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Increasing the Solubility and Anti-Inflammatory Activity of Curcumin by Cocrystallization 共结晶提高姜黄素的溶解度和抗炎活性
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-07-06 DOI: 10.26554/sti.2023.8.3.501-508
Yudi Wicaksono, Kuni Zu’aimah Barikah, Amanda Della Yudatama, Havidhatul Maulia, N. Nuri, D. Setyawan
Curcumin (CUR) is a polyphenolic compound that exhibits potent anti-inflammatory activity. However, only a tiny amount of CUR is absorbed during oral administration, which is because CUR is difficult to dissolve in water. The aim of the research was to increase the solubility of CUR through the cocrystallization technique using isonicotinamide coformer (INIC) by solvent evaporation. Cocrystal characterization was carried out using a powder X-ray diffractometer (PXRD), a differential scanning calorimeter (DSC), a Fourier transform infrared spectrometer (FTIR), and a scanning electron microscope (SEM). Solubility was evaluated using the shaking method, while the anti-inflammatory activity test was carried out using the carrageenan induced mouse leg edema method. The resulting CUR-INIC (1:1) cocrystal has a diffractogram with new diffraction peaks of 2theta at 15.00, 16.22, and 22.89◦ compared to the individual diffractograms of CUR and INIC. In the cocrystal, CUR and INIC form intermolecular interactions of hydrogen bonds, resulting in a new solid phase with a melting point of 160.1◦C. The solubility of the CUR-INIC cocrystal in water was 73.1±0.23 ug/mL, which increased 14 times compared to the solubility of initial CUR, which was only 5.05±0.07 ug/mL. The CUR-INIC cocrystal showed a percentage of edema inhibition in mice (5 hours) 130% more potent than that of initial CUR. Therefore, CUR-INIC cocrystals can be used to improve CUR solubility to obtain more excellent anti-inflammatory effects.
姜黄素(CUR)是一种多酚类化合物,具有强大的抗炎活性。然而,在口服给药过程中,只有少量的CUR被吸收,这是因为CUR很难溶解在水中。本研究的目的是通过溶剂蒸发使用异烟酰胺共形成剂(INIC)的共结晶技术来提高CUR的溶解度。使用粉末X射线衍射仪(PXRD)、差示扫描量热计(DSC)、傅里叶变换红外光谱仪(FTIR)和扫描电子显微镜(SEM)进行共晶表征。使用摇动法评估溶解度,而使用卡拉胶诱导的小鼠腿部水肿法进行抗炎活性测试。得到的CUR-INIC(1:1)共晶在15.00、16.22和22.89处具有新的衍射峰2θ的衍射图◦ 与CUR和INIC的单独衍射图相比。在共晶中,CUR和INIC形成氢键的分子间相互作用,形成熔点为160.1的新固相◦C.CUR-INIC共晶在水中的溶解度为73.1±0.23 ug/mL,与初始CUR的溶解度相比增加了14倍,初始CUR仅为5.05±0.07 ug/mL。CUR-INIC共结晶在小鼠中显示出比初始CUR高130%的水肿抑制百分比(5小时)。因此,CUR-INIC共晶可以用来提高CUR的溶解度,以获得更优异的抗炎效果。
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引用次数: 0
Optimization of Sumatera Bentonite by Ammonium-impregnated as a Coagulant for Cassava Wastewater Treatment 浸铵絮凝剂Sumatera膨润土处理木薯废水的优化
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-07-06 DOI: 10.26554/sti.2023.8.3.443-450
Yusuf Mathiinul Hakim, M. Khakim, Amatullah Hanifah, R. Mohadi
The original Sumatera Bentonite (SB), which has been impregnated to be ammonium bentonite (NH-B), was applied as a cassava wastewater coagulant. The modification was conducted using multi-step impregnation initiated by bentonite activation (sodium cation exchange), followed by ammonium impregnation. The optimization parameter focused on the coagulant dose that was used. The result of cassava wastewater coagulation by the ammonium-impregnated bentonite (with dose: 0.4 g/100 mL) shows high-efficiency reduction for turbidity up to 73.97% (from 1099 to 186 NTU), Total Suspended Solid up to 86.56% (from 588 to 79 mg/L), and Chemical Oxygen Demand up to 88.6% (from 559.7 to 63.3 mg/L). The existence of ammonium impregnated is characterized by X-Ray Diffraction analysis based on 2theta shifting at 10° and Fourier Transform Infra-Red analysis at 464, 521, and 1429 cm−1 as ammonium binding.
将原来的苏门答腊膨润土(SB)浸渍为铵型膨润土,用作木薯废水的混凝剂。改性采用膨润土活化(钠阳离子交换)引发的多步浸渍,然后是铵浸渍。优化参数集中在所使用的混凝剂剂量上。浸铵膨润土(用量为0.4g/100mL)对木薯废水的混凝效果表明,其浊度(从1099-186NTU)高达73.97%,总悬浮固体(从588-79mg/L)高达86.56%,化学需氧量(从559.7-63.3mg/L)高达88.6%。通过X射线衍射分析(基于10°下的2θ位移)和傅立叶变换红外分析(在464、521和1429 cm−1处作为铵结合)来表征铵浸渍的存在。
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引用次数: 0
Catalytic Oxidative Desulfurization of 4-Methyldibenzothiophene by Ni/Al Modified Titanium Dioxide and Zinc Oxide Ni/Al改性二氧化钛和氧化锌对4-甲基二苯并噻吩的催化氧化脱硫
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-07-06 DOI: 10.26554/sti.2023.8.3.414-421
R. Mohadi, N. Palapa, Sahrul Wibiyan, M. Mardiyanto, Rohmatullaili Rohmatullaili, Erni Salasia Fitri, A. Lesbani
In this study, composite layer double hydroxide-metal oxide catalysts (Ni/Al-TiO2 and Ni/Al-ZnO) were successfully prepared and utilized for the oxidative desulfurization of dibenzothiophene. The catalysts were characterized using XRD, FTIR, and SEM-EDS analysis. The diffraction patterns confirmed the successful synthesis of the composite materials, while the FTIR spectra exhibited absorption bands at specific wavenumbers 3480 cm-1, 1630 cm-1, 1376 cm-1, 830 cm-1, 775 cm-1, and 683 cm-1. The surface morphology of the catalysts showed variations, with Ni/Al-LDH having a smooth particle surface and long particle shape, while Ni/Al-ZnO and Ni/Al-TiO2 formed grain-like or aggregated structures. EDS analysis confirmed the presence of Ni/Al, Ti, and Zn elements in the composites, with Ti and Zn accounting for 29.3% and 10.7% of the composite mass, respectively. The optimized reaction conditions included a reaction time of 40 minutes, catalyst dosage of 0.25 g, temperature of 50°C, and the use of n-hexane as the solvent. The catalysts demonstrated a heterogeneous nature and proved to be reusable, as the conversion of dibenzothiophene remained above 90% even after three catalytic reactions, with Ni/Al-TiO2 and Ni/Al-ZnO composites maintaining conversion rates of 99.36% and 99.32%, respectively.
本研究成功制备了复合层双氢氧化物-金属氧化物催化剂(Ni/Al-TiO2和Ni/Al-ZnO),并将其用于二苯并噻吩的氧化脱硫。采用XRD、FTIR和SEM-EDS对催化剂进行了表征。衍射图证实了复合材料的成功合成,FTIR光谱显示了特定波数3480 cm-1、1630 cm-1、1376 cm-1、830 cm-1、775 cm-1和683 cm-1的吸收带。催化剂的表面形貌存在差异,Ni/Al-LDH具有光滑的颗粒表面和较长的颗粒形状,而Ni/Al-ZnO和Ni/Al-TiO2则形成颗粒状或聚集状结构。EDS分析证实复合材料中存在Ni/Al、Ti和Zn元素,Ti和Zn分别占复合材料质量的29.3%和10.7%。优化后的反应条件为:反应时间40 min,催化剂用量0.25 g,反应温度50℃,正己烷为溶剂。催化剂表现出多相性和可重复使用性,即使经过三次催化反应,二苯并噻吩的转化率仍保持在90%以上,Ni/Al-TiO2和Ni/Al-ZnO复合材料的转化率分别保持在99.36%和99.32%。
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引用次数: 1
Spectrophotometric Change of Butterfly Pea (Clitoria ternatea L.) Flower Extract in Various Metal Ion Solutions During Storage 蝴蝶豌豆(Clitoria ternatea L.)的光度变化花提取物在不同金属离子溶液中的贮藏
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-07-06 DOI: 10.26554/sti.2023.8.3.367-372
A. Marpaung, Dania Pustikarini
This study aimed to investigate the effect of six chloride salts on butterfly pea flower extract’s anthocyanins stability. The salts were NaCl, KCl, CaCl2, MgCl2, FeCl3, and AlCl3. The samples were analyzed using a UV-Vis spectrophotometer to observe color degradation and change in hue during storage. The extraction of anthocyanins was done using a modified method, and the solutions were stored in dark vials at room temperature. The degradation kinetics of benzene derivatives, acyl groups, non-anthocyanin flavonoid, flavylium cation, quinonoidal base and anionic quinonoidal base were evaluated using the first-order reaction, and the half-life was calculated. The effect of metal ions was studied by analyzing the change in absorbance of each band using regression analysis and a slope test. The results showed that monovalent (Na+ and K+) and divalent (Ca2+ and Mg2+) ions did not result in a significant shift in the spectrogram. Trivalent metal ions (Al3+ and Fe3+) had limited interaction with the anthocyanins, heightened the brown color, and decreased the overall color quality. K+, Ca2+, Mg2+, Al3+, and Fe3+ ions showed the ability to improve the stability of the extract’s color, while Na+ tended to accelerate color degradation. The pattern of changes in the spectrogram during storage suggests that color degradation occurs in two ways: the unfolding of hydrophobic interactions and the deacylation of anthocyanin. Trivalent metal ions showed the best stability performance, with Fe3+ preventing the unfolding of hydrophobic interactions and Al3+ hindering the deacylation. The combination of the two is highly likely to improve the color stability of the butterfly pea flower extract. However, both increase the browning index, thus decreasing color quality. This research highlights the potential of adding cations to improve the color stability of the butterfly pea flower extract, making it a more attractive food coloring agent.
本研究旨在研究六种氯化物盐对蝴蝶豌豆花提取物花青素稳定性的影响。盐为NaCl、KCl、CaCl2、MgCl2、FeCl3和AlCl3。使用UV-Vis分光光度计对样品进行分析,以观察储存过程中的颜色降解和色调变化。花青素的提取是用一种改良的方法进行的,溶液在室温下储存在黑暗的小瓶中。采用一级反应评价了苯衍生物、酰基、非花青素类黄酮、黄杨基阳离子、醌类碱和阴离子醌类碱的降解动力学,并计算了半衰期。通过使用回归分析和斜率测试分析每个带的吸光度变化来研究金属离子的影响。结果表明,单价(Na+和K+)和二价(Ca2+和Mg2+)离子没有导致光谱图的显著变化。三价金属离子(Al3+和Fe3+)与花青素的相互作用有限,增加了花青素的棕色,降低了花青素的整体颜色质量。K+、Ca2+、Mg2+、Al3+和Fe3+离子显示出提高提取物颜色稳定性的能力,而Na+倾向于加速颜色降解。储存过程中光谱图的变化模式表明,颜色降解通过两种方式发生:疏水相互作用的展开和花青素的脱酰。三价金属离子表现出最好的稳定性,Fe3+阻止疏水相互作用的展开,Al3+阻碍脱酰。两者的结合极有可能提高蝴蝶豌豆花提取物的颜色稳定性。然而,两者都会增加褐变指数,从而降低颜色质量。这项研究强调了添加阳离子以提高蝴蝶豌豆花提取物颜色稳定性的潜力,使其成为更具吸引力的食品着色剂。
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引用次数: 0
Hydroxyapatite-ZnO Biomimetic Toothpaste Formulation from Rice Snail Shell Waste 稻壳废弃物制备羟基磷灰石- zno仿生牙膏
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-07-06 DOI: 10.26554/sti.2023.8.3.486-493
Wisaeni Intannia, Charlena Charlena, I. Suparto
Toothpaste is a preparation for dental treatment to clean, beautify, and replace minerals that decay from the surface of the teeth. Prevention of damage to the mineral layer of the teeth, the addition of remineralizing agents to toothpaste preparations in the form of hydroxyapatite-ZnO composites is carried out. This study aims to synthesize and characterize hydroxyapatite-ZnO, as well as to formulate hydroxyapatite-ZnO toothpaste from rice field conch shell waste. Hydroxyapatite-ZnO composites have been successfully synthesized using the sol-gel method and characterized using X-Ray Diffraction (XRD), Fourier Transform Infra-Red (FTIR), and Scanning Electron Microscope-Energy Dispersive X-Ray (SEM-EDX). The XRD result obtained a crystal size of 59.90 nm with a crystallinity percentage of 68.85%. The absorption band at a wave number of 452 cm−1 is an indication that the ZnO compound has been successfully combined with hydroxyapatite. SEM-EDX analysis showed that the morphology of the compound was granular with a rough surface, uneven size, and shape. The results of the hydroxyapatite-ZnO toothpaste formulation in the 45% formula had good physical stability compared to other formulas. The antibacterial properties of hydroxyapatite-ZnO toothpaste preparations showed a very strong inhibitory effect on Streptococcus mutans bacteria. The results of the hydroxyapatite-ZnO toothpaste formulation in the 45% formula had good physical stability compared to other formulas. The antibacterial properties of hydroxyapatite-ZnO toothpaste preparations showed a very strong inhibitory effect on Streptococcus mutans bacteria. The results of the hydroxyapatite-ZnO toothpaste formulation in the 45% formula had good physical stability compared to other formulas. The antibacterial properties of hydroxyapatite-ZnO toothpaste preparations showed a very strong inhibitory effect on Streptococcus mutans bacteria.
牙膏是一种用于牙齿治疗的制剂,用于清洁、美容和替换牙齿表面腐烂的矿物质。为了防止对牙齿矿物层的损伤,在牙膏制剂中添加羟基磷灰石-氧化锌复合材料形式的再矿化剂。本研究旨在合成和表征羟基磷灰石-氧化锌,并以稻田贝壳废料为原料制备羟基磷灰石-氧化锆牙膏。采用溶胶-凝胶法成功合成了羟基磷灰石-氧化锌复合材料,并用X射线衍射(XRD)、傅立叶变换红外光谱(FTIR)和扫描电子显微镜能量分散X射线(SEM-EDX)对其进行了表征。XRD结果得到了59.90nm的晶体尺寸,结晶度为68.85%。在452cm−1的波数处的吸收带表明ZnO化合物已成功与羟基磷灰石结合。SEM-EDX分析表明,该化合物的形态为颗粒状,具有粗糙的表面、不均匀的尺寸和形状。与其他配方相比,45%配方中的羟基磷灰石-ZnO牙膏配方具有良好的物理稳定性。羟基磷灰石-氧化锌牙膏制剂对变形链球菌有很强的抗菌作用。与其他配方相比,45%配方中的羟基磷灰石-ZnO牙膏配方具有良好的物理稳定性。羟基磷灰石-氧化锌牙膏制剂对变形链球菌有很强的抗菌作用。与其他配方相比,45%配方中的羟基磷灰石-ZnO牙膏配方具有良好的物理稳定性。羟基磷灰石-氧化锌牙膏制剂对变形链球菌有很强的抗菌作用。
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引用次数: 0
On Distance Vertex Irregular Total k-Labeling 关于距离顶点不规则全k标记
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-07-06 DOI: 10.26554/sti.2023.8.3.479-485
D. E. Wijayanti, N. Hidayat, D. Indriati, A. Alghofari, S. Slamin
Let H= (T,S), be a finite simple graph, T(H)= T and S(H)= S, respectively, are the sets of vertices and edges on H. Let σ:T∪S→1,2,· · · ,k, be a total k-labeling on H and wσ(x), be a weight of x∈T while using σ labeling, which is evaluated based on the total number of all vertices labels in the neighborhood x and its incident edges. If every x∈T has a different weight, then σ is a distance vertex irregular total k-labeling (DVITL). Total distance vertex irregularity strength of H (tdis(H) is defined as the least k for which H has a DVITL. Our research investigates the DVITL of the path (Pr) and cycle (Cr) graphs. We establish a lower bound and then calculate the precise value of tdis(Pr) and tdis(Cr).
设H=(T,S)是一个有限简单图,T(H)=T和S(H)=C分别是H上的顶点和边的集合→1,2,···,k,是H和wσ(x)上的一个全k标记,是x∈T的一个权,同时使用σ标记,它是基于邻域x中所有顶点标记的总数及其入射边来评估的。如果每个x∈T具有不同的权重,则σ是距离顶点不规则全k标记(DVITL)。H的总距离顶点不规则强度(tdis(H)定义为H具有DVITL的最小k。我们的研究考察了路径图(Pr)和循环图(Cr)的DVITL。我们建立了一个下界,然后计算tdis(Pr)和tdis(Cr)的精确值。
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引用次数: 0
Synthesis, Characterization of Chitosan-ZnO/CuO Nanoparticles Film, and its Effect as an Antibacterial Agent of Escherichia coli 壳聚糖ZnO/CuO纳米粒子膜的合成、表征及其对大肠杆菌的抗菌作用
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-07-06 DOI: 10.26554/sti.2023.8.3.373-381
A. Fatoni, A. Rendowati, Lasmaryna Sirumapea, Lidya Miranti, Siti Masitoh, N. Hidayati
The film of chitosan- ZnO/CuO nanoparticles was synthesized. This study were the synthesis and characterization of the chitosan-ZnO/CuO nanoparticles film and its effect as an antibacterial of Escherichia coli. The ZnO, CuO, and ZnO/CuO were biosynthesized by biological method and for the synthesis of the chitosan-ZnO/CuO nanoparticles film, the casting method was adopted. The product was analyzed by FTIR spectroscopy, X-ray diffraction (XRD), and Scanning Electron Microscope (SEM), respectively. The product of chitosan-ZnO/CuO nanoparticles film as paper disk and agar disk diffusion method was selected to study an antibacterial agent of this product. The Zn-O or Cu-O group was observed at a peak between 468-675 cm−1 for ZnO and 503 and 619 cm−1 for CuO nanoparticles, respectively. ZnO, CuO, and ZnO/CuO nanoparticles are in the crystalline form and it has a crystallite size of 13.21, 13.21, and 11.49 nm respectively. After interacting with chitosan, the metal nanoparticles such as ZnO, CuO, and ZnO/CuO nanoparticles can change the crystalline form of chitosan to be amorphous form. The addition of ZnO, CuO, and ZnO/CuO nanoparticles in the chitosan will change the surface morphology of chitosan. Chitosan-ZnO/CuO nanoparticles film can inhibit the growth of Escherichia coli bacteria.
合成了壳聚糖- ZnO/CuO纳米颗粒薄膜。本文研究了壳聚糖- zno /CuO纳米膜的合成、表征及其对大肠杆菌的抑菌效果。采用生物法制备了ZnO、CuO和ZnO/CuO纳米膜,采用铸造法制备了壳聚糖-ZnO/CuO纳米膜。采用红外光谱(FTIR)、x射线衍射(XRD)和扫描电镜(SEM)对产物进行了分析。选择壳聚糖- zno /CuO纳米颗粒薄膜作为纸盘和琼脂盘扩散法对该产物进行抗菌剂研究。ZnO纳米粒子和CuO纳米粒子分别在468 ~ 675 cm−1和503、619 cm−1之间存在Zn-O或Cu-O基团。ZnO、CuO和ZnO/CuO纳米颗粒呈结晶形式,晶粒尺寸分别为13.21、13.21和11.49 nm。ZnO、CuO、ZnO/CuO纳米颗粒等金属纳米粒子与壳聚糖相互作用后,使壳聚糖的结晶形态变为无定形。在壳聚糖中加入ZnO、CuO和ZnO/CuO纳米颗粒会改变壳聚糖的表面形貌。壳聚糖- zno /CuO纳米颗粒膜可以抑制大肠杆菌的生长。
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引用次数: 0
Okra Mucilage Extract as A Co-Surfactant Increased the Curcumin Nanoemulsion Stability and Encapsulation Efficiency 秋葵黏液提取物作为辅助表面活性剂提高了姜黄素纳米乳的稳定性和包封效率
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-07-06 DOI: 10.26554/sti.2023.8.3.509-515
Elna Putri, Ellya Indahyanti, Diah Mardiana, Maria L A D Lestari, Z. Ningsih
Curcumin has various bio-functional properties; however, curcumin poor bioavailability reduces its efficacy. Nanoemulsion delivery system is an alternative method improving curcumin bioavailability in which surfactant and oil used, play an important role in determining nanoemulsion properties. Several studies on curcumin nanoemulsions apply synthetic surfactants which can be harmful if they are added excessively. This study aims to use a natural emulsifying agent, namely okra mucilage extract (OME), and determine its effectiveness as co surfactant. OME is safe to use as an emulsifying agent because it is natural, harmless, safe, biodegradable and eco-friendly. Liquid-liquid and microwave extraction methods were used to obtain OME which was further identified using Fourier Transfer Infrared Spectroscopy (FTIR). Meanwhile, sonication method was used to produce curcumin nano-emulsion (CurN). The particle size and polydispersity index of curcumin nano-emulsion were measured using Particle Size Analyzer (PSA) with Dynamic Light Scattering (DLS) technique, while the morphology of the nanoemulsion was observed using a Digital Imaging Microscope and Confocal Laser Scanning Microscope (CLSM). The results showed that the addition of 0.0160 g OME at a ratio of 1:5 (OME: Tween 80) in the preparation of 5 mL of CurN was able to reduce the particle size and polydispersity index from 740.80 ± 9.70 nm to 289.20 ± 2.23 and 0.340 ± 0.005 to 0.165 ± 0.008 respectively. OME increased the encapsulation efficiency from 77.93 ± 6.59% to 87.17 ± 1.12% which was confirmed by the augmentation of the fluorescence intensity of curcumin from 192.82 to 388.55. The addition of OME also maintained the stability of the CurN up to 14 days of storage at 4°C.
姜黄素具有多种生物功能特性;然而,姜黄素的生物利用度较差,降低了其疗效。纳米乳给药系统是提高姜黄素生物利用度的一种替代方法,其中表面活性剂和油的使用是决定纳米乳性能的重要因素。一些姜黄素纳米乳的研究使用了人工合成的表面活性剂,如果添加过量,可能会对姜黄素纳米乳有害。本研究以天然乳化剂秋葵胶提取物(OME)为研究对象,考察其作为表面活性剂的有效性。OME具有天然、无害、安全、可生物降解、生态友好等特点,是安全的乳化剂。采用液-液萃取法和微波萃取法得到OME,并利用傅里叶转移红外光谱(FTIR)对OME进行鉴定。同时,采用超声法制备姜黄素纳米乳。采用粒径分析仪(PSA)和动态光散射(DLS)技术测定了姜黄素纳米乳的粒径和多分散性指数,并用数字成像显微镜和共聚焦激光扫描显微镜(CLSM)观察了纳米乳的形貌。结果表明,在制备5 mL的CurN时,以1:5的比例加入0.0160 g OME (OME: Tween 80),可使其粒径从740.80±9.70 nm降至289.20±2.23 nm,多分散性指数从0.340±0.005降至0.165±0.008 nm。通过姜黄素的荧光强度从192.82增强到388.55,证实了OME的包封率由77.93±6.59%提高到87.17±1.12%。在4°C下,添加OME还可以保持CurN的稳定性长达14天。
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引用次数: 0
A Bootstrap-Aggregating in Random Forest Model for Classification of Corn Plant Diseases and Pests 一种用于玉米病虫害分类的Bootstrap聚集随机森林模型
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-04-15 DOI: 10.26554/sti.2023.8.2.288-297
Y. Resti, C. Irsan, Jeremy Firdaus Latif, I. Yani, Novi Rustiana Dewi
Control of diseases and pests of maize plants is a significant challenge to ensure global food security, self-sufficiency, and sustainable agriculture. Classification or early detection of diseases and pests of corn plants is intended to assist the control process. Random forest is a classification model in tree-based statistical learning in making decisions. This approach is an ensemble method that generates many decision trees and makes classification decisions based on the majority of trees selecting the same class. However, tree-based methods are often unstable when small changes or disturbances exist in the learning data. Such instability can produce significant variances and affect model performance. This study classifies diseases and pests of the corn plant using a random forest method based on bootstrap-aggregating. It fits multiple models of a single random forest, then combines the predictions from all models and determines the final result using majority voting. The results showed that the bootstrap aggregating could improve the classification of diseases and pests of maize using a random forest if the number of trees is optimal.
控制玉米病虫害是确保全球粮食安全、自给自足和可持续农业的重大挑战。玉米病虫害的分类或早期检测旨在帮助控制过程。随机森林是一种基于树的统计学习决策分类模型。这种方法是一种集成方法,它生成许多决策树,并根据选择同一类的大多数树做出分类决策。然而,当学习数据中存在小的变化或干扰时,基于树的方法通常是不稳定的。这种不稳定性会产生显著的方差并影响模型性能。本研究采用基于bootstrap聚集的随机森林方法对玉米病虫害进行分类。它适用于单个随机森林的多个模型,然后结合所有模型的预测,并使用多数投票确定最终结果。结果表明,在树数最优的情况下,bootstrap聚集可以提高随机林玉米病虫害的分类。
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引用次数: 1
Formulation and Evaluation of Azithromycin Dihydrate Solid Dispersion with Esther of Polyethylene Glycol-6000 and Stearic Acid Using A Co-Grinding Technique 聚乙二醇-6000 -硬脂酸共磨法制备二水阿奇霉素固体分散体及评价
Q2 Pharmacology, Toxicology and Pharmaceutics Pub Date : 2023-04-15 DOI: 10.26554/sti.2023.8.2.312-320
M. Mardiyanto, Budi Untari, A. Mara, Nauval Hady Prasetyo
Azithromycin is a narrow-spectrum bacterial growth inhibitory antibiotic derived from macrolides with low dissolution in water. Several methods have been carried out to increase the dissolution of medicinal substances, one of which is solid dispersion. Solid dispersions are mixtures consisting of one or more active substances in an inert carrier. The purpose of this study was to determine the effect of formatting solid dispersions with PEG 6000 polymer and stearic acid on increasing the dissolution rate of azithromycin. The method of formatting solid dispersions uses the co-grinding method. Solid dispersion of azithromycin was prepared in four formulas with variations in the amount of PEG 6000. Tests carried out on solid dispersion samples of azithromycin were XRD, FTIR, SEM, solubility tests, and dissolution tests. Test results on azithromycin solid dispersions prepared by co-grinding showed that there was an effect of the amount of PEG 6000 on decreasing the intensity of azithromycin crystals, there was no chemical interaction between azithromycin and the carrier, differences in the morphology of pure azithromycin powder and solid dispersions, and an increase in the dissolution of solid dispersions in medium SIF.
阿奇霉素是一种窄谱细菌生长抑制抗生素,来源于大环内酯类,在水中的溶出度较低。已经采用了几种方法来提高药物的溶解性,其中之一是固体分散。固体分散体是由一种或多种活性物质在惰性载体中组成的混合物。本研究的目的是确定用PEG-6000聚合物和硬脂酸形成固体分散体对提高阿奇霉素溶解速率的影响。形成固体分散体的方法使用共研磨方法。阿奇霉素的固体分散体以四种配方制备,PEG 6000的量不同。对阿奇霉素固体分散体样品进行了XRD、FTIR、SEM、溶解度测试和溶出度测试。对共研磨制备的阿奇霉素固体分散体的测试结果表明,PEG 6000的用量对降低阿奇霉素晶体强度有影响,阿奇霉素与载体之间没有化学相互作用,纯阿奇霉素粉末和固体分散体形态存在差异,以及固体分散体在介质SIF中的溶解增加。
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Science and Technology Indonesia
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