• 제목/요약/키워드: SK85

검색결과 49건 처리시간 0.03초

Android Malware Detection using Machine Learning Techniques KNN-SVM, DBN and GRU

  • Sk Heena Kauser;V.Maria Anu
    • International Journal of Computer Science & Network Security
    • /
    • 제23권7호
    • /
    • pp.202-209
    • /
    • 2023
  • Android malware is now on the rise, because of the rising interest in the Android operating system. Machine learning models may be used to classify unknown Android malware utilizing characteristics gathered from the dynamic and static analysis of an Android applications. Anti-virus software simply searches for the signs of the virus instance in a specific programme to detect it while scanning. Anti-virus software that competes with it keeps these in large databases and examines each file for all existing virus and malware signatures. The proposed model aims to provide a machine learning method that depend on the malware detection method for Android inability to detect malware apps and improve phone users' security and privacy. This system tracks numerous permission-based characteristics and events collected from Android apps and analyses them using a classifier model to determine whether the program is good ware or malware. This method used the machine learning techniques KNN-SVM, DBN, and GRU in which help to find the accuracy which gives the different values like KNN gives 87.20 percents accuracy, SVM gives 91.40 accuracy, Naive Bayes gives 85.10 and DBN-GRU Gives 97.90. Furthermore, in this paper, we simply employ standard machine learning techniques; but, in future work, we will attempt to improve those machine learning algorithms in order to develop a better detection algorithm.

수종의 암세포에서 Verapamil이 Tc-99m MIBI와 Tetrofosmin의 섭취에 미치는 영향 (Effect of Verapamil on Cellular Uptake of Tc-99m MIBI and Tetrofosmin on Several Cancer Cells)

  • 김대현;유정아;서명랑;배진호;정신영;안병철;이규보;이재태
    • 대한핵의학회지
    • /
    • 제38권1호
    • /
    • pp.85-98
    • /
    • 2004
  • 목적: 다약제내성(MDR) 극복제 verapamil은 MDR이 발현된 암세포에서 Tc-99m MIBI(MIBI)와 tetrofosmin(TF)의 섭취를 증가시키는 것으로 알려져 있으나, 세포의 종류에 따라서는 MIBI와 TF의 섭취를 감소시킬 수 있다는 보고가 있다. 본 연구는 암세포의 종류에 따라 verpamile이 MIBI와 TF의 섭취에 미치는 영향이 세포에 따른 차이가 있는지를 알아보고, 이러한 차이가 세포독성이나 PKC효소의 발현에 따른 차이인가를 알아보았다. 방법: 백혈병세포 K562세포와 유방암세포 MCF7, 난소암세포 SK-OV-3 세포 및 MDR이 유발된 K562(Adr)세포를 배양하였다. 시험관에서 $1{\times}10^6\;cells/ml$ 농도의 single-cell suspension 상태로 분주하고 verapamil을 1, 10, 50, 100, $200{\mu}M$의 농도로 처리한 후 MIBI와 TF를 배양한 후, $37^{\circ}C$에서 1, 15, 30, 45, 60분 동안 반응시킨 후 pellet과 supernatant의 방사능 치를 감마계수기로 측정하여 투여한 방사능 치에 대한 세포내 섭취백분율로 표시하였다. Verapamil의 세포독성은 MTT assay로 측정하였고, 세포내의 PKC isotypes의 변화는 western blotting analysis로 평가하였다. 결과: 4종류의 세포 모두에서 MIBI와 TF의 섭취는 1, 15, 30, 45, 60분 배양 시간에 따라 증가하였다. verapamil을 처리시 다약제 내성이 유발된 K562(Adr)세포에서 $100{\mu}M$의 농도까지는 MIBI와 TF 섭취가 증가하였고, 최대 $10{\mu}M$에서 10배 증가하였다. 그러나 K562세포를 verapamil $1{\mu}M$로 처리하였을 때는 기저치와 유사하였으나, verapamil의 농도가 증가함에 따라 MIBI와 TF의 세포섭취는 모두 감소하였다. K562세포의 60분 MIBI 섭취율은 79%($10{\mu}M$), 47%($50{\mu}M$), 29%($100{\mu}M$), 1.5%($200{\mu}M$)로 verapamil의 용량이 증가함에 따라 감소하였으며, TF 섭취율도 84% ($10{\mu}M$), 60%($50{\mu}M$), 42%($100{\mu}M$), 2.7%($200{\mu}M$)로 감소하였다. MCF7, SK-OV-3세포에서는 verapamil $10{\mu}M$까지는 MIBI와 TF의 섭취가 기저치와 유사하거나 소량 증가하였으나 $50{\mu}M$이상의 용량에서는 감소하여 $100{\mu}M$에서는 각각 40%와 5%만 섭취되었다. MTT assay상 K562(Adr)세포에서는 verapamil $100{\mu}M$ 이상에서는 유의하게 낮았으나 다른 세포는 $200{\mu}M$까지에도 차이가 없었다. PKC 아형의 분석상 PKC $\varepsilon$이 K562(Adr)세포에서 많이 발현되었으나, K562와 K562(Adr)세포에서는 verapamil처리에 따른 PKC 아형의 변화는 없었다. 결론: Verapamil은 암세포의 종류에 따라 MIBI와 TF의 섭취를 감소시켰고, 고용량에는 MDR세포의 섭취도 감소시켰으며 이러한 현상은 세포독성 이나 PKC효소 아형과는 관련이 없었다. 그러므로 MDR의 진단시 verapamil을 처치에 따른 MIBI와 TF의 섭취 정도를 기준으로 하는 경우에는, verapamil의 농도와 세포의 종류에 따라 현저한 차이가 있을 수 있다는 점을 생각하여야 한다.

Preparation and Stability Evaluation of Docetaxel-Loaded Oral Liposome

  • Chon, Chong-Run;Kim, Hyun-Mi;Lee, Pung-Sok;Oh, Eui-Chaul;Lee, Ma-Se
    • Journal of Pharmaceutical Investigation
    • /
    • 제40권2호
    • /
    • pp.85-90
    • /
    • 2010
  • Docetaxel-loaded liposomes were prepared by emulsion-solvent evaporation method, then coated with chitosan at room temperature and lyophilized. This system was designed in order to improve solubility and stability of docetaxel in the GI tract for oral drug delivery. The solubilizing effect of some frequently used solubilizers and/or liposome was determined. Among the results docetaxel-loaded liposomes prepared with 0.5% TPGS as a solubilizer showed 100-fold higher solubility than docetaxel. In a stability test, mean particle size of different liposome formulations was measured by a particle size analyzer in simulated gastric fluid (SGF) and in simulated intestinal fluid (SIF). The particle size of uncoated liposomes was significantly increased compared with that of chitosan-coated liposomes in SGF, however, there was no significant difference between coated and uncoated liposome in SIF. It is evident that chitosan-coated liposomes were more stable in GI conditions. The release characteristics of docetaxel-loaded liposomes were also investigated in three buffer solutions (pH 1.2, 4.0, 6.8). Docetaxel release did not occur in pH 1.2 for 4 hrs. However, in pH 4.0 and 6.8 conditions, docetaxel was gradually released over 24 hrs as a sustained release. It seems that aggregation and precipitation of particles by electrostatic interaction might protect docetaxel from being released. In Conclusion, the results from this study show that the chitosan-coated liposomes may be useful in enhancing solubility and GI stability of docetaxel.

미선나무의 저온 추출 공정에 의한 항주름 활성 증진 (Enhancement of Anti-wrinkle Activities of Abeliophyllum distichum Nakai through Low Temperature Extraction Process)

  • 김남영;이현용
    • 한국약용작물학회지
    • /
    • 제23권3호
    • /
    • pp.231-236
    • /
    • 2015
  • Skin anti-wrinkle activities of the stems and leaves of Abeliophyllum distichum Nakai were evaluated by the extracts obtained from various extraction processes such as using hot water at $100^{\circ}C$, 70% ethanol at $85^{\circ}C$, and 70% ethanol with ultrasonication at $60^{\circ}C$ The ultrasonicated extract showed 95.62% of the highest cell viability in addition of $0.3mg/m{\ell}$ of the extracts into the normal human fibroblast cell, CCD-986sk. For antioxidant activities, the extracts using ultrasonicated extract showed the highest DPPH free radical scavenging as 80.27%, followed by 75.88% and 62.44% for the extracts using ethanol extract and water extract. The ultrasonicated extract also showed the highest elastase inhibition activity as 25.32%, compared to ethanol extract and water extract based method at 22.01% and 12.88%, respectively. MMP-1 production was most effectively decreased down to $2908.1pg/m{\ell}$ with ultrasonicated extract while $6640.8pg/m{\ell}$ with water extract and $3609.3pg/m{\ell}$ with ethanol extract, in addition of $0.3mg/m{\ell}$. Collagen production was increased up to $154.7ng/m{\ell}$ in addition of ultrasonicated extract, and followed by $121.4ng/m{\ell}$ and $31.2ng/m{\ell}$ for ethanol extract and water extract, respectively. These results indicate that the ethanol extract should have skin anti-wrinkling activities and can be improved by the ultrasonication process that high energy input elute more amounts of bioactive substances eluting more amounts of bioactive substances from the high energy input of ultrasonication.

바닥공조 시스템이 적용된 사무공간의 거주후 성능평가 (Post Occupancy Evaluation for Office Building with An Underfloor Air Distribution System)

  • 윤성훈;장향인;정해권;최선규;유기형
    • 한국태양에너지학회 논문집
    • /
    • 제31권6호
    • /
    • pp.78-85
    • /
    • 2011
  • In this study, an underfloor air distribution(UFAD) system installed on the S. office building was evaluated for its indoor environmental quality performance. Field measurement and survey were conducted for the overall POE(Post Occupied Evaluation). PMV(including temperature, humidity, air velocity and globe temperature) and several environmental components were measured while thermal comfort, thermal sensation, acoustical environment and others. were investigated through survey. Except for the direct upper part of the air supply diffuser on the floor, the indoor velocity was less than 0.25m/s, which has been suggested by ASHRAES tandard 55 as the limit for thermal comfort. MRT of the perimeter zone of the room showed a higher value than that in the interior because of the introduced solar radiation through the building envelope. PMV was generally maintained in the range of thermal comfort (from -0.5 to +0.5), though it weighted to the warm side. It was reported to have 61% positive response on thermal comfort and 55% on neutral thermal sensation. The results of each survey item showed some gender-based differences. Specifically, female respondents had higher degree of dissatisfaction with indoor air cleanness and acoustical privacy. The working surface showed more than 400 lux and the equivalent noise level showed less than 50 dB(A). In conclusion, the results of the measurement and survey showed good agreement. Indoor environmental quality of the subject office room where the UFAD system was installed showed an overall excellent performance.

Comparison of Trunk Muscles between 3 Different Squats in Normal Adults

  • Aran Choi;Jihye Jung;Seungwon Lee
    • Physical Therapy Rehabilitation Science
    • /
    • 제13권1호
    • /
    • pp.78-85
    • /
    • 2024
  • Objective: This Study aimed to examine the changes in muscle activity of trunk muscles by performing three squat exercises on normal adults. Design: cross-sectional study Methods: Thirty-two adult subjects participated in this study. General squat, overhead squat, and overhead squat combined with abdominal stabilization were randomly performed for 5 seconds, 3 times, to calculate the average muscle activation. Muscle activation was normalized using electrodes on the rectus abdominis, external oblique, internal oblique, and erector spinae muscles to measure maximum voluntary isometric contraction (MVIC) for 5 seconds, repeated 3 times each. Results: There was a significant difference in the mean and maximal muscle activity of the bilateral erector spinae (ES) when comparing the squat to the overhead squat (p<0.05). There was a significant difference (p<0.05) in the mean and maximal muscle activity of the bilateral external oblique (EO) when comparing the overhead squat to the overhead squat combined with the abdominal stabilization technique. When comparing the squat to the overhead squat with abdominal stabilization, there was a significant difference in the mean and maximum muscle activity of the bilateral RA, EO, and left Internal oblique (IO) (p<0.05), and there was a significant difference in the maximum muscle activity of the bilateral erector spinae (ES) (p<0.05). Post hoc tests showed significant differences between squatting methods for the RA, EO, IO, and ES (p<0.017). Conclusion: The results of this study showed that squats combined with abdominal stabilization were more effective at activating core muscles than squats or overhead squats alone.

새싹인삼 추출물의 항산화 활성 및 MMP-1 저해 활성 (Antioxidant activity and MMP-1 inhibitory activity of Panax Ginseng Sprout Extracts)

  • 김민정;양예진;양주혜;이원융;김우현;이재남;박광일
    • 대한한의학방제학회지
    • /
    • 제32권1호
    • /
    • pp.83-90
    • /
    • 2024
  • Objectives : As a substitute for high-price ginseng, this study attempted to examine a possibility of the ferment extract of Panax ginseng sprout whether leaves and roots can be used together as a cosmetic ingredient with anti-oxidative and wrinkle-care effects. Methods : In terms of a test method, antioxidant activities were confirmed through total polyphenol contents, total flavonoid contents, DPPH radical scavenging activity and ABTS radical scavenging activity using the Panax ginseng sprout. In addition, to assess wrinkle-care effectiveness, the cytotoxicity of the extract was analyzed through MTT assay, and inhibition of collagenase activity in the cells was tested using the Panax ginseng sprout fermented by Saccharomyces cerevisiae. Resuits : The content of polyphenols and flavonoids in natural plants was highest in Panax Ginseng Sprout Extract at 100℃, which also demonstrated high DPPH, ABTS radical scavenging activity. MTT assay demonstrated that the Panax Ginseng Sprout Ferment Extract did not have a cytotoxic effect in CCD-986SK cell. Also, Panax Ginseng Sprout Ferment Extract was found to inhibit MMP-1 expression by 51.85±6.09% at a concentration of 10%. Conclusions : Therefore, this study has confirmed a possibility of Panax ginseng sprout ferment extract as a cosmetic ingredient with MMP-1-inhibitory effects.

편백나무 잎 추출물의 성분분석과 면역효능에 관한 연구 (Analysis of the Component and Immunological Efficacy of Chamaecyparis obtusa Leaf Extract)

  • 김정희;이승욱;도국배;지원대;김선건;백영두;김극준
    • 대한임상검사과학회지
    • /
    • 제50권1호
    • /
    • pp.37-43
    • /
    • 2018
  • 본 연구는 전라도 장성지역의 편백나무 잎 추출물을 사용하여 in vitro에서 항염증 및 항알레르기 효과를 보고자 연구를 진행하였다. 편백나무 잎 추출물은 $50^{\circ}C$에서 감압 건조하여 실험에 사용하였으며, 총 폴리페놀 함량을 측정한 결과 $25.89{\pm}0.31mg\;GAE/g$로 나타났다. 설정된 GC-MS 분석법으로 편백나무잎 추출물의 6종 성분에 대한 함량 분석을 실시한 결과, ${\alpha}-Terpinene$ 3.03 mg/g, ${\alpha}-Terpineol$ 9.48 mg/g, limonene 5.96 mg/g, borneol 59.78 mg/g, myrcene 4.85 mg/g, sabinene 11.31 mg/g로 borneol이 가장 많은 것으로 나타났다. 편백나무 잎 추출물의 항산화 활성을 측정한 결과, $H_2O_2$$ABTS^+$ 라디칼에 대한 추출물의 $RC_{50}$이 각각 $5.47{\pm}0.13mg/mL$$4.00{\pm}0.01mg/mL$로 나타났다. 또한 마우스 유래의 대식세포주인 RAW 264.7 세포에서 LPS 100 ng/mL을 처리를 통한 염증유도 군에서 주요 인자인 NO 생성이 $28{\pm}0.38{\mu}M$까지 증가하였으나 편백나무 잎 추출물 $150{\mu}g/mL$ 처리 농도에서 $IC_{50}$ 으로 감소할 것으로 추정되므로, 편백나무 잎 추출물이 항염증 작용이 있음을 시사한다. 알레르기 주요 인자인 ${\beta}-hexosaminidase$의 경우 처리한 편백나무 잎 추출물의 농도 의존적으로 감소되어 항알레르기 효능이 있음을 알 수 있었으며, 인간 유래 섬유아세포인 CCD-986sk 세포에 대해 편백나무 잎 추출물의 농도 $100{\sim}800{\mu}g/mL$ 범위에서 세포독성을 전혀 보이지 않았다. 따라서 편백나무 잎 추출물이 향후 기능성 화장품, 연고 등의 산업화에 광범위하게 이용될 수 있을 것으로 사료된다.

만병초(Rhododendron brachycarpum) 추출물의 기능성 화장품 소재로써의 주름개선 활성에 관한 연구 (A Study of Anti-wrinkle Activities as a Functional Cosmetic Ingredient of Rhododendron brachycarpum Extracts)

  • 염현지;오민정;채정우;이진영
    • 생명과학회지
    • /
    • 제32권8호
    • /
    • pp.622-632
    • /
    • 2022
  • 본 연구는 많은 만병초의 종류 중 울릉도 만병초와 운금 만병초를 중심으로 주름개선 활성 검증을 통해 기능성 화장품 소재로서의 응용 가능성을 확인하고자 하였다. 울릉도와 운금 만병초 추출물의 tyrosinase 저해활성 측정 결과 1,000 ㎍/ml의 농도에서 울릉도 만병초 추출물은 32.6%의 저해능을, 운금 만병초 추출물은 39.3%의 억제활성을 나타내었다. 또한 두 가지 추출물의 elastase 저해활성을 알아본 결과, 농도 의존적으로 활성을 억제하였으며 1,000 ㎍/ml에서 28.3%, 36.2%의 억제활성을 확인할 수 있었다. Collagenase 저해활성을 측정한 결과, 울릉도 및 운금 만병초 추출물 1,000 ㎍/ml의 농도에서 각각 77.7%, 80.7%의 우수한 저해활성을 확인할 수 있었다. 만병초 추출물들의 주름개선 활성을 알아보기 위해, 섬유아세포인 CCD-986Sk의 세포 생존율을 MTT assay에 의해 확인한 결과 울릉도와 운금 만병초 추출물 모두 모든 농도구간에서 80% 이상의 생존율을 보였으며, 이하의 실험은 100%에 가까운 생존율을 나타낸 25, 50, 100 ㎍/ml의 농도구간으로 설정하여 진행하였다. Western blot을 통해 주름개선 관련 인자인 MMP-1, MMP-2, MMP-3의 단백질 발현양을 측정한 결과 두 추출물 모두 농도가 증가함에 따라 발현양이 감소하였으며, 100 ㎍/ml의 농도에서 울릉도 만병초는 67.2%, 65.5%, 13.6%, 운금 만병초는 89.1%, 85.0%, 62.7%의 발현양을 나타내었다. Reverse transcription-PCR을 통해 동일한 인자의 mRNA 발현양을 측정한 결과, 울릉도와 운금 만병초 추출물 모두 농도 의존적으로 발현양이 감소되었으며, 100 ㎍/ml의 농도에서 울릉도 만병초는 70.1%, 9.1%, 37.9%, 운금 만병초는 38.2%, 8.3%, 57.3%의 발현양을 나타내었고 MMP-3 인자에서 대조군에 비해 우수한 mRNA 발현 억제율을 확인할 수 있었다. 본 연구의 결과로 울릉도 만병초와 운금 만병초의 주름개선 활성을 검증함으로써 기능성 화장품 소재로써의 이용 가치를 확인할 수 있었다.

Distribution of High Risk Human Papillomavirus Types in Western Kazakhstan - Retrospective Analysis of PCR Data

  • Bekmukhambetov, YZ;Balmagambetova, SK;Jarkenov, TA;Nurtayeva, SM;Mukashev, TZ;Koyshybaev, AK
    • Asian Pacific Journal of Cancer Prevention
    • /
    • 제17권5호
    • /
    • pp.2667-2672
    • /
    • 2016
  • Background: Virtually all cases of cervical cancer are caused by persistent infections with a restricted set of human papillomaviruses (HPV). Cancer of the cervix is the third or even the second most common cancer in women worldwide, more than 85% of the cases occurring in developing countries, such as China and India, including the Republic of Kazakhstan. The purpose was to determine the HPV type distribution to evaluate efficacy of vaccination and adjust cancer prevention strategy in Western Kazakhstan in the future. Materials and Methods: A retrospective analysis was conducted of data obtained from PCR laboratories in 4 regional centers for the time period covering 12 months, 2013-2014, using AmpliSens$^{(R)}$ Real-Time PCR kits for HPV testing of 12 genotypes (16, 18, 31, 33, 35, 39, 45, 51, 52, 56, 58, and 59). Results: A total of 1,661 persons were HPV tested within 2013-14, but a proprotion examined for 16 and 18 genotypes only (563) was not been included for statistic analysis of distribution and ratio of the most common genotypes. Males accounted for only a small number (N=90 in total). Conclusions: Total number of the HPV-positive appeared to be 26.0%, or 286 of N=1098. Types distribution was as follows: type 16 (10.7%), 39 (5.83%), 51 (5.27%), 31 (4.85%), 56 (4.58%), 18 (3.61%), 59 (2.64%), 58 (2.22%), 35 (1.94%), 33 (1.25%). Overall the HPV infection was highest in 16-29 years old (62.4%) and decreased with age. Total prevalence of the HR-HPVs amongst male population was 21.4% with top five types 16, 18, 39, 51, 31. Trends forcorrelations between Aktau site and type 33 (Cramer's V 0.2029), between Caucasian ethnicity and type 33 (Cramer's V .1716), and between European ethnicities in Uralsk and type 45 (Cramer's V .1752) were found. Of N 563 tested separately for 16 or 18 types, 13.6% were positive. As a whole, the distribution of 16/18 types had a ratio of 3.53:1. Given the vaccine-targeted type 16 is widely spread amongst this regional population, HPV immunization program of adolescent girls 10-13 years should be implemented appropriately.