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Cluster Analysis on Dengue Incidence and Weather Data Using K-Medoids and Fuzzy C-Means Clustering Algorithms (Case Study: Spread of Dengue in the DKI Jakarta Province) 基于k -介质和模糊c -均值聚类算法的登革热发病率和天气数据聚类分析(以登革热在DKI雅加达省的传播为例)
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-01-14 DOI: 10.5614/j.math.fund.sci.2021.53.3.9
Cindy Cindy, Cynthia Cynthia, V. Vito, Devvi Sarwinda, B. Handari, G. Hertono
In Indonesia, Dengue incidence tends to increase every year but has been fluctuating in recent years. The potential for Dengue outbreaks in DKI Jakarta, the capital city, deserves serious attention. Weather factors are suspected of being associated with the incidence of Dengue in Indonesia. This research used weather and Dengue incidence data for five regions of DKI Jakarta, Indonesia, from December 30, 2008, to January 2, 2017. The study used a clustering approach on time-series and non-time-series data using K-Medoids and Fuzzy C-Means Clustering. The clustering results for the non-time-series data showed a positive correlation between the number of Dengue incidents and both average relative humidity and amount of rainfall. However, Dengue incidence and average temperature were negatively correlated. Moreover, the clustering implementation on the time-series data showed that rainfall patterns most closely resembled those of Dengue incidence. Therefore, rainfall can be used to estimate Dengue incidence. Both results suggest that the government could utilize weather data to predict possible spikes in DHF incidence, especially when entering the rainy season and alert the public to greater probability of a Dengue outbreak.
在印度尼西亚,登革热发病率每年都有增加的趋势,但近年来一直在波动。在首都雅加达DKI暴发登革热的可能性值得认真关注。天气因素被怀疑与印度尼西亚登革热的发病率有关。本研究使用了2008年12月30日至2017年1月2日印度尼西亚雅加达DKI五个地区的天气和登革热发病率数据。本研究采用K-Medoids和模糊C-Means聚类方法对时间序列和非时间序列数据进行聚类。非时间序列数据的聚类结果显示登革热病例数与平均相对湿度和降雨量均呈正相关。登革热发病率与平均气温呈负相关。此外,对时间序列数据的聚类实施表明,降雨模式与登革热发病率最接近。因此,降雨量可用于估计登革热发病率。这两项结果都表明,政府可以利用天气数据预测登革出血热发病率可能出现的高峰,特别是在进入雨季时,并提醒公众登革热爆发的可能性更大。
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引用次数: 0
Pharmacophore Modeling, Docking, and Molecular Dynamics Simulation of Flavonoids as Inhibitors of Urokinase-type Plasminogen Activator 类黄酮作为尿激酶型纤溶酶原激活物抑制剂的药效团建模、对接及分子动力学模拟
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2022-01-10 DOI: 10.5614/j.math.fund.sci.2021.53.3.8
D. H. Tjahjono, B. L. Sari, Slamet Ibrahim
The urokinase-type plasminogen activator (uPA) system plays a significant role in the invasion and metastasis of cancer cells. The present study was conducted to investigate natural product compounds as inhibitors and hit molecules of uPA using in-silico analysis. A pharmacophore model was built to screen the Indonesian Herbal Database (HerbalDB) to obtain inhibitors of different scaffolds. Based on the molecular docking score, four ligands were selected as potential uPA inhibitors. Subsequently, the stability of the ligand-uPA complex was analyzed using molecular dynamics (MD) simulation. An RMSD graph of the backbone protein and the RMSF values of the amino acid residues were also determined. In addition, the MM-PBSA method was applied to calculate the free binding energy. According to the results, Model_3, characterized by aromatic rings 23 (F1 and F2), cationic H-bond donor (F3), and metal ligator (F4) features, had an adequate goodness-of-hit score (GH). The four top-ranked ligands, isorhamnetin, rhamnetin, quercetin, and kaempferol, showed higher docking scores compared to the others. This study confirmed that isorhamnetin, rhamnetin, and kaempferol build stable complexes with uPA with lower binding energy than quercetin.
尿激酶型纤溶酶原激活物(uPA)系统在癌细胞的侵袭和转移中起重要作用。本研究采用硅分析方法研究天然产物化合物作为uPA的抑制剂和hit分子。建立药效团模型,筛选印尼草药数据库(HerbalDB),获得不同支架抑制剂。根据分子对接评分,选择了4种配体作为潜在的uPA抑制剂。随后,利用分子动力学(MD)模拟分析了配体- upa配合物的稳定性。测定了骨架蛋白的RMSD图和氨基酸残基的RMSF值。此外,采用MM-PBSA法计算了自由结合能。结果表明,Model_3具有芳香环23 (F1和F2)、阳离子氢键供体(F3)和金属螯合体(F4)特征,具有较好的命中优度(GH)。排名靠前的四种配体,异鼠李素、鼠李素、槲皮素和山奈酚,与其他配体相比,显示出更高的对接分数。本研究证实异鼠李素、鼠李素和山奈酚与uPA形成稳定的配合物,其结合能低于槲皮素。
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引用次数: 1
Role of Hypoxia on Growth and Differentiation of Human Adipose Derived Stem Cells Grown on Silk Fibroin Scaffold Induced by Platelet Rich Plasma 缺氧对富血小板血浆诱导蚕丝蛋白支架上脂肪干细胞生长分化的影响
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2021-12-15 DOI: 10.5614/j.math.fund.sci.2021.53.3.6
A. Barlian, M. Tan, Ergha Widya Sarjana, N. Vanawati
Previous research has proven that 10% platelet-rich plasma (PRP) can enhance growth and differentiation of human adipose derived stem cells (hADSC) grown on silk fibroin scaffold into chondrocytes. A low oxygen concentration (hypoxia) condition is an important factor that potentially affects the ability of hADSC to grow and differentiate. The objective of this research was to analyze the difference in growth and differentiation capacity of hADSC grown on salt leached silk fibroin scaffold supplemented by 10% PRP under normoxic and hypoxic conditions. The growth capacity of the hADSC was determined by MTT assay and differentiation was tested using glycosaminoglycan (GAG) content analysis, while chondrocyte markers were visualized with the immunocytochemistry (ICC) method. This research observed hADSC proliferation under normoxic and hypoxic conditions for 21 days. Visualization of type 2 collagen showed that it was more abundant under hypoxia compared to normoxia.  HIF-1α was only detected in the hADSC cultured in hypoxic conditions. In conclusion, culture under hypoxic conditions increases the capacity of hADSC to grow and differentiate into chondrocytes. This is the first study that has shown that hypoxia is able to enhance the proliferation and differentiation of hADSC grown on 3D salt leached silk fibroin scaffold supplemented by 10% PRP.
已有研究证实,10%富血小板血浆(PRP)可促进丝素蛋白支架上生长的人脂肪干细胞(hADSC)向软骨细胞的生长和分化。低氧浓度(缺氧)条件是潜在影响hADSC生长和分化能力的重要因素。本研究的目的是分析盐浸丝素蛋白支架上添加10% PRP生长的hADSC在常氧和缺氧条件下的生长和分化能力的差异。采用MTT法测定hADSC的生长能力,采用糖胺聚糖(GAG)含量分析法检测其分化程度,采用免疫细胞化学(ICC)法观察软骨细胞标记物。本研究观察了hADSC在常氧和缺氧条件下21天的增殖情况。2型胶原在缺氧条件下比正常缺氧条件下含量更高。HIF-1α仅在缺氧条件下培养的hADSC中检测到。总之,缺氧条件下的培养增加了hADSC生长和分化成软骨细胞的能力。这是首次有研究表明,在添加10% PRP的3D盐浸蚕丝蛋白支架上,缺氧能够促进hADSC的增殖和分化。
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引用次数: 0
Inherent Irreversibility of Mixed Convection within Concentric Pipes in a Porous Medium with Thermal Radiation 热辐射多孔介质同心管内混合对流的固有不可逆性
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2021-12-14 DOI: 10.5614/j.math.fund.sci.2021.53.3.5
O. Makinde, A. S. Eegunjobi
This work investigated the thermal putrefaction and inherent irreversibility in a steady flow of an incompressible inconstant viscosity radiating fluid within two concentric pipes filled with a porous medium. Following the Brinkmann-Darcy-Forchheimer approach, the nonlinear differential equations governing the model were obtained. The model boundary value problem was addressed numerically via a shooting quadrature with the Runge-Kutta-Fehlberg integration scheme. The effects of diverse emerging parameters on the fluid velocity, temperature, skin friction, Nusselt number, entropy generation rate and the Bejan number are provided in graphs and discussed in this paper.
本文研究了一种不可压缩的非恒定粘度辐射流体在两个充满多孔介质的同心管道内的稳定流动中的热衰变和固有的不可逆性。采用Brinkmann-Darcy-Forchheimer方法,得到了控制模型的非线性微分方程。采用Runge-Kutta-Fehlberg积分格式对模型边值问题进行了数值求解。本文用图形给出了不同涌现参数对流体速度、温度、表面摩擦、努塞尔数、熵产率和贝让数的影响,并进行了讨论。
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引用次数: 3
Optimal Control in a Mathematical Model of Smoking 吸烟数学模型的最优控制
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2021-12-03 DOI: 10.5614/j.math.fund.sci.2021.53.3.4
Nur Ilmayasinta, Heri Purnawan
This paper presents a dynamic model of smoking with optimal control. The mathematical model is divided into 5 sub-classes, namely, non-smokers, occasional smokers, active smokers, individuals who have temporarily stopped smoking, and individuals who have stopped smoking permanently. Four optimal controls, i.e., anti-smoking education campaign, anti-smoking gum, anti-nicotine drug, and government prohibition of smoking in public spaces are considered in the model. The existence of the controls is also presented. The Pontryagin maximum principle (PMP) was used to solve the optimal control problem. The fourth-order Runge-Kutta was employed to gain the numerical solutions.
提出了一个具有最优控制的吸烟动态模型。数学模型分为不吸烟者、偶尔吸烟者、主动吸烟者、暂时戒烟者和永久戒烟者5类。模型考虑了四种最优控制,即反吸烟教育运动、反吸烟口香糖、抗尼古丁药物和政府在公共场所禁止吸烟。文中还提出了控制的存在性。采用庞特里亚金极大值原理(PMP)求解最优控制问题。采用四阶龙格-库塔方程求解。
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引用次数: 3
Slater-Pauling-like Behavior of Spin Hall Conductivity in Pt-based Superlattices pt基超晶格中自旋霍尔电导率的类slater - pauling行为
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2021-12-03 DOI: 10.5614/j.math.fund.sci.2021.53.3.3
A. Pradipto, K. Nakamura
The intrinsic spin Hall effect in the bulk systems of late  transition metals (Os, Ir, Pt, and Au) as well as the Pt-based superlattices were investigated by using first-principle calculations. By comparing the computed spin Hall conductivities of Pt−M superlattices (M=Os, Ir, and Au) with different compositions and those obtained from atomic bulk composition, we saw that the spin Hall conductivities (SHCs) follow the behavior described by the Slater-Pauling curve, the maximum of which is at pure Pt bulk. From the examination of the band structures of the considered systems, we found that the origin of this behavior comes from the variation of the band structures as a direct consequence of the change of the number of electrons and hybridization effects.
利用第一性原理计算研究了迟过渡金属(Os, Ir, Pt和Au)体系以及Pt基超晶格中的本征自旋霍尔效应。通过比较不同组成的Pt−M超晶格(M=Os, Ir和Au)的自旋霍尔电导率与原子体组成的自旋霍尔电导率的计算结果,我们发现自旋霍尔电导率(SHCs)遵循Slater-Pauling曲线所描述的行为,其最大值出现在纯Pt体。通过对所考虑的体系的能带结构的研究,我们发现这种行为的起源是由于电子数和杂化效应的变化直接导致了能带结构的变化。
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引用次数: 0
Designing Aquifer Model for the Banks of the Serayu River, Sokawera, Somagede, Banyumas, Indonesia by Means of 1D-Electrical Resistivity Data 利用一维电阻率数据设计印度尼西亚Banyumas Somagede Sokawera Serayu河河岸含水层模型
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2021-12-03 DOI: 10.5614/j.math.fund.sci.2021.53.3.1
Sehah Sehah, H. Hartono, Z. Irayani, U. N. Prabowo
A geoelectric survey using the 1D-electrical resistivity method was applied to design a groundwater aquifer model for the banks of the Serayu River in Sokawera Village, Somagede District, Banyumas Regency, Indonesia. The aim of this research was to identify the characteristics of aquifers in the research area based on resistivity log data. Acquisition, modeling, and interpretation of resistivity data were carried out and the results were lithological logs at seven sounding points. Correlation between the lithological logs resulted in a hydrostratigraphic model. This model is composed of several hydrological units, i.e. shallow aquifer, aquitard, and deep aquifer. The shallow aquifers are composed of sandy clay (10.81-18.21 Wm) and clayey sand (3.04-7.43 Wm) with a depth of groundwater from the water table to 27.51 m. The deep aquifers are composed of sandstone with variation of porosity (2.24-12.04 Wm) at a depth of more than 54.98 m. Based on this model, potential shallow aquifers were estimated to be at sounding points Sch-5, Sch-6, and Sch-7. This hydrostratigraphic model shows that the two types of aquifers are separated by an aquitard layer, allowing groundwater infiltration from the shallow aquifer to the deep aquifer and vice versa. Moreover, the Serayu riverbanks in this research area are estimated to be a groundwater discharge area.
利用一维电阻率法进行地电测量,为印度尼西亚Banyumas Regency Somagede地区Sokawera村的Serayu河河岸设计了地下水含水层模型。利用电阻率测井资料对研究区含水层进行特征识别。对电阻率数据进行了采集、建模和解释,结果为7个测深点的岩性测井。通过对比岩性测井资料,建立了水文地层模型。该模型由几个水文单元组成,即浅层含水层、含水层和深层含水层。浅层含水层由砂质粘土(10.81 ~ 18.21 Wm)和粘土砂(3.04 ~ 7.43 Wm)组成,地下水深度为地下水位至27.51 m。深度大于54.98 m的深层含水层由孔隙度变化较大的砂岩组成(2.24 ~ 12.04 Wm)。基于该模型,估计了Sch-5、Sch-6和Sch-7测点的潜在浅层含水层。该水文地层模型表明,两种类型的含水层被一个含水层隔开,允许地下水从浅层渗透到深层含水层,反之亦然。此外,研究区内的西柳河岸被认为是地下水排放区。
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引用次数: 2
Evaluation NO2 Detection Using Low-Cost Folded Path Photometer 低成本折叠路径光度计检测二氧化氮的评价
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2021-11-19 DOI: 10.20944/preprints202111.0355.v1
J. A. Fatkhurrahman, Puji Lestari
Nitrogen dioxide (NO2) contributes to several impacts both for human health and the environment. Periodical measurement of NO2 at industrial and residential areas needs comprehensive and reliable instrumentation; long-interference-free measures with minimum maintenance and re-calibration. DOAS can be used as a direct measurement technique based on specific absorption characteristics of NO2 follow Beer-Lambert law. This research applies a low-cost folded path photometer for measurement NO2 in air. Cheap tubular acrylic used as a detection cell with a 3D printed framework makes it compact, modular, and flexible. Evaluation of the DOAS conducted by instrument test responses using NO2 gas. The estimated LOD was ~ 1263 pb using 2 nm resolution of the spectrometer and 6-meter detection cell length. Deviation of the DOAS estimated to be 0.8% at high concentration and 2.85% at a low concentration based on DOAS calibration. An intercomparison between methods used to evaluate instrument performance to measure NO2 using emission from a motorcycle with coefficient correlation (R) 0.649 for paired DOAS-ASTM D1607 Griesz Saltzmann Method 0.846 for paired DOAS-Electrochemical Gas Analyzer. This significant correlation is caused by different respond time between paired methods, while it is still comparable for NO2 measurement.
二氧化氮(NO2)对人类健康和环境都有若干影响。工业和居民区二氧化氮的定期测量需要全面可靠的仪器;长时间无干扰的措施,最少的维护和重新校准。DOAS可以作为一种直接测量技术,基于NO2的特定吸收特性,遵循比尔-朗伯定律。本研究应用低成本折叠路径光度计测量空气中的二氧化氮。廉价的管状丙烯酸用作带有3D打印框架的检测单元,使其紧凑,模块化和灵活。通过使用NO2气体的仪器测试响应来评估DOAS。利用2 nm分辨率和6 m检测池长度,估计LOD为~ 1263 pb。经DOAS标定,在高浓度下DOAS偏差为0.8%,在低浓度下DOAS偏差为2.85%。用于评估仪器性能的两种方法的相互比较,使用摩托车排放测量NO2,配对DOAS-ASTM D1607的相关系数(R)为0.649,配对doas -电化学气体分析仪的Griesz Saltzmann方法为0.846。这种显著的相关性是由配对方法之间的响应时间不同引起的,但对于NO2测量仍然具有可比性。
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引用次数: 0
Fibroin and Spidroin Thin Film to Support the Attachment and Spread of Human Dermal Fibroblast: The Potency of Skin Tissue Engineering 纤维蛋白和蜘蛛蛋白薄膜支持人真皮成纤维细胞的附着和扩散:皮肤组织工程的潜力
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2021-10-21 DOI: 10.5614/j.math.fund.sci.2021.53.2.10
S. M. Nursatya, A. Barlian, H. Judawisastra, I. Wibowo, H. Tanoto
This study aimed to determine the characteristics of scaffolds made of fibroin from Bombyx mori and spidroin from Argiope appensa in supporting the attachment and proliferation of HDF cells on the scaffolds. Thin-film scaffolds were made using the solvent casting technique, where the scaffold is an amalgamation of fibroin, spidroin, PVA, and glycerol. HDF cells were grown on DMEM medium with 10% FBS and 1% antibiotic-antimicotic. Characterization of the scaffolds was performed by using ATR-FTIR, swelling test, contact angle measurement, tensile test, biodegradation, MTT and SEM. The results of the ATR-FTIR analysis showed that the scaffolds contained fibroin, spidroin, PVA, and glycerol. Swelling and contact angle tests showed that all scaffold combinations were hydrophilic. Mechanical properties and in vitro biodegradation tests showed no significant difference among the scaffold combinations. MTT testing showed that all scaffolds could facilitate the attachment of fibroblasts and showed increased viability from day 1, 3, and 5. Scanning electron microscopy showed that the cells in the 70% fibroin and 10% spidroin scaffold had the best cell morphology and the best combination for potential application in skin tissue engineering.
本研究旨在研究家蚕丝素蛋白和尾尾蜘蛛丝素蛋白在支架上支持HDF细胞附着和增殖的特性。薄膜支架采用溶剂铸造技术,其中支架是丝素,蜘蛛蛋白,聚乙烯醇和甘油的混合。HDF细胞在含有10%牛血清和1%抗生素-抗菌素的DMEM培养基上生长。通过ATR-FTIR、膨胀测试、接触角测试、拉伸测试、生物降解、MTT和SEM对支架进行表征。ATR-FTIR分析结果表明,支架中含有丝素蛋白、蜘蛛蛋白、PVA和甘油。膨胀和接触角试验表明,所有支架组合都具有亲水性。力学性能和体外生物降解试验显示,不同支架组合间无显著差异。MTT测试表明,所有支架都能促进成纤维细胞的附着,并在第1、3和5天显示出更高的活力。扫描电镜结果表明,70%丝蛋白和10%蜘蛛蛋白的支架细胞形态和组合最佳,在皮肤组织工程中具有潜在的应用前景。
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引用次数: 0
Basin-scale Paleoecology: Using Semi-quantitative Analysis of the Ichnofabric within Kutai Basin (Indonesia) 盆地尺度古生态学:基于半定量分析的印尼库台盆地内生物群落结构
IF 0.7 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2021-10-12 DOI: 10.5614/j.math.fund.sci.2021.53.2.8
Ery Arifullah, Y. Zaim, A. Aswan, Djuhaeni Djuhaeni
Ichnofossils are still not used in paleoecological studies, even though they are a valuable proxy for paleoecology. This study focused on a semi-quantitative approach to a number of ichnofabric variables, i.e. ichnofossil association, bioturbation index (BI), ichnodiversity (ID), number of behaviors (NB), penetration depth (PD), and burrow diameter (DM). It was proved that the scores of those variables were low to medium because of the paleoecological fluvial-marine transition depositional processes in the Serravallian-Tortonian interval in Kutai Basin, Indonesia. This paper contributes an ichnofabric model that is visualized as histograms. One histogram shows the most common ichnofossil associations found in ichnofabric units, i.e., Ophiomorpha, Skolithos, Paleophycus, Planolites, Thalassinoides, and Chondrites. The other histograms describe the ichnofabric variables scores for BI, ID, NB, PD, and DM. The variables represent low to medium scores, a characteristic of a brackish paleoecology at basin-scale, a unique indicator for the fluvial-marine transition depositional system.
尽管鱼化石是古生态学的一个有价值的代表,但它们仍然没有被用于古生态学的研究。本研究以半定量的方法研究了一些生物结构变量,即生物化石关联、生物扰动指数(BI)、生物多样性(ID)、行为数(NB)、穿透深度(PD)和洞穴直径(DM)。结果表明,印尼库台盆地塞拉瓦里—托尔顿期段的古生态河-海过渡沉积过程导致了这些变量的分数处于中低水平。本文提出了一种可视化为直方图的技术结构模型。其中一张直方图显示了在鱼构单元中发现的最常见的鱼化石关联,即蛇胚亚、Skolithos、古ophycus、Planolites、Thalassinoides和球粒陨石。其他直方图描述了BI、ID、NB、PD和DM的技术结构变量得分。这些变量代表了低到中等的得分,这是盆地尺度微咸古生态的特征,是河流-海洋过渡沉积体系的独特指标。
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引用次数: 0
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