Joonhyung Kim

Prof. Dr. Joonhyung Kim

orcid

Research Focus & Metrics

Academic Career Length

15Years (2012-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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7 February 2025 in JMIR Medical Informatics
Verified
Journal Article
Open access
YBYoungmin Bhak
Youngmin Bhak
YLYu Ho Lee
Yu Ho Lee
JKJoonhyung Kim
Joonhyung Kim
KLKiwon Lee
Kiwon Lee
DLDaehwan Lee
Daehwan Lee
SNSangmin Nam
Sangmin Nam
Background: Chronic kidney disease (CKD) is a prevalent condition with significant global health implications. Early detection and management are critical to prevent disease progression and complications. Deep learning (DL) models using retinal images have emerged as potential noninvasive screening tools for CKD, though their performance may be limited, especially in identifying individuals with proteinuria and in specific subgroups. Objective: We aim to evaluate the efficacy of integrating retinal images and urine dipstick data into DL models for enhanced CKD diagnosis. Methods: The 3 models were developed and validated: eGFR-RIDL (estimated glomerular filtration rate–retinal image deep learning), eGFR-UDLR (logistic regression using urine dipstick data), and eGFR-MMDL (multimodal deep learning combining retinal images and urine dipstick data). All models were trained to predict an eGFR<60 mL/min/1.73 m², a key indicator of CKD, calculated using the 2009 CKD-EPI (Chronic Kidney Disease Epidemiology Collaboration) equation. This study used a multicenter dataset of participants aged 20‐79 years, including a development set (65,082 people) and an external validation set (58,284 people). Wide Residual Networks were used for DL, and saliency maps were used to visualize model attention. Sensitivity analyses assessed the impact of numerical variables. Results: eGFR-MMDL outperformed eGFR-RIDL in both the test and external validation sets, with area under the curves of 0.94 versus 0.90 and 0.88 versus 0.77 (P<.001 for both, DeLong test). eGFR-UDLR outperformed eGFR-RIDL and was comparable to eGFR-MMDL, particularly in the external validation. However, in the subgroup analysis, eGFR-MMDL showed improvement across all subgroups, while eGFR-UDLR demonstrated no such gains. This suggested that the enhanced performance of eGFR-MMDL was not due to urine data alone, but rather from the synergistic integration of both retinal images and urine data. The eGFR-MMDL model demonstrated the best performance in individuals younger than 65 years or those with proteinuria. Age and proteinuria were identified as critical factors influencing model performance. Saliency maps indicated that urine data and retinal images provide complementary information, with urine offering insights into retinal abnormalities and retinal images, particularly the arcade vessels, being key for predicting kidney function. Conclusions: The MMDL model integrating retinal images and urine dipstick data show significant promise for noninvasive CKD screening, outperforming the retinal image–only model. However, routine blood tests are still recommended for individuals aged 65 years and older due to the model’s limited performance in this age group.

1 November 2025 in Stroke
Verified
Journal Article
Closed access
JXJim S. Xie
Jim S. Xie
KZKirill Zaslavsky
Kirill Zaslavsky
YCYuri V. Chaban
Yuri V. Chaban
ALAdrien Lusterio
Adrien Lusterio
HKHargun Kaur
Hargun Kaur
PMPatrik Michel
Patrik Michel
BACKGROUND: This individual participant data meta-analysis aimed to determine whether time to treatment influences the effect of intraarterial thrombolysis (IAT), intravenous thrombolysis, and conservative standard therapy on visual outcomes in nonarteritic central retinal artery occlusion. METHODS: We searched MEDLINE, CENTRAL, and Embase up to June 2023 for studies reporting treatment modality and peri-treatment best-corrected visual acuity (BCVA) for ≥5 participants, excluding patients with nonsevere vision loss (BCVA <1.0 logarithm of the minimum angle of resolution [logMAR]) or treated after 24 hours of symptom onset. The primary outcome was recovery from severe vision loss (final BCVA <1.0 logMAR). We used mixed-effect models and local polynomial regression to investigate nonlinear relationships between time to treatment and recovery from severe vision loss. RESULTS: Of 4074 screened studies, individual participant data were sought from 52, with 35 contributing individual participant data for 1038 participants. In total, 783 patients met inclusion criteria (age, 64.8±13.3 years; 35.5% female; baseline BCVA, 2.3±0.5 logMAR). For every hour decrease in time to treatment, thrombolysis was associated with greater improvement in BCVA (intraarterial, 0.02 logMAR [95% CI, 0–0.04]; intravenous, 0.04 logMAR [95% CI, 0.00–0.07]) than conservative standard therapy (0.01 logMAR [95% CI, 0–0.02]). A nonlinear relationship was detected for intraarterial thrombolysis with a changepoint at 8 hours (95% CI, 6.7–9.4). Thrombolysis was associated with increased recovery from severe vision loss compared with conservative standard therapy (intraarterial within 6 hours: odds ratio, 2.72 [95% CI, 1.02–7.28], 27.2% versus 12.0%; intravenous within 4.5 hours: odds ratio, 3.32 [95% CI, 1.24–8.92], 28.8% versus 11.1%). Findings were consistent in subgroup analysis restricted to patients receiving recombinant tissue-type plasminogen activator. Monte-Carlo simulations showed that a randomized controlled trial would require 95 participants per group to achieve 80% power to detect an odds ratio of 3.0 for recovery from severe vision loss. CONCLUSIONS: Early intervention in nonarteritic central retinal artery occlusion is associated with improvement in visual recovery, with intraarterial thrombolysis and intravenous thrombolysis outperforming nonthrombolytic treatments. These findings warrant confirmation in sufficiently powered randomized controlled trials.

9 August 2024 in Journal of Clinical Medicine
Verified
Journal Article
Open access
PDF file
SLSiyun Lee
Siyun Lee
JKJoonhyung Kim
Joonhyung Kim
Background/Objectives: This paper reviews three cases of rhegmatogenous retinal detachment (RRD) with giant retinal tear (GRT), focusing on surgical management and outcomes, and synthesizes the current literature on the subject. Methods: We retrospectively analyzed three cases of male patients diagnosed with RRD with GRT at our hospital from April 2022 to November 2023. The patients, aged 57, 66, and 60, underwent surgical interventions, with postoperative follow-up extending up to six months. All patients underwent pars plana vitrectomy (PPV), endolaser photocoagulation, fluid–air exchange, and intravitreal gas injection (perfluoropropane (C3F8) 14%) in each case. Surgeries were performed within four days of the patients’ initial visits. Outcome measures included visual acuity improvement, intraocular pressure stabilization, and retinal reattachment rates. Complications in the patients were also evaluated. Results: The patient who had not previously undergone cataract surgery (Case 1) had it concurrently with the retinal surgery. Four months after the initial surgery, Case 3 developed a secondary epiretinal membrane (ERM) and subsequently underwent ERM removal surgery. Postoperative care involved the tailored use of anti-inflammatory medications and frequent monitoring to mitigate complications such as proliferative vitreoretinopathy, epiretinal membrane formation, and redetachment. Conclusions: While limited by the small sample size, this report underscores the potential benefits of prompt surgical intervention, meticulous postoperative care, and proactive management of complications in RRD with GRT. Insights from these cases, supported by multiple literature reviews, may inform treatment strategies and highlight areas for further research in larger, more diverse patient populations.

15 October 2024 in Microorganisms
Verified
Journal Article
Open access
PDF file
HYHeejeong You
Heejeong You
JKJoonhyung Kim
Joonhyung Kim
Epstein–Barr virus (EBV) is a rare cause of acute retinal necrosis (ARN) and is known for its poor prognosis and limited response to conventional antiviral treatment. Herein, we report a case of EBV ARN successfully treated with conventional systemic acyclovir and intravitreal ganciclovir injection. An 85-year-old man presented with visual disturbance of the right eye from 10 days prior. His visual acuity was 20/200 in the right eye and slit lamp examination showed keratic precipitates, 4+ anterior chamber cells, and 1+ anterior vitreous cells. Fundus examination revealed multiple retinal hemorrhages and yellow-whitish necrotic lesion. The patient was clinically diagnosed with ARN. A few days later, EBV DNA was identified in the aqueous humor and in the serum PCR assay. The patient received 350 mg of intravenous acyclovir three times a day with oral prednisolone, and an intravitreal ganciclovir injection (2 mg per dose) was given five times. Over the course of seven weeks, systemic acyclovir was switched to 1g of per-oral valaciclovir three times a day, and oral steroids were successfully tapered. His visual acuity improved to 20/100, and the previous necrotic lesion was markedly decreased in size. Intravenous acyclovir combined with intravitreal ganciclovir may yield successful treatment outcomes in acute retinal necrosis caused by EBV.

17 November 2023 in Medicine
Verified
Journal Article
Open access
DKDo Ah Kim
Do Ah Kim
JKJoonhyung Kim
Joonhyung Kim
Rationale: Cohen syndrome is a rare genetic disorder that can cause various symptoms, including ophthalmic manifestations that can significantly impact a patient’s visual health and quality of life. Patient concerns: We present the case of a 12-year-old boy diagnosed with Cohen syndrome who exhibited retinal degeneration and macular edema but could not express ophthalmic symptoms due to a developmental disability. Diagnoses: The patient was diagnosed with Cohen syndrome by a heterozygous mutation in the VPS13B gene by whole exome sequencing and referred to ophthalmology for an ophthalmic examination. Intervention: Ophthalmologic tests, including visual acuity, intraocular pressure, slit lamp examination, fundus photography, and optical coherence tomography, were performed. Outcomes: Visual acuity and intraocular pressure were not measured due to poor cooperation, and no abnormal findings were observed on the slit lamp examination. However, peripheral retinal degeneration was observed in the fundus examination, and cystoid macular edema was observed in both eyes on optical coherence tomography. Lessons: Regular ophthalmologic examination is important for patients with Cohen syndrome, especially those with developmental disabilities who may not be able to express their symptoms. Clinicians should be aware of the potential ophthalmologic manifestations of Cohen syndrome and the importance of timely diagnosis and management.

15 December 2020 in Journal of the Korean Ophthalmological Society
Verified
Journal Article
Open access
PDF file
SCSang Il Cho
Sang Il Cho
JKJoonhyung Kim
Joonhyung Kim
NCNam Chun Cho
Nam Chun Cho