1.Super‑resolution deep learning image reconstruction: image quality and myocardial homogeneity in coronary computed tomography angiography
Chuluunbaatar OTGONBAATAR ; Hyunjung KIM ; Pil‑Hyun JEON ; Sang‑Hyun JEON ; Sung‑Jin CHA ; Jae‑Kyun RYU ; Won Beom JUNG ; Hackjoon SHIM ; Sung Min KO
Journal of Cardiovascular Imaging 2024;32(1):30-
Background:
The recently introduced super-resolution (SR) deep learning image reconstruction (DLR) is potentially effective in reducing noise level and enhancing the spatial resolution. We aimed to investigate whether SR-DLR has advantages in the overall image quality and intensity homogeneity on coronary computed tomography (CT) angiography with four different approaches: filtered-back projection (FBP), hybrid iterative reconstruction (IR), DLR, and SR-DLR.
Methods:
Sixty-three patients (mean age, 61 ± 11 years; range, 18–81 years; 40 men) who had undergone coronary CT angiography between June and October 2022 were retrospectively included. Image noise, signal to noise ratio, and contrast to noise ratio were quantified in both proximal and distal segments of the major coronary arteries. The left ventricle myocardium contrast homogeneity was analyzed. Two independent reviewers scored overall image quality, image noise, image sharpness, and myocardial homogeneity.
Results:
Image noise in Hounsfield units (HU) was significantly lower (P < 0.001) for the SR-DLR (11.2 ± 2.0 HU) compared to those associated with other image reconstruction methods including FBP (30.5 ± 10.5 HU), hybrid IR (20.0 ± 5.4 HU), and DLR (14.2 ± 2.5 HU) in both proximal and distal segments. SR-DLR significantly improved signal to noise ratio and contrast to noise ratio in both the proximal and distal segments of the major coronary arteries.No significant difference was observed in the myocardial CT attenuation with SR-DLR among different segments of the left ventricle myocardium (P = 0.345). Conversely, FBP and hybrid IR resulted in inhomogeneous myocardial CT attenuation (P < 0.001). Two reviewers graded subjective image quality with SR-DLR higher than other image recon‑ struction techniques (P < 0.001).
Conclusions
SR-DLR improved image quality, demonstrated clearer delineation of distal segments of coronary arter‑ ies, and was seemingly accurate for quantifying CT attenuation in the myocardium.
2.Super‑resolution deep learning image reconstruction: image quality and myocardial homogeneity in coronary computed tomography angiography
Chuluunbaatar OTGONBAATAR ; Hyunjung KIM ; Pil‑Hyun JEON ; Sang‑Hyun JEON ; Sung‑Jin CHA ; Jae‑Kyun RYU ; Won Beom JUNG ; Hackjoon SHIM ; Sung Min KO
Journal of Cardiovascular Imaging 2024;32(1):30-
Background:
The recently introduced super-resolution (SR) deep learning image reconstruction (DLR) is potentially effective in reducing noise level and enhancing the spatial resolution. We aimed to investigate whether SR-DLR has advantages in the overall image quality and intensity homogeneity on coronary computed tomography (CT) angiography with four different approaches: filtered-back projection (FBP), hybrid iterative reconstruction (IR), DLR, and SR-DLR.
Methods:
Sixty-three patients (mean age, 61 ± 11 years; range, 18–81 years; 40 men) who had undergone coronary CT angiography between June and October 2022 were retrospectively included. Image noise, signal to noise ratio, and contrast to noise ratio were quantified in both proximal and distal segments of the major coronary arteries. The left ventricle myocardium contrast homogeneity was analyzed. Two independent reviewers scored overall image quality, image noise, image sharpness, and myocardial homogeneity.
Results:
Image noise in Hounsfield units (HU) was significantly lower (P < 0.001) for the SR-DLR (11.2 ± 2.0 HU) compared to those associated with other image reconstruction methods including FBP (30.5 ± 10.5 HU), hybrid IR (20.0 ± 5.4 HU), and DLR (14.2 ± 2.5 HU) in both proximal and distal segments. SR-DLR significantly improved signal to noise ratio and contrast to noise ratio in both the proximal and distal segments of the major coronary arteries.No significant difference was observed in the myocardial CT attenuation with SR-DLR among different segments of the left ventricle myocardium (P = 0.345). Conversely, FBP and hybrid IR resulted in inhomogeneous myocardial CT attenuation (P < 0.001). Two reviewers graded subjective image quality with SR-DLR higher than other image recon‑ struction techniques (P < 0.001).
Conclusions
SR-DLR improved image quality, demonstrated clearer delineation of distal segments of coronary arter‑ ies, and was seemingly accurate for quantifying CT attenuation in the myocardium.
3.Super‑resolution deep learning image reconstruction: image quality and myocardial homogeneity in coronary computed tomography angiography
Chuluunbaatar OTGONBAATAR ; Hyunjung KIM ; Pil‑Hyun JEON ; Sang‑Hyun JEON ; Sung‑Jin CHA ; Jae‑Kyun RYU ; Won Beom JUNG ; Hackjoon SHIM ; Sung Min KO
Journal of Cardiovascular Imaging 2024;32(1):30-
Background:
The recently introduced super-resolution (SR) deep learning image reconstruction (DLR) is potentially effective in reducing noise level and enhancing the spatial resolution. We aimed to investigate whether SR-DLR has advantages in the overall image quality and intensity homogeneity on coronary computed tomography (CT) angiography with four different approaches: filtered-back projection (FBP), hybrid iterative reconstruction (IR), DLR, and SR-DLR.
Methods:
Sixty-three patients (mean age, 61 ± 11 years; range, 18–81 years; 40 men) who had undergone coronary CT angiography between June and October 2022 were retrospectively included. Image noise, signal to noise ratio, and contrast to noise ratio were quantified in both proximal and distal segments of the major coronary arteries. The left ventricle myocardium contrast homogeneity was analyzed. Two independent reviewers scored overall image quality, image noise, image sharpness, and myocardial homogeneity.
Results:
Image noise in Hounsfield units (HU) was significantly lower (P < 0.001) for the SR-DLR (11.2 ± 2.0 HU) compared to those associated with other image reconstruction methods including FBP (30.5 ± 10.5 HU), hybrid IR (20.0 ± 5.4 HU), and DLR (14.2 ± 2.5 HU) in both proximal and distal segments. SR-DLR significantly improved signal to noise ratio and contrast to noise ratio in both the proximal and distal segments of the major coronary arteries.No significant difference was observed in the myocardial CT attenuation with SR-DLR among different segments of the left ventricle myocardium (P = 0.345). Conversely, FBP and hybrid IR resulted in inhomogeneous myocardial CT attenuation (P < 0.001). Two reviewers graded subjective image quality with SR-DLR higher than other image recon‑ struction techniques (P < 0.001).
Conclusions
SR-DLR improved image quality, demonstrated clearer delineation of distal segments of coronary arter‑ ies, and was seemingly accurate for quantifying CT attenuation in the myocardium.
4.Improvement in Image Quality and Visibility of Coronary Arteries, Stents, and Valve Structures on CT Angiography by Deep Learning Reconstruction
Chuluunbaatar OTGONBAATAR ; Jae-Kyun RYU ; Jaemin SHIN ; Ji Young WOO ; Jung Wook SEO ; Hackjoon SHIM ; Dae Hyun HWANG
Korean Journal of Radiology 2022;23(11):1044-1054
Objective:
This study aimed to investigate whether a deep learning reconstruction (DLR) method improves the image quality, stent evaluation, and visibility of the valve apparatus in coronary computed tomography angiography (CCTA) when compared with filtered back projection (FBP) and hybrid iterative reconstruction (IR) methods.
Materials and Methods:
CCTA images of 51 patients (mean age ± standard deviation [SD], 63.9 ± 9.8 years, 36 male) who underwent examination at a single institution were reconstructed using DLR, FBP, and hybrid IR methods and reviewed.CT attenuation, image noise, signal-to-noise ratio (SNR), contrast-to-noise ratio (CNR), and stent evaluation, including 10%– 90% edge rise slope (ERS) and 10%–90% edge rise distance (ERD), were measured. Quantitative data are summarized as the mean ± SD. The subjective visual scores (1 for worst -5 for best) of the images were obtained for the following: overall image quality, image noise, and appearance of stent, vessel, and aortic and tricuspid valve apparatus (annulus, leaflets, papillary muscles, and chordae tendineae). These parameters were compared between the DLR, FBP, and hybrid IR methods.
Results:
DLR provided higher Hounsfield unit (HU) values in the aorta and similar attenuation in the fat and muscle compared with FBP and hybrid IR. The image noise in HU was significantly lower in DLR (12.6 ± 2.2) than in hybrid IR (24.2 ± 3.0) and FBP (54.2 ± 9.5) (p < 0.001). The SNR and CNR were significantly higher in the DLR group than in the FBP and hybrid IR groups (p < 0.001). In the coronary stent, the mean value of ERS was significantly higher in DLR (1260.4 ± 242.5 HU/mm) than that of FBP (801.9 ± 170.7 HU/mm) and hybrid IR (641.9 ± 112.0 HU/mm). The mean value of ERD was measured as 0.8 ± 0.1 mm for DLR while it was 1.1 ± 0.2 mm for FBP and 1.1 ± 0.2 mm for hybrid IR. The subjective visual scores were higher in the DLR than in the images reconstructed with FBP and hybrid IR.
Conclusion
DLR reconstruction provided better images than FBP and hybrid IR reconstruction.
5.Risk of Subsequent Events in Patients With Minor Ischemic Stroke or HighRisk Transient Ischemic Attack
Keon-Joo LEE ; Dong Woo SHIN ; Hong-Kyun PARK ; Beom Joon KIM ; Jong-Moo PARK ; Kyusik KANG ; Tai Hwan PARK ; Kyung Bok LEE ; Keun-Sik HONG ; Yong-Jin CHO ; Dong-Eog KIM ; Wi-Sun RYU ; Byung-Chul LEE ; Kyung-Ho YU ; Mi-Sun OH ; Soo Joo LEE ; Jae Guk KIM ; Jun LEE ; Jae-Kwan CHA ; Dae-Hyun KIM ; Joon-Tae KIM ; Kang-Ho CHOI ; Jay Chol CHOI ; Eva LESÉN ; Jonatan HEDBERG ; Amarjeet TANK ; Edmond G. FITA ; Ji Eun SONG ; Ji Sung LEE ; Juneyoung LEE ; Hee-Joon BAE ;
Journal of Korean Medical Science 2022;37(33):e254-
This study aimed to present the prognosis after minor acute ischemic stroke (AIS) or transient ischemic attack (TIA), using a definition of subsequent stroke in accordance with recent clinical trials. In total, 9,506 patients with minor AIS (National Institutes of Health Stroke Scale ≤ 5) or high-risk TIA (acute lesions or ≥ 50% cerebral artery steno-occlusion) admitted between November 2010 and October 2013 were included. The primary outcome was the composite of stroke (progression of initial event or a subsequent event) and all-cause mortality. The cumulative incidence of stroke or death was 11.2% at 1 month, 13.3% at 3 months and 16.7% at 1 year. Incidence rate of stroke or death in the first month was 12.5 per 100 person-months: highest in patients with large artery atherosclerosis (17.0). The risk of subsequent events shortly after a minor AIS or high-risk TIA was substantial, particularly in patients with large artery atherosclerosis.
6.Golden Hour Thrombolysis in Acute Ischemic Stroke: The Changing Pattern in South Korea
Hyunsoo KIM ; Joon-Tae KIM ; Ji Sung LEE ; Beom Joon KIM ; Jong-Moo PARK ; Kyusik KANG ; Soo Joo LEE ; Jae Guk KIM ; Jae-Kwan CHA ; Dae-Hyun KIM ; Tai Hwan PARK ; Sang-Soon PARK ; Kyung Bok LEE ; Jun LEE ; Keun-Sik HONG ; Yong-Jin CHO ; Hong-Kyun PARK ; Byung-Chul LEE ; Kyung-Ho YU ; Mi Sun OH ; Dong-Eog KIM ; Wi-Sun RYU ; Jay Chol CHOI ; Jee-Hyun KWON ; Wook-Joo KIM ; Dong-Ick SHIN ; Sung Il SOHN ; Jeong-Ho HONG ; Man-Seok PARK ; Kang-Ho CHOI ; Ki-Hyun CHO ; Juneyoung LEE ; Hee-Joon BAE
Journal of Stroke 2021;23(1):135-138
7.Appropriateness of Korean Triage and Acuity Scale-based triage system for dizziness without neurologic symptoms
Seung Woo SON ; Mun Ki MIN ; Ji Ho RYU ; Daesup LEE ; Min Jee LEE ; Mose CHUN ; Tae Gyu HYUN ; Il Jae WANG ; Sang Kyun HAN
Journal of the Korean Society of Emergency Medicine 2021;32(1):69-76
Objective:
This study aimed to identify the appropriateness of the Korean Triage and Acuity Scale (KTAS) for dizziness without neurological symptoms, which was level 3.
Methods:
Using the registry of the National Emergency Department Information System (NEDIS), data regarding consecutive emergency patients from January 2016 to July 2018, who were aged 15 years and older, were reviewed retrospectively. The data were classified using KTAS and Dizziness KTAS level 3 were compared with non-dizziness KTAS level 3 including age, total admission rate, intensive care unit (ICU) admission rate, discharge rate, hospital cost, and length of stay in the emergency department (length of stay [LOS]).
Results:
Of the 76,153 emergency patients, 345 (0.5%) had a KTAS level 1, 4,593 (6.0%) had a KTAS level 2, 21,561 (28.3%) had a KTAS level 3, 45,390 (59.6%) had a KTAS level 4, and 4,264 (5.6%) had a KTAS level 5. As the patient’s triage score decreased, the total admission rate, ICU admission rate, hospital cost, and LOS decreased. Patients discharged to home also had the same result. Dizziness KTAS level 3 had a significantly lower rate of total admission (23% vs. 56.2%, P<0.001) and ICU admission (0.9% vs. 6.2%, P<0.001) compared with non-dizziness KTAS level 3. On the other hand, the hospital cost and LOS were higher when patients were discharged to their home. The predictors of the admission rate of dizziness KTAS level 3 were the transportation method using a private ambulance service and older age, but older age was only slightly associated.
Conclusion
This study showed that KTAS level 3 for dizziness needs to be adjusted because of lower severity than other level 3. Old age and the transportation method should be considered factors.
8.Guidelines for the Management of Unilateral Vocal Fold Paralysis From the Korean Society of Laryngology, Phoniatrics and Logopedics
; ; Chang Hwan RYU ; Tack-Kyun KWON ; Heejin KIM ; Han Su KIM ; Il-Seok PARK ; Joo Hyun WOO ; Sang-Hyuk LEE ; Seung Won LEE ; Jae-Yol LIM ; Seong-Tae KIM ; Sung-Min JIN ; Seung Ho CHOI
Clinical and Experimental Otorhinolaryngology 2020;13(4):340-360
The Korean Society of Laryngology, Phoniatrics and Logopedics appointed a task force to establish clinical practice guidelines for the management of unilateral vocal fold paralysis (UVFP). These guidelines cover a comprehensive range of management-related factors, including the diagnosis and treatment of UVFP, and provide in-depth information based on current, up-to-date knowledge. Detailed evidence profiles are provided for each recommendation. The CORE databases, including OVID Medline, Embase, the Cochrane Library, and KoreaMed, were searched to identify all relevant papers, using a predefined search strategy. When insufficient evidence existed, expert opinions and Delphi questionnaires were used to fill the evidence gap. The committee developed 16 evidence-based recommendations in six categories: initial evaluation (R1–4), spontaneous recovery (R5), medical treatment (R6), surgical treatment (R7–14), voice therapy (R15), and aspiration prevention (R16). The goal of these guidelines is to assist general otolaryngologists and speech-language pathologists who are primarily responsible for treating patients with UVFP. These guidelines are also intended to facilitate understanding of the condition among other health-care providers, including primary care physicians, nurses, and policy-makers.
9.Estimation of Acute Infarct Volume with Reference Maps: A Simple Visual Tool for Decision Making in Thrombectomy Cases
Dong Eog KIM ; Wi Sun RYU ; Dawid SCHELLINGERHOUT ; Han‐Gil JEONG ; Paul KIM ; Sang Wuk JEONG ; Man Seok PARK ; Kang Ho CHOI ; Joon Tae KIM ; Beom Joon KIM ; Moon Ku HAN ; Jun LEE ; Jae Kwan CHA ; Dae Hyun KIM ; Hyun Wook NAH ; Soo Joo LEE ; Jae Guk KIM ; Keun Sik HONG ; Yong Jin CHO ; Hong Kyun PARK ; Byung Chul LEE ; Kyung Ho YU ; Mi Sun OH ; Jong Moo PARK ; Kyusik KANG ; Kyung Bok LEE ; Tai Hwan PARK ; Sang Soon PARK ; Yong Seok LEE ; Hee Joon BAE
Journal of Stroke 2019;21(1):69-77
BACKGROUND AND PURPOSE: Thrombectomy within 24 hours can improve outcomes in selected patients with a clinical-infarct mismatch. We devised an easy-to-use visual estimation tool that allows infarct volume estimation in centers with limited resources. METHODS: We identified 1,031 patients with cardioembolic or large-artery atherosclerosis infarction on diffusion-weighted images (DWIs) obtained before recanalization therapy and within 24 hours of onset, and occlusion of the internal carotid or middle cerebral artery. Acute DWIs were mapped onto a standard template and used to create visual reference maps with known lesion volumes, which were then used in a validation study (with 130 cases) against software estimates of infarct volume. RESULTS: The DWI reference map chart comprises 144 maps corresponding to 12 different infarct volumes (0.5, 1, 2, 3, 5, 7, 9, 11, 13, 15, 17, and 19 mL) in each of 12 template slices (Montreal Neurological Institute z-axis –15 to 51 mm). Infarct volume in a patient is estimated by selecting a slice with a similar infarct size at the corresponding z-axis level on the reference maps and then adding up over all slices. The method yielded good correlations to software volumetrics and was easily learned by both experienced and junior physicians, with approximately 1 to 2 minutes spent per case. The sensitivity, specificity, and accuracy for detecting threshold infarct volumes ( < 21, < 31, and < 51 mL) were very high (all about >90%). CONCLUSIONS: We developed easy-to-use reference maps that allow prompt and reliable visual estimation of infarct volumes for triaging patients to thrombectomy in acute stroke.
Atherosclerosis
;
Cerebral Infarction
;
Decision Making
;
Diffusion Magnetic Resonance Imaging
;
Humans
;
Infarction
;
Medical Staff, Hospital
;
Methods
;
Middle Cerebral Artery
;
Sensitivity and Specificity
;
Stroke
;
Thrombectomy
10.Relation of Enteric α-Synuclein to Gastrointestinal Dysfunction in Patients With Parkinson's Disease and in Neurologically Intact Subjects
Hyo Jeong LEE ; Kee Wook JUNG ; Sun Ju CHUNG ; Seung Mo HONG ; Juyeon KIM ; Jeong Hoon LEE ; Sung Wook HWANG ; Ho Sung RYU ; Mi Jung KIM ; Ho Su LEE ; Myeongsook SEO ; Sang Hyoung PARK ; Dong Hoon YANG ; Byong Duk YE ; Jeong Sik BYEON ; Jaewon CHOE ; Hwoon Yong JUNG ; Suk Kyun YANG ; Seung Jae MYUNG
Journal of Neurogastroenterology and Motility 2018;24(3):469-478
BACKGROUND/AIMS: α-Synucleinopathy in the brain is the neuropathological hallmark of Parkinson’s disease (PD). However, the functional impact of α-synucleinopathy in the enteric nervous system remains unknown. We aim to evaluate the association between gastrointestinal (GI) dysfunction and α-synuclein (αSYN) pathology in the stomach and colon of PD patients and controls, as well as to investigate the association between the αSYN pathology in GI tract and future PD risk. METHODS: A total of 35 PD patients and 52 neurologically intact subjects were enrolled in this study. Endoscopic biopsies were performed, and then immunohistochemical staining for αSYN was performed. All subjects completed the validated Rome III questionnaire for the assessment of GI symptoms. The association between GI symptoms and the αSYN pathology in GI mucosa was evaluated. Incident PD cases were assessed during a median follow-up of 46 months. RESULTS: The proportion of self-reported constipation and functional constipation through the Rome III questionnaire was significantly higher in PD patients than in controls (P < 0.001 and P = 0.015). However, no significant association was found between the αSYN pathology in the stomach and colon mucosa and constipation, as well as other GI symptoms including dyspepsia symptoms and abdominal discomfort or pain, regardless of the presence or absence of clinical PD (P > 0.05). No incident PD cases were diagnosed during study period. CONCLUSIONS: Our present study suggests that the deposition of αSYN in the mucosal enteric nervous system may not be reflected by functional impairment of the affected segment of the gut.
Biopsy
;
Brain
;
Colon
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Constipation
;
Dyspepsia
;
Enteric Nervous System
;
Follow-Up Studies
;
Gastrointestinal Tract
;
Humans
;
Mucous Membrane
;
Parkinson Disease
;
Pathology
;
Stomach

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