoradiologic observations. Intraoperative frozen cytology smears can improve the diagnostic accuracy for CNS neoplasms. Here, we evaluate the diagnostic value of cytology in frozen diagnoses of CNS neoplasms. METHODS: Cases were selected from patients undergoing both frozen cytology and frozen sections. Diagnostic accuracy was evaluated. RESULTS: Four hundred and fifty-four cases were included in this retrospective single-center review study covering a span of 10 years. Five discrepant cases (1.1%) were found after excluding 53 deferred cases (31 cases of tentative diagnosis, 22 cases of inadequate frozen sampling). A total of 346 cases of complete concordance and 50 cases of partial concordance were classified as not discordant cases in the present study. Diagnostic accuracy of intraoperative frozen diagnosis was 87.2%, and the accuracy was 98.8% after excluding deferred cases. Discrepancies between frozen and permanent diagnoses (n = 5, 1.1%) were found in cases of nonrepresentative sampling (n = 2) and misinterpretation (n = 3). High concordance was observed more frequently in meningeal tumors (97/98, 99%), metastatic brain tumors (51/52, 98.1%), pituitary adenomas (86/89, 96.6%), schwannomas (45/47, 95.8%), high-grade astrocytic tumors (47/58, 81%), low grade astrocytic tumors (10/13, 76.9%), non-neoplastic lesions (23/36, 63.9%), in decreasing frequency. CONCLUSIONS: Using intraoperative cytology and frozen sections of CNS tumors is a highly accurate diagnostic ancillary method, providing subtyping of CNS neoplasms, especially in frequently encountered entities.
Brain Neoplasms
;
Central Nervous System Neoplasms
;
Central Nervous System
;
Cytogenetics
;
Diagnosis
;
Frozen Sections
;
Humans
;
Meningeal Neoplasms
;
Methods
;
Neurilemmoma
;
Pituitary Neoplasms
;
Retrospective Studies
4.Large Cell Neuroendocrine Carcinoma of the Colon With Carcinomatosis Peritonei.
Jang Jin KIM ; Sung Su PARK ; Taek Gu LEE ; Ho Chang LEE ; Sang Jeon LEE
Annals of Coloproctology 2018;34(4):222-225
Colorectal large-cell neuroendocrine carcinomas (NECs) are extremely rare and have very poor prognosis compared to adenocarcinomas. A 74-year-old man presented with abdominal pain, diarrhea and hematochezia. The histopathologic report of colonoscopic biopsy performed at a local clinic was a poorly differentiated carcinoma. An abdominopelvic computed scan revealed irregularly enhanced wall thickening at the sigmoid colon with regional fat stranding and lymphnode enlargement. He underwent a laparoscopic high anterior resection with selective peritonectomy for peritoneal carcinomatosis, intraoperative peritoneal irrigation chemotherapy, and early postoperative intraperitoneal chemotherapy for 5 days. The tumor had a high proliferation rate (mitotic count > 50/10 HPFs and 90% of the Ki-67 index) and lymph-node metastases had occurred. On immunohistochemistry, the tumor cells expressed CD56 and synaptophysin. Large-cell NEC was confirmed. Systemic chemotherapy with cisplatin/etoposide was done. The patient is still alive after 3 years with no evidence of recurrence.
Abdominal Pain
;
Adenocarcinoma
;
Aged
;
Biopsy
;
Carcinoma*
;
Carcinoma, Neuroendocrine*
;
Colon*
;
Colon, Sigmoid
;
Diarrhea
;
Drug Therapy
;
Gastrointestinal Hemorrhage
;
Humans
;
Immunohistochemistry
;
Neoplasm Metastasis
;
Peritoneal Lavage
;
Prognosis
;
Recurrence
;
Synaptophysin
5.Diagnostic and prognostic value of preoperative ¹⁸F-fluorodeoxyglucose positron emission tomography/computed tomography for colorectal cancer: comparison with conventional computed tomography.
Joo Young LEE ; Soon Man YOON ; Jeong Tae KIM ; Ki Bae KIM ; Mi Jin KIM ; Jae Geun PARK ; Taek Gu LEE ; Sang Jeon LEE ; Sung Soo KOONG ; Joung Ho HAN ; Hee Bok CHAE ; Seon Mee PARK ; Sei Jin YOUN
Intestinal Research 2017;15(2):208-214
BACKGROUND/AIMS: ¹⁸F-fluorodeoxyglucose positron emission tomography/computed tomography (FDG-PET/CT) has been used for preoperative staging of colorectal cancer (CRC). However, the diagnostic accuracy of FDG-PET/CT for detection of lymph node or distant metastasis and its prognostic role have not been well established. We therefore evaluated the diagnostic and prognostic value of FDG-PET/CT in comparison with conventional CT for CRC. METHODS: We investigated 220 patients who underwent preoperative FDG-PET/CT and CT, followed by curative surgery for CRC. The sensitivity, specificity, accuracy, positive predictive value, and negative predictive value of FDG-PET/CT and CT for detection of lymph node metastasis and distant metastasis were evaluated. In addition, we assessed the findings of FDG-PET/CT and CT according to outcomes, including cancer recurrence and cancer-related death, for evaluation of prognostic value. RESULTS: For detection of lymph node metastasis, FDG-PET/CT had a sensitivity of 44%, a specificity of 84%, and an accuracy of 67%, compared with 59%, 65%, and 62%, respectively, for CT (P=0.029, P=0.000, and P=0.022). For distant metastasis, FDG-PET/CT had a sensitivity of 79%, a specificity of 94%, and an accuracy of 93%, compared with 79%, 87%, and 86%, respectively, for CT (P=1.000, P=0.004, and P=0.037). In addition, positive findings of lymph node metastasis and distant metastasis on FDG-PET/CT were associated significantly with cancer recurrence or cancer-related death (P=0.009, P=0.001, respectively). CONCLUSIONS: Preoperative FDG-PET/CT had a higher specificity and accuracy compared to CT for detection of lymph node metastasis and distant metastasis of CRC. In addition, FDG-PET/CT could be a valuable prognostic tool for CRC.
Colorectal Neoplasms*
;
Diagnosis
;
Electrons*
;
Humans
;
Lymph Nodes
;
Neoplasm Metastasis
;
Positron-Emission Tomography
;
Prognosis
;
Recurrence
;
Sensitivity and Specificity
6.Modulation of Melanin Synthesis by Amaranthus spp. L Seed Extract in Melan-a Cells.
Jae Ok SEO ; Moon Ho DO ; Jae Hak LEE ; Taek Hwan LEE ; Hussain Mustatab WAHEDI ; Yong Un PARK ; Sun Yeou KIM
Natural Product Sciences 2016;22(3):168-174
Anti-melanogenic effects of amaranth (AT), one of the key source of squalene, were investigated in melanocytes. Amaranth seed powder was extracted with water and melan-a cells were treated with various concentrations of AT. By using HPLC, content of myo-inositol, one of potential active components, was measured in the crude extract of AT.AT reduced the melanin content in melan-a melanocytes and down-regulated melanogenic enzyme activity such as tyrosinase, TRP-1 and TRP-2. By regulating melanogenic enzyme activity, AT may be a potential natural source for whitening agent. Myo-inositol was detected in AT by HPLC and may be one of the active compounds from AT involved in the regulation of anti-melanogenesis. In this study, we demonstrated that AT has anti-melanogenesis properties. This new function of amaranth may be useful in the development of new skin-whitening products and its value as food.
Amaranthus*
;
Chromatography, High Pressure Liquid
;
MART-1 Antigen*
;
Melanins*
;
Melanocytes
;
Monophenol Monooxygenase
;
Squalene
;
Water
7.Quality of life changes during adjuvant chemotherapy in patients with colon cancer
Seo Hee LEE ; Taek Gu LEE ; Moo Jun BAEK ; Jang Jin KIM ; Sung Su PARK ; Sang Jeon LEE
Korean Journal of Clinical Oncology 2016;12(1):60-66
PURPOSE: The survival of advanced colon cancer patients has increased due to the development of surgical techniques and adjuvant chemotherapy. The administration of adjuvant chemotherapy after curative resection is generally accepted as a standard of care. The primary endpoint of chemotherapy should include not only tumor response and survival, but also impact on the quality of life (QoL). We evaluated changes in QoL during adjuvant chemotherapy in patients with colon cancer.METHODS: Between October 2009 and February 2012, 56 patients with stage II and III colon cancer received the combination adjuvant chemotherapy 5-flurouracil/folinic acid with oxaliplatin (FOLFOX). Patients were asked to complete the QoL questionnaire QLQ-C30 version 3 before and after 6 cycles of adjuvant chemotherapy.RESULTS: There was no significant difference in the QoL between the start of chemotherapy and after the completion of 6 cycles. After completion of 6 cycles, global QoL was worse in patients >70 years of age. The functional scale score was low in patients with chemotherapy schedules delayed more than 2 times due to adverse events. Patients with body weight increases greater than 5% scored lower on symptom scales. Interestingly, patients with peripheral neuropathy scored higher on symptom scales.CONCLUSION: QoL changes during adjuvant chemotherapy did not show significant differences. After the sixth chemotherapy, QoL was affected by age, body weight gain, delay of the scheduled chemotherapy, and peripheral neuropathy. Therefore, the proper attitude of physicians focused on reassurance and education of patients is very important during chemotherapy.
Appointments and Schedules
;
Body Weight
;
Chemotherapy, Adjuvant
;
Colon
;
Colonic Neoplasms
;
Drug Therapy
;
Humans
;
Patient Education as Topic
;
Peripheral Nervous System Diseases
;
Quality of Life
;
Standard of Care
;
Weights and Measures
8.Mesh-Based Transperineal Repair of a Perineal Hernia After a Laparoscopic Abdominoperineal Resection.
Annals of Coloproctology 2014;30(4):197-200
A perineal hernia (PH) is formed by a protrusion of intra-abdominal viscera through a defect in the pelvic floor. This is a rare complication after a conventional abdominoperineal resection (APR). However, the risk of a PH may be increased after a laparoscopic resection because this technique can cause fewer postoperative adhesions, predisposing the small bowel to sliding down toward the pelvis. However, only a few case reports describe the transperineal approach for the repair of a PH after a laparoscopic APR. We present a case of a PH after a laparoscopic APR; the PH was repaired with synthetic mesh by using a transperineal approach. A transperineal approach using a mesh to reconstruct the pelvic floor is less invasive and more effective. We suggest that this technique should probably be the first choice for treating an uncomplicated PH that occurs after a laparoscopic APR.
Hernia*
;
Hydrogen-Ion Concentration
;
Pelvic Floor
;
Pelvis
;
Viscera
9.Role of BRAFV600E Mutation as a Marker for Prognostic Stratification of Papillary Thyroid Carcinoma.
Taek Ju KWON ; Jino BAEK ; Jiyeon LEE ; Jin Gu KANG ; Seung Ook HWANG ; Wan Wook KIM ; Hoyong PARK ; Ji Yun JEONG ; Ji Young PARK ; Jin Hyang JUNG
Korean Journal of Endocrine Surgery 2014;14(3):150-155
PURPOSE: Papillary thyroid carcinoma (PTC) is the most common malignant tumor of the thyroid and BRAFV600E mutation is the most frequent genetic alteration in PTC. BRAFV600E mutation has been demonstrated as a prognostic biomarker for prediction of poor clinicopathological outcomes, such as increased incidence of extrathyroidal extension, lymph node metastasis, and advanced stage. However, there is conflicting literature regarding the association of BRAFV600E mutation and aggressive clinicopathological features. In this study, we investigated the prevalence of BRAFV600E mutation in PTC and determined the association of BRAF mutation with indicators of poor prognosis for PTC. METHODS: We reviewed 1009 patients with PTC, who underwent thyroid surgery at Kyungpook National University Hospital between January 2013 and March 2014. BRAFV600E mutation analysis was performed using real-time polymerase chain reaction based amplification of DNA extracted from paraffin-embedded tumor specimens. RESULTS: BRAFV600E mutation was detected in 863 (85.5%) patients. In univariate analysis, histologic subtype, extrathyroidal extension, and advanced stage showed significant association with BRAFV600E mutation. In addition, concurrent Hashimoto's thyroiditis showed an association with low prevalence of BRAFV600E mutation. However, no statistically significant association was observed for age, gender, multifocal or bilateral tumor, and lymph node metastasis. Multivariate analysis showed an independent association of extrathyroidal extension with BRAFV600E mutation. CONCLUSION: In this study, extrathyroidal extension of PTC is an independent prognostic factor associated with BRAFV600E mutation status. However, conduct of further large scale studies with long term follow up is required before the BRAF mutation can be conclusively recommended as a prognostic biomarker.
DNA
;
Gyeongsangbuk-do
;
Humans
;
Incidence
;
Lymph Nodes
;
Multivariate Analysis
;
Neoplasm Metastasis
;
Prevalence
;
Prognosis
;
Real-Time Polymerase Chain Reaction
;
Thyroid Gland
;
Thyroid Neoplasms*
;
Thyroiditis
10.Comparison between Natives and Foreigners who Visited an Emergency Center due to Suicidal Attempt.
Min Kuk SUNG ; Hyun Young CHOI ; Gu Hyun KANG ; Yong Soo JANG ; Taek Geun OHK ; Woo Jun KIM ; Young Yong KIM ; Young Jae LEE ; Seung Min PARK ; Youngsuk CHO
Journal of the Korean Society of Emergency Medicine 2014;25(6):764-770
PURPOSE: In an effort to determine the characteristics of foreign suicides who visit an emergency center, this study analyzed suicidal attempt between natives and foreigners. METHODS: We conducted a retrospective analysis of 1,218 Korean and 149 foreign suicidal attempters who visited a regional emergency center from January 1, 2009 to December 31, 2013. We compared two groups according to age, sex, selected suicidal methods, past psychiatric history, medical examination and treatment acceptance, elapsed time to visit an emergency center after suicidal attempt, emergency center residence time, and hospitalization period. RESULTS: No difference in medical exam acceptance and tetanus vaccination was observed between the two groups. However, we found a difference in hospitalization acceptance. The prevalence rate of psychiatric disorders was lower in foreign suicides, and the refusal rate of psychiatric treatment was higher in foreign patients. CONCLUSION: In foreign suicides, social support including finance is required for easy access to health care service. In addition, more active interdisciplinary cooperation with the department of psychiatry and close observation is needed.
Disulfiram
;
Emergencies*
;
Emigrants and Immigrants*
;
Health Services Accessibility
;
Hospitalization
;
Humans
;
Population Groups*
;
Prevalence
;
Retrospective Studies
;
Suicide
;
Tetanus
;
Vaccination

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