• 제목/요약/키워드: Alternative to animal testing

검색결과 41건 처리시간 0.023초

딥러닝 및 기계학습 활용 반려견 얼굴 정면판별 방법 (Recognition of dog's front face using deep learning and machine learning)

  • 김종복;장동화;양가영;권경석;김중곤;이준환
    • 한국산학기술학회논문지
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    • 제21권12호
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    • pp.1-9
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    • 2020
  • 반려견을 키우는 가구 수가 급격하게 증가함에 따라 유기, 유실견도 많이 증가하고 있다. 국내에서는 2014년부터 반려동물 등록제를 시행하고 있지만, 안전성과 실효성 문제로 등록률이 높지 않은 실정이다. 이러한 문제를 해결할 방법으로 반려견 생체인식 기술이 주목을 받고 있다. 생체인식률을 높이기 위해서는 최대한 정면에서 같은 형태로 생체정보 이미지를 수집해야 한다. 하지만 반려견은 사람과 달리 비협조적이기 때문에 생체정보 이미지 수집이 어렵다. 본 논문에서는 반려견 생체인식에 적합한 생체정보 이미지 수집을 위해 실시간 영상에서 반려견 얼굴 방향이 정면인지를 판별하는 방법을 제안한다. 제안 방법은 딥러닝을 활용하여 반려견 눈과 코를 검출하고, 검출된 눈과 코의 상대적 크기와 위치를 통해 5가지의 얼굴 방향 정보를 추출하여 기계학습 분류기로 정면 여부를 판별한다. 2,000개의 반려견 이미지를 분류하여 학습, 검증 및 테스트에 사용하였다. 눈과 코 검출에는 YOLOv3와 YOLOv4를 사용하였고, 분류기는 MLP(Multi-layer Perceptron), RF(Random Forest), SVM(Support Vector Machine)을 사용하였다. YOLOv4와 RF 분류기를 사용하고 제안하는 5가지 얼굴 방향 정보 모두를 적용하였을 때 얼굴 정면 판별 성능이 95.25%로 가장 좋았으며, 실시간 처리도 가능한 것으로 나타났다.

환경 오염물질의 진보된 독성 평가 기법 (Recent Advanced Toxicological Methods for Environmental Hazardous Chemicals)

  • 류재천;최윤정;김연정;김형태;방형애;송윤선
    • Environmental Analysis Health and Toxicology
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    • 제14권1_2호
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    • pp.1-12
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    • 1999
  • Recently, several new methods for the detection of genetic damages in vitro and in vivo based on molecular biological techniques were introduced according to the rapid progress in toxicology combined with cellular and molecular biology. Among these methods, mouse lymphoma thymidine kanase (tk) gene forward mutation assay, single cell gel electrophoresis (comet assay) and transgenic animal and cell line model as a target gene of lac I (Big Blue) and lac Z (Muta Mouse) gene mutation are newly introduced based on molecular toxicological approaches. The mouse lymphoma tk$\^$+/-/ gene assay (MOLY) using L5178Y tk$\^$+/-/ mouse lymphoma cell line is one of the mammalian forward mutation assays, and has many advantages and more sensitive than hprt assay. The target gene of MOLY is a heterozygous tk$\^$+/-/ gene located in 11 chromosome, so it is able to detect the wide range of genetic changes like point mutation, deletion, rearrangement, and mitotic recombination within tk gene or deletion of entire chromosome 11. The comet assay is a rapid, simple, visual and sensitive technique for measuring and analysing DNA breakages in mammalian cells, Also, transgenic animal and cell line models, which have exogenous DNA incorporated into their genome, carry recoverable shuttle vector containing reporter genes to assess endogenous effects or alteration in specific genes related to disease process, are powerful tools to study the mechanism of mutation in vivo and in vitro, respectively. Also in vivo acridine orange supravital staining micronucleus assay by using mouse peripheral reticulocytes was introduced as an alternative of bone marrow micronucleus assay. In this respect, there was an International workshop on genotoxicity procedure (IWGTP) supported by OECD and EMS (Environmental Mutagen Society) at Washington D. C. in March 25-26, 1999. The objective of IWGTP is to harmonize the testing procedures internationally, and to extend to finalization of OECD guideline, and to the agreement of new guidelines under the International Conference of Harmonization (ICH) for these methods mentioned above. Therefore, we introduce and review the principle, detailed procedure, and application of MOLY, comet assay, transgenic mutagenesis assay and supravital staining micronucleus assay.

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Multifactor Dimensionality Reduction (MDR) Analysis to Detect Single Nucleotide Polymorphisms Associated with a Carcass Trait in a Hanwoo Population

  • Lee, Jea-Young;Kwon, Jae-Chul;Kim, Jong-Joo
    • Asian-Australasian Journal of Animal Sciences
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    • 제21권6호
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    • pp.784-788
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    • 2008
  • Studies to detect genes responsible for economic traits in farm animals have been performed using parametric linear models. A non-parametric, model-free approach using the 'expanded multifactor-dimensionality reduction (MDR) method' considering high dimensionalities of interaction effects between multiple single nucleotide polymorphisms (SNPs), was applied to identify interaction effects of SNPs responsible for carcass traits in a Hanwoo beef cattle population. Data were obtained from the Hanwoo Improvement Center, National Agricultural Cooperation Federation, Korea, and comprised 299 steers from 16 paternal half-sib proven sires that were delivered in Namwon or Daegwanryong livestock testing stations between spring of 2002 and fall of 2003. For each steer at approximately 722 days of age, the Longssimus dorsi muscle area (LMA) was measured after slaughter. Three functional SNPs (19_1, 18_4, 28_2) near the microsatellite marker ILSTS035 on BTA6, around which the QTL for meat quality were previously detected, were assessed. Application of the expanded MDR method revealed the best model with an interaction effect between the SNPs 19_1 and 28_2, while only one main effect of SNP19_1 was statistically significant for LMA (p<0.01) under a general linear mixed model. Our results suggest that the expanded MDR method better identifies interaction effects between multiple genes that are related to polygenic traits, and that the method is an alternative to the current model choices to find associations of multiple functional SNPs and/or their interaction effects with economic traits in livestock populations.

불균등 착유 시간간격의 오전·오후 유량기록을 이용한 1일 산유량 추정에 관한 연구 (A Study on Estimating Daily Yield from Morning or Afternoon Milking Records with Unequal Milking Intervals)

  • 조용민;박병호;안병석
    • Journal of Animal Science and Technology
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    • 제46권5호
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    • pp.707-718
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    • 2004
  • 오전(AM) 및 오후(PM)의 단얼 착유기록에 의한 유우의 1일 생산량 추청을 위한 통계적 모형에 대한 연구를 실시하였다. 본 연구에서 조사한 모형들 가운데, Model 7은 각 요인 조합 구간별로 개별적인 회귀식을 추정함으로써 산차, 착유시간 간격, 비유 단계에 따른 이분산성을 고려할 수 있기 때문에 평균 오차 제곱 합, 추정치와 실제 1일 유 생산량간의 상관계수 및 추정치의 분산을 고려할 때 가장 적합도가 높은 것으로 사료된다. 오후 착유 기록을 이용한 1일 유 생산량 추정치는 오전 착유 기록을 이용한 것보다는 정확도가 낮은 것을 나타났으며, Model 7의 경우 l일 유 생산량 추정을 위한 제반 요인이 추가되어 정확도가 높일수 있으면서도 모형이 간단하기 때문에 적용이 간펀한 장점이 있다.

나노잉크 및 반응성잉크를 사용한 DTP 견직물의 친환경 불소계 발수제에 의한 가공효과 연구 (Effect of Treatment Conditions of Eco-friendly Fluorinated Water-repellent Agent and Design Applications: Silk Fabrics with DTP Finishing)

  • 최경미;김종준
    • 패션비즈니스
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    • 제18권5호
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    • pp.159-170
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    • 2014
  • Recent concerns about the PFOA(perfluorooctanoic acid), have been increasing, which is generally applied in the water-repellent finishing process of textile products. It has been proven through animal testing to be harmful to humans, as possible carcinogens and neuro-toxic material. Thus U. S. Environmental Agency has gone as far as requiring the material to be eliminated in its entirety by 2015. As a viable alternative to this water-repellent finishing agent, the development of C6 product is gaining its popularity. The effects of PFOA finishing on the silk fabrics were examined, and we reviewed parameters of the needed process for optimizing appearance and functionality of silk fabrics treated with eco-friendly water-repellent finishing agent. Cross-linking agent affected the most on black color of reactive ink, among the physical properties. The contact angle reading was the highest in $8g/{\ell}$ of concentration for all fabrics. All the fabric specimens, subjected to the DTP and water repellent finishing, exhibited higher stiffness, where rayon specimen showed the highest, compared to the untreated specimens. The results may provide basic information leading to the development of value-added silk fabrics with water-repellency without excessive deterioration of the delicate appearance and inherent soft touch.

Effect of a mixture of Galla rhois and Cinnamomum cassia extracts on susceptibility to the colonization of Campylobacter jejuni in broiler chickens

  • Cho, Byung-Wook;Lee, Soo-Mi;Cha, Chun-Nam;Yoo, Chang-Yeol;Son, Song-Ee;Kim, Suk;Lee, Hu-Jang
    • 대한수의학회지
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    • 제56권1호
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    • pp.9-14
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    • 2016
  • The present study evaluated the effects of a mixture of Galla rhois and Cinnamomum cassia extracts (GCE) (1 : 1, w/w) on susceptibility to the colonization of Campylobacter (C.) jejuni in broilers. Eighty two-week-old broilers (n = 20 per group) were used to estimate the efficacy of GCE against C. jejuni infection via drinking water. Antibacterial activity testing revealed that the minimum bactericidal concentration of GCE against C. jejuni was 2.5 mg/mL. Broilers challenged with C. jejuni were administered 0.0 (Non-GCE), 2.5 (GCE-2.5), 5.0 (GCE-5.0) and 10.0 g/L (GCE-10) GCE for 7 days, and the cecal contents were collected from five broilers per group on the 1st, 3rd, 5th, and 7th day post-treatment. On day 3 post-administration, the number of C. jejuni in GCE-5.0 (p < 0.05) and GCE-10 (p < 0.01) was significantly decreased relative to Non-GCE, while on day 7 those in all GCE-treated groups were significantly decreased compared to the Non-GCE group (p < 0.001). Hematological and blood biochemical analysis revealed no significant differences in parameters between the Non-GCE and GCE-treated groups. Based on the results of the present study, GCE was identified as a safe and alternative candidate to suppress C. jejuni colonization in broilers.

[ $\b{S}afety\;\b{A}nd\;\b{E}fficacy$ ] of $\b{K}orean$ red ginseng Intervention (SAEKI) Trial: Rationale, Design, and Expected Findings

  • Sievenpiper John L;Buono Marco Di;Stavro P. Mark;Jenkins Alexandra L;Nam Ki Yeul;Choi Melody;Naeem Asima;Leiter Lawrence A;Sung Mi-Kyung;Vuksan Vladimir
    • 고려인삼학회:학술대회논문집
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    • 고려인삼학회 2002년도 학술대회지
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    • pp.424-455
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    • 2002
  • Diabetes mellitus is reaching epidemic proportions worldwide. The insufficiency of medication to cope with this burden has coincided with a dramatic rise in the prevalence of use of complementary and alternative therapies, especially herbal treatments. This surge in demand presents a challenge to prove the safety and efficacy of these treatments in diabetes. Korean red ginseng (steam treated Panax ginseng C.A. Meyer) is a strong candidate to succeed. It has been shown to possess a multitude of hypoglycemic effects and improve metabolic disturbances related to diabetes in in vitro and animal models. Data in humans is also emerging to support these benefits. Whether these results can be replicated in a rigorous clinical testing program is unclear. We therefore investigated the antidiabetic effects of Korean red ginseng in a series of 2 acute and 1 longterm randomized, double-blinded, placebo-controlled clinical trials. This paper provides the rationale for this program of study, expanding on the problem of diabetes, its management, and the possible role for Korean red ginseng. It then describes the design and expected findings.

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TOPKAT®, Derek®, OECD toolbox를 활용한 화학물질 독성 예측 연구 (Toxicity Prediction using Three Quantitative Structure-activity Relationship (QSAR) Programs (TOPKAT®, Derek®, OECD toolbox))

  • 이진욱;박선영;장석원;이상규;문상아;김현지;김필제;유승도;성창호
    • 한국환경보건학회지
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    • 제45권5호
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    • pp.457-464
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    • 2019
  • Objectives: Quantitative structure-activity relationship (QSAR) is one of the effective alternatives to animal testing, but its credibility in terms of toxicity prediction has been questionable. Thus, this work aims to evaluate its predictive capacity and find ways of improving its credibility. Methods: Using $TOPKAT^{(R)}$, OECD toolbox, and $Derek^{(R)}$, all of which have been applied world-wide in the research, industrial, and regulatory fields, an analysis of prediction credibility markers including accuracy (A), sensitivity (S), specificity (SP), false negative (FN), and false positive (FP) was conducted. Results: The multi-application of QSARs elevated the precision credibility relative to individual applications of QSARs. Moreover, we found that the type of chemical structure affects the credibility of markers significantly. Conclusions: The credibility of individual QSAR is insufficient for both the prediction of chemical toxicity and regulation of hazardous chemicals. Thus, to increase the credibility, multi-QSAR application, and compensation of the prediction deviation by chemical structure are required.

Current and Future Perspectives of Lung Organoid and Lung-on-chip in Biomedical and Pharmaceutical Applications

  • 이준형;박지민;김상훈;한에스더;맹성호;한지유
    • 생명과학회지
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    • 제34권5호
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    • pp.339-355
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    • 2024
  • 폐는 생리학적 기능과 해부 조직학적 구조 측면을 통합적으로 고려하여 분석해야만 하는 매우 복잡한 조직이기 때문에 폐질환의 병리학적 연구와 흡입독성 평가에 현재까지 주로 동물모델을 사용하고 있다. 그러나 실험동물 윤리와 동물복지를 이유로 점차적으로 실험동물 수를 줄이자는 전세계적인 움직임에 맞춰 생체 외 동물실험 대체법들이 집중적으로 개발되고 있다. 특히 경제협력개발기구(OECD)와 미국 환경보호청(USEPA)은 2030년대 이후, 동물실험을 금지하기로 잠정적으로 합의함에 따라 의생명공학과 제약 분야에서 생체 외 흡입 독성 및 폐질환 모델들을 확립하고 개발된 모델을 이용한 평가 법들의 표준화 연구가 활발하다. 그 모델 중에 예를 들어, 생체칩(organ-on-a-chip, OoC) 및 오가노이드(organoid) 모델은 3차원 바이오 프린터, 미세 유체 시스템, 인공지능(artificial intelligent) 기술들과 접목되어 연구되고 있다. 이러한 생체 장기를 모방한 복합 장기 생체 외 모델링 시스템은 개체 차이를 가지는 생체 내 동물 실험에 비해 복잡한 생물학적 환경을 보다 정확하게 모방할 수 있을 것으로 기대되고 있으나 생체 모방성, 재현성, 민감성, 기반 데이터베이스의 부족 등 아직은 여러 한계점도 가지고 있다. 따라서 본 리뷰 논문에서는 만능성 줄기 세포 또는 암세포를 이용한 폐포, 폐 공기액 인터페이스(air-liquid interface, ALI) 시스템, 트랜스웰 멤브레인(transwell membrane)을 포함하여 폐 OoC 및 오가노이드의 최근 생체 외 폐 시스템 연구결과들과 AI와 접목된 인실리코(in silico) 폐 모델링에 대한 결과들의 현황을 살펴보고자 한다.

개 심장사상충을 진단하기 위한 중합연쇄반응검사 (PCR)의 진단적 특성 평가 (Evaluation of Diagnostic Performance of a Polymerase Chain Reaction for Detection of Canine Dirofilaria immitis)

  • 박선일;김두
    • 한국임상수의학회지
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    • 제24권2호
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    • pp.77-81
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    • 2007
  • 본 연구는 개에서 심장사상충을 검출하기 위하여 표준검사를 적용하지 않은 상황에서 중합연쇄반응검사 (PCR)의 진단 능력을 평가하였다. 효소면역검사법 (ELISA)과 PCR 검사를 동시에 사용한 경우 PCR 검사의 민감도와 특이도는 두 검사의 조건부 독립을 가정한 상태에서expectation-maximization (EM) 알고리즘을 이용한 최대우도법과 Bayesian 기법으로 두 집단 검사 모형으로 분석하였다 2002-2004년 기간 중 심장사상충검사 결과를 기록한 의무기록에서 무작위로 266개 결과를 추출하여 133개씩 2회의 시험으로 배치하였다. 2회의 분석결과를 종합할 때 EM 알고리즘에서 PCR 검사의 민감도와 특이도는 각각 96.4-96.7%와 97.6-98.8%, Bayesian기법에서는 94.4-94.8h와 97.1-98%로 추정되었다. PCR 검사는 심장사상충을 스크리닝하는 도구로 유용하며, 표준검사를 적용하지 않은 상황에서 진단검사의 특성을 추론하는 방법으로 Bayesian 기법은 매우 유용함을 확인하였다.