1.A Multimodal Ensemble Deep Learning Model for Functional Outcome Prognosis of Stroke Patients
Hye-Soo JUNG ; Eun-Jae LEE ; Dae-Il CHANG ; Han Jin CHO ; Jun LEE ; Jae-Kwan CHA ; Man-Seok PARK ; Kyung Ho YU ; Jin-Man JUNG ; Seong Hwan AHN ; Dong-Eog KIM ; Ju Hun LEE ; Keun-Sik HONG ; Sung-Il SOHN ; Kyung-Pil PARK ; Sun U. KWON ; Jong S. KIM ; Jun Young CHANG ; Bum Joon KIM ; Dong-Wha KANG ;
Journal of Stroke 2024;26(2):312-320
Background:
and Purpose The accurate prediction of functional outcomes in patients with acute ischemic stroke (AIS) is crucial for informed clinical decision-making and optimal resource utilization. As such, this study aimed to construct an ensemble deep learning model that integrates multimodal imaging and clinical data to predict the 90-day functional outcomes after AIS.
Methods:
We used data from the Korean Stroke Neuroimaging Initiative database, a prospective multicenter stroke registry to construct an ensemble model integrated individual 3D convolutional neural networks for diffusion-weighted imaging and fluid-attenuated inversion recovery (FLAIR), along with a deep neural network for clinical data, to predict 90-day functional independence after AIS using a modified Rankin Scale (mRS) of 3–6. To evaluate the performance of the ensemble model, we compared the area under the curve (AUC) of the proposed method with that of individual models trained on each modality to identify patients with AIS with an mRS score of 3–6.
Results:
Of the 2,606 patients with AIS, 993 (38.1%) achieved an mRS score of 3–6 at 90 days post-stroke. Our model achieved AUC values of 0.830 (standard cross-validation [CV]) and 0.779 (time-based CV), which significantly outperformed the other models relying on single modalities: b-value of 1,000 s/mm2 (P<0.001), apparent diffusion coefficient map (P<0.001), FLAIR (P<0.001), and clinical data (P=0.004).
Conclusion
The integration of multimodal imaging and clinical data resulted in superior prediction of the 90-day functional outcomes in AIS patients compared to the use of a single data modality.
2.Clinical guideline for 9-valent HPV vaccine: Korean Society of Gynecologic Oncology Guideline
Kyung Jin MIN ; Sang Hoon KWON ; Kidong KIM ; Sunghoon KIM ; Hyun Jung KIM ; Seok Ju SEONG ; Yong Jung SONG ; Keun Ho LEE ; Shin Wha LEE ; Jeong Won LEE ; Suk Joon CHANG ; Woong JU ; Young Tak KIM ; Jae Kwan LEE
Journal of Gynecologic Oncology 2019;30(2):e31-
In 2016, 9-valent human papillomavirus (HPV) vaccine has been newly introduced in Korea, thus the need to develop recommendations for the vaccine has raised. Until we decide to develop a guideline, no further studies on the bi-valent or quadri-valent HPV vaccine have been announced. We searched and reviewed the literatures focused on the efficacy of 9-valent HPV vaccine, the ideal age of 3-dose schedule vaccination, the efficacy of 9-valent HPV vaccine in middle-aged women, the efficacy of the 2-dose schedule vaccination, the safety of 9-valent HPV vaccine, the possibility of additional 9-valent HPV vaccination, and cross-vaccination of 9-valent HPV vaccine. So, Korean Society of Gynecologic Oncology (KSGO) developed a guideline only for 9-valent HPV vaccine.
Appointments and Schedules
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Female
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Humans
;
Korea
;
Male
;
Papillomavirus Vaccines
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Vaccination
3.Clinical Outcomes in Patients with Intermediate Coronary Stenoses: MINIATURE Investigators (Korea MultIceNter TrIal on Long-Term Clinical Outcome According to the Plaque Burden and Treatment Strategy in Lesions with MinimUm Lumen ARea lEss Than 4 mm2 Usin.
Young Joon HONG ; Yun Ha CHOI ; Soo Young PARK ; Chang Wook NAM ; Jang Hyun CHO ; Won Yu KANG ; Sang Rok LEE ; Sung Yun LEE ; Sang Wook KIM ; Sang Yeob LIM ; Kyung Ho YUN ; Jung Sun KIM ; Jin Won KIM ; Woong Chol KANG ; Ki Seok KIM ; Jin Ho CHOI ; Joong Wha CHUNG ; Soo Joong KIM ; Youngkeun AHN ; Myung Ho JEONG
Korean Circulation Journal 2014;44(3):148-155
BACKGROUND AND OBJECTIVES: We evaluated the two-year clinical outcomes in patients with angiographically intermediate lesions according to the plaque burden and treatment strategy. SUBJECTS AND METHODS: We prospectively enrolled patients with angiographically intermediate lesions (diameter stenosis 30-70%) with an intravascular ultrasound (IVUS) minimum lumen area (MLA) <4 mm2 with 50-70% plaque burden of 16 Korean percutaneous coronary intervention centers. Patients were divided into medical therapy group (n=85) and zotarolimus-eluting stent group (ZES; Resolute) group (n=74). We evaluated the incidences of two-year major adverse cardiovascular events (MACE). RESULTS: A two-year clinical follow-up was completed in 143 patients and MACE occurred in 12 patients. There were no significant differences in the incidences of death (1.3% vs. 3.0%, p=0.471), target vessel-related non-fatal myocardial infarction (0.0% vs. 0.0%, p=1.000) and target vessel revascularizations (7.8% vs. 4.5%, p=0.425) between medical and ZES groups. Independent predictors of two-year MACE included acute myocardial infarction {odds ratio (OR)=2.87; 95% confidence interval (CI) 1.43-6.12, p=0.014}, diabetes mellitus (OR=2.46; 95% CI 1.24-5.56, p=0.028) and non-statin therapy (OR=2.32; 95% CI 1.18-5.24, p=0.034). CONCLUSION: Medical therapy shows comparable results with ZES, and myocardial infarction, diabetes mellitus and non-statin therapy were associated with the occurrence of two-year MACE in patients with intermediate lesion with IVUS MLA <4 mm2 with 50-70% of plaque burden.
Constriction, Pathologic
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Coronary Artery Disease
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Coronary Stenosis*
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Diabetes Mellitus
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Follow-Up Studies
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Humans
;
Incidence
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Myocardial Infarction
;
Percutaneous Coronary Intervention
;
Plaque, Atherosclerotic
;
Prospective Studies
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Research Personnel*
;
Stents
;
Ultrasonography
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Ultrasonography, Interventional
4.A Case of Early Gastric Cancer with Solitary Metastasis to the Pleura.
Eun Jung HWANG ; Jae Young JANG ; Yun Wha KIM ; Seok Ho DONG ; Hyo Jong KIM ; Byung Ho KIM ; Young Woon CHANG
Clinical Endoscopy 2013;46(6):666-670
The incidence of early gastric cancer (EGC) has increased to >50% in Korea owing to a higher detection rate caused by rapid advances in diagnostic instrumentation. EGC with distant metastasis has been rarely reported. Here, we report the case of a 76-year-old woman in whom general EGC was initially diagnosed by endoscopy and endoscopic ultrasonography. She subsequently underwent endoscopic submucosal dissection (ESD). Histological examination of the ESD specimen revealed that neoplastic cells were located predominantly in the submucosal layer and submucosal lymphatic channels. Metastatic cancer cells were also found in the pleural effusion. After conducting all analyses, including immunohistochemical staining, we concluded that the patient had primary EGC with pleural metastasis.
Aged
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Endoscopy
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Endosonography
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Female
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Humans
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Incidence
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Korea
;
Lymphatic Metastasis
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Neoplasm Metastasis*
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Pleura*
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Pleural Effusion
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Stomach Neoplasms*
5.Identification of a Novel Mutation in the MCCC2 Gene of a Korean Patient with 3-Methylcrotonyl-CoA Carboxylase Deficiency.
Byung Chul KIM ; Dong Hwan LEE ; Chang Seok KI ; Hyung Doo PARK ; Tae Youn CHOI ; Jeong Won SHIN ; Yong Wha LEE
Laboratory Medicine Online 2011;1(2):115-119
3-methylcrotonyl-CoA carboxylase deficiency is an autosomal recessive disorder characterized by a defect in leucine catabolism. We report the case of an 80-day-old patient with 3-methylcrotonyl-CoA carboxylase deficiency who had elevated levels of 3-hydroxyisovalerylcarnitine (45.56 micromol/L; reference range, <0.65 micromol/L), which was detected using tandem mass spectrometry during newborn screening, and elevated levels of 3-hydroxyisovaleric acid (375.75 mmol/mol Cr) and 3-methylcrotonylglycine (502.36 mmol/mol Cr ), which were detected in urine organic acid analysis. We performed direct sequence analysis of all the exons of the MCCC1 and MCCC2 genes. No mutations were detected in the direct sequence analysis of MCCC1. However sequencing of the MCCC2 gene revealed a mutation caused by a heterozygous G to C transversion [c.313G>C (p.Gly105Arg)] at nucleotide position 313 and a mutation caused by a heterozygous A to T transversion [c.1252A>T (p.lle418Phe)] at nucleotide position 1252. Identification of these 2 novel MCCC2 gene mutations in our patient suggested that analysis of the MCCC1 and MCCC2 genes might prove useful in the diagnosis of 3-methylcrotonyl-CoA carboxylase deficiency.
Carnitine
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Exons
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Glycine
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Humans
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Infant, Newborn
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Leucine
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Mass Screening
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Reference Values
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Sequence Analysis
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Tandem Mass Spectrometry
;
Valerates
6.Clinical, Biochemical and Genetic Analyses in Two Korean Patients with Medium-chain Acyl-CoA Dehydrogenase Deficiency.
Hye In WOO ; Hyung Doo PARK ; Yong Wha LEE ; Dong Hwan LEE ; Chang Seok KI ; Soo Youn LEE ; Jong Won KIM
The Korean Journal of Laboratory Medicine 2011;31(1):54-60
Medium-chain acyl-CoA dehydrogenase deficiency (MCADD) is an autosomal recessive hereditary metabolic disorder of mitochondrial fatty acid beta-oxidation. It is characterized by hypoketotic hypoglycemia, hyperammonemia, seizure, coma, and sudden infant death syndrome-like illness. The most frequently isolated mutation in the acyl-CoA dehydrogenase, medium-chain (ACADM) gene of Caucasian patients with MCADD is c.985A>G, but ethnic variations exist in the frequency of this mutation. Here, we describe 2 Korean pediatric cases of MCADD, which was detected during newborn screening by tandem mass spectrometry and confirmed by molecular analysis. The levels of medium-chain acylcarnitines, including octanoylcarnitine (C8), hexanoylcarnitine (C6), and decanoylcarnitine (C10), were typically elevated. Molecular studies revealed that Patient 1 was a compound heterozygote for c.449_452delCTGA (p.Thr150ArgfsX4) and c.461T>G (p.L154W) mutations, and Patient 2 was a compound heterozygote for c.449_452delCTGA (p.Thr150ArgfsX4) and c.1189T>A (p.Y397N) mutations. We detected asymptomatic patients with MCADD by using a newborn screening test and confirmed it by ACADM mutation analysis. This report presents evidence of the biochemical and molecular features of MCADD in Korean patients and, to the best of our knowledge, this is the first report of the c.461T>G mutation in the ACADM gene.
Acyl-CoA Dehydrogenase/chemistry/deficiency/genetics
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Asian Continental Ancestry Group/*genetics
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Base Sequence
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Biological Markers/blood
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Carnitine/analogs & derivatives/blood
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DNA Mutational Analysis
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Exons
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Female
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Gene Deletion
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Heterozygote
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Humans
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Infant, Newborn
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Lipid Metabolism, Inborn Errors/diagnosis/genetics
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Male
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Mutation
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Neonatal Screening
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Republic of Korea
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Tandem Mass Spectrometry
7.Identification of a Novel Splicing Mutation in the ARSA Gene in a Patient with Late-infantile Form of Metachromatic Leukodystrophy.
Dong Hee KANG ; Dong Hwan LEE ; Yong Hee HONG ; Seung Tae LEE ; Byung Ryul JEON ; You Kyoung LEE ; Chang Seok KI ; Yong Wha LEE
The Korean Journal of Laboratory Medicine 2010;30(5):516-520
Metachromatic leukodystrophy (MLD; MIM 250100), a severe neurodegenerative disorder inherited as an autosomal recessive trait, is caused by mutations in the arylsulfatase A (ARSA) gene. Although several germ line ARSA mutations have been identified in patients with MLD of various ethnic backgrounds elsewhere in the world, no genetically confirmed cases of MLD have been reported in Korea. Recently, we identified a mutation in the ARSA gene of a Korean male with MLD. A male infant with late-infantile form of MLD had been admitted to our hospital for further examination. His neuromuscular symptoms, which included inability to walk at the age of 12 months, gradually worsened, even after allograft bone marrow transplantation; he died at the age of 9 yr. His elder brother had also been diagnosed with MLD. To confirm the presence of a genetic abnormality, all the coding exons of the ARSA gene and the flanking introns were amplified by PCR. A molecular analysis of the ARSA gene revealed both a novel heterozygous splicing mutation (c.1101+1G>T) in intron 6 and a heterozygous missense mutation in exon 2 (c.296G>A; Gly99Asp). The patient's elder brother who had MLD is believed to have had the same mutation, which may be correlated with a rapidly deteriorating clinical course. This study identified a novel mutation in the ARSA gene, related to a late-infantile form of MLD with a lethal clinical course and suggested that molecular diagnosis of patients may be useful in early diagnosis and for deciding intervention measures for their family members.
Cerebroside-Sulfatase/*genetics
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Exons
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Heterozygote
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Humans
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Infant
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Introns
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Leukodystrophy, Metachromatic/diagnosis/*genetics
;
Magnetic Resonance Imaging
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Male
;
*Mutation
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Mutation, Missense
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*RNA Splicing
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RNA, Messenger/genetics
8.Clinical Characteristics and ALB Gene Mutation Analysis of Korean Patients with Bisalbuminemia.
Yong Hyun KIM ; Yong Wha LEE ; Byung Ryul JEON ; You Kyoung LEE ; Hee Bong SHIN ; Dong Hee KANG ; Sung Kyu PARK ; Dae Sik HONG ; Seung Tae LEE ; Jong Won KIM ; Chang Seok KI
The Korean Journal of Laboratory Medicine 2010;30(3):307-311
BACKGROUND: Bisalbuminemia is a hereditary or an acquired condition characterized by the presence of 2 albumin variants with different mobilities on serum protein electrophoresis (SPE). The clinical significance of bisalbuminemia has not been clearly established. However, some regions of the albumin variant may affect the biochemical analysis of biomolecules such as steroid or thyroid hormones by altering their albumin-binding affinities. In this study, we analyzed the clinical manifestations, genetic variations, and the albumin-binding characteristics in Korean patients with bisalbuminemia. METHODS: We performed SPE for samples from 580 Korean subjects and identified bisalbuminemia on the basis of the results of SPE. The clinical and biochemical characteristics, ALB gene mutations, and the structures of the albumin variants of patients with bisalbuminemia were analyzed. RESULTS: SPE showed bisalbuminemia in 2 patients. One patient showed a genetic variation known as Nagasaki-1 (Asp293Gly) and the other showed a hitherto unreported missense mutation (c.593A>T; Lys198Ile). In both cases, the serum concentrations of the substances with binding affinity for albumin were not affected, and the mutation sites of the albumin were not located with the protein-binding loci. CONCLUSIONS: The 2 Korean patients with bisalbuminemia showed genetic variations, including a novel missense mutation. The ALB gene analysis with 3D modeling is useful for determining the nature of bisalbuminemia and for predicting the effects on the albumin-binding affinity of other biochemical compounds.
Aged
;
Amino Acid Substitution
;
Asian Continental Ancestry Group/*genetics
;
Blood Protein Disorders/diagnosis/*genetics
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Female
;
Humans
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Male
;
Middle Aged
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Mutation, Missense
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Point Mutation
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Protein Binding
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Protein Structure, Tertiary
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Republic of Korea
;
Serum Albumin/*genetics
9.Current Trends in the Epidemiological and Pathological Characteristics of Gastrointestinal Stromal Tumors in Korea, 2003-2004.
Mee Yon CHO ; Jin Hee SOHN ; Joon Mee KIM ; Kyoung Mee KIM ; Young Su PARK ; Woo Ho KIM ; Jin Sook JUNG ; Eun Sun JUNG ; So Young JIN ; Dae Young KANG ; Jae Bok PARK ; Ho Sung PARK ; You Duck CHOI ; Sun Hee SUNG ; Young Bae KIM ; Hogeun KIM ; Young Kyung BAE ; Miseon KANG ; Hee Jin CHANG ; Yang Seok CHAE ; Hee Eun LEE ; Do Youn PARK ; Youn Soo LEE ; Yun Kyung KANG ; Hye Kyung KIM ; Hee Kyung CHANG ; Soon Won HONG ; Young Hee CHOI ; Okran SHIN ; MiJin GU ; Youn Wha KIM ; Gwang Il KIM ; Sei Jin CHANG
Journal of Korean Medical Science 2010;25(6):853-862
Despite remarkable progress in understanding and treating gastrointestinal stromal tumors (GISTs) during the past two decades, the pathological characteristics of GISTs have not been made clear yet. Furthermore, concrete diagnostic criteria of malignant GISTs are still uncertain. We collected pathology reports of 1,227 GISTs from 38 hospitals in Korea between 2003 and 2004 and evaluated the efficacy of the NIH and AFIP classification schemes as well as the prognostic factors among pathologic findings. The incidence of GISTs in Korea is about 1.6 to 2.2 patients per 100,000. Extra-gastrointestinal GISTs (10.1%) are more common in Korea than in Western countries. In univariate analysis, gender, age, tumor location, size, mitosis, tumor necrosis, vascular and mucosal invasions, histologic type, CD34 and s-100 protein expression, and classifications by the NIH and AFIP criteria were found to be significantly correlated with patient's survival. However, the primary tumor location, stage and classification of the AFIP criteria were prognostically significant in predicting patient's survival in multivariate analysis. The GIST classification based on original tumor location, size, and mitosis is more efficient than the NIH criteria in predicting patient's survival, but the mechanism still needs to be clarified through future studies.
10.Added Value of Screening Low Dose Computed Tomography of the Chest for the Evaluation of Abdominal Solid Organs by Ultrasound in Physical Check-up Patients.
Chan Wha LEE ; Joon Il CHOI ; Min Ju KIM ; Jong Seok LEE ; Dae Chul JUNG ; Chang Yoon LEE ; Joo Hyuk LEE
Journal of the Korean Society of Medical Ultrasound 2010;29(2):97-104
PURPOSE: The purpose of this study was to assess the added value of screening low-dose computed tomography of the chest (LDCT) covering the abdomen in evaluating abdominal solid organs to the screening abdominal ultrasonography (US). MATERIALS AND METHODS: We prospectively enrolled a consecutive series of 393 physical check-up patients, who underwent screening abdominal US and LDCT of the chest from January to February, 2008. LDCT covered the lungs, liver, pancreas, gallbladder, spleen, and both kidneys. The 1st screening abdominal US were performed without information from the LDCT, and then abdominal images covered by LDCT were immediately evaluated. Then a 2nd US session was done with additional information from LDCT and US examination was focused to the findings of LDCT. Perpatient and per-lesion analyses were performed. RESULTS: In per-patient analysis, additional focal lesions were found in 20 patients (5.1%) for liver and 9 patients (2.3%) for kidneys in the 2nd US sessions. In per-lesion analysis, 154 and 73 focal lesions were found in liver and kidneys, respectively, in the 1st US sessions. On the 2nd US session, 186 and 86 lesions were found in liver and kidneys, respectively. 20.8% and 17.8% of focal lesions were additionally found on 2nd US session in liver and kidneys, respectively. Most (62.5%) of the additional lesions detected in liver were located in segment 7 and 8, the hepatic dome. CONCLUSION: Previewing LDCT of the chest and abdominal solid organs before performing screening abdominal US can enhance the diagnostic performance of US in physical check-up patients.
Abdomen
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Gallbladder
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Humans
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Kidney
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Liver
;
Lung
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Mass Screening
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Pancreas
;
Prospective Studies
;
Spleen
;
Thorax

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