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Cardiovascular health awareness,risk perception,behavioural intention and INTERHEART risk stratification among middle-aged adults in Malaysia
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作者 Siew-Keah Lee Ang-Lim Chua +6 位作者 Clement Heng Yew Fong Ban Hao Brian Cong Wen Ling Ng Jing Feng Kong Yik-Ling Chew Kai Bin Liew Yang Shao 《Asian Pacific Journal of Tropical Medicine》 SCIE CAS 2024年第2期61-70,共10页
Objective:To investigate the interrelationship between cardiovascular health awareness,risk perception,behavioural intention,and INTERHEART risk stratification in a middle-aged adult population in Malaysia.Methods:A c... Objective:To investigate the interrelationship between cardiovascular health awareness,risk perception,behavioural intention,and INTERHEART risk stratification in a middle-aged adult population in Malaysia.Methods:A cross-sectional survey with convenience sampling was conducted during November 2022 and January 2023.Participants completed validated questionnaires assessing cardiovascular health awareness,risk perception of cardiovascular diseases,behavioural intention towards adopting healthy habits,and INTERHEART risk stratification score(IHRS)based on established risk factors.A total of 602 respondents were included in the final analysis.Data were analysed with independent t-test/one-way ANOVA or Mann-Whitney/Kruskal-Wallis to test the differences,Pearson correlation or linear regression test to analyze the association of independent and dependent variables.Results:There was a significant positive correlation between medical knowledge related to cardiovascular disease(CVD)and knowledge related to CVD risk prevention,risk perception,behavioural intention and IHRS(P<0.05,Pearson correlation).Notably,individuals with higher IHRS tended to have lower knowledge related to CVD and CVD risk prevention,risk perception,and behavioural intention.Males,laborers,active/former smokers,individuals with lower household income and educational levels,those involved in occupations not related to the healthcare sector,and those who did not receive the CVD health brochure or are unaware of health self-assessment tools are likely to have lower levels of knowledge,risk perception,and poorer behavioural intention regarding cardiovascular health(P<0.05,one-way ANOVA).While educational level,smoking status,awareness about CVD poster,self-assessment tools were repeatedly significantly associated with knowledge related to CVD and CVD risk prevention,risk perception,behavioral intention and/or IHRS(P<0.05,linear regression).Conclusions:These findings underscore the importance of promoting cardiovascular health awareness and risk perception among middle-aged adults to foster positive BI and reduce CVD risk.Tailored interventions targeting specific risk factors identified by INTERHEART may enhance risk stratification accuracy and facilitate targeted preventive strategies. 展开更多
关键词 Cardiovascular risk KNOWLEDGE Risk perception Behavioural intention INTERHEART MIDDLE-AGED LIFESTYLE Physical activity Psychosocial stress
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Unscented Kalman filter for a low-cost GNSS/IMU-based mobile mapping application under demanding conditions
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作者 Mokhamad Nur Cahyadi Tahiyatul Asfihani +1 位作者 Hendy Fitrian Suhandri Risa Erfianti 《Geodesy and Geodynamics》 EI CSCD 2024年第2期166-176,共11页
For the last two decades,low-cost Global Navigation Satellite System(GNSS)receivers have been used in various applications.These receivers are mini-size,less expensive than geodetic-grade receivers,and in high demand.... For the last two decades,low-cost Global Navigation Satellite System(GNSS)receivers have been used in various applications.These receivers are mini-size,less expensive than geodetic-grade receivers,and in high demand.Irrespective of these outstanding features,low-cost GNSS receivers are potentially poorer hardwares with internal signal processing,resulting in lower quality.They typically come with low-cost GNSS antenna that has lower performance than their counterparts,particularly for multipath mitigation.Therefore,this research evaluated the low-cost GNSS device performance using a high-rate kinematic survey.For this purpose,these receivers were assembled with an Inertial Measurement Unit(IMU)sensor,which actively transmited data on acceleration and orientation rate during the observation.The position and navigation parameter data were obtained from the IMU readings,even without GNSS signals via the U-blox F9R GNSS/IMU device mounted on a vehicle.This research was conducted in an area with demanding conditions,such as an open sky area,an urban environment,and a shopping mall basement,to examine the device’s performance.The data were processed by two approaches:the Single Point Positioning-IMU(SPP/IMU)and the Differential GNSS-IMU(DGNSS/IMU).The Unscented Kalman Filter(UKF)was selected as a filtering algorithm due to its excellent performance in handling nonlinear system models.The result showed that integrating GNSS/IMU in SPP processing mode could increase the accuracy in eastward and northward components up to 68.28%and 66.64%.Integration of DGNSS/IMU increased the accuracy in eastward and northward components to 93.02%and 93.03%compared to the positioning of standalone GNSS.In addition,the positioning accuracy can be improved by reducing the IMU noise using low-pass and high-pass filters.This application could still not gain the expected position accuracy under signal outage conditions. 展开更多
关键词 LoW-cost GNSS GNSS/IMU Single Point Positioning-IMU(SPP/IMU) Differential GNSS-IMU(DGNSS/IMU) Unscented Kalman Filter(UKF) Outageconditions
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Blockchain-Enabled Cybersecurity Provision for Scalable Heterogeneous Network:A Comprehensive Survey
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作者 Md.Shohidul Islam Md.Arafatur Rahman +3 位作者 Mohamed Ariff Bin Ameedeen Husnul Ajra Zahian Binti Ismail Jasni Mohamad Zain 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第1期43-123,共81页
Blockchain-enabled cybersecurity system to ensure and strengthen decentralized digital transaction is gradually gaining popularity in the digital era for various areas like finance,transportation,healthcare,education,... Blockchain-enabled cybersecurity system to ensure and strengthen decentralized digital transaction is gradually gaining popularity in the digital era for various areas like finance,transportation,healthcare,education,and supply chain management.Blockchain interactions in the heterogeneous network have fascinated more attention due to the authentication of their digital application exchanges.However,the exponential development of storage space capabilities across the blockchain-based heterogeneous network has become an important issue in preventing blockchain distribution and the extension of blockchain nodes.There is the biggest challenge of data integrity and scalability,including significant computing complexity and inapplicable latency on regional network diversity,operating system diversity,bandwidth diversity,node diversity,etc.,for decision-making of data transactions across blockchain-based heterogeneous networks.Data security and privacy have also become the main concerns across the heterogeneous network to build smart IoT ecosystems.To address these issues,today’s researchers have explored the potential solutions of the capability of heterogeneous network devices to perform data transactions where the system stimulates their integration reliably and securely with blockchain.The key goal of this paper is to conduct a state-of-the-art and comprehensive survey on cybersecurity enhancement using blockchain in the heterogeneous network.This paper proposes a full-fledged taxonomy to identify the main obstacles,research gaps,future research directions,effective solutions,andmost relevant blockchain-enabled cybersecurity systems.In addition,Blockchain based heterogeneous network framework with cybersecurity is proposed in this paper tomeet the goal of maintaining optimal performance data transactions among organizations.Overall,this paper provides an in-depth description based on the critical analysis to overcome the existing work gaps for future research where it presents a potential cybersecurity design with key requirements of blockchain across a heterogeneous network. 展开更多
关键词 Blockchain CYBERSECURITY data transaction diversity heterogeneous
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Identifying the stability of housekeeping genes to be used for the quantitative real-time PCR normalization in retinal tissue of streptozotocin-induced diabetic rats
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作者 Muhammad Zulfiqah Sadikan Nurul Alimah Abdul Nasir +2 位作者 Mohammad Johari Ibahim Igor Iezhitsa Renu Agarwal 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2024年第5期794-805,共12页
AIM:To investigate the stability of the seven housekeeping genes:beta-actin(ActB),glyceraldehyde-3-phosphate dehydrogenase(GAPDH),18s ribosomal unit 5(18s),cyclophilin A(CycA),hypoxanthine-guanine phosphoribosyl trans... AIM:To investigate the stability of the seven housekeeping genes:beta-actin(ActB),glyceraldehyde-3-phosphate dehydrogenase(GAPDH),18s ribosomal unit 5(18s),cyclophilin A(CycA),hypoxanthine-guanine phosphoribosyl transferase(HPRT),ribosomal protein large P0(36B4)and terminal uridylyl transferase 1(U6)in the diabetic retinal tissue of rat model.METHODS:The expression of these seven genes in rat retinal tissues was determined using real-time quantitative reverse transcription polymerase chain reaction(RT-qPCR)in two groups;normal control rats and streptozotocininduced diabetic rats.The stability analysis of gene expression was investigated using geNorm,NormFinder,BestKeeper,and comparative delta-Ct(ΔCt)algorithms.RESULTS:The 36B4 gene was stably expressed in the retinal tissues of normal control animals;however,it was less stable in diabetic retinas.The 18s gene was expressed consistently in both normal control and diabetic rats’retinal tissue.That this gene was the best reference for data normalisation in RT-qPCR studies that used the retinal tissue of streptozotocin-induced diabetic rats.Furthermore,there was no ideal gene stably expressed for use in all experimental settings.CONCLUSION:Identifying relevant genes is a need for achieving RT-qPCR validity and reliability and must be appropriately achieved based on a specific experimental setting. 展开更多
关键词 housekeeping genes stability real-time reverse transcription polymerase chain reaction retinal tissue streptozotocin-induced diabetic rats
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满足4~7岁儿童发展需求的户外隐匿游戏空间构建及其设施设计研究
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作者 杨芳 廖云霜 《包装工程》 CAS 北大核心 2024年第4期207-217,共11页
目的构建满足4~7岁儿童发展需求的户外隐匿游戏空间和游乐设施,以实现减少监护人对儿童游戏的监督和命令,保障儿童自由、自控游戏,帮助儿童增强自我认同意识、建立独立自信品格,并培养高情商交往能力。方法首先针对4~7岁儿童游戏行为的... 目的构建满足4~7岁儿童发展需求的户外隐匿游戏空间和游乐设施,以实现减少监护人对儿童游戏的监督和命令,保障儿童自由、自控游戏,帮助儿童增强自我认同意识、建立独立自信品格,并培养高情商交往能力。方法首先针对4~7岁儿童游戏行为的心理行为特征和游戏行为特征进行分析,并探究游乐空间和设施对4~7岁儿童游戏行为及心理特征的影响,得到儿童发展需求对户外游戏空间及其设施的具体要求;其次,结合儿童自我发展和自主游戏的诉求,对儿童户外隐匿游戏空间及其设施的设计要点进行了分析;最后从儿童游乐空间和设施的主题确定、方案设计及效果展示三个阶段出发,构建满足4~7岁儿童发展需求的户外隐匿游戏空间及游乐设施。结果,构建了儿童不断深入参与的隐匿空间、参差自然与社会相恰的诗意隐匿空间、象征性分割迷宫三种不同特点的户外隐匿空间,可满足儿童自主游戏的需求;此外,隐匿空间中内置的与空间特征相适应的趣味性、操作力助益游乐设施,其造型、材质、色彩多方面的设计考虑,可以激发儿童想象力,增加儿童游戏热情,促进儿童的探索兴趣。结论构建了可满足4~7岁儿童发展的游乐空间和设施的设计方案,有利于儿童身心的健康发展,也为4~7岁儿童游戏产业的发展提供新的设计思路和方向。 展开更多
关键词 4~7岁儿童 发展需求 隐匿游戏空间 游乐设施
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Comparison of vergence mechanisms between university students with good and poor sleep quality
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作者 Pui Juan Woi Joyce Yi Ling Lu +1 位作者 Mohd Izzuddin Hairol Wan Nur Amirah Ibrahim 《International Journal of Ophthalmology(English edition)》 SCIE CAS 2024年第2期353-358,共6页
AIM:To compare the vergence mechanisms between good and poor sleepers in university students.METHODS:A total of 64 university students were recruited in this study.The validated Malay version of Pittsburgh Sleep Quali... AIM:To compare the vergence mechanisms between good and poor sleepers in university students.METHODS:A total of 64 university students were recruited in this study.The validated Malay version of Pittsburgh Sleep Quality Index questionnaire(PSQI-M)was used to measure the participants’sleep quality over the past month.Participants were categorized as good sleepers(n=32)and poor sleepers(n=32)based on the PSQI-M scores.Heterophoria and fusional vergences were measured at distance and near.Mann-Whitney U test was used to compare heterophoria,negative fusional vergence(NFV),and positive fusional vergence(PFV)at distance and near between good and poor sleepers.Spearman correlation analysis was used to study the relationship between PSQI-M score and PFV at distance.RESULTS:Both distance and near heterophorias were not significantly different between good and poor sleepers(P>0.05).There was a difference in distance PFV(P<0.05)between good and poor sleepers,but not in distance NFV,near NFV,and near PFV(P>0.05).Distance PFV was negatively correlated with PSQI-M score(rs=-0.33,P<0.05).CONCLUSION:University students with poor sleep quality demonstrates a reduced ability to maintain fusion with increasing convergence demand at distance.Sleep quality assessment during binocular vision examination in university students is recommended. 展开更多
关键词 binocular vision VERGENCE sleep quality university students
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A review of salivary composition changes induced by fasting and its impact on health
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作者 Nurul Fadhilah Kamalul Aripin NIdayu Zahid +4 位作者 Mohd Aizat Abdul Rahim Hashim Yaacob Parvez I.Haris Zubaidah Haji AbdRahim Rauzah Hashim 《Food Science and Human Wellness》 SCIE CSCD 2024年第1期50-64,共15页
Human saliva is an indispensable fluid that maintains a healthy oral cavity which otherwise can lead to oral diseases(dental caries and periodontitis).In addition,salivary metabolites and microbiome profile provide ea... Human saliva is an indispensable fluid that maintains a healthy oral cavity which otherwise can lead to oral diseases(dental caries and periodontitis).In addition,salivary metabolites and microbiome profile provide early detection of systemic diseases such as cancer and obesity.Salivary diagnostic has gained popularity due to its non-invasive sampling technique.Fasting(abstinence from food or drink or both)research for weight loss and improve health is common,but studies using fasting saliva are scarce.Some metabolites in fasting saliva have been reported with interesting results,which can be enhanced by considering different confounding factors.For example,fasting saliva contains higher salivary nitrite,which is related to nitric oxide(NO).NO is a vasodilator supporting the healthy function of endothelial cells and its deficiency is connected to many diseases.The timely supply of NO through exogenous and endogenous means is highlighted and the potential advantage of fasting salivary composition changes in relation to COVID-19 infection is speculated.This review aims to provide a general discussion on the salivary composition,properties,and functions of the whole saliva,including the health benefits of fasting. 展开更多
关键词 SALIVA FASTING NITRATE NITRITE Nitric oxide
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Trichomonas vaginalis infection in a low-risk women attended in Obstetrics and Gynaecology Clinic, Universiti Kebangsaan Malaysia Medical Centre
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作者 Norhayati Moktar Nor Liyana Ismail +6 位作者 Phoy Cheng Chun Mohamad Asyrab Sapie Nor Farahin Abdul Kahar Yusof Suboh Noraina Abdul Rahim Nor Azlin Mohamed Ismail Tengku Shahrul Anuar 《Asian Pacific Journal of Tropical Biomedicine》 SCIE CAS 2016年第8期702-705,共4页
Objective: To investigate the presence of trichomoniasis among women attending the Obstetrics and Gynaecology Clinic, Universiti Kebangsaan Malaysia Medical Centre.Methods: A total of 139 high vaginal swabs were taken... Objective: To investigate the presence of trichomoniasis among women attending the Obstetrics and Gynaecology Clinic, Universiti Kebangsaan Malaysia Medical Centre.Methods: A total of 139 high vaginal swabs were taken from the subjects and sent to the laboratory in Amies gel transport media. The specimens were examined for the presence of Trichomonas vaginalis using wet mount, Giemsa staining and cultured in Diamond's medium. Sociodemographic characteristics and gynaecological complaints were obtained in private using structured questionnaire applied by one investigator.Results: The median age was 32 years, with an interquartile interval of 9.96. Most of the subjects were Malays(76.9%) and the remaining were Chinese(15.1%), Indians(2.2%)and other ethnic groups(5.8%). One hundred and thirty eight(99.3%) of the women were married and 98.6% had less than 6 children. More than half(75.5%) of the women's last child birth was less than 6 years ago. Forty seven percent of them were involved in supporting administrative work and 64.7% of the women gave a history of previous or current vaginal discharge.Conclusions: The present study reported zero incidence rate of trichomoniasis. The low incidence rate was postulated due to all women who participated in this study were categorized into a low-risk group. 展开更多
关键词 TRICHOMONIASIS Incidence rate Wet mount GIEMSA STAINING Culture
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Demethylbelamcandaquinone B from Marantodes pumilum var.alata(Blume)Kuntze inhibits osteoclast differentiation in RAW264.7 cells
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作者 Haryati Ahmad Hairi Jamia Azdina Jamal +5 位作者 Nor Ashila Aladdin Khairana Husain Noor Suhaili Mohd Sofi Norazlina Mohamed Isa Naina Mohamed Ahmad Nazrun Shuid 《Asian Pacific Journal of Tropical Biomedicine》 SCIE CAS 2021年第12期535-542,共8页
Objective:To investigate the bone-resorbing effect of demethylbelamcandaquinone B(Dmcq B)extracted from Marantodes pumilum var.alata on osteoclast differentiation in RAW264.7 cells.Methods:RAW264.7 macrophages were di... Objective:To investigate the bone-resorbing effect of demethylbelamcandaquinone B(Dmcq B)extracted from Marantodes pumilum var.alata on osteoclast differentiation in RAW264.7 cells.Methods:RAW264.7 macrophages were differentiated using RANKL into osteoclast-like cells.Then,they were treated with 10μg/mL Marantodes pumilum var.alata crude aqueous extract,5μg/mL dichloromethane fraction,and 0.6μg/mL Dmcq B and 0.06μg/mL estradiol.Tartrate-resistant acid phosphatase 5b(TRACP 5b)as an osteoclast phenotypic marker was determined by TRACP staining and TRACP 5b colometric assay,and bone-resorbing pits were examined.The gene expression of pro-inflammatory cytokines(TNF-αand IL-6)was measured.Moreover,the protein expressions of pro-inflammatory cytokines(TNF-αand IL-6)and estrogen receptors were evaluated.Results:Marantodes pumilum var.alata crude aqueous extract and Dmcq B inhibited RANKL-stimulated osteoclast differentiation as evidenced by size reduction of giant multinucleated osteoclast cells,decreased TRACP 5b activity as well as the subsiding of resorbed pit area compared with normal control.In addition,they reduced the gene and protein expressions of TNF-αand IL-6.Marantodes pumilum var.alata,Dmcq B,and estradiol treatments increased the protein expressions of estrogen receptors alpha and beta in osteoclasts.Conclusions:Marantodes pumilum var.alata and its active compound,Dmcq B can inhibit osteoclast differentiation. 展开更多
关键词 Marantodes pumilum var.alata PHYTOESTROGEN RAW264.7 induced-osteoclast Bone-resorbing effect
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Neuroprotective effects of exogenous brain-derived neurotrophic factor on amyloid-beta 1-40-induced retinal degeneration 被引量:1
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作者 Mohd Aizuddin Mohd Lazaldin Igor Iezhitsa +2 位作者 Renu Agarwal Puneet Agarwal Nafeeza Mohd Ismail 《Neural Regeneration Research》 SCIE CAS CSCD 2023年第2期382-388,共7页
Amyloid-beta(Aβ)-related alterations,similar to those found in the brains of patients with Alzheimer's disease,have been observed in the retina of patients with glaucoma.Decreased levels of brain-derived neurotro... Amyloid-beta(Aβ)-related alterations,similar to those found in the brains of patients with Alzheimer's disease,have been observed in the retina of patients with glaucoma.Decreased levels of brain-derived neurotrophic factor(BDNF)are believed to be associated with the neurotoxic effects of Aβpeptide.To investigate the mechanism underlying the neuroprotective effects of BDNF on Aβ_(1-40)-induced retinal injury in Sprague-Dawley rats,we treated rats by intravitreal administration of phosphate-buffered saline(control),Aβ_(1-40)(5 nM),or Aβ_(1-40)(5 nM)combined with BDNF(1μg/mL).We found that intravitreal administration of Aβ_(1-40)induced retinal ganglion cell apoptosis.Fluoro-Gold staining showed a significantly lower number of retinal ganglion cells in the Aβ_(1-40)group than in the control and BDNF groups.In the Aβ_(1-40)group,low number of RGCs was associated with increased caspase-3 expression and reduced TrkB and ERK1/2 expression.BDNF abolished Aβ_(1-40)-induced increase in the expression of caspase-3 at the gene and protein levels in the retina and upregulated TrkB and ERK1/2 expression.These findings suggest that treatment with BDNF prevents RGC apoptosis induced by Aβ_(1-40)by activating the BDNF-TrkB signaling pathway in rats. 展开更多
关键词 amyloid-beta 1-40 brain-derived neurotrophic factor FLUORO-GOLD NEUROPROTECTION retinal ganglion cells(RGC) retinal toxicity tropomyosin receptor kinase B(TrkB)
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Comparison of virus-capsid mimicking biologic-shell based versus polymeric-shell nanoparticles for enhanced oral insulin delivery
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作者 Zhixiang Cui Shuman Cui +5 位作者 Lu Qin Yalin An Xin Zhang Jian Guan Tin Wui Wong Shirui Mao 《Asian Journal of Pharmaceutical Sciences》 SCIE CAS 2023年第5期125-135,共11页
Virus-capsid mimicking mucus-permeable nanoparticles are promising oral insulin carriers which surmount intestinal mucus barrier.However,the impact of different viruscapsid mimicking structure remains unexplored.In th... Virus-capsid mimicking mucus-permeable nanoparticles are promising oral insulin carriers which surmount intestinal mucus barrier.However,the impact of different viruscapsid mimicking structure remains unexplored.In this study,utilizing biotin grafted chitosan as the main skeleton,virus-mimicking nanoparticles endowed with biologicshell(streptavidin coverage)and polymeric-shell(hyaluronic acid/alginate coating)were designed with insulin as a model drug by self-assembly processes.It was demonstrated that biologic-shell mimicking nanoparticles exhibited a higher intestinal trans-mucus(>80%,10 min)and transmucosal penetration efficiency(1.6–2.2-fold improvement)than polymeric-shell counterparts.Uptake mechanism studies revealed caveolae-mediated endocytosis was responsible for the absorption of biologic-shell mimicking nanoparticles whereas polymeric-shell mimicking nanoparticles were characterized by clathrin-mediated pathway with anticipated lysosomal insulin digestion.Further,in vivo hypoglycemic study indicated that the improved effect of regulating blood sugar levels was virus-capsid structure dependent out of which biologic-shell mimicking nanoparticles presented the best performance(5.1%).Although the findings of this study are encouraging,much more work is required to meet the standards of clinical translation.Taken together,we highlight the external structural dependence of virus-capsid mimicking nanoparticles on the mucopenetrating and uptake mechanism of enterocytes that in turn affecting their in vivo absorption,which should be pondered when engineering virus-mimicking nanoparticles for oral insulin delivery. 展开更多
关键词 Oral insulin Streptavidin Virus-mimicking NANOPARTICLES Muco-penetrating Mucus
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Neural Machine Translation Models with Attention-Based Dropout Layer
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作者 Huma Israr Safdar Abbas Khan +3 位作者 Muhammad Ali Tahir Muhammad Khuram Shahzad Muneer Ahmad Jasni Mohamad Zain 《Computers, Materials & Continua》 SCIE EI 2023年第5期2981-3009,共29页
In bilingual translation,attention-based Neural Machine Translation(NMT)models are used to achieve synchrony between input and output sequences and the notion of alignment.NMT model has obtained state-of-the-art perfo... In bilingual translation,attention-based Neural Machine Translation(NMT)models are used to achieve synchrony between input and output sequences and the notion of alignment.NMT model has obtained state-of-the-art performance for several language pairs.However,there has been little work exploring useful architectures for Urdu-to-English machine translation.We conducted extensive Urdu-to-English translation experiments using Long short-term memory(LSTM)/Bidirectional recurrent neural networks(Bi-RNN)/Statistical recurrent unit(SRU)/Gated recurrent unit(GRU)/Convolutional neural network(CNN)and Transformer.Experimental results show that Bi-RNN and LSTM with attention mechanism trained iteratively,with a scalable data set,make precise predictions on unseen data.The trained models yielded competitive results by achieving 62.6%and 61%accuracy and 49.67 and 47.14 BLEU scores,respectively.From a qualitative perspective,the translation of the test sets was examined manually,and it was observed that trained models tend to produce repetitive output more frequently.The attention score produced by Bi-RNN and LSTM produced clear alignment,while GRU showed incorrect translation for words,poor alignment and lack of a clear structure.Therefore,we considered refining the attention-based models by defining an additional attention-based dropout layer.Attention dropout fixes alignment errors and minimizes translation errors at the word level.After empirical demonstration and comparison with their counterparts,we found improvement in the quality of the resulting translation system and a decrease in the perplexity and over-translation score.The ability of the proposed model was evaluated using Arabic-English and Persian-English datasets as well.We empirically concluded that adding an attention-based dropout layer helps improve GRU,SRU,and Transformer translation and is considerably more efficient in translation quality and speed. 展开更多
关键词 Natural language processing neural machine translation word embedding ATTENTION PERPLEXITY selective dropout regularization URDU PERSIAN Arabic BLEU
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LexDeep:Hybrid Lexicon and Deep Learning Sentiment Analysis Using Twitter for Unemployment-Related Discussions During COVID-19
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作者 Azlinah Mohamed Zuhaira Muhammad Zain +5 位作者 Hadil Shaiba Nazik Alturki Ghadah Aldehim Sapiah Sakri Saiful Farik Mat Yatin Jasni Mohamad Zain 《Computers, Materials & Continua》 SCIE EI 2023年第4期1577-1601,共25页
The COVID-19 pandemic has spread globally,resulting in financialinstability in many countries and reductions in the per capita grossdomestic product.Sentiment analysis is a cost-effective method for acquiringsentiment... The COVID-19 pandemic has spread globally,resulting in financialinstability in many countries and reductions in the per capita grossdomestic product.Sentiment analysis is a cost-effective method for acquiringsentiments based on household income loss,as expressed on social media.However,limited research has been conducted in this domain using theLexDeep approach.This study aimed to explore social trend analytics usingLexDeep,which is a hybrid sentiment analysis technique,on Twitter to capturethe risk of household income loss during the COVID-19 pandemic.First,tweet data were collected using Twint with relevant keywords before(9 March2019 to 17 March 2020)and during(18 March 2020 to 21 August 2021)thepandemic.Subsequently,the tweets were annotated using VADER(lexiconbased)and fed into deep learning classifiers,and experiments were conductedusing several embeddings,namely simple embedding,Global Vectors,andWord2Vec,to classify the sentiments expressed in the tweets.The performanceof each LexDeep model was evaluated and compared with that of a supportvector machine(SVM).Finally,the unemployment rates before and duringCOVID-19 were analysed to gain insights into the differences in unemploymentpercentages through social media input and analysis.The resultsdemonstrated that all LexDeep models with simple embedding outperformedthe SVM.This confirmed the superiority of the proposed LexDeep modelover a classical machine learning classifier in performing sentiment analysistasks for domain-specific sentiments.In terms of the risk of income loss,the unemployment issue is highly politicised on both the regional and globalscales;thus,if a country cannot combat this issue,the global economy will alsobe affected.Future research should develop a utility maximisation algorithmfor household welfare evaluation,given the percentage risk of income lossowing to COVID-19. 展开更多
关键词 Sentiment analysis sentiment lexicon machine learning imbalanced data deep learning method unemployment rate
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Nano-enabled agglomerates and compact:Design aspects of challenges
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作者 Nazurah Binti Sazali Lai Wah Chan Tin Wui Wong 《Asian Journal of Pharmaceutical Sciences》 SCIE CAS 2023年第2期28-48,共21页
Nanoscale medicine confers passive and active targeting potential.The development of nanomedicine is however met with processing,handling and administration hurdles.Excessive solid nanoparticle aggregation and caking ... Nanoscale medicine confers passive and active targeting potential.The development of nanomedicine is however met with processing,handling and administration hurdles.Excessive solid nanoparticle aggregation and caking result in lowproduct yield,poor particle flowability and inefficient drug administration.These are overcome by converting the nanoparticles into a microscale dosage form via agglomeration or compaction techniques.Agglomeration and compaction nonetheless predispose the nanoparticles to risks of losing their nanogeometry,surface composition or chemistry being altered and negating biological performance.This study reviews risk factors faced during agglomeration and compaction that could result in these changes to nanoparticles.The potential risk factors pertain to materials choice in nanoparticle and microscale dosage form development,and their interplay effects with process temperature,physical forces and environmental stresses.To render the physicochemical and biological behaviour of the nanoparticles unaffected by agglomeration or compaction,modes to modulate the interplay effects of material and formulation with processing and environment variables are discussed. 展开更多
关键词 AGGLOMERATION COMPACTION EXCIPIENT NANOMEDICINE NANOSTRUCTURE
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Anthropogenic disturbance of aquatic biodiversity and water quality of an urban river in Penang, Malaysia
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作者 Nur Azalina Suzianti Feisal Noor Haziqah Kamaludin +4 位作者 Muhammad Firdaus Abdullah Sani Dayang Khairulnisa Awang Ahmad Mohd Azwan Ahmad Nur Faiza Abdul Razak Tengku Nilam Baizura Tengku Ibrahim 《Water Science and Engineering》 EI CAS CSCD 2023年第3期234-242,共9页
Malaysia's rapid economic and demographic development have placed negative pressure on its water supplies and the quality of the Juru River, which is close to the nation's capital and its major source of water... Malaysia's rapid economic and demographic development have placed negative pressure on its water supplies and the quality of the Juru River, which is close to the nation's capital and its major source of water. Healthy aquatic ecosystems are supported by physicochemical properties and biological diversity. This study evaluated the anthropogenic impacts on aquatic biodiversity, especially plankton, fish, and macrobenthos, as well as the water quality of the Juru River in the Penang area. Aquatic biodiversity and river water parameters were collected from ten sampling stations along the Juru River. Seven variables were used to assess the physicochemical environment: pH, temperature, total suspended solids (TSS), salinity, dissolved oxygen (DO), biochemical oxygen demand (BOD), and chemical oxygen demand. At each sampling station, the total number of plankton, fish, and macrobenthic taxa were counted and analyzed. The relationships between the physicochemical parameters and aquatic biodiversity were investigated with biotypological analysis, principal component analysis, hierarchical cluster analysis, and linear regression analysis. These analyses showed that the richness and diversity indices were generally influenced by salinity, temperature, TSS, BOD, and pH. The data obtained in this study supported the bioindicator concept. The findings, as they related to scientifically informed conservation, could serve as a model for Juru River management, as well as for river management throughout Malaysia and other tropical Asian countries. 展开更多
关键词 Anthropogenic disturbance Aquatic biodiversity River water quality Urban river Hierarchical cluster analysis
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Machine Learning and Synthetic Minority Oversampling Techniques for Imbalanced Data: Improving Machine Failure Prediction
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作者 Yap Bee Wah Azlan Ismail +4 位作者 Nur Niswah Naslina Azid Jafreezal Jaafar Izzatdin Abdul Aziz Mohd Hilmi Hasan Jasni Mohamad Zain 《Computers, Materials & Continua》 SCIE EI 2023年第6期4821-4841,共21页
Prediction of machine failure is challenging as the dataset is often imbalanced with a low failure rate.The common approach to han-dle classification involving imbalanced data is to balance the data using a sampling a... Prediction of machine failure is challenging as the dataset is often imbalanced with a low failure rate.The common approach to han-dle classification involving imbalanced data is to balance the data using a sampling approach such as random undersampling,random oversampling,or Synthetic Minority Oversampling Technique(SMOTE)algorithms.This paper compared the classification performance of three popular classifiers(Logistic Regression,Gaussian Naïve Bayes,and Support Vector Machine)in predicting machine failure in the Oil and Gas industry.The original machine failure dataset consists of 20,473 hourly data and is imbalanced with 19945(97%)‘non-failure’and 528(3%)‘failure data’.The three independent variables to predict machine failure were pressure indicator,flow indicator,and level indicator.The accuracy of the classifiers is very high and close to 100%,but the sensitivity of all classifiers using the original dataset was close to zero.The performance of the three classifiers was then evaluated for data with different imbalance rates(10%to 50%)generated from the original data using SMOTE,SMOTE-Support Vector Machine(SMOTE-SVM)and SMOTE-Edited Nearest Neighbour(SMOTE-ENN).The classifiers were evaluated based on improvement in sensitivity and F-measure.Results showed that the sensitivity of all classifiers increases as the imbalance rate increases.SVM with radial basis function(RBF)kernel has the highest sensitivity when data is balanced(50:50)using SMOTE(Sensitivitytest=0.5686,Ftest=0.6927)compared to Naïve Bayes(Sensitivitytest=0.4033,Ftest=0.6218)and Logistic Regression(Sensitivitytest=0.4194,Ftest=0.621).Overall,the Gaussian Naïve Bayes model consistently improves sensitivity and F-measure as the imbalance ratio increases,but the sensitivity is below 50%.The classifiers performed better when data was balanced using SMOTE-SVM compared to SMOTE and SMOTE-ENN. 展开更多
关键词 Machine failure machine learning imbalanced data SMOTE classification
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Survey of Resources Allocation Techniques with a Quality of Service (QoS) Aware in a Fog Computing Environment
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作者 Wan Norsyafizan WMuhamad Kaharudin Dimyati +2 位作者 Muhammad Awais Javed Suzi Seroja Sarnin Divine Senanu Ametefe 《Computers, Materials & Continua》 SCIE EI 2023年第7期1291-1308,共18页
The tremendous advancement in distributed computing and Internet of Things(IoT)applications has resulted in the adoption of fog computing as today’s widely used framework complementing cloud computing.Thus,suitable a... The tremendous advancement in distributed computing and Internet of Things(IoT)applications has resulted in the adoption of fog computing as today’s widely used framework complementing cloud computing.Thus,suitable and effective applications could be performed to satisfy the applications’latency requirement.Resource allocation techniques are essential aspects of fog networks which prevent unbalanced load distribution.Effective resource management techniques can improve the quality of service metrics.Due to the limited and heterogeneous resources available within the fog infrastructure,the fog layer’s resources need to be optimised to efficiently manage and distribute them to different applications within the IoT net-work.There has been limited research on resource management strategies in fog networks in recent years,and a limited systematic review has been done to compile these studies.This article focuses on current developments in resource allocation strategies for fog-IoT networks.A systematic review of resource allocation techniques with the key objective of enhancing QoS is provided.Steps involved in conducting this systematic literature review include developing research goals,accessing studies,categorizing and critically analysing the studies.The resource management approaches engaged in this article are load balancing and task offloading techniques.For the load balancing approach,a brief survey of recent work done according to their sub-categories,including stochastic,probabilistic/statistic,graph theory and hybrid techniques is provided whereas for task offloading,the survey is performed according to the destination of task offloading.Efficient load balancing and task-offloading approaches contribute significantly to resource management,and tremendous effort has been put into this critical topic.Thus,this survey presents an overview of these extents and a comparative analysis.Finally,the study discusses ongoing research issues and potential future directions for developing effective management resource allocation techniques. 展开更多
关键词 Resource management task offloading load balancing QOS LATENCY energy consumption
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T6SS-5 and the cGAS-STING pathway in Burkholderia pseudomallei infection and immunity
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作者 Noreafifah Semail Nik Mohd Noor Nik Zuraina +4 位作者 Yasmin Khairani Muhammad Ismadi Nurul Iman Mohamad Azian Harun Ismail Aziah Zakuan Zainy Deris 《Asian Pacific Journal of Tropical Biomedicine》 SCIE CAS 2023年第3期94-103,共10页
Burkholderia pseudomallei is a causative agent of melioidosis that can infect humans and animals in endemic countries,specifically in Southeast Asia and tropical Australia.A fundamental component for the pathogenesis ... Burkholderia pseudomallei is a causative agent of melioidosis that can infect humans and animals in endemic countries,specifically in Southeast Asia and tropical Australia.A fundamental component for the pathogenesis of Burkholderia pseudomallei is the capability of the bacterium to enter,survive,replicate,and cause disease in a host cell by inducing the host cell fusion.Cell fusion results in multinucleated-giant cell formation,thus enabling the dissemination of Burkholderia pseudomallei intracellularly.cGAS reacts to Burkholderia pseudomallei infection by activating the cGAS-STING pathway and subsequently limiting host's aberrant cell division and cellular replication by inducing autophagic cell death.In this review,we discuss the host-pathogen interactions between the typeⅥsecretion system 5(T6SS-5)of Burkholderia pseudomallei and human cGAS pathway in melioidosis infections.Since T6SS-5 is a main virulent factor in Burkholderia pseudomallei and the c GAS pathway is vital for host immune response,elucidating their functions is important for better understanding the pathogenesis of Burkholderia pseudomallei. 展开更多
关键词 Burkholderia pseudomallei MELIOIDOSIS T6SS-5 c GAS-STING IFN-1
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Verification of Depth Adjustment Factor in Eurocode 5 for Tropical Hardwood Timbers
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作者 Adnie Baharin Muhammad Amirul Akmal Rosli +4 位作者 Norshariza Mohamad Bhkari Lum Wei Chen Anis Azmi Muhammad Shaiful Nordin Zakiah Ahmad 《Journal of Renewable Materials》 EI 2023年第9期3533-3546,共14页
The depth adjustment factor for bending strength stated in Eurocode 5(EC5)is only applicable to timbers having a characteristic density below 700 kg/m^(3).However,most Malaysian timbers are hardwood,some with a charac... The depth adjustment factor for bending strength stated in Eurocode 5(EC5)is only applicable to timbers having a characteristic density below 700 kg/m^(3).However,most Malaysian timbers are hardwood,some with a characteristic density reaching above 700 kg/m^(3).Therefore,the objective of this study was to examine whether the depth adjustment factor stipulated in EC5 is valid for Malaysian hardwood timbers.Six timber species were selected for this study,namely Kapur(Dryobalanops C.F.Gaertn.),Kempas(Koompassia Maingay ex Benth.),Keruing(Dipterocarpus C.F.Gaertn.),Light red meranti(Shorea Roxb.ex C.F.Gaertn.),Geronggang(Cratoxylum Blume)and Balau(Shorea Roxb.ex C.F.Gaertn.).The determination of bending strength and characteristic density was conducted according to BS EN 408:2010 and BS EN 384:2016,respectively.A graph for mean bending strength vs.(150/h)was plotted for each timber species.The power function was selected to analyze the relationship between the two variables.The power of the regression equations varied depending on the characteristic density of the timber species.For species with a characteristic density below 700 kg/m^(3),such as Kapur,Keruing,and Light red meranti,the power was between 0.16 to 0.17.In contrast,for species having a characteristic density above 700 kg/m^(3),namely Kempas and Balau,the power was higher at 0.23 and 0.24,respectively.Geronggang was an exception to this pattern.These values are close to the depth adjustment factor given in EC5,which is 0.2.Based on the results,it can be suggested that the adjustment factor of 0.2 is also applicable to Malaysian hardwood timbers with a characteristic density above 700 kg/m^(3). 展开更多
关键词 Depth adjustment factor Malaysian hardwood timber bending strength Eurocode 5
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鞭檐犁头尖抗癌活性及其潜在机制临床前研究的系统综述
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作者 Ng Kwok Wen Tan Suk Fei +2 位作者 Looi Shu Ying Naimat Faiza Hamid Hazrina 《Journal of Traditional Chinese Medical Sciences》 CAS 2023年第4期403-414,520,共13页
目的:评价一种中药植物鞭檐犁头尖(T.flagelliforme)作为抗癌药物的临床前研究的系统综述。方法:对Scopus、PubMed、Web of Science、ScienceDirect、LILACS、EBSCO Medline、Mendeley等7个数据库进行全面检索,检索时间截止到2023年9月... 目的:评价一种中药植物鞭檐犁头尖(T.flagelliforme)作为抗癌药物的临床前研究的系统综述。方法:对Scopus、PubMed、Web of Science、ScienceDirect、LILACS、EBSCO Medline、Mendeley等7个数据库进行全面检索,检索时间截止到2023年9月8日。排除了临床试验和非原创的同行评议报告后,鞭檐犁头尖的提取物,组成,或分离化合物的体内外研究且经过同行评审的英文文献均被纳入。本研究定性评估了鞭檐犁头尖对不同肿瘤细胞、肿瘤大小和作用机制的有效性。证据质量由三名独立评估人员使用ToxRTool进行评估,并验证其一致性。结果:检索后共纳入27项研究:22项体外研究,4项体内研究,1项体内外研究。结果发现鞭檐犁头尖对白血病、乳腺癌、结直肠癌和肺癌有效。大多数研究的评估为“有限制的可靠”。鞭檐犁头尖通过阻断细胞周期、活化caspase-3/-9、分解PARP、裂解DNA、减少生存素含量、降低ROS表达、抑制COX-2和HSP70表达和抑制NF-kB通路等来诱导细胞凋亡。当与干扰素联合使用时,其能阻碍血管生成。结论:尽管鞭檐犁头尖具有良好的抗癌活性,但其作为单独抗癌药物的疗效尚不确定。它似乎更适合用于癌症的补充或联合治疗。研究设计不理想,报告不完整,以及在多篇文章中没有纳入适当的阳性对照和统计分析可能是本研究缺乏结论性证据的原因。 展开更多
关键词 鞭檐犁头尖 水半夏 Rodent tuber 癌症 系统综述
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