• 제목/요약/키워드: (2D)2PCA

검색결과 151건 처리시간 0.026초

생물공정 모니터링 및 모델링을 위한 2차원 형광스펙트럼의 다변량 분석 (Chemometric Analysis of 2D Fluorescence Spectra for Monitoring and Modeling of Fermentation Processes)

  • 강태형;손옥재;김춘광;정상욱;이종일
    • KSBB Journal
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    • 제21권1호
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    • pp.59-67
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    • 2006
  • 본 연구에서는 2차원 형광스펙트럼의 PCA 분석을 통하여 발효 공정을 모니터링하고 PCR과 PLS과 같은 다변량 분석기법을 이용하여 공정을 모델링하였다. 재조합 대장균 E. coli 와 효모 S.cerevisiae의 발효 공정 중에 얻어진 많은 양의 2차원 형광스펙트럼 자료는 우선 PCA를 통해 축소된다. 그리고 PCA에서 주성분점수와 적재 산점도는 발효 공정의 정성적 경향을 묘사하기 위해 사용되었다. 또한, PCR과 PLS는 2차원 형광스펙트럼의 분석을 위해 사용되었으며 PLS모델이 보정과 예측 능력에서 PCR모델보다 조금 더 우수한 성능을 나타냈다. 따라서 2차원 형광스펙트럼 자료를 이용하여 생물공정을 모델링 하고자 할 때는 PCR 방법보다는 PLS 방법을 사용하는 것이 유리할 것이다.

Proliferation of Mouse Prostate Cancer Cells Inflamed by Trichomonas vaginalis

  • Kim, Sang-Su;Kim, Kyu-Shik;Han, Ik-Hwan;Kim, Yeseul;Bang, Seong Sik;Kim, Jung-Hyun;Kim, Yong-Suk;Choi, Soo-Yeon;Ryu, Jae-Sook
    • Parasites, Hosts and Diseases
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    • 제59권6호
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    • pp.547-556
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    • 2021
  • Our objective was to investigate whether inflammatory microenvironment induced by Trichomonas vaginalis infection can stimulate proliferation of prostate cancer (PCa) cells in vitro and in vivo mouse experiments. The production of CXCL1 and CCL2 increased when cells of the mouse PCa cells (TRAMP-C2 cell line) were infected with live T. vaginalis. T. vaginalis-conditioned medium (TCM) prepared from co-culture of PCa cells and T. vaginalis increased PCa cells migration, proliferation and invasion. The cytokine receptors (CXCR2, CCR2, gp130) were expressed higher on the PCa cells treated with TCM. Pretreatment of PCa cells with antibodies to these cytokine receptors significantly reduced the proliferation, mobility and invasiveness of PCa cells, indicating that TCM has its effect through cytokine-cytokine receptor signaling. In C57BL/6 mice, the prostates injected with T. vaginalis mixed PCa cells were larger than those injected with PCa cells alone after 4 weeks. Expression of epithelial-mesenchymal transition markers and cyclin D1 in the prostate tissue injected with T. vaginalis mixed PCa cells increased than those of PCa cells alone. Collectively, it was suggested that inflammatory reactions by T. vaginalis-stimulated PCa cells increase the proliferation and invasion of PCa cells through cytokine-cytokine receptor signaling pathways.

모션 데이터의 PCA투영에 의한 3차원 아바타의 실시간 표정 제어 (Realtime Facial Expression Control of 3D Avatar by PCA Projection of Motion Data)

  • 김성호
    • 한국멀티미디어학회논문지
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    • 제7권10호
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    • pp.1478-1484
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    • 2004
  • 본 논문은 사용자로 하여금 얼굴표정들의 공간으로부터 일련의 표정을 실시간적으로 선택하게 함으로써 3차원 아바타의 실시간적 얼굴 표정을 제어하는 기법을 기술한다. 본 시스템에서는 약 2400여개의 얼굴 표정 프레임을 이용하여 표정공간을 구성하였다. 본 기법에서는 한 표정을 표시하는 상태표현으로 얼굴특징점들 간의 상호거리를 표시하는 거리행렬을 사용한다. 이 거리행렬의 집합을 표정공간으로 한다. 3차원 아바타의 얼굴 표정은 사용자가 표정공간을 항해하면서 실시간적으로 제어한다. 이를 도와주기 위해 표정공간을 PCA투영 기법을 이용하여 2차원 공간으로 가시화했다. 본 시스템이 어떤 효과가 있는지를 알기 위해 사용자들로 하여금 본 시스템을 사용하여 3차원 아바타의 얼굴 표정을 제어하게 했는데, 본 논문은 그 결과를 평가한다.

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Triptolide Inhibits Histone Methyltransferase EZH2 and Modulates the Expression of Its Target Genes in Prostate Cancer Cells

  • Tamgue, Ousman;Chai, Cheng-Sen;Hao, Lin;Zambe, John-Clotaire Daguia;Huang, Wei-Wei;Zhang, Bin;Lei, Ming;Wei, Yan-Ming
    • Asian Pacific Journal of Cancer Prevention
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    • 제14권10호
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    • pp.5663-5669
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    • 2013
  • The histone methyltransferase EZH2 (enhancer of zeste homolog 2) plays critical roles in prostate cancer (PCa) development and is a potential target for PCa treatment. Triptolide possesses anti-tumor activity, but it is unknown whether its therapeutic effect relates with EZH2 in PCa. Here we described EZH2 as a target for Triptolide in PCa cells. Our data showed that Triptolide suppressed PCa cell growth and reduced the expression of EZH2. Overexpression of EZH2 attenuated the Triptolide induced cell growth inhibition. Moreover, Triptolide treatment of PC-3 cells resulted in elevated mRNA levels of target genes (ADRB2, CDH1, CDKN2A and DAB2IP) negatively regulated by EZH2 as well as reduced mRNA levelsan of EZH2 positively regulated gene (cyclin D1). Our findings suggest the PCa cell growth inhibition mediated by Triptolide might be associated with downregulation of EZH2 expression and the subsequent modulation of target genes.

2차원 웨이브렛 패킷에 기반한 필기체 문자인식의 특징선택방법 (A Feature Selection for the Recognition of Handwritten Characters based on Two-Dimensional Wavelet Packet)

  • 김민수;백장선;이귀상;김수형
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제29권8호
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    • pp.521-528
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    • 2002
  • 본 논문에서는 문자인식의 특징선택방법으로 2차원 웨이브렛 패킷을 이용하는 새로운 방법을 제안한다. 영상자료의 특징들로부터 중심특징을 선택하기 위한 차원축소 기법으로 주성분분석 기법이 주로 사용된다. 하지만, 주성분분석 기법은 고유시스템에 의존하기 때문에, 이상치나 잡음 등에 민감할 뿐만 아니라, 전역적 특징만을 선택하는 경향이 있다. 때때로, 영상자료의 중요한 특징이 가장자리 부분이나 뽀족한 부분 같은 지역적 정보일 수 있다. 이러한 경우, 주성분분석 기법은 좋은 결과를 줄 수 없다. 또한 고유시스템은 많은 계산시간을 요구한다. 본 논문에서 원 자료는 2차원 웨이브렛 패킷기저에 의해 변환되고, 최적 판별 기저가 탐색된 후, 그것으로부터 적절한 특징이 선택된다. 주성분분석 기법과 비교하여, 제안된 방법은 웨이브렛의 좋은 특성에 의해 전역적 특징뿐만 아니라 지역적 특징의 선택이 빠른 계산시간으로 이루어진다. 제안된 방법의 성능을 보이기 위해 PCA와 제안된 방법의 인식률의 실험결과가 분석되었다.

교통 표지판 자동 인식에 관한 연구 (Study of Traffic Sign Auto-Recognition)

  • 권만준
    • 한국산학기술학회논문지
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    • 제15권9호
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    • pp.5446-5451
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    • 2014
  • 내비게이션 단말기에 사용되는 전자지도 제작이 수작업으로 이루어지고 있어 오기가 발생할 수 있기 때문에, 본 논문에서는 내비게이션 정보의 요소로 다루어지는 교통 표지판에 대한 오프라인 자동 인식에 대해 제안하였다. 컴퓨터 비전과 패턴 인식 응용 분야로 2차원 얼굴 인식 분야에 널리 활용되고 있는 주성분분석기법(PCA)과 선형판별분석기법(LDA)을 이용하여 교통표지판을 인식하고자 한다. 먼저 PCA를 이용하여 높은 차원의 2차원 이미지 데이터를 저차원의 특징 벡터영역으로 투영을 시킨다. PCA로부터 구해진 저차원의 특징 벡터를 이용하여 LDA로 분산 매트릭스들 간에 최대가 되고 하고, 분산 매트릭스 내에서는 최소가 되도록 하였다. 실제 도로 환경에서 추출된 교통 신호판의 대부분을 제안된 알고리즘에 의해서 특징 벡터를 40개 이상 사용하였을 경우 92.3%이상의 높은 인식률을 보임을 확인하였다.

Metformin Association with Lower Prostate Cancer Recurrence in Type 2 Diabetes: a Systematic Review and Meta-analysis

  • Hwang, In Cheol;Park, Sang Min;Shin, Doosup;Ahn, Hong Yup;Rieken, Malte;Shariat, Shahrokh F.
    • Asian Pacific Journal of Cancer Prevention
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    • 제16권2호
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    • pp.595-600
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    • 2015
  • Background: Accumulating evidence suggests that metformin possesses anticarcinogenic properties, and its use is associated with favorable outcomes in several cancers. However, it remains unclear whether metformin influences prognosis in prostate cancer (PCa) with concurrent type 2 diabetes (T2D). Materials and Methods: We searched PubMed, EMBASE, and the Cochrane Library from database inception to April 16, 2014 without language restrictions to identify studies investigating the effect of metformin treatment on outcomes of PCa with concurrent T2D. We conducted a meta-analysis to quantify the risk of recurrence, progression, cancer-specific mortality, and all-cause mortality. Summary relative risks (RRs) with corresponding 95% confidence intervals (CIs) were calculated. Publication bias was assessed by Begg's rank correlation test. Results: A total of eight studies fulfilled the eligibility criteria. We found that diabetic PCa patients who did not use metformin were at increased risk of cancer recurrence (RR, 1.20; 95%CI, 1.00-1.44), compared with those who used metformin. A similar trend was observed for other outcomes, but their relationships did not reach statistical significance. Funnel plot asymmetry was not observed among studies reporting recurrence (p=0.086). Conclusions: Our results suggest that metformin may improve outcomes in PCa patients with concurrent T2D. Well-designed large studies and collaborative basic research are warranted.

Extended Center-Symmetric Pattern과 2D-PCA를 이용한 얼굴인식 (Face Recognition using Extended Center-Symmetric Pattern and 2D-PCA)

  • 이현구;김동주
    • 디지털산업정보학회논문지
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    • 제9권2호
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    • pp.111-119
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    • 2013
  • Face recognition has recently become one of the most popular research areas in the fields of computer vision, machine learning, and pattern recognition because it spans numerous applications, such as access control, surveillance, security, credit-card verification, and criminal identification. In this paper, we propose a simple descriptor called an ECSP(Extended Center-Symmetric Pattern) for illumination-robust face recognition. The ECSP operator encodes the texture information of a local face region by emphasizing diagonal components of a previous CS-LBP(Center-Symmetric Local Binary Pattern). Here, the diagonal components are emphasized because facial textures along the diagonal direction contain much more information than those of other directions. The facial texture information of the ECSP operator is then used as the input image of an image covariance-based feature extraction algorithm such as 2D-PCA(Two-Dimensional Principal Component Analysis). Performance evaluation of the proposed approach was carried out using various binary pattern operators and recognition algorithms on the Yale B database. The experimental results demonstrated that the proposed approach achieved better recognition accuracy than other approaches, and we confirmed that the proposed approach is effective against illumination variation.

소아 편도적출술 후 Ketorolac과 함께 Fentanyl 또는 Butorphanol을 이용한 통증자가조절법 (Patient-Controlled Analgesia Using Fentanyl or Butorphanol Mixed with Ketorolac after Tonsillectomy in Children)

  • 김동희;이정민
    • The Korean Journal of Pain
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    • 제12권2호
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    • pp.200-204
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    • 1999
  • Background: Patient-controlled analgesia (PCA) has proven to be safe and effective in children from age 5 years, and older and compares favourably with continuous morphine infusion in the older child. We compared fentanyl and butorphanol for opioid use in PCA with ketorolac to determine a suitable drug combination for post-tonsillectomy pain control. Methods: We studied 60 patients, aged 5~12 yrs, undergoing tonsillectomy with or without adenoidectomy under general anesthesia using $N_2O-O_2$-enflurane. Patients were randomly assigned to receive fentanyl $250\;{\mu}g$ (Group 1: n=30) or butorphanol 5 mg (Group 2: n=30) mixed with ketorolac 90 mg and ondansetron 4 mg diluting 100 ml of 5% D/W solutions intravenously via PCA pump after operation. PCA pump were programmed to deliver a 0.05 ml/kg loading dose, 0.01 ml/kg/hr basal infusion, 0.01 ml/kg on demand bolus, 6 min lockout intervals between doses and 4 bolus hourly limit. Total infusion dosage of PCA drug, VAS pain scores, side effects and satisfaction score of both groups were monitored for 48 hrs. Results: Total infusion dosages were fentanyl $170.6\;{\mu}g$ with ketorolac 61.4 mg (Group 1) and butorphanol 2.8 mg with ketorolac 50.4 mg (Group 2). Total infusion dosage, quality of analgesia, side effects and overall satisfaction didn't differ between two groups. Conclusions: Both fentanyl and butorphanol mixed with ketorolac were effective for post-tonsillectomy pain control using PCA pump in children as young as 5 years old.

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Ondansetron과 Droperidol의 혼합 투여가 술 후 오심과 구토 예방에 미치는 효과 (The Effect of Combination of Ondansetron and Droperidol on Prevention of Postoperative Nausea and Vomiting)

  • 김동희;조덕현
    • The Korean Journal of Pain
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    • 제14권1호
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    • pp.46-50
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    • 2001
  • Background: Ondansetron is both a central and peripheral serotonin (5HT) receptor antagonist and droperidol is a dopaminergic blocking drug which acts centrally at the chemoreceptor trigger zone. We assessed the efficacy and adverse effects of ondansetron, droperidol or both, in the prevention of postoperative emesis during postoperative intravenous patient-controlled analgesia (PCA) using butorphanol and ketorolac medication. Methods: We studied 60 women, aged 25-60 yrs, who underwent total abdominal hysterectomy (TAH), under general anesthesia using $N_2O-O_2$-enflurane. A bolus dose of 1 mg of butorphanol and 4 mg of ondansetron were given to patients and thereafter, PCA was started using 10 mg of butorphanol and 240 mg of ketorolac mixed into the 5% D/W solution (total volume; 100 ml, 1 ml of bolus dose, and 10 min of lockout interval). We also added ondansetron 4 mg (Group O, n = 20), ondansetron 4 mg and droperidol 2.5 mg (Group OD, n = 20), or droperidol 2.5 mg (Group D, n = 20) to the PCA drug. The severity of pain, nausea, vomiting, sedation and other side effects were assessed at 0, 1, 2, 6, 12, 24, 36 and 48 hr after awakening. Results: There was no difference in the incidence of nausea and vomiting between the three group [Group O: 4 (20%) and 3 (15%), respectively; Group OD: 1 (5%) and 1 (5%), respectively; Group D: 3 (15%) and 3 (15%), respectively]. Group O showed a lower sedation score than the other groups (P < 0.05). The pain score and other side effects did not show any difference between the groups. Conclusions: The combination of ondansetron and droperidol showed no clinical benefit compared with ondansetron or droperidol alone for prevention of postoperative nausea and vomiting during postoperative PCA using butorphanol and ketorolac.

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