Young-Hoon Park
Ewha Womans University · Medicine
About the Lab
Professor Young-Hoon Park's research lab specializes in clinical and translational research in hematology and oncology, with a focus on improving patient outcomes through advanced data-driven approaches and evidence-based clinical guidelines. The lab investigates disease prediction using machine learning and deep learning models applied to laboratory data, evaluates prognostic biomarkers such as the Advanced Lung Cancer Inflammation Index (ALI) in lymphomas, and explores treatment efficacy and safety in elderly and special populations with immune thrombocytopenia (ITP) and thrombocytopenia in pregnancy. The lab also contributes to clinical guidelines and investigates viral infections post-allogeneic stem cell transplantation, such as BK virus-associated hemorrhagic cystitis.
Research Overview
Research Output Trend
Figures are computed from collected data and may differ slightly.
Selected Papers
15The use of deep learning and machine learning (ML) in medical science is increasing, particularly in the visual, audio, and language data fields. We aimed to build a new optimized ensemble model by blending a DNN (deep neural network) model with two ML models for disease prediction using laboratory test results. 86 attributes (laboratory tests) were selected from datasets based on value counts, clinical importance-related features, and missing values. We collected sample datasets on 5145 cases,
<b><i>Background:</i></b> The Advanced Lung Cancer Inflammation Index (ALI, body mass index × albumin/neutrophil-to-lymphocyte ratio) has been demonstrated to be a prognostic factor of survival in some solid cancers. We retrospectively investigated the usefulness of the ALI to predict chemotherapy response and survival in 212 patients with diffuse large B cell lymphoma (DLBCL) treated with R-CHOP (rituximab, cyclophosphamide, doxorubicin, vincristine, and prednisolone) ch
BACKGROUND: Because many physicians seem reluctant to recommend splenectomy for elderly patients with immune thrombocytopenia (ITP), we investigated the safety and efficacy of splenectomy and the predictive factors for response in these patients. METHODS: 184 patients with primary ITP were retrospectively analyzed based on age at splenectomy: an elderly group (≥60 years, n = 52) and a younger group (<60 years, n = 132). RESULTS: There was no difference in the response rate of elderly versus youn
Thrombocytopenia, defined as platelet count <150×10<sup>9</sup>/L, is frequently observed by physicians during pregnancy, with an incidence of approximately 10% of all pregnancies. Most of the cases of thrombocytopenia in pregnancy are due to gestational thrombocytopenia, which does not confer an increased risk of maternal bleeding. However, because other causes can be associated with life-threatening events, such as severe bleeding, that can affect to maternal and fetal outcomes, differentiatin
Despite the availability of therapies to treat patients with immune thrombocytopenia (ITP), there is currently little data from randomized trials to assist clinicians in managing patients. The evidence-based guidelines of the Korean Society of Hematology Aplastic Anemia Working Party (KSHAAWP) are intended to support patients and physicians in the management of ITP. Experts from the KSHAAWP discussed and described this guideline according to the current treatment situation for ITP in Korea and f
BKV-HC was commonly observed in patients with HC following Allo-SCT. In high-grade BKV-HC patients who fail supportive care, leflunomide may be a feasible option without significant toxicity.
Due to rarity of factor V (FV) deficiency, there have been only a few case reports in Korea. We retrospectively analysed the clinical-laboratory features of FV deficiency in 10 Korean patients. Between January 1987 and December 2013, 10 case reports published in a Korean journal or proceedings of Korea Society on Thrombosis and Hemostasis were reviewed. Severity is defined as mild (> 5% of factor activity), moderate (1%-5%), and severe (< 1%). The median age at diagnosis, six males and four fema
BACKGROUND: Spinal anesthesia causes hypotension and bradycardia due to sympathetic nerve block and it is difficult to predict the level of sensory block and the duration of blockade. Recent studies have reported that intravenous phenylephrine can reduce the rostral spread of spinal anesthesia in pregnant women. We think a phenylephrine infusion will be useful for maintaining the baseline blood pressure by reducing the rostral spread of spinal anesthesia during the elective surgery of non-obstet
BACKGROUND: Recognizing intolerance or resistance to hydroxyurea (HU), which is related to the high risk of a disease transformation and reduced survival in essential thrombocythemia (ET), is crucial to making a reasonable decision about second-line therapy. We assessed the prognostic impact of the modified European LeukemiaNet (mELN) criteria used in a recent MAJIC-ET trial by analyzing the incidence of resistance or intolerance to HU and the survival outcome compared with those of the ELN crit
Interdigitating dendritic cell sarcoma (IDCS) is an extremely rare tumor derived from professional antigen presenting cell and primarily found in lymph nodes, with rarer case report about extranodal presentation of IDCS. A 71-yr-old man was admitted with progressively enlarging and painless mass in the right parotid area for 2 months. Computed tomography of the neck and chest revealed enhancing mass in right parotid gland, multiple lymphadenopathies around neck and mediastinum, and an osteolytic
Abstract This study aimed to investigate the safety and tolerability of 90-min rapid infusion of rituximab, originator or biosimilar (Truxima), for rituximab-naïve patients with hematologic malignancy. We undertook a retrospective review of records of 118 patients (81 originator rituximab and 37 Truxima) with hematologic malignancy who had received rituximab rapid infusion from the first cycle of chemotherapy with corticosteroid premedication administration. Most patients had high Ann Arbor stag
Background and Objectives: Essential thrombocythemia (ET) is a myeloproliferative neoplasm that overproduces platelets and is associated with life-threatening thrombosis. Medical cytoreduction either with hydroxyurea (HU) or anagrelide (AG) is widely used, but drug intolerance or resistance are major concerns. Low-dose combination of HU and AG as an alternative strategy has been explored in various studies. It showed comparable response with acceptable toxicity in second-line settings for patien
Production of cephalosporin C was investigated in a fluidized-bed bioreactor using bioparticles of Cephalosporium acremonium. Bioparticles were developed by forming a biofilm of growing hyphae around celite particles which contained spores of the microorganism. Production of the antibiotic was significantly improved by using bioparticles over the free mycelial culture, possibly due to the enhanced mass transfer capacity of the bioreactor system and successive generation of highly productive morp
Research Areas
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