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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
Bioimpacts 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
{"title":"<i>In silico</i> approach towards the identification of potential inhibitors from <i>Curcuma amada</i> Roxb against <i>H. pylori</i>: ADMET screening and molecular docking studies.","authors":"G Divyashri,&nbsp;T P Krishna Murthy,&nbsp;Subramaniam Sundareshan,&nbsp;Pavan Kamath,&nbsp;Manikanta Murahari,&nbsp;G R Saraswathy,&nbsp;Bindu Sadanandan","doi":"10.34172/bi.2021.19","DOIUrl":"https://doi.org/10.34172/bi.2021.19","url":null,"abstract":"<p><p><i><b>Introduction:</b></i> The present study attempts to identify potential targets of <i>H. pylori</i> for novel inhibitors from therapeutic herb, mango ginger (<i>Curcuma amada</i> Roxb.). <i><b>Methods:</b></i> 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 <i>H. pylori</i> ) 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. <i><b>Results:</b></i> 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 <i>H. pylori</i>. <i><b>Conclusion:</b></i> Current study could identify the <i>in silico</i> potential of mango ginger compounds against shikimate kinase and type II dehydroquinase targets for <i>H. pylori</i> infections and are suitable for <i>in vitro</i> and <i>in vivo</i> evaluation.</p>","PeriodicalId":48614,"journal":{"name":"Bioimpacts","volume":"11 2","pages":"119-127"},"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/5d/c5/bi-11-119.PMC8022237.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"25582669","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: 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
Bioimpacts Pub Date : 2021-01-01 Epub Date: 2020-07-08 DOI: 10.34172/bi.2021.23
Mohammad Amjadi, Tooba Hallaj, Niko Hildebrandt
{"title":"A sensitive homogeneous enzyme assay for euchromatic histone-lysine-N-methyltransferase 2 (G9a) based on terbium-to-quantum dot time-resolved FRET.","authors":"Mohammad Amjadi,&nbsp;Tooba Hallaj,&nbsp;Niko Hildebrandt","doi":"10.34172/bi.2021.23","DOIUrl":"https://doi.org/10.34172/bi.2021.23","url":null,"abstract":"<p><p><i><b>Introduction:</b></i> 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. <i><b>Methods:</b></i> 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. <i><b>Results:</b></i> 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). <i><b>Conclusion:</b></i> 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.</p>","PeriodicalId":48614,"journal":{"name":"Bioimpacts","volume":"11 3","pages":"173-179"},"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/4f/a2/bi-11-173.PMC8314039.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39265913","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: 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
Bioimpacts Pub Date : 2021-01-01 Epub Date: 2020-12-07 DOI: 10.34172/bi.2021.01
Yadollah Omidi, Abass Alavi
{"title":"Achievements and beyond: Scientific trajectory of Professor Mohammad A. Rafi.","authors":"Yadollah Omidi,&nbsp;Abass Alavi","doi":"10.34172/bi.2021.01","DOIUrl":"https://doi.org/10.34172/bi.2021.01","url":null,"abstract":"<p><p>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.</p>","PeriodicalId":48614,"journal":{"name":"Bioimpacts","volume":"11 1","pages":"1-4"},"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/da/1d/bi-11-1.PMC7803920.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"38838230","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: 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
Bioimpacts Pub Date : 2021-01-01 Epub Date: 2019-12-25 DOI: 10.34172/bi.2021.03
Reddy Amala, Sundaresan Sujatha
{"title":"Presence of pyrroloquinazoline alkaloid in <i>Adhatoda vasica</i> attenuates inflammatory response through the downregulation of pro-inflammatory mediators in LPS stimulated RAW 264.7 macrophages.","authors":"Reddy Amala,&nbsp;Sundaresan Sujatha","doi":"10.34172/bi.2021.03","DOIUrl":"https://doi.org/10.34172/bi.2021.03","url":null,"abstract":"<p><p><i><b>Introduction:</b></i> 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. <i><b>Methods:</b></i> This study focuses on the mode of action of ALK-F (alkaloid fraction) isolated from <i>Adhatoda vasica</i> 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). <i><b>Results:</b></i> The ALK-F of <i>A. vasica</i> 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. <i><b>Conclusion:</b></i> Thus this study communally suggests that attenuation of nitric oxide and the dysregulation of genes responsible for inflammation which deliberates <i>A. vasica</i> to conflict against inflammation and provide remedial benefits in diabetic wound care.</p>","PeriodicalId":48614,"journal":{"name":"Bioimpacts","volume":"11 1","pages":"15-22"},"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/fc/02/bi-11-15.PMC7803918.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"38838232","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: 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
Bioimpacts 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
{"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
Bioimpacts Pub Date : 2021-01-01 Epub Date: 2021-07-30 DOI: 10.34172/bi.2021.38
Morteza Mahmoudi, Pooya Sareh
{"title":"Learn from the Nobel Prize Committee: Remove the nominee from the process.","authors":"Morteza Mahmoudi,&nbsp;Pooya Sareh","doi":"10.34172/bi.2021.38","DOIUrl":"https://doi.org/10.34172/bi.2021.38","url":null,"abstract":"<jats:p>\u0000 </jats:p>","PeriodicalId":48614,"journal":{"name":"Bioimpacts","volume":"11 4","pages":"235"},"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/b6/de/bi-11-235.PMC8494258.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39503831","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: 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
Bioimpacts 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
{"title":"Efficient conjugation of anti-HBsAg antibody to modified core-shell magnetic nanoparticles (Fe<sub>3</sub>O<sub>4</sub>@SiO<sub>2</sub>/NH<sub>2</sub>).","authors":"Shahram Parvaneh,&nbsp;Fatemeh Khademi,&nbsp;Gisya Abdi,&nbsp;Abdolhamid Alizadeh,&nbsp;Ali Mostafaie","doi":"10.34172/bi.2021.34","DOIUrl":"https://doi.org/10.34172/bi.2021.34","url":null,"abstract":"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.","PeriodicalId":48614,"journal":{"name":"Bioimpacts","volume":"11 4","pages":"237-244"},"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/b9/9a/bi-11-237.PMC8494260.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39503832","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: 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
Bioimpacts 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
{"title":"A Markov chain-based feature extraction method for classification and identification of cancerous DNA sequences.","authors":"Amin Khodaei,&nbsp;Mohammad-Reza Feizi-Derakhshi,&nbsp;Behzad Mozaffari-Tazehkand","doi":"10.34172/bi.2021.16","DOIUrl":"https://doi.org/10.34172/bi.2021.16","url":null,"abstract":"<p><p><i><b>Introduction:</b></i> 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. <b><i>Methods:</i></b> 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. <i><b>Results:</b></i> 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. <i><b>Conclusion:</b></i> 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.</p>","PeriodicalId":48614,"journal":{"name":"Bioimpacts","volume":"11 2","pages":"87-99"},"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/8c/7a/bi-11-87.PMC8022238.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"25582666","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: 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
Bioimpacts 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
{"title":"Classification of seed members of five riboswitch families as short sequences based on the features extracted by Block Location-Based Feature Extraction (BLBFE) method.","authors":"Faegheh Golabi,&nbsp;Elnaz Mehdizadeh Aghdam,&nbsp;Mousa Shamsi,&nbsp;Mohammad Hossein Sedaaghi,&nbsp;Abolfazl Barzegar,&nbsp;Mohammad Saeid Hejazi","doi":"10.34172/bi.2021.17","DOIUrl":"https://doi.org/10.34172/bi.2021.17","url":null,"abstract":"<p><p><i><b>Introduction:</b></i> 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. <i><b>Methods:</b></i> 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. <i><b>Results:</b></i> 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. <i><b>Conclusion:</b></i> 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.</p>","PeriodicalId":48614,"journal":{"name":"Bioimpacts","volume":"11 2","pages":"101-109"},"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/08/5b/bi-11-101.PMC8022236.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"25582667","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: 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
Bioimpacts 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
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引用次数: 15
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