• 한국정보처리학회:학술대회논문집
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• 한국정보처리학회 2023년도 추계학술발표대회
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• pp.632-633
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• 2023

Diabetic retinopathy (DR) is a prevalent complication of diabetes that can lead to vision impairment if not diagnosed and treated promptly. This study presents a novel approach for the automated grading of diabetic retinopathy in ultra-widefield fundus images (UFI) using deep learning techniques. We propose a method that involves preprocessing UFIs by cropping the central region to focus on the most relevant information. Subsequently, we employ state-of-the-art deep learning models, including ResNet50, EfficientNetB3, and Xception, to perform DR grade classification. Our extensive experiments reveal that Xception outperforms the other models in terms of classification accuracy, sensitivity, and specificity. his research contributes to the development of automated tools that can assist healthcare professionals in early DR detection and management, thereby reducing the risk of vision loss among diabetic patients.

• 한방안이비인후피부과학회지
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• 제31권2호
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• pp.152-159
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• 2018

Objectives : The aim of this study is to report the effect of Korean medicine treatment on diabetic retinopathy vitreous hemorrhage. Methods : A 66-year-old female who had diabetes for over 20 years showed vitreous hemorrhage of Grade 4 at initial visit. For about 2 months, acupuncture, moxibustion and herbal medicine treatment were performed. Prognosis was confirmed by funduscopic examination, automatic refractive examination and visual acuity test. Results : In the fundus photographs, we can observe the recovery of turbidity in Grade 4, which decreases to Grade 1, and the result of refraction in the right eye and visual acuity that was not measured when the turbidity is severe. Conclusions : This study was a case of a patient with diabetic retinopathy vitreous hemorrhage complaining of decreased visual acuity. Patients were given herbal medication, acupuncture and moxibustion. Through the funduscopic examination, the treatment effect on the absorption of vitreous hemorrhage was confirmed.

• Diabetes and Metabolism Journal
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• 제42권6호
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• pp.538-543
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• 2018

Globally, diabetic retinopathy (DR) is one of the leading causes of blindness, that diminishes quality of life. This study aimed to describe the prevalence of DR, and its associated risk factors. This cross-sectional study was carried out among 478 diabetic patients in a referral center in Fars province, Iran. The mean${\pm}$standard deviation age of the participants was $56.64{\pm}12.45$ years old and DR prevalence was 32.8%. In multivariable analysis, lower education levels (adjusted odds ratio [aOR], 0.43; 95% confidence interval [CI], 0.24 to 0.76), being overweight (aOR, 1.70; 95% CI, 1.02 to 2.83) or obese (aOR, 1.88; 95% CI, 1.09 to 3.26), diabetes duration of 10 to 20 years (aOR, 2.35; 95% CI, 1.48 to 3.73) and over 20 years (aOR, 5.63; 95% CI, 2.97 to 10.68), receiving insulin (aOR, 1.99; 95% CI, 1.27 to 3.10), and having chronic diseases (aOR, 1.71; 95% CI, 1.02 to 2.85) were significantly associated with DR. In conclusion, longer diabetes duration and obesity or having chronic diseases are strongly associated with DR suggesting that control of these risk factors may reduce both the prevalence and impact of retinopathy in Iran.

• 한방안이비인후피부과학회지
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• 제36권4호
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• pp.51-69
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• 2023

Objectives : The purpose of this study is to assess the effect of using Boyanghwano-tang(BYHWT) for diabetic retinopathy. Methods : We searched randomized controlled trials(RCTs) that used BYHWT for diabetic retinopathy in 10 databases(RISS, KISS, ScienceON, KCI, OASIS, DBpia, CNKI, Wanfang Database, PubMed, Cochrane Library) on August 12, 2023. Outcome measurements included total effective rate(TER) and visual acuity as the primary outcome measurements, and the secondary outcome measurements included fasting blood glucose(FBG), 2hPG, HbA1c, ET-1, NO, etc. The indicator of stability included adverse reactions. A meta-analysis was conducted according to TER, visual acuity, FBG. Results : A total of 8 randomized control trials were selected. The treatment group which used BYHWT showed significant improvement effects in TER and visual acuity compared to the control group which used western medicine or chinese patent medicine alone. TER: (RR: 1.22, CI 1.14 to 1.31, P=<0.00001), visual acuity: (RR: 2.06, CI 1.40 to 3.03, P=0.0002). Secondary outcome measurements including FBG also showed improvement in the treatment group compared to the control group. FBG: (MD: -0.15, CI -0.43 to 0.31, P=0.28). Adverse reactions were only mentioned in one study, which showed that no adverse reactions occurred in both the treatment and control groups. Conclusions : This study suggests that BYHWT is effective for diabetic retinopathy. However these findings should be interpreted cautiously due to the insufficient number of studies and unknown or high risk of bias in the included trials.

• Applied Microscopy
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• 제39권2호
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• pp.81-87
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• 2009

당뇨병성 망막증의 당뇨병 합병증의 주요한 증상중의 하나로 망막의 구조적 기능적 변화를 초래한다. 레닌-안지오텐신 시스템은 당뇨병성 망막증의 발병에 주요한 역할을 담당하며 angiotensin I을 angiotensin II로 전환하는 데 담당하는 안지오텐신 전환 효소 (ACE)는 레닌-안지오텐신 시스템의 주요한 요소이다. VEGF는 실명을 일으키는 당뇨병성 망막증의 신생혈관 생성에 관여하는 주요한 인자로 알려져 있다. 따라서 본 연구에서는 당뇨병성 망막증의 발생 기전 중 하나로 최근 연구가 진행되고 있는 VEGF의 발현과 안지오텐신 전환 효소 억제제를 이용한 VEGF 발현 억제효과의 규명을 통해 당뇨병성 망막증의 예방에 ACE 억제제가 효과가 있는지 ACE 억제제인 captopril을 이용하여 알아보고자 하였다. 본 연구에서는 streptozotocin 처리시 혈청내 VEGF 농도는 증가하였으나 captopril (65 mg/kg) 치료에 의해 감소하지 않았다. 망막에서 관찰한 결과 당뇨군에서 VEGF mRNA 및 단백질 발현이 증가하였으며, 안지오텐신 전환 효소인 capto-pril에 의해서 차단되는 것으로 나타났다. 결론적으로 captopril은 1형 당뇨에 있어서 망막의 VEGF 발현 억제를 통해 망막 보호효과를 나타내고 있음을 알 수 있었다.

• 대한핵의학회지
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• 제26권2호
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• pp.299-306
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• 1992

당뇨병 환자에서 $^{99m}Tc-colloid$ labeled scrambled egg와 hamberger를 이용한 고형식의 위배출 양상의 변화를 동위원소를 이용하여 고찰한 결과 당뇨병성 신경증의 정도, 특히 자율신경계 침습 유무, 이환기간 및 망막증의 정도와 관련이 있었고 혈당농도 및 조절상태와는 무관한 것으로 나타나 당뇨병 환자에서 신경장애가 심할수록 이환기간이 길수록 위장운동 장애가 심한 것을 나타내있다. 당뇨병성 위마비증도 자율신경계 침습이 있는 경우에 잘 발생하였고 Cisapride는 당뇨병 환자의 위 배출시간 및 위저류율을 호전시켰다. $^{99m}Tc-colloid$ labeled scrambled egg와 hamberger를 이용한 고형식의 핵의학적 정사 방법은 barium을 이용한 방사선학적 청사보다 정량화하기 쉽고 생리 식염수 부하검사보다 비침습적이며 당뇨병 환자의 실재 일회 식사량과 비슷한 500kCal의 열량으로 임상상을 잘 반영한다고 사료된다.

• 응용통계연구
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• 제25권5호
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• pp.707-718
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• 2012

We propose a semi-parametric model to analyze clustered and interval-censored data; in addition, we plugged-in a gamma frailty to the model to measure the association of members within the same cluster. We propose an estimation procedure based on EM algorithm. Simulation results showed that our estimation procedure may result in unbiased estimates. The standard error is smaller than expected and provides conservative results to estimate the coverage rate; however, this trend gradually disappeared as the number of members in the same cluster increased. In addition, our proposed method was illustrated with data taken from diabetic retinopathy studies to evaluate the effectiveness of laser photocoagulation in delaying or preventing the onset of blindness in individuals with diabetic retinopathy.

• 대한한의학회지
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• 제19권2호
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• pp.137-152
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• 1998

Acute complications of diabetes mellitus were diminished after Banting and Best discovered insulin. But chronic complications of diabetes mellitus have been increased. The main complications of diabetes mellitus are diabetic retinopathy, diabetic nephropathy, diabetic neuropathy, diabetic foot lesion and macrovascular complication. These complications can result in renal failure, loss of sight, cerebral infarction and myocardial infarction. So it is very difficult to treat the complications of diabetes mellitus. In oriental medicine, the transformations(傳變症) of Sogal(消渴) are edema, carbuncle, loss of sight and so on. The comparative study between the trcmsformations(傳變症) of SogaI(消渴) and the complications of diabetes mellitus has come to the following conclusions. 1. In oriental medicine, diabetic retinopathy was expessed as loss of sight and the treament of diabetic retinopathy should be started at an early stage, to prevent vitreous hemorrhage and traction retinal detachment. 2. In oriental medicine. diabetic nephropathy was expressed as edema and the treatment should be started at an early stage of renal injury when the protein comes from urine.3. Symmetrical distal polyneuropathy is the main part of diabetic neuropathy and it was expressed as weakness of the lower limbs and pain of joints in the symptoms of Haso(下消). In Oriental medicine, acupuncture and herb medicine which effect is SopungHwalHyul can treat polyneuropathy. 4. Chief macrovascular complications are coronary artery disease and cerebrovascular disease, The cause of macrovascular complication is atherosclerosis. So the method of treating atherosclerosis should be studied in oriental medicine. 5. Diabetic foot were expressed as carbuncle and its main causes are decreasing perfusion of fool, diabetic neuropathy and infection. So these causes should be studied in oriental medicine. 6. The complications of diabetes mellitus afe very similar to the transfonnatiuns of Sogal(消渴).The control of blood glucose is indispensable to prevent and delay the complication of diabetes mellitus.

• 한국컴퓨터정보학회논문지
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• 제27권12호
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• pp.29-40
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• 2022

본 논문에서는 딥러닝 기법의 하나인 Mask R-CNN과 랜덤포레스트 분류기를 이용해 당뇨병성 망막병증의 병리학적인 특징을 검출하고 분석하여 자동 진단하는 시스템을 연구하였다. 당뇨병성 망막병증은 특수장비로 촬영한 안저영상을 통해 진단할 수 있는데 밝기, 색조 및 명암은 장치에 따라 다를 수 있으며 안과 전문의의 의료적 판단을 도울 인공지능을 이용한 자동진단 시스템 연구와 개발이 가능하다. 이 시스템은 미세혈관류와 망막출혈을 Mask R-CNN 기법으로 검출하고, 후처리 과정을 거쳐 랜덤포레스트 분류기를 이용하여 안구의 정상과 비정상 상태를 진단한다. Mask R-CNN 알고리즘의 검출 성능 향상을 위해 이미지 증강 작업을 실시하여 학습을 진행하였으며 검출 정확도 측정을 위한 평가지표로는 다이스 유사계수와 Mean Accuracy를 사용하였다. 비교군으로는 Faster R-CNN 기법을 사용하였고 본 연구를 통한 검출 성능은 평균 90%의 다이스 계수를 통한 정확도를 나타내었으며 Mean Accuracy의 경우 91% 정확도의 검출 성능을 보였다. 검출된 병리증상을 토대로 랜덤포레스트 분류기를 학습하여 당뇨병성 망막 병증을 진단한 경우 99%의 정확도를 보였다.

• Journal of Ginseng Research
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• 제40권1호
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• pp.1-8
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• 2016

Background: Korean Red Ginseng (KRG) is a herbal medicine used in Asian countries and is very popular for its beneficial biological properties. Diabetes mellitus (DM) and its complications are rapidly becoming a global public health concern. The literature on transcriptional changes induced by KRG in rat models of diabetic retinopathy is limited. Considering these facts, we designed this study to determine whether retinopathy-associated genes are altered in retinas of rats with DM and whether the induced changes are reversed by KRG. Methods: Male Sprague-Dawley rats were intravenously injected with streptozotocin (50 mg/kg body weight) to induce DM, following which, KRG powder (200 mg/kg body weight) was orally administered to the KRG-treated DM rat group for 10 wks. The rats were then sacrificed, and their retinas were harvested for total RNA extraction. Microarray gene expression profiling was performed on the extracted RNA samples. Results: From among > 31,000 genes investigated, the expression of 268 genes was observed to be upregulated and that of 58 genes was downregulated, with twofold altered expression levels in the DM group compared with those in the control group. Moreover, 39 genes were upregulated more than twofold and 84 genes were downregulated in the KRG-treated group compared to the DM group. The expression of the genes was significantly reversed by KRG treatment; some of these genes were analyzed further to verify the results of the microarray experiments. Conclusion: Taken together, our data suggest that reversed changes in the gene expression may mediate alleviating activities of KRG in rats with diabetic retinopathy.