1.Structured Integration of an Artificial Intelligence-Based System for the Optical Diagnosis of Colorectal Polyps
Hae Yeon KANG ; Soonwhan KANG ; Goh Eun CHUNG ; Dong Hoon BAEK ; Hong Sub LEE ; Jinbae PARK ; Sun Young YANG ; Seon Hee LIM ; Ji Min CHOI ; Jung KIM ; Jung Ho BAE
Gut and Liver 2026;20(1):86-96
Background/Aims:
Recent advances in computer-aided diagnosis (CADx) systems have demonstrated expert-level accuracy in the optical diagnosis of colorectal polyps. High-confidence (HC) diagnoses have been defined as those made within 3 seconds without hesitation, and these systems have been shown to improve diagnostic accuracy. We aimed to evaluate the performance of endoscopists with varying levels of experience in diagnosing colorectal polyps with the assistance of a new CADx system applying the 3-second rule and without artificial intelligence assistance.
Methods:
In this multicenter ex vivo study, 35 endoscopists assessed 100 polyps (51 adenomas, 39 hyperplastic polyps, 10 sessile serrated lesions) using narrow-band imaging video clips on an online platform. Assessments consisted of individual endoscopist diagnosis and CADx-assisted diagnosis. HC assignments followed the 3-second rule in both phases. Performance metrics included HC accuracy, HC rate, and adherence to the Preservation and Incorporation of Valuable Endoscopic Innovations (PIVI) and Simple Optical Diagnosis Accuracy (SODA) thresholds.
Results:
HC diagnostic accuracy improved from 78.3% (95% confidence interval [CI], 76.6% to 80.0%) to 89.8% (95% CI, 88.6% to 90.9%) with CADx assistance (p<0.001). The proportion of HC predictions increased from 64.2% to 75.4% (p<0.001). Novice endoscopists showed marked improvement with CADx (74.1% vs 88.8%; p<0.001). CADx-assisted diagnoses nearly met SODA and PIVI thresholds under the 3-second rule. Additional analysis demonstrated that CADx assistance significantly improved interobserver agreement and ground truth, particularly for novices (κ=0.37 to κ=0.65; p<0.001).
Conclusions
Integrating CADx with the 3-second rule significantly enhances the performance of endoscopists in the optical diagnosis of colorectal polyps, with the greatest benefit observed among novice endoscopists.
2.Artificial intelligence-based personalized oncological outcome prediction model for upper urinary tract urothelial carcinoma after radical nephroureterectomy: A development and multicenter validation
Hyun Young LEE ; Hwanik KIM ; Bumjin LIM ; Dalsan YOU ; Cheryn SONG ; In Gab JEONG ; Jun Hyuk HONG ; Bumsik HONG ; Hanjong AHN ; Seung-hwan JEONG ; Ja Hyeon KU ; Jungyo SUH
Investigative and Clinical Urology 2026;67(1):15-23
Purpose:
To develop and validate an artificial intelligence (AI)-based personalized outcome prediction model for upper-urinary tract urothelial carcinoma patients undergoing radical nephroureterectomy.
Materials and Methods:
Data from patients who underwent radical nephroureterectomy between 2010 and 2020 across three hospitals were retrospectively analyzed. A model was developed using one tertiary center’s data and externally validated with data from two other hospitals. An AI model using XGBoost as risk estimator and bootstrapped Weibull Accelerated Failure Time model for 10-year survival probability was employed. Hyperparameter tuning used Optuna method. Model efficacy was assessed using concordance index, average Brier score, D-calibration, and six-month interval time-dependent area under the curve (AUC).
Results:
Of 1,039 patients, 627 qualified after excluding 50 with neoadjuvant chemotherapy. Model development used 564 patients (507 training, 57 test) with 9:1 stratified random split, plus 63 for internal validation and 362 for external validation. Significant parameters included preoperative glomerular filtration rate (p<0.001), hydroureteronephrosis (p=0.013), pathological N stage (p<0.001), concurrent carcinoma in situ (p<0.001), disease progression (p<0.001), and survival rate (p<0.001). Disease-free survival (DFS) model’s concordance index: internal validation 0.789, external validations 0.734 and 0.771. Overall survival (OS) model’s concordance index: internal validation 0.819, external validations 0.780 and 0.771. Mean time-dependent AUC was 0.66–0.77 for DFS and 0.67–0.80 for OS during 10-year periods.
Conclusions
AI-based model effectively predicts disease-free and OS outcomes for upper-urinary tract urothelial carcinoma patients with post-radical nephroureterectomy, showcasing robust performance across multicenter settings.
3.Comparing Susceptibility-Weighted Imaging and T2* Gradient-Recalled Echo for Cerebral Microbleeds Detection: A Systematic Review and Meta-Analysis
Su Jeong YANG ; Jae‑Sung LIM ; Yangsean CHOI ; Ho Sung KIM ; Sang Joon KIM ; Jae-Hong LEE ; Chong Hyun SUH
Journal of Clinical Neurology 2026;22(2):193-202
Background:
and Purpose Criteria for amyloid-related imaging abnormalities in anti-amyloid therapy are based on T2* gradient-recalled echo (GRE), but susceptibility-weighted imaging (SWI) is widely used, creating uncertainty. This study quantitatively compared the detectability of SWI and GRE for cerebral microbleeds and established evidence supporting distinct microbleed criteria for each.
Methods:
A systematic review and meta-analysis were conducted following PRISMA guidelines. PubMed and Embase were searched for studies directly comparing SWI and GRE up to August 8, 2024. Study quality was assessed with QUADAS-2. The pooled proportion of microbleed detection and detection ratio were calculated. Subgroup analyses were performed based on magnetic field strength (1.5 T vs. 3 T) and SWI slice thickness (<2 mm vs. ≥2 mm), equipment vendor, and study quality.
Results:
Thirteen studies were included. SWI detected cerebral microbleeds approximately 1.6times more effectively than GRE. At 3.0 T and 1.5 T, SWI exhibited 1.7-fold and 1.5-fold greater detectability, respectively. SWI with thinner slices (<2 mm) showed a 1.9-fold improvement, while thicker slices (≥2 mm) showed a 1.3-fold improvement. Subgroup analyses revealed no significant differences between vendors (0.61 vs. 0.60, p=0.89), or by study quality (0.61 vs. 0.59,p=0.89).
Conclusions
SWI detects cerebral microbleeds about 1.6 times more effectively than GRE, highlighting important differences between the two techniques. Cautious exploration of adjusted thresholds may be needed, and prospective validation in therapy-specific cohorts will be essential before clinical application.
4.Korean Thyroid Association Guidelines on the Management of Differentiated Thyroid Cancers; Part II. Follow-up Surveillance after Initial Treatment 2026
Eun Kyung LEE ; Seung Heon KANG ; Bon Seok KOO ; Mijin KIM ; Min Joo KIM ; Bo Hyun KIM ; Ji Won KIM ; Dong Gyu NA ; Sohyun PARK ; Ji-In BANG ; Kyorim BACK ; Youngduk SEO ; Young-Ik SON ; Young Shin SONG ; Dong Yeob SHIN ; Jong-Hyuk AHN ; Hwa Young AHN ; So Won OH ; Ho-Ryun WON ; Won Sang YOO ; Min Kyoung LEE ; Sang-Woo LEE ; Jeongmin LEE ; Ji Ye LEE ; Dong-Jun LIM ; Ki-Wook CHUNG ; Ari CHONG ; Jin Hyang JUNG ; Sun Wook CHO ; Yoon Young CHO ; Chae Moon HONG ; Young Joo PARK ;
International Journal of Thyroidology 2026;19(1):1-40
In patients with differentiated thyroid cancer (DTC), initial recurrence risk stratification based on clinical, histopathological, and perioperative data remains the key determinant for guiding management strategies during the first 1-2 years post-treatment. However, the adoption of ongoing risk stratification (ORS), which dynamically reassesses risk by integrating longitudinal clinical data and treatment response, enables more precise long-term prognostic assessment and facilitates highly individualized management. Building upon recent guidelines, the 2026 KTA guideline has been further refined by incorporating robust evidence from large-scale national cohorts and comprehensive systematic reviews. These updated recommendations outline contemporary concepts of ORS, risk-adapted TSH suppression targets, optimized surveillance modalities for recurrence detection, and disease-specific long-term follow-up strategies. Reflecting the paradigm shift toward de-escalated treatment, this revision integrates evolved perspectives on TSH suppression intensity, the clinical interpretation of thyroglobulin levels, and tailored follow-up intervals. These evidence-based recommendations aim to minimize unnecessary treatment and excessive surveillance in the large proportion of patients with excellent prognosis after initial therapy, while ensuring that each patient receives appropriately tailored and effective long-term management.
5.Ethnic Heterogeneity in Reproductive Risk Factors for Breast Cancer, With a Focus on Asian Populations:A Meta-analysis
Youjin HONG ; Soseul SUNG ; Woojin LIM ; Sungji MOON ; Kwang-Pil KO ; Jung Eun LEE ; Inah KIM ; Sun Ha JEE ; Sun-Seog KWEON ; Min-Ho SHIN ; Sangmin PARK ; Seung-Ho RYU ; Sun Young YANG ; Jeongseon KIM ; Sang-Wook YI ; Sue K. PARK
Journal of Cancer Prevention 2026;31(1):20-27
suggest that some reproductive factors associated with BC differ across ethnicities and time trends, perhaps due to the prevalence of reproductive factors and the baseline hazard of BC.
6.Management of Abrupt Vessel Closure During Percutaneous Coronary Intervention: A Narrative Review
Yongwhan LIM ; Seok OH ; Joon Ho AHN ; Seung Hun LEE ; Dae Young HYUN ; Kyung Hoon CHO ; Min Chul KIM ; Doo Sun SIM ; Young Joon HONG ; Ju Han KIM ; Youngkeun AHN
Journal of Cardiovascular Intervention 2026;5(1):1-10
Abrupt vessel closure (AVC) is a complication of percutaneous coronary intervention (PCI) and is defined as the sudden cessation of forward coronary blood flow due to a variety of mechanisms. The incidence of AVC has markedly decreased from approximately 3.0% in the early era to about 0.3% today. Nevertheless, cardiovascular interventionists must remain prepared to manage AVC effectively, given its significant impact on clinical outcomes.AVC can arise from several mechanisms, including dissection, intramural hematoma, intracoronary thrombosis, air embolism, vasospasm, and no-reflow. The clinical impact of AVC varies depending on the extent of myocardium affected, ranging from asymptomatic events or transient ischemic chest pain to cardiogenic shock or cardiac arrest. Both a general approach for stabilizing hemodynamic consequences and an etiology-specific management strategy are essential. Hasty decision-making may worsen the situation, whereas a structured approach—focused on hemodynamic stabilization, logical diagnostic processes, and targeted interventions—can improve outcomes. In this narrative review, we describe the mechanisms underlying each etiology, outline mechanism-specific management strategies, and discuss general approaches to managing patients with AVC through logical diagnostic and treatment processes. We hope this review offers valuable insights into this uncommon but significant complication and enhances readers’ skills in managing AVC more effectively during PCI.
7.Risk Factors of Complications in Patients With Persistent or Long-Standing Persistent Atrial Fibrillation/Atrial Flutter Who Underwent Electrical Cardioversion:A Multicenter Cardioversion Registry
Ki-Hun KIM ; Junbeom PARK ; Donghwan KU ; Jino PARK ; Seunghwan KIM ; Dong-Kie KIM ; Doo-Il KIM ; Sun Gyu CHOI ; Pil-Sung YANG ; Ju Youn KIM ; Jaemin SHIM ; Jinhee AHN ; Sung Ho LEE ; Sung Il IM ; Hong Euy LIM
Journal of Korean Medical Science 2026;41(1):e19-
Background:
Identifying the risks related to the complications of electrical cardioversion (ECV) can alert the determinaton of rhythm control in patients with atrial fibrillation (AF).
Methods:
We retrospectively reviewed 1,058 patients who underwent ECV for persistent or long-standing persistent AF/atrial flutter (AFL) from multiple centers. Patients were classified into the no-complication (1,023 patients) and complication (35 patients) groups based on the following major complications: stroke and/or systemic embolism (SSE), myocardial infarction, major bleeding, implantation of cardiac implantable electronic devices, ventricular tachycardia/fibrillation, and death at 1 year follow-up after ECV.
Results:
Compared with the no-complication group, the complication group exhibited a higher proportion of female patients (37% vs. 22%), as well as a higher proportion of patients with older age (67 ± 11 vs. 61 ± 10 years), diabetes mellitus (DM) (49% vs. 24%), heart failure (HF) (49% vs. 30%), SSE (23% vs. 9%), high CHA 2 DS 2 -VASc (CV) score (3.6 ± 1.8 vs.2.2 ± 1.4), low left ventricular ejection fraction (LVEF) (50 ± 16% vs. 58 ± 21%), and high left atrial volume index (LAVI) (51 ± 26 vs. 40 ± 20 mL/m 2 ). Class I and III antiarrhythmics were less prescribed in the complication group than in the no-complication group (57% vs.76%). Univariate analysis for complications revealed age (≥ 65 years), female sex, DM, HF, SSE, LVEF (< 50%), LAVI (≥ 40 mL/m 2 ), CV score (≥ 3), bradycardia on Holter (< 60/min), and no antiarrhythmics as risk factors. Among these, multivariate analysis revealed clinical significance of female sex and SSE.
Conclusion
Female sex and a history of SSE were the most important risk factors of complications in patients with persistent or long-standing persistent AF/AFL who underwent ECV.
8.The role of free triiodothyronine to free thyroxine ratio in the differential diagnosis of thyrotoxicosis: A cross-sectional study
Menon Saieehwaran ; Sy Liang Yong ; Vijiya Mala Velayutham ; Jason Tan Seng Hong ; Avni Patel ; Zienna Zufida binti Zainol Rashid ; Hanisah Abdul Hamid ; Salbiah binti Mohd Isa ; Li Vern Lim
Journal of the ASEAN Federation of Endocrine Societies 2026;41(S1):11-
Introduction:
Accurate diagnosis of thyrotoxicosis, a condition resulting from excessive thyroid hormone activity, is essential for
appropriate management. However, access to diagnostic tools such as thyrotropin receptor antibody (TRAb) assays
and thyroid ultrasonography remains limited in resource-constrained settings, highlighting the need for cost-effective
alternatives. Recent studies suggest that the free triiodothyronine to free thyroxine (FT3/FT4) ratio may serve as a potential
biomarker for differentiating the causes of thyrotoxicosis.
Methodology:
This cross-sectional study evaluated the FT3/FT4 ratio in newly diagnosed thyrotoxicosis patients aged ≥18 years recruited
from Hospital Tengku Ampuan Rahimah, Hospital Banting, Klinik Kesihatan Pelabuhan Klang, and Klinik Kesihatan
Pandamaran between February and December 2025. All participants underwent thyroid function testing (FT3, FT4, and
TSH) and autoantibody assessment (TRAb and anti-thyroid peroxidase [anti-TPO]). Diagnostic performance of the FT3/FT4
ratio for Graves’ disease was assessed using receiver operating characteristic (ROC) curve analysis.
Results:
Fifty-eight patients were included, of whom 58.6% were diagnosed with Graves’ disease. Patients with Graves’ disease had
significantly higher FT3 levels (median 16.8 pmol/L; IQR 10.9–25.7) compared to those with non-Graves’ thyrotoxicosis
(median 8.3 pmol/L; IQR 5.3–13.5; p <0.001), with similar trends observed for FT4 levels (p <0.001). However, the FT3/
FT4 ratio did not differ significantly between groups (p >0.05), with an overall ROC AUC of 0.572, indicating poor
discriminatory ability. Subgroup analysis based on FT4 levels improved performance; at FT4 <30 pmol/L, the FT3/FT4
ratio demonstrated 75.0% sensitivity, 91.7% specificity, and 87.5% diagnostic accuracy at a cutoff of 0.3445 (AUC = 0.813;
95% CI: 0.570–1.000; p = 0.069). No significant association was observed between the FT3/FT4 ratio and TRAb or anti-TPO.
Conclusion
The FT3/FT4 ratio has limited overall diagnostic utility but may provide adjunctive value in selected biochemical
contexts, particularly in settings with limited access to immunological testing.
Diagnosis, Differential
;
Thyroxine
;
Triiodothyronine
;
Thyrotoxicosis
;
Cross-Sectional Studies
9.Bridging the Gap: Adoption and Barriers to Continuous Glucose Monitoring in Paediatric Type 1 Diabetes
Sok Bee Lim ; Siti Sarah Ahmad Dardiri ; Nalini M. Selveindran ; Arini Nuran Md Idris ; Janet Yeow Hua Hong
Journal of the ASEAN Federation of Endocrine Societies 2026;41(S1):123-
Introduction:
ISPAD guidelines recommend continuous glucose monitoring (CGM) as the standard of care for paediatric type 1 diabetes
(T1DM). However, a “real-world” adoption gap persists, particularly in resource-limited settings. The Introductions of
the study were to evaluate CGM adoption prevalence, identify documented barriers, and compare glycemic outcomes
between active and non-active users.
Methodology:
This retrospective review analyzed electronic medical records (EMR) of 125 paediatric T1DM patients at Hospital Putrajaya
(2025). Data included CGM status, insulin delivery method, and documented barriers. Independent T-tests compared
mean hemoglobin A1c (HbA1c) between groups, and multivariable logistic regression identified independent predictors
of adoption.
Results:
Cohort mean age was 11.8 ± 3.8 years. Active CGM users were 32.8% (n = 41), of whom 29.3% (n = 12) utilized predominantly
automated insulin delivery (AID) systems. The remaining 67.2% (n = 84) were classified as non-active users, comprising
both never-users and ex-users (discontinued use). Active users achieved significantly lower mean HbA1c than non-active
users (8.73% vs 9.86%; p <0.001), with no significant difference in rates of DKA (p = 0.564) or severe hypoglycemia (p =
0.250). Among never-users, 42.9% lacked documented technology counselling (p = 0.001). Multivariable analysis identified
funding source as the sole independent predictor of CGM adoption (adjusted OR = 7.76, p <0.001). While the primary
documented barrier was financial (31.0%), a lack of documented barriers was noted in 61.9% of non-active users.
Conclusion
A substantial technology gap exists, primarily driven by financial access rather than clinical demographics. The difference
of 1.13% in HbA1c between groups underscores the need to address financial setbacks to improve technology access in
Malaysia and prevent diabetes complications.
Child
;
Blood Glucose
;
Blood Glucose Self-Monitoring
;
Continuous Glucose Monitoring
;
Diabetes Mellitus, Type 1
10.Etiological Yield and Treatment Patterns in Paediatric Arginine Vasopressin Deficiency: A Single-Centre Cohort Study
Siti Sarah Ahmad Dardiri ; Nalini M Selveindran ; Sok Bee Lim ; Arini Nuran Md Idris ; Janet YH Hong
Journal of the ASEAN Federation of Endocrine Societies 2026;41(S1):125-
Introduction:
Arginine vasopressin deficiency (AVP‑D), previously termed central diabetes insipidus, is a rare paediatric endocrine
disorder that may present as an early manifestation of diverse hypothalamic–pituitary conditions. Identifying the
underlying etiology is crucial for guiding management and surveillance; however, in some children, the cause remains
unresolved, leading to primarily symptomatic treatment. In Malaysia, published literature on paediatric AVP‑D has been
limited to isolated case reports, with no cohort‑level data available. This study aims to describe the clinical features,
etiological spectrum, and treatment patterns of paediatric AVP-D in a single-centre Malaysian cohort, emphasizing
diagnostic yield, unresolved causes, and the central role of neuroimaging.
Methodology:
A retrospective review was conducted of children diagnosed with AVP-D. Data collected included age at symptom onset,
age at presentation, clinical features, etiological classification, neuroimaging findings, comorbidities, treatment modalities,
and follow-up outcomes. Descriptive statistics were used for analysis.
Results:
Twelve children were included, with a median age of 9.8 years; two-thirds were male. Children were referred at a median
age of 3.4 years, with presentation ranging from the neonatal period to 10.4 years. Diagnostic delay was minimal overall,
although 25% experienced delays exceeding 1 year. The water deprivation test was performed in 33.3% of patients.
Magnetic resonance imaging (MRI) was completed in all children and served as the principal determinant of etiology.
Structural abnormalities were identified in 50% of the cohort, including semilobar holoprosencephaly (33.3%), Arnold–
Chiari I malformation (8.3%), and pituitary stalk interruption syndrome (8.3%). The posterior pituitary bright spot was
absent in most patients, and 50% required repeat MRI to clarify evolving neurohypophyseal features. Tumor-related AVP-D
accounted for 8.3%, while one-third had no definitive etiology despite imaging. Initial therapy included desmopressin
(58.3%), hydrochlorothiazide (25%), and diluted sublingual desmopressin (8.3%), with most requiring dose escalation.
Growth impairment occurred in 66.7% of patients, and delayed puberty in 16.7%.
Conclusion
MRI played a central role in defining etiology, with half of the cohort demonstrating congenital structural abnormalities.
Persistent unresolved cases highlight the diagnostic challenges of AVP-D and underscore the importance of early MRI
and longitudinal endocrine follow-up.
Child
;
Cohort Studies
;
Diabetes Insipidus, Neurogenic
;
Arginine


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