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Sung Soo Ahn

Yonsei University · Medicine

About the Lab

Professor Sung Soo Ahn's research lab specializes in diagnostic and prognostic radiology, with a focus on advanced medical imaging techniques and radiomics for accurate tumor characterization. The lab investigates the role of molecular imaging biomarkers—such as Ktrans and gadoxetic acid-enhanced MRI—in predicting tumor behavior and treatment response, particularly in glioblastoma and hepatocellular carcinoma. A key direction involves integrating machine learning and deep learning models with radiomic features to differentiate brain tumors and improve diagnostic precision. The lab also emphasizes the clinical translation of imaging findings in alignment with modern molecular tumor classifications, such as the 2021 WHO classification of central nervous system tumors.

radiomicsneuroimagingglioblastomaHCCmachine learning

Research Overview

Papers
222
Total Citations
2,035
Papers (5y)
92
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
92total
2022
2023
2024
2025
2026
Citations per year (5y)
395total
20222023202420252026

Selected Papers

15
1
Article|62 citations·2017
Application of the 2016 EULAR/ACR/PRINTO Classification Criteria for Macrophage Activation Syndrome in Patients with Adult-onset Still Disease
Sung Soo Ahn, Byung-Woo Yoo, Seung Min Jung, Sang‐Won Lee, Yong‐Beom Park, Jason Jungsik Song
SJR Q1The Journal of RheumatologyOA

OBJECTIVE: To evaluate the clinical significance of the 2016 European League Against Rheumatism (EULAR)/American College of Rheumatology (ACR)/Pediatric Rheumatology International Trials Organization (PRINTO) classification criteria for macrophage activation syndrome (MAS) in patients with adult-onset Still disease (AOSD). METHODS: We performed a retrospective analysis of patients with AOSD with fever who were admitted to Severance Hospital between 2005 and 2016. The patients with AOSD were eval

HematologyMedicine
2
Article|57 citations·2017
Malignancies in Korean patients with immunoglobulin G4‐related disease
Sung Soo Ahn, Jason Jungsik Song, Yong‐Beom Park, Sang‐Won Lee
SJR Q3International Journal of Rheumatic DiseasesOA

AIM: Several studies have implicated increased risk of malignancy in patients with immunoglobulin G4-related disease (IgG4-RD). Hence, we first evaluated the risk and the type of malignancy in Korean IgG4-RD patients. METHOD: Clinical and laboratory results of patients fulfilling the comprehensive diagnostic criteria for IgG4-RD were retrospectively collected between January 2006 and November 2015. One hundred and eighteen patients were included, and 35 were classified as having definite, 83 as

RheumatologyMedicine
3
Article|49 citations·2018
Neutrophil to lymphocyte ratio at diagnosis can estimate vasculitis activity and poor prognosis in patients with ANCA-associated vasculitis: a retrospective study
Sung Soo Ahn, Seung Min Jung, Jason Jungsik Song, Yong-Beom Park, Sang‐Won Lee
SJR Q2BMC NephrologyOA

BACKGROUND: Neutrophil to lymphocyte ratio (NLR) was introduced to predict poor prognosis in various diseases, but not all variants of ANCA-associated vasculitis (AAV). In this study, we aimed to investigate whether NLR at diagnosis can estimate vasculitis activity at diagnosis and poor prognosis during follow-up in patients with AAV. METHODS: We retrospectively reviewed the medical records of 160 patients with AAV. We collected clinical and laboratory data at diagnosis and obtained remission an

Pulmonary and Respiratory MedicineMedicine
4
Article|49 citations·2019
Anti-Smith antibody is associated with disease activity in patients with new-onset systemic lupus erythematosus
Sung Soo Ahn, Seung Min Jung, Juyoung Yoo, Sang‐Won Lee, Jason Jungsik Song, Yong‐Beom Park
SJR Q2Rheumatology InternationalOA
RheumatologyMedicine
5
Article|41 citations·2017
In-hospital mortality in febrile lupus patients based on 2016 EULAR/ACR/PRINTO classification criteria for macrophage activation syndrome
Sung Soo Ahn, Byung-Woo Yoo, Seung Min Jung, Sang‐Won Lee, Yong‐Beom Park, Jason Jungsik Song
SJR Q1Seminars in Arthritis and RheumatismOA
HematologyMedicine
6
Article|39 citations·2016
Evaluation of Spleen Glucose Metabolism Using 18F-FDG PET/CT in Patients with Febrile Autoimmune Disease
Sung Soo Ahn, Sang Hyun Hwang, Seung Min Jung, Sang‐Won Lee, Yong‐Beom Park, Mijin Yun, Jason Jungsik Song
SJR Q1Journal of Nuclear MedicineOA

The purpose of this study was to evaluate the clinical significance of <sup>18</sup>F-FDG uptake by the spleen in patients with autoimmune disease. <b>Methods:</b> We retrospectively reviewed Severance Hospital's electronic medical records of patients hospitalized for the evaluation of fever who underwent <sup>18</sup>F-FDG PET/CT. We found 91 patients with autoimmune diseases and 101 patients with localized infection. <sup>18</sup>F-FDG uptake was assessed by measuring SUV in the spleen and liv

Emergency MedicineMedicine
7
Article|33 citations·2016
Anti‐Sm is associated with the early poor outcome of lupus nephritis
Sung Soo Ahn, Byung‐Woo Yoo, Jason Jungsik Song, Yong‐Beom Park, Soo‐Kon Lee, Soo‐Kon Lee, Sang‐Won Lee, Sang‐Won Lee
SJR Q3International Journal of Rheumatic DiseasesOA

AIM: We investigated whether anti-Smith (Sm) is associated with the outcome of kidney biopsy-proven lupus nephritis. METHODS: We retrospectively analyzed clinical, laboratory and histological results in 90 patients with kidney biopsy-proven lupus nephritis. We defined persistent administration of immunosuppressants for more than 3 months after the kidney biopsy as early poor outcome of lupus nephritis. We compared baseline variables and delta values of lupus nephritis-related variables between p

RheumatologyMedicine
8
Article|32 citations·2018
Safety of Tocilizumab in Rheumatoid Arthritis Patients with Resolved Hepatitis B Virus Infection: Data from Real-World Experience
Sung Soo Ahn, Seung Min Jung, Jason Jungsik Song, Yong‐Beom Park, Jun Yong Park, Sang‐Won Lee
SJR Q2Yonsei Medical JournalOA

To investigate whether the use of IL-6 receptor antagonist (tocilizumab) might be associated with hepatitis B virus (HBV) reactivation in rheumatoid arthritis (RA) patients, particularly in those with resolved HBV infection [HBV surface antigen (HBsAg) negative and antibody to HBV core antigen (anti-HBc) positive, serologically]. HBsAg, anti-HBc, antibody to HBsAg (anti-HBs), and HBV DNA titers were measured in RA patients who had continuously received tocilizumab for more than 3 months. Patient

HepatologyMedicine
9
Article|30 citations·2018
Prognostic nutritional index is correlated with disease activity in patients with systemic lupus erythematosus
Sung Soo Ahn, Seung Min Jung, Jason Jungsik Song, Y-B Park, S-W Lee
SJR Q2LupusOA

The prognostic nutritional index (PNI), which is calculated using serum albumin level and total lymphocyte count in the peripheral blood, is regarded as an index that reflects the immunonutritional status of patients. PNI was calculated in 217 systemic lupus erythematosus (SLE) patients according to the following formula: 10 × serum albumin value (g/dL) + 0.005 × peripheral lymphocyte count (/mm 3 ). Pearson’s correlation analysis was used to elucidate the correlation between continuous variable

RheumatologyMedicine
10
Article|28 citations·2019
Comparison of the Clinical Implications among Five Different Nutritional Indices in Patients with Lupus Nephritis
Sung Soo Ahn, Juyoung Yoo, Seung Min Jung, Jason Jungsik Song, Yong‐Beom Park, Sang‐Won Lee
SJR Q1NutrientsOA

Systemic lupus erythematosus (SLE) is characterized with aberrant responses in the immune systems and lupus nephritis (LN) is one of the most serious complications of SLE. This study evaluated the clinical significance of different nutritional indices in 207 renal biopsy-proven LN patients. The clinical and laboratory data were reviewed, and five different nutritional indices were calculated: (i) Controlling nutritional status (CONUT) score; (ii) prognostic nutritional index (PNI); (iii) nutriti

RheumatologyMedicine
11
Article|26 citations·2019
Prognostic nutritional index is associated with disease severity and relapse in ANCA‐associated vasculitis
Sung Soo Ahn, Seung Min Jung, Jason Jungsik Song, Yong‐Beom Park, Sang‐Won Lee
SJR Q3International Journal of Rheumatic DiseasesOA

Abstract Aim The prognostic nutritional index (PNI), calculated by serum albumin and peripheral blood lymphocyte count, is considered to reflect immune‐related nutritional status. In this study, we first investigated the clinical significance of PNI in patients with antineutrophil cytoplasmic antibody‐associated vasculitis (AAV). Method Medical records of 160 patients classified as AAV from October 2000 to September 2017 were reviewed. We calculated the Birmingham vasculitis activity score (BVAS

Pulmonary and Respiratory MedicineMedicine
12
Article|25 citations·1996
A clinical and histopathological study of 22 patients with membranous lipodystrophy
Sung Soo Ahn, Moon Gyu Yoo, S. Lee, Eung Ho Choi
SJR Q2Clinical and Experimental Dermatology

Membranous lipodystrophy, an uncommon disorder, was described by Nasu et al. in 1973 as a form of regressive degeneration or localized destruction of the adipose tissue. Clinical features of the lesions with membranous fat necrosis are variable and the condition can only be diagnosed histopathologically. These peculiar changes in fat tissue have been associated with many local and systemic diseases including lupus erythematosus, diabetes mellitus, erythema nodosum, stasis dermatitis, morphoea an

Molecular BiologyBiochemistry, Genetics and Molecular Biology
13
Article|23 citations·2021
Frequency and Factors of Indeterminate QuantiFERON-TB Gold In-Tube and QuantiFERON-TB Gold PLUS Test Results in Rheumatic Diseases
Sung Soo Ahn, Hyung Woo Kim, Younhee Park
SJR Q1Journal of Clinical MedicineOA

We compared the results and differences of indeterminate rates between the QuantiFERON-TB Gold In-Tube (QFT-GIT) and QuantiFERON-TB Gold PLUS (QFT-PLUS) tests in patients with rheumatic diseases and analyzed the associated factors. Data of patients with rheumatic diseases who had undergone the QFT-GIT or QFT-PLUS test were used, and information regarding patient demographics, primary diagnosis, laboratory results, and medications was collected. Furthermore, indeterminate result rates of the pati

Infectious DiseasesMedicine
14
Article|20 citations·2015
Successful hemostasis of intractable rectal variceal bleeding using variceal embolization
Sung Soo Ahn
SJR Q1World Journal of GastroenterologyOA

Portal hypertension causes portosystemic shunting along the gastrointestinal tract, resulting in gastrointestinal varices. Rectal varices and their bleeding is a rare complication, but it can be fatal without appropriate treatment. However, because of its rarity, no established treatment strategy is yet available. In the setting of intractable rectal variceal bleeding, a transjugular intravenous portosystemic shunt can be a treatment of choice to enable portal decompression and thus achieve hemo

HepatologyMedicine
15
Article|19 citations·2020
Comparison of clinical features and outcomes between patients with early and delayed lupus nephritis
Sung Soo Ahn, Juyoung Yoo, Seung Min Jung, Jason Jungsik Song, Yong-Beom Park, Sang‐Won Lee
SJR Q2BMC NephrologyOA

BACKGROUND: Lupus nephritis is associated with increased risk of end-stage renal disease (ESRD) and all-cause mortality. We evaluated the clinical features and outcomes of patients with early and delayed lupus nephritis. METHODS: The medical records of 171 patients who met the 1997 revised classification criteria for systemic lupus erythematosus (SLE) with pathologic confirmation of lupus nephritis were reviewed. Early lupus nephritis was defined when lupus nephritis was histopathologically conf

RheumatologyMedicine

Research Areas

Pulmonary and Respiratory MedicineRheumatologyEpidemiologyImmunologyGeneticsPathology and Forensic Medicine

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