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In silico approach towards the identification of potential inhibitors from Curcuma amada Roxb against H. pylori: ADMET screening and molecular docking studies. 姜黄抗幽门螺杆菌潜在抑制剂的计算机识别方法:ADMET筛选和分子对接研究。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2020-03-24 DOI: 10.34172/bi.2021.19
G Divyashri, T P Krishna Murthy, Subramaniam Sundareshan, Pavan Kamath, Manikanta Murahari, G R Saraswathy, Bindu Sadanandan

Introduction: The present study attempts to identify potential targets of H. pylori for novel inhibitors from therapeutic herb, mango ginger (Curcuma amada Roxb.). Methods: Crystal structure of all the selected drug targets obtained from Protein Data Bank (PDB) were subjected to molecular docking against a total of 130 compounds (found to have biological activity against H. pylori ) were retrieved from public databases. Compounds with good binding affinity were selected for Prime MM-GBSA rescoring and molecular dynamics (MD) simulation. Final list of compounds were taken for ADMET predictions. Results: Based on binding affinity denoted by glide score and ligand efficiency, mango ginger compounds were found selective to shikimate kinase and type II dehydroquinase through hydrogen bonding and salt bridge interactions. Stability of the interactions and free energy calculations by Prime MM-GBSA results confirmed the affinity of mango ginger compounds towards both shikimate kinase and type II dehydroquinase. From the above results, 15 compounds were calculated for ADMET parameters, Lipinski's rule of five, and the results were found promising without any limitations. MD simulations identified gentisic acid as hit compound for shikimate kinase of H. pylori. Conclusion: Current study could identify the in silico potential of mango ginger compounds against shikimate kinase and type II dehydroquinase targets for H. pylori infections and are suitable for in vitro and in vivo evaluation.

本研究试图从治疗草药芒果姜(Curcuma amada Roxb.)中鉴定出幽门螺杆菌的潜在靶点。方法:从蛋白质数据库(Protein Data Bank, PDB)中获得的所有选定药物靶点的晶体结构,与公共数据库中检索到的130个具有抗幽门螺杆菌生物活性的化合物进行分子对接。选择具有良好结合亲和力的化合物进行Prime MM-GBSA评分和分子动力学模拟。最终的化合物列表被用于ADMET预测。结果:基于滑动评分和配体效率表示的结合亲和力,发现芒果姜化合物通过氢键和盐桥相互作用对莽草酸激酶和II型脱氢醌酶具有选择性。相互作用的稳定性和Prime MM-GBSA的自由能计算结果证实了芒果姜化合物对莽草酸激酶和II型脱氢醌酶的亲和力。根据上述结果,计算了15个化合物的ADMET参数,Lipinski的五法则,结果很有希望,没有任何限制。MD模拟结果表明,根腐素酸是幽门螺杆菌中莽草酸激酶的靶向化合物。结论:本研究可以确定芒果姜化合物对幽门螺杆菌感染的shikimate激酶和II型脱氢醌酶靶点的硅基潜力,适合体外和体内评价。
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引用次数: 6
A sensitive homogeneous enzyme assay for euchromatic histone-lysine-N-methyltransferase 2 (G9a) based on terbium-to-quantum dot time-resolved FRET. 基于铽-量子点时间分辨FRET的常染色组蛋白-赖氨酸- n -甲基转移酶2 (G9a)的灵敏均相酶测定。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2020-07-08 DOI: 10.34172/bi.2021.23
Mohammad Amjadi, Tooba Hallaj, Niko Hildebrandt

Introduction: Histone modifying enzymes include several classes of enzymes that are responsible for various post-translational modifications of histones such as methylation and acetylation. They are important epigenetic factors, which may involve several diseases and so their assay, as well as screening of their inhibitors, are of great importance. Herein, a bioassay based on terbium-to-quantum dot (Tb-to-QD) time-resolved Förster resonance energy transfer (TR-FRET) was developed for monitoring the activity of G9a, the euchromatic histone-lysine N-methyltransferase 2. Overexpression of G9a has been reported in some cancers such as ovarian carcinoma, lung cancer, multiple myeloma and brain cancer. Thus, inhibition of this enzyme is important for therapeutic purposes. Methods: In this assay, a biotinylated peptide was used as a G9a substrate in conjugation with streptavidin-coated ZnS/CdSe QD as FRET acceptor, and an anti-mark antibody labeled with Tb as a donor. Time-resolved fluorescence was used for measuring FRET ratios. Results: We examined three QDs, with emission wavelengths of 605, 655 and 705 nm, as FRET acceptors and investigated FRET efficiency between the Tb complex and each of them. Since the maximum FRET efficiency was obtained for Tb to QD705 (more than 50%), this pair was exploited for designing the enzyme assay. We showed that the method has excellent sensitivity and selectivity for the determination of G9a at concentrations as low as 20 pM. Furthermore, the designed assay was applied for screening of an enzyme inhibitor, S-(5'-Adenosyl)-L-homocysteine (SAH). Conclusion: It was shown that Tb-to-QD FRET is an outstanding platform for developing a homogenous assay for the G9a enzyme and its inhibitors. The obtained results confirmed that this assay was quite sensitive and could be used in the field of inhibitor screening.

组蛋白修饰酶包括几类酶,它们负责组蛋白的各种翻译后修饰,如甲基化和乙酰化。它们是重要的表观遗传因子,可能涉及多种疾病,因此它们的测定及其抑制剂的筛选非常重要。本研究建立了一种基于铽-量子点(Tb-to-QD)时间分辨Förster共振能量转移(TR-FRET)的生物测定方法,用于监测常染色质组蛋白赖氨酸n -甲基转移酶2 G9a的活性。据报道,G9a在卵巢癌、肺癌、多发性骨髓瘤和脑癌等癌症中过表达。因此,抑制这种酶对于治疗是很重要的。方法:用生物素化肽作为G9a底物,结合链霉亲和素包被的ZnS/CdSe QD作为FRET受体,用Tb标记的抗标记抗体作为供体。时间分辨荧光用于测量FRET比率。结果:我们选择了发射波长分别为605、655和705 nm的三个量子点作为FRET受体,并研究了它们与Tb配合物之间的FRET效率。由于Tb对QD705的FRET效率最高(超过50%),因此利用这对来设计酶分析。结果表明,该方法在低至20 pM的浓度下对G9a的测定具有良好的灵敏度和选择性。此外,设计的实验还用于筛选酶抑制剂S-(5'-腺苷)- l -同型半胱氨酸(SAH)。结论:tbto - qd FRET是建立G9a酶及其抑制剂均相分析的良好平台。实验结果表明,该方法具有较高的灵敏度,可用于抑制剂的筛选。
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引用次数: 0
Achievements and beyond: Scientific trajectory of Professor Mohammad A. Rafi. 成就与超越:穆罕默德·拉菲教授的科学轨迹。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2020-12-07 DOI: 10.34172/bi.2021.01
Yadollah Omidi, Abass Alavi

This biography highlights the scientific trajectory of Professor Mohammad A. Rafi, Ph.D., who, in particular, has greatly advanced the field of neurodegenerative disorders during his long and successful tenure at Jefferson Medical College, Thomas Jefferson University. This Editorial recognizes, above all, Professor Rafi's significant contributions to the study of lysosomal storage disorders as they relate to Krabbe Disease.

这本传记突出了Mohammad A. Rafi教授博士的科学轨迹,特别是他在托马斯·杰斐逊大学杰斐逊医学院的长期和成功的任期内,极大地推进了神经退行性疾病领域。这篇社论首先承认Rafi教授对与蟹黄病有关的溶酶体贮积症研究的重大贡献。
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引用次数: 1
Presence of pyrroloquinazoline alkaloid in Adhatoda vasica attenuates inflammatory response through the downregulation of pro-inflammatory mediators in LPS stimulated RAW 264.7 macrophages. 输水Adhatoda vasica中的吡咯喹啉生物碱通过下调LPS刺激的RAW 264.7巨噬细胞中的促炎介质来减轻炎症反应。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2019-12-25 DOI: 10.34172/bi.2021.03
Reddy Amala, Sundaresan Sujatha

Introduction: Inflammation is the primary response caused due to harmful stimuli which are followed by the increased draining of plasma and immune cells from the body into the site of the injured tissue. A signaling cascade of growth factors and cytokines propagates and eventually matures in the inflammatory site involving the blood vessels and immune markers within the injured tissue in order to promote the renewal of the degenerated tissue. During a chronic disorder like diabetic foot ulcer, there is an obstinate inflammation which may act as a prime factor for limb amputation and upon persistent prevalence may even lead to death. Methods: This study focuses on the mode of action of ALK-F (alkaloid fraction) isolated from Adhatoda vasica in attenuating the nitric oxide production which was estimated by Griess assay, tumor necrosis factor-α (TNF-α), and interleukin-6 (IL-6) expression was analyzed by ELISA and expression of COX-2 and iNOS by RT-PCR and western blotting in LPS stimulated RAW 264.7 macrophages. Total intracellular ROS was analyzed by DCFH-DA probing and the presence of quinazoline alkaloid (vasicine) in the ALK-F was evidenced by high performance liquid chromatography (HPLC). Results: The ALK-F of A. vasica exhibited a significant inhibitory effect on LPS elicited nitrite production (13.2 ± 1.06 µM), iNOS, and COX-2 (2.6 and 3.3 fold) in a dose-dependent manner. There was a significant decrease in the generation of these pro-inflammatory cytokines TNF-α (1102 ± 1.02 pg/mL) and IL-6 (18 ± 0.87 ng/mL) and total intracellular ROS in the highest tested concentrations (1 µg and 10 µg) of ALK-F of A. vasica. HPLC analysis by the gradient elution method revealed the presence of 12% of quinazoline alkaloid vasicine in the crude alkaloid fraction. Conclusion: Thus this study communally suggests that attenuation of nitric oxide and the dysregulation of genes responsible for inflammation which deliberates A. vasica to conflict against inflammation and provide remedial benefits in diabetic wound care.

炎症是由有害刺激引起的主要反应,随后是血浆和免疫细胞从体内增加到受伤组织的部位。生长因子和细胞因子的信号级联在炎症部位繁殖并最终成熟,涉及损伤组织内的血管和免疫标记,以促进退化组织的更新。在糖尿病足溃疡等慢性疾病中,有一种顽固的炎症,可能是截肢的主要因素,如果持续流行,甚至可能导致死亡。方法:本研究采用Griess法测定了水韭生物碱组分ALK-F (ALK-F)对LPS刺激的RAW 264.7巨噬细胞一氧化氮生成的抑制作用,采用ELISA法分析了肿瘤坏死因子-α (TNF-α)和白细胞介素-6 (IL-6)的表达,采用RT-PCR和western blotting法分析了COX-2和iNOS的表达。DCFH-DA探针检测细胞内ROS总量,高效液相色谱法证实ALK-F中存在喹唑啉生物碱(vasicine)。结果:缬草ALK-F对LPS诱导的亚硝酸盐生成(13.2±1.06µM)、iNOS和COX-2(2.6和3.3倍)具有明显的抑制作用,且呈剂量依赖性。在最高浓度(1µg和10µg)的ALK-F中,促炎细胞因子TNF-α(1102±1.02 pg/mL)和IL-6(18±0.87 ng/mL)的产生和细胞内总ROS显著减少。HPLC梯度洗脱法分析发现,粗生物碱馏分中含有12%的喹唑啉类生物碱缬草碱。结论:本研究共同提示,一氧化氮的衰减和炎症相关基因的失调,促使白芷抵抗炎症,并在糖尿病伤口护理中提供治疗益处。
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引用次数: 7
Characterization of isolated compounds from Morus spp. and their biological activity as anticancer molecules. 桑属植物分离化合物的性质及其抗癌活性。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2020-12-07 DOI: 10.34172/bi.2021.09
Aditya Rao Rao Shimoga Janakirama, Suma Mathad Shivayogi, Jamuna Kolkar Satyanarayana, Ramesh Chapeyil Kumaran

Introduction: The genus Morus is well known for its medicinal benefits from time immemorial. The present work reported the health-promoting properties of the biologically active molecules present in different species of the genus Morus. Methods: Different solvent extracts of the three plant species of Morus were investigated initially for their antioxidant effects, followed by in vitro anticancer studies against MCF7 and 3T3 cell lines along with their bioactive isolates viz. cathafuran-B, moracin-M, and Ursolic acid. Further, in silico docking studies were performed for the isolated compounds to predict their probable mode of interaction with P38Map Kinase. Results: The results indicated that all three species under study possessed remarkable antioxidant effects which are supported by a linear and positive correlation between different antioxidant activities. The in vitro cell antiproliferative test indicated that the cell survivability decreased with an increase in the concentration of extracts and compounds. Among the extracts, M. laevigata methanol extract showed 21.57, 6.27% of cell survival against MCF7 and 3T3 cell lines at 800 µg/mL concentration while among the isolated compounds, ursolic acid showed 8.46, 17.58% of cell survival at 200 µg/mL concentration. Among the three compounds docked, ursolic acid showed greater binding affinity towards the target protein in terms of its binding energy (-9.97 kJ/mol) compared to Cathafuran B (-8.35 kJ/mol) and Moracin M (-6.91 kJ/mol). Conclusion: The study generated interesting results in terms of health benefits of Morus species by documenting their antioxidant and anticancer activities, thereby validating the folk claims of therapeutic benefits of mulberry.

桑属植物自古以来就以其药用价值而闻名。本文报道了桑属不同种中存在的生物活性分子的健康促进特性。方法:首先研究桑属三种植物不同溶剂提取物的抗氧化作用,然后对其生物活性分离物cathafuran-B、moracin-M和熊果酸进行体外抗癌研究。此外,对分离的化合物进行了硅对接研究,以预测它们与P38Map激酶相互作用的可能模式。结果:三种植物均具有显著的抗氧化作用,其抗氧化活性呈线性正相关。体外细胞抗增殖试验表明,细胞存活率随提取物和化合物浓度的增加而降低。其中,在800µg/mL浓度下,花楸甲醇提取物对MCF7和3T3细胞株的细胞存活率分别为21.57%、6.27%;在200µg/mL浓度下,熊果酸对MCF7和3T3细胞株的细胞存活率分别为8.46%、17.58%。在对接的3种化合物中,熊果酸对目标蛋白的结合能(-9.97 kJ/mol)高于卡萨夫兰B (-8.35 kJ/mol)和Moracin M (-6.91 kJ/mol)。结论:本研究通过记录桑树的抗氧化和抗癌活性,在健康益处方面产生了有趣的结果,从而验证了桑树的治疗功效的民间说法。
{"title":"Characterization of isolated compounds from <i>Morus</i> spp. and their biological activity as anticancer molecules.","authors":"Aditya Rao Rao Shimoga Janakirama,&nbsp;Suma Mathad Shivayogi,&nbsp;Jamuna Kolkar Satyanarayana,&nbsp;Ramesh Chapeyil Kumaran","doi":"10.34172/bi.2021.09","DOIUrl":"https://doi.org/10.34172/bi.2021.09","url":null,"abstract":"<p><p><i><b>Introduction:</b></i> The genus <i>Morus</i> is well known for its medicinal benefits from time immemorial. The present work reported the health-promoting properties of the biologically active molecules present in different species of the genus <i>Morus</i>. <i><b>Methods:</b></i> Different solvent extracts of the three plant species of <i>Morus</i> were investigated initially for their antioxidant effects, followed by <i>in vitro</i> anticancer studies against MCF7 and 3T3 cell lines along with their bioactive isolates <i>viz</i>. cathafuran-B, moracin-M, and Ursolic acid. Further, <i>in silico</i> docking studies were performed for the isolated compounds to predict their probable mode of interaction with P38Map Kinase. <i><b>Results:</b></i> The results indicated that all three species under study possessed remarkable antioxidant effects which are supported by a linear and positive correlation between different antioxidant activities. The <i>in vitro</i> cell antiproliferative test indicated that the cell survivability decreased with an increase in the concentration of extracts and compounds. Among the extracts, <i>M. laevigata</i> methanol extract showed 21.57, 6.27% of cell survival against MCF7 and 3T3 cell lines at 800 µg/mL concentration while among the isolated compounds, ursolic acid showed 8.46, 17.58% of cell survival at 200 µg/mL concentration. Among the three compounds docked, ursolic acid showed greater binding affinity towards the target protein in terms of its binding energy (-9.97 kJ/mol) compared to Cathafuran B (-8.35 kJ/mol) and Moracin M (-6.91 kJ/mol). <i><b>Conclusion:</b></i> The study generated interesting results in terms of health benefits of <i>Morus</i> species by documenting their antioxidant and anticancer activities, thereby validating the folk claims of therapeutic benefits of mulberry.</p>","PeriodicalId":48614,"journal":{"name":"Bioimpacts","volume":"11 3","pages":"187-197"},"PeriodicalIF":2.6,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/54/4a/bi-11-187.PMC8314033.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39266305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 18
Learn from the Nobel Prize Committee: Remove the nominee from the process. 向诺贝尔奖委员会学习:将被提名人从评选过程中剔除。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2021-07-30 DOI: 10.34172/bi.2021.38
Morteza Mahmoudi, Pooya Sareh
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引用次数: 0
Efficient conjugation of anti-HBsAg antibody to modified core-shell magnetic nanoparticles (Fe3O4@SiO2/NH2). 抗hbsag抗体与修饰核壳磁性纳米颗粒(Fe3O4@SiO2/NH2)的高效偶联。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2021-04-28 DOI: 10.34172/bi.2021.34
Shahram Parvaneh, Fatemeh Khademi, Gisya Abdi, Abdolhamid Alizadeh, Ali Mostafaie
Introduction: Further development of magnetic-based detection techniques could be of significant use in increasing the sensitivity of detection and quantification of hepatitis B virus (HBV) infection. The present work addresses the fabrication and characterization of a new bio-nano composite based on the immobilization of goat anti-HBsAg antibody on modified core-shell magnetic nanoparticles (NPs) by (3-aminopropyl) triethoxysilane (APTES), named Fe3O4@SiO2/NH2, and magnetic NPs modified by chitosan (Fe3O4@CS). Methods: At the first step, Fe3O4 was modified with the silica and APTES (Fe3O4@SiO2/NH2) and chitosan (Fe3O4@CS) separately. The goat anti-HBsAg antibody was activated by two different protocols: Sodium periodate and EDC-NHS. Then the resulted composites were conjugated with activated goat anti-HBsAg IgG. An external magnet collected Bio-super magnetic NPs (BSMNPs) and the remained solution was analyzed by the Bradford method to check the amount of attached antibody to the surface of BSMNPs. Results: The findings indicated that activation of antibodies by sodium periodate method 15-17 µg antibody immobilized on 1 mg of super magnetic nanoparticles (SMNPs). However, in the EDC-NHS method, 8-10 µg of antibody was conjugated with 1 mg of SMNPs. The resulting bio-magnetic NPs were applied for interaction with the HBsAg target using enzyme-linked immunosorbent assay (ELISA). About 1 µg antigen attached to 1 mg SMNPs, which demonstrated that the fabricated materials are applicable in the detection scope of HBsAg. Conclusion: In the present study, we developed new antibody-conjugated magnetic NPs for the detection of HBsAg using an efficient conjugation strategy. The results demonstrated that the binding capacity of Fe3O4@SiO2/NH2 was comparable with commercially available products. Our designed method for conjugating anti-HBsAg antibody to a magnetic nanoparticle opens the way to produce a high capacity of magnetic NPs.
导论:磁检测技术的进一步发展可能在提高乙型肝炎病毒(HBV)感染检测和定量的敏感性方面具有重要意义。本研究基于(3-氨基丙基)三乙氧基硅烷(APTES)修饰的核壳磁性纳米颗粒(NPs)(命名为Fe3O4@SiO2/NH2)和壳聚糖修饰的磁性NPs (Fe3O4@CS),制备和表征了一种新的生物纳米复合材料。方法:第一步分别用二氧化硅、APTES (Fe3O4@SiO2/NH2)和壳聚糖(Fe3O4@CS)对Fe3O4进行改性。山羊抗hbsag抗体被两种不同的方案激活:高碘酸钠和EDC-NHS。然后将所得复合物与活化的山羊抗hbsag IgG偶联。用外置磁铁收集生物超磁NPs (BSMNPs),用Bradford法分析剩余溶液,检测BSMNPs表面附着抗体的量。结果:高碘酸钠法可激活抗体15 ~ 17µg,固定在1mg超磁纳米颗粒(SMNPs)上。然而,在EDC-NHS方法中,8-10µg抗体与1 mg SMNPs偶联。利用酶联免疫吸附试验(ELISA)将所得的生物磁性NPs与HBsAg靶标相互作用。约1µg抗原附着在1 mg SMNPs上,表明制备的材料适用于HBsAg的检测范围。结论:在本研究中,我们利用一种有效的偶联策略,开发了新的抗体偶联磁性NPs用于检测HBsAg。结果表明,Fe3O4@SiO2/NH2的结合能力与市售产品相当。我们设计的将抗hbsag抗体偶联到磁性纳米粒子的方法为生产高容量的磁性纳米粒子开辟了道路。
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引用次数: 1
A Markov chain-based feature extraction method for classification and identification of cancerous DNA sequences. 基于马尔可夫链的肿瘤DNA序列特征提取方法。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2020-03-24 DOI: 10.34172/bi.2021.16
Amin Khodaei, Mohammad-Reza Feizi-Derakhshi, Behzad Mozaffari-Tazehkand

Introduction: In recent decades, the growing rate of cancer incidence is a big concern for most societies. Due to the genetic origins of cancer disease, its internal structure is necessary for the study of this disease. Methods: In this research, cancer data are analyzed based on DNA sequences. The transition probability of occurring two pairs of nucleotides in DNA sequences has Markovian property. This property inspires the idea of feature dimension reduction of DNA sequence for overcoming the high computational overhead of genes analysis. This idea is utilized in this research based on the Markovian property of DNA sequences. This mapping decreases feature dimensions and conserves basic properties for discrimination of cancerous and non-cancerous genes. Results: The results showed that a non-linear support vector machine (SVM) classifier with RBF and polynomial kernel functions can discriminate selected cancerous samples from non-cancerous ones. Experimental results based on the 10-fold cross-validation and accuracy metrics verified that the proposed method has low computational overhead and high accuracy. Conclusion: The proposed algorithm was successfully tested on related research case studies. In general, a combination of proposed Markovian-based feature reduction and non-linear SVM classifier can be considered as one of the best methods for discrimination of cancerous and non-cancerous genes.

导读:近几十年来,癌症发病率的增长是大多数社会关注的一个大问题。由于癌症的遗传起源,它的内部结构是研究这种疾病的必要条件。方法:在本研究中,基于DNA序列对癌症数据进行分析。DNA序列中出现两对核苷酸的转移概率具有马尔可夫性。这一特性激发了DNA序列特征降维的思想,以克服基因分析的高计算开销。基于DNA序列的马尔可夫性,本研究利用了这一思想。这种映射减少了特征维度,并保留了癌性和非癌性基因的基本特征。结果:基于RBF和多项式核函数的非线性支持向量机(SVM)分类器可以区分出癌变样本和非癌变样本。基于10倍交叉验证和精度度量的实验结果验证了该方法具有计算量小、精度高的特点。结论:本文提出的算法在相关研究案例中得到了成功的验证。总的来说,将本文提出的基于马尔可夫的特征约简与非线性支持向量机分类器相结合,可以被认为是鉴别癌基因与非癌基因的最佳方法之一。
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引用次数: 3
Classification of seed members of five riboswitch families as short sequences based on the features extracted by Block Location-Based Feature Extraction (BLBFE) method. 基于块定位特征提取(BLBFE)方法对5个核开关家族种子成员进行短序列分类。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2020-04-17 DOI: 10.34172/bi.2021.17
Faegheh Golabi, Elnaz Mehdizadeh Aghdam, Mousa Shamsi, Mohammad Hossein Sedaaghi, Abolfazl Barzegar, Mohammad Saeid Hejazi

Introduction: Riboswitches are short regulatory elements generally found in the untranslated regions of prokaryotes' mRNAs and classified into several families. Due to the binding possibility between riboswitches and antibiotics, their usage as engineered regulatory elements and also their evolutionary contribution, the need for bioinformatics tools of riboswitch detection is increasing. We have previously introduced an alignment independent algorithm for the identification of frequent sequential blocks in the families of riboswitches. Herein, we report the application of block location-based feature extraction strategy (BLBFE), which uses the locations of detected blocks on riboswitch sequences as features for classification of seed sequences. Besides, mono- and dinucleotide frequencies, k-mer, DAC, DCC, DACC, PC-PseDNC-General and SC-PseDNC-General methods as some feature extraction strategies were investigated. Methods: The classifiers of the Decision tree, KNN, LDA, and Naïve Bayes, as well as k-fold cross-validation, were employed for all methods of feature extraction to compare their performances based on the criteria of accuracy, sensitivity, specificity, and f-score performance measures. Results: The outcome of the study showed that the BLBFE strategy classified the riboswitches indicating 87.65% average correct classification rate (CCR). Moreover, the performance of the proposed feature extraction method was confirmed with average values of 94.31%, 85.01%, 95.45% and 85.38% for accuracy, sensitivity, specificity, and f-score, respectively. Conclusion: Our result approved the performance of the BLBFE strategy in the classification and discrimination of the riboswitch groups showing remarkable higher values of CCR, accuracy, sensitivity, specificity and f-score relative to previously studied feature extraction methods.

核糖开关是一种短调控元件,通常存在于原核生物mrna的非翻译区,分为几个科。由于核糖开关与抗生素之间的结合可能性,它们作为工程调控元件的用途以及它们在进化中的贡献,对核糖开关检测的生物信息学工具的需求正在增加。我们之前已经介绍了一种不依赖于比对的算法,用于识别核糖开关家族中频繁的序列块。在此,我们报告了基于块位置的特征提取策略(BLBFE)的应用,该策略使用检测到的块在核糖开关序列上的位置作为种子序列分类的特征。此外,还研究了单核苷酸频率和二核苷酸频率、k-mer、DAC、DCC、DACC、PC-PseDNC-General和SC-PseDNC-General等特征提取策略。方法:采用决策树、KNN、LDA和Naïve贝叶斯分类器以及k-fold交叉验证对所有特征提取方法进行分类,以准确性、灵敏度、特异性和f-score性能指标为标准,比较它们的性能。结果:研究结果表明,BLBFE策略对核蛋白开关的平均正确分类率(CCR)为87.65%。此外,所提出的特征提取方法的准确性、灵敏度、特异性和f-score的平均值分别为94.31%、85.01%、95.45%和85.38%。结论:我们的研究结果证实了BLBFE策略在核糖体开关组的分类和区分方面的性能,与先前研究的特征提取方法相比,其CCR、准确性、灵敏度、特异性和f-score值都有显著提高。
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引用次数: 0
Global metabolomics profiling of colorectal cancer in Malaysian patients. 马来西亚结直肠癌患者的全球代谢组学分析。
IF 2.6 4区 工程技术 Q3 PHARMACOLOGY & PHARMACY Pub Date : 2021-01-01 Epub Date: 2020-03-24 DOI: 10.34172/bi.2021.05
Nurul Azmir Amir Hashim, Sharaniza Ab-Rahim, Wan Zurinah Wan Ngah, Sheila Nathan, Nurul Syakima Ab Mutalib, Ismail Sagap, A Rahman A Jamal, Musalmah Mazlan

Introduction: The serum metabolomics approach has been used to identify metabolite biomarkers that can diagnose colorectal cancer (CRC) accurately and specifically. However, the biomarkers identified differ between studies suggesting that more studies need to be performed to understand the influence of genetic and environmental factors. Therefore, this study aimed to identify biomarkers and affected metabolic pathways in Malaysian CRC patients. Methods: Serum from 50 healthy controls and 50 CRC patients were collected at UKM Medical Centre. The samples were deproteinized with acetonitrile and untargeted metabolomics profile determined using liquid chromatography-quadrupole time-of-flight mass spectrometry (LC-QTOFMS, Agilent USA). The data were analysed using Mass Profiler Professional (Agilent, USA) software. The panel of biomarkers determined were then used to identify CRC from a new set of 20 matched samples. Results: Eleven differential metabolites were identified whose levels were significantly different between CRC patients compared to normal controls. Based on the analysis of the area under the curve, 7 of these metabolites showed high sensitivity and specificity as biomarkers. The use of the 11 metabolites on a new set of samples was able to differentiate CRC from normal samples with 80% accuracy. These metabolites were hypoxanthine, acetylcarnitine, xanthine, uric acid, tyrosine, methionine, lysoPC, lysoPE, citric acid, 5-oxoproline, and pipercolic acid. The data also showed that the most perturbed pathways in CRC were purine, catecholamine, and amino acid metabolisms. Conclusion: Serum metabolomics profiling can be used to identify distinguishing biomarkers for CRC as well as to further our knowledge of its pathophysiological mechanisms.

血清代谢组学方法已被用于鉴定能够准确和特异性诊断结直肠癌(CRC)的代谢物生物标志物。然而,在不同的研究中发现的生物标志物不同,这表明需要进行更多的研究来了解遗传和环境因素的影响。因此,本研究旨在确定马来西亚结直肠癌患者的生物标志物和受影响的代谢途径。方法:采集50例健康对照和50例结直肠癌患者血清。样品用乙腈脱蛋白,用液相色谱-四极杆飞行时间质谱(LC-QTOFMS, Agilent USA)测定非靶向代谢组学特征。使用Mass Profiler Professional (Agilent, USA)软件分析数据。然后将确定的生物标志物面板用于从一组新的20个匹配样本中识别CRC。结果:鉴定出11种差异代谢物,其水平在结直肠癌患者与正常对照组之间存在显著差异。根据曲线下面积分析,其中7种代谢物作为生物标志物具有较高的敏感性和特异性。在一组新样本上使用11种代谢物能够以80%的准确率区分CRC和正常样本。这些代谢物是次黄嘌呤、乙酰肉碱、黄嘌呤、尿酸、酪氨酸、蛋氨酸、溶血opc、溶血ope、柠檬酸、5-氧脯氨酸和胡椒酸。数据还显示,CRC中最受干扰的途径是嘌呤、儿茶酚胺和氨基酸代谢。结论:血清代谢组学分析可用于识别CRC的特异性生物标志物,并进一步了解其病理生理机制。
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引用次数: 15
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Bioimpacts
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