1.ANNO: A General Annotation Tool for Bilingual Clinical Note Information Extraction
Kye Hwa LEE ; Hyunsung LEE ; Jin-Hyeok PARK ; Yi-Jun KIM ; Youngho LEE
Healthcare Informatics Research 2022;28(1):89-94
Objectives:
This study was conducted to develop a generalizable annotation tool for bilingual complex clinical text annotation, which led to the design and development of a clinical text annotation tool, ANNO.
Methods:
We designed ANNO to enable human annotators to support the annotation of information in clinical documents efficiently and accurately. First, annotations for different classes (word or phrase types) can be tagged according to the type of word using the dictionary function. In addition, it is possible to evaluate and reconcile differences by comparing annotation results between human annotators. Moreover, if the regular expression set for each class is updated during annotation, it is automatically reflected in the new document. The regular expression set created by human annotators is designed such that a word tagged once is automatically labeled in new documents.
Results:
Because ANNO is a Docker-based web application, users can use it freely without being subjected to dependency issues. Human annotators can share their annotation markups as regular expression sets with a dictionary structure, and they can cross-check their annotated corpora with each other. The dictionary-based regular expression sharing function, cross-check function for each annotator, and standardized input (Microsoft Excel) and output (extensible markup language [XML]) formats are the main features of ANNO.
Conclusions
With the growing need for massively annotated clinical data to support the development of machine learning models, we expect ANNO to be helpful to many researchers.
2.Primary renal aspergillosis and renal stones in both kidneys associated with hematopoietic stem cell transplant.
Hyunsung PARK ; Mi Jung LEE ; Yundeok KIM ; Yoo Hong MIN ; Soo Jeong KIM ; Dokyung KIM
Korean Journal of Hematology 2010;45(4):275-278
Invasive aspergillosis (IA) is a leading cause of infectious mortality in patients who have undergone a hematopoietic stem cell transplant (HSCT); the mortality due to IA ranges from 70% to 93% in HSCT patients. Early diagnosis and treatment are the cornerstones for the good prognosis of IA. Primary renal aspergillosis is an extremely rare presentation in patients who have undergone HSCT, and the risk factor for this uncommon presentation is not well known. We report a patient who developed primary renal aspergillosis and renal stones in both the kidneys after HSCT. Invasive renal aspergillosis was diagnosed after a nephrectomy, which was performed to treat massive renal hematoma.
Aspergillosis
;
Early Diagnosis
;
Hematoma
;
Hematopoietic Stem Cells
;
Humans
;
Kidney
;
Nephrectomy
;
Prognosis
;
Risk Factors
;
Transplants
3.Multidrug-Resistant Tuberculous Mediastinal Lymphadenitis, with an Esophagomediastinal Fistula, Mimicking an Esophageal Submucosal Tumor.
Dongwuk KIM ; Juwon KIM ; Daegeun LEE ; Ha Sung CHANG ; Hyunsung JOH ; Won Jung KOH ; Jun Haeng LEE
Clinical Endoscopy 2016;49(6):564-569
Mediastinal tuberculous lymphadenitis rarely mimics esophageal submucosal tumor, particularly in the case of multidrug-resistant tuberculosis (MDR-TB). Herein, we report the case of a 61-year-old woman who visited a local hospital complaining of odynophagia. An initial esophagogastroduodenoscopy revealed an esophageal submucosal tumor, and subsequent chest computed tomography showed subcarinal lymphadenopathy with an esophagomediastinal fistula. The patient was then referred to Samsung Medical Center, and a second esophagogastroduodenoscopy showed deep central ulceration, as well as a suspicious fistula in the esophageal submucosal tumor-like lesion. A biopsy examination of the ulcerative lesion confirmed focal inflammation only. Next, an endobronchial, ultrasound-guided lymph node biopsy was performed, and TB was confirmed. The patient initially began a course of isoniazid, rifampicin, ethambutol, and pyrazinamide. However, after a drug sensitivity test, she was diagnosed with MDR-TB, and second-line anti-TB medications were prescribed. She recovered well subsequently.
Biopsy
;
Endoscopy, Digestive System
;
Esophageal Fistula
;
Ethambutol
;
Female
;
Fistula*
;
Humans
;
Inflammation
;
Isoniazid
;
Lymph Nodes
;
Lymphadenitis*
;
Lymphatic Diseases
;
Middle Aged
;
Pyrazinamide
;
Rifampin
;
Thorax
;
Tuberculosis
;
Tuberculosis, Lymph Node
;
Tuberculosis, Multidrug-Resistant
;
Ulcer
4.Discovery of dipeptidyl peptidase-4 inhibitor specific biomarker in non-alcoholic fatty liver disease mouse models using modified basket trial
Ju Hee OH ; Dae Won JUN ; Hye Young KIM ; Seung Min LEE ; Eileen L. YOON ; Jungwook HWANG ; Jung Hwan PARK ; Hanbi LEE ; Wankyu KIM ; Hyunsung KIM
Clinical and Molecular Hepatology 2022;28(3):497-509
Background/Aims:
We aimed to define an optimal target population and drug-specific biomarkers that may predict dipeptidyl peptidase (DPP)-4 inhibitor responses in non-alcoholic fatty liver disease (NAFLD).
Methods:
An exploration study (study I) was performed using three different NAFLD models (basket study design; high-fat diet [HFD], methionine choline-deficient diet [MCD], and high-cholesterol Western diet [WD] models). RNA transcriptome analysis was performed on pre-studied liver tissues to identify biomarkers that could predict the response to DPP-4 inhibitors. In the validation study (study II), the HFD-induced NAFLD model was divided into high and low hepatic insulin-like growth factor binding protein 1 (Igfbp-1) groups based on the pre-study liver biopsy.
Results:
DPP-4 inhibitor attenuated the NAFLD activity score and fibrosis stage in the HFD model but not in the WD and MCD models. The overall response rate was 19% across the modified basket NAFLD trial and 42%, 25%, and 0% in the HFD, WD, and MCD models. Hepatic Igfbp-1 expression was higher in the responder group than in the non-responder group in pre-study biopsy samples. In contrast, hepatic Igfbp-1 expression was lower in the responder group than in the non-responder group in the end-study biopsy samples. DPP-4 inhibitor response rates were 83% and 17% in the baseline hepatic high Igfbp-1 and low Igfbp-1 groups, respectively. Hepatic messenger RNA Igfbp-1 expression was positively correlated with serum IGFBP-1 levels.
Conclusions
The DPP-4 inhibitor response was higher in the HFD phenotype and pre-treatment levels of hepatic or serum IGFBP-1 were high.
5.Decitabine as a First-Line Treatment for Older Adults Newly Diagnosed with Acute Myeloid Leukemia.
Hyunsung PARK ; Haerim CHUNG ; Jungyeon LEE ; Jieun JANG ; Yundeok KIM ; Soo Jeong KIM ; Jin Seok KIM ; Yoo Hong MIN ; June Won CHEONG
Yonsei Medical Journal 2017;58(1):35-42
PURPOSE: Decitabine, a DNA hypomethylating agent, was recently approved for use in Korea for older adults with acute myeloid leukemia (AML) who are not candidates for standard chemotherapy. This study aimed to evaluate the role of decitabine as a first-line treatment for older adults with AML. MATERIALS AND METHODS: Twenty-four patients with AML who received at least one course of decitabine (20 mg/m²/d intravenously for 5 days every 4 weeks) as a first-line therapy at Severance Hospital were evaluated retrospectively. RESULTS: The median age of the patients was 73.5 years. The longest follow-up duration was 502 days. A total of 113 cycles of treatment were given to 24 patients, and the median number of cycles was four (range, 1–14). Thirteen patients dropped out because of death, no or loss of response, patient refusal, or transfer to another hospital. Twenty-one (87.5%) and 12 (50%) patients completed the second and fourth cycles, respectively, and responses to treatment were evaluated in 17. A complete response (CR) or CR with incomplete blood-count recovery was achieved in six (35.3%) patients, and the estimated median overall survival was 502 days. Ten patients developed grade >2 hematologic or non-hematologic toxicities. In univariate analysis, bone marrow blasts, lactate dehydrogenase, serum ferritin level, and bone marrow iron were significantly associated with response to decitabine. CONCLUSION: Five-day decitabine treatment showed acceptable efficacy in older patients with AML who are unfit for conventional chemotherapy, with a CR rate 35.3% and about a median overall survival of 18 months.
Aged
;
Antimetabolites, Antineoplastic/administration & dosage/*therapeutic use
;
Azacitidine/*analogs & derivatives/therapeutic use
;
DNA Methylation
;
Female
;
Humans
;
Leukemia, Myeloid, Acute/*drug therapy/mortality
;
Male
;
Middle Aged
;
Remission Induction
;
Republic of Korea
;
Retrospective Studies
;
Treatment Outcome