... improve the classification accuracy RF is trained in a supervised manner Training involves tree construction as well as assigning to each leaf node the class labels stipulated in the training samples ... generalizations formed from the training data In contrast, unsupervised learning determines how the items in a dataset are organized based on unlabeled input items and their corresponding descriptors One form ... learning techniques are organized into two main types: supervised learning and unsupervised learning Supervised learning involves the deduction of a function from training data The training data
Ngày tải lên: 08/09/2015, 22:12
... based machine learning methods such as combinatorial support vector machines (Combi-SVM) have recently been explored as VS tools for searching dual kinase inhibitors and dual target serotonin ... according to molecular weight The labels are colored as follows: red for Approved drug, purple for Phase III drug, pink for Phase II drug, blue for Phase I drug, cyan for other drugs, green for inhibitors, ... according to ligand efficiency values The labels are colored as follows: red for Approved drug, purple for Phase III drug, pink for Phase II drug, blue for Phase I drug, cyan for other drugs,
Ngày tải lên: 12/09/2015, 09:10
Dynamic combinatorial chemistry in drug discovery bioorganic chemistry and materials science
... exploration in different contexts The chapters contained herein cover the literature from the beginning of what came to be known as dynamic combinatorial chemistry (but was initially known as a confusing ... binding is the goal In some cases, interesting things can occur in a very slow regime; for example, studies on folding - driven oli-gomerizaton by Moore and coworkers [ 13 – 15 ], in which imine ... large in this case (evidence for some peptide - binding ability on the part of receptors including 14 SH in their makeup), it was still definitive: 75% 13 S – S 13 on the resin phase (bound to
Ngày tải lên: 13/03/2018, 14:58
Human embryonic stem cells as a cellular model for osteogenesis in implant testing and drug discovery
... staining (Figure 2.4) A: Phase contrast B: DAPI staining C: Immunoflurescent staining Oct4 D: Merging E: Phase contrast F: DAPI staining Trang 39G: Immunoflurescent staining SSEA H: Merging ... mounting (containing Dapi, Invitrogen) was performed to stain the nucleus Staining was examined under fluorescent microscope (Olympus IX70, Tokyo, Japan) 2.1.6 Teratoma formation and staining ... either ineffective or impractical The emergence of tissue engineering has shown certain progress regarding this historical condition 1.1 Tissue engineering: The term of tissue engineering has been
Ngày tải lên: 16/10/2015, 15:38
DRUG DISCOVERY RESEARCH IN PHARMACOGNOSY ppt
... varying degrees of nourishing strength Sweet taste is the most nourishing, and as each taste becomes less nourishing, it becomes more bitter, until it is astringent and the least nourishing Guna ... predominate as in the original rasas, with the corresponding action There are three vipakas A sweet taste becomes madhura vipaka; sour and salty tastes become amla vipaka and pungent, bitter and astringent ... (digestive waste and toxin) of patients is removed by nirha by using decoction enemas To prevent aggravation of vata, an oil enema (anuvasana basti) Nasya (Nasal cleansing therapy): Nasya means nasal
Ngày tải lên: 27/06/2014, 10:20
In silico drug discovery on computational Grids for finding novel drugs against neglected diseases
... antifolate combination drugs The main classes of active schizontocides are 4-aminoquinolines, aryl-alcohols including quinoline-alcohols and antifolate compounds which inhibit the synthesis of parasitic ... time associated in identifying new chemical entities and further developing them into drug candidate molecules [49] Discovery phase is the initial phase of the drug discovery process, which includes ... including the ingestion of host cytoplasm and the proteolysis of hemoglobin into amino acids Plasmepsin, the target protein of the current study is an aspartic protease initiates the hemoglobin degradation
Ngày tải lên: 02/07/2014, 13:13
Báo cáo y học: "Distribution patterns of small-molecule ligands in the protein universe and implications for origin of life and drug discovery" doc
... protein-binding history of early ligands As stated above, through determining the protein-binding ages of ligands, a rough temporal order (early or late) for ligand-protein binding can be inferred ... Nicotinamide-adenine-dinucleotide (NAD) 27 NAD(P)-binding Rossmann-fold domains (c.2) Dihydro-nicotinamide-adenine-dinucleotide phosphate (NDP) 18 NAD(P)-binding Rossmann-fold domains (c.2) Nicotinamide-adenine-dinucleotide ... ligand-protein mapping Results: By examining 2,186 well-defined small-molecule ligands and thousands of protein domains derived from a database of druggable binding sites, we show that a few ligands bind
Ngày tải lên: 14/08/2014, 08:20
Exploring mesenchymal stem cell derived exosome and tocotrienol (t3) as therapeutic agents in drug induced liver injury (DILI)
... Haematoxylin & Eosin HPLC High performance liquid chromatography Trang 21IL Interleukin iNOS Inducible nitric oxide synthase ITS Insulin, transferrin, selenium MAPK Mitogen activated protein kinase ... deaths in United States in 2011 [2] Histopathologically, liver injury can be distinguished into hepatocellular, cholestatic, and mixed injury by measuring the alanine aminotransferase (ALT), alkaline ... 2000 cases each year and 80% mortality In United States, virally-induced disease predominated in early 90s but has substantially declined in the past few years, with most acute injury cases now
Ngày tải lên: 09/09/2015, 11:21
Pharmacokinetics pharmacodynamics driven approach for lead optimization in anti mycobacterial and anti malarial drug discovery
... 4-aminoquinolines Amodiaquine Pyronaridine 8-aminoquinolines dihydro-orotate dehydrogenase involved in pyrimidine synthesis Tafenoquine Artemisinin drugs (Sesquiterpene lactone) Artemisinin (Artemisia generates ... Arylaminoalcohol Quinine (Cinchona alkaloids) Interferes with parasite haem detoxification with in the digestive vacuole Quinidine Halofantrine Benflumetol (Lumefantrine) 4-aminoquinolines Amodiaquine ... capreomycin, aminosalicylic acid, and fluoroquinolones (including ofloxacin, levofloxacin, gatifloxacin and moxifloxacin)], and is commonly administered for 2 years or longer including daily injections
Ngày tải lên: 22/09/2015, 15:17
Implementation of a drug discovery tool for the evaluation of anti fibrotic compounds application in fibrovascular disorders
... tissue constructs In addition, collagen has been used as a scaffold or coating in tissue engineering This collagen mainly comes from various animal origins In the light of increasing concerns over ... is increased by 10- to 15-fold, whereas N-proteinase activity is increased by 2- to 4-fold in the presence of DexS With PEG, the C-proteinase activity is increased by 5- to 20-fold, whereas the ... from procollagen in the extracellular space by N- and C-proteinases Both enzymes are members of the zinc-binding metalloproteinase family (Prockop et.al., 1998) The N-proteinase has a unique property
Ngày tải lên: 09/10/2015, 11:07
Structural bioinformatics tools for drug design extraction of biologically relevant information from structural databases springerbriefs in biochemistry and molecular biology
... cysteines and two histidines) responsible for zinc ion binding The zinc ion is shown as a sphere, while cysteine and histidine are denoted in a ball-and-stick model In the other figure, two zinc ... thetrafficking of endogenous and retroviral transmembrane proteins Additionally, itwas shown that the blocking of distinct ubiquitin binding domains (UBDs) in vivocan influence retroviral budding Therefore, ... cures has taken a giganticleap forward in the last few decades In the past, drug design was mainly the domain of chemists and medical doctors carrying out wet lab experiments and subsequenttesting
Ngày tải lên: 15/03/2018, 11:09
Bacterial DNA Adenine Methyltransferase as a novel drug target for antibiotics: Current status and future drug discovery challenges
... conceptualized in the increase in mortality and morbidity rates (4) A substantial increase in AMR may incur an indirect cost CDC outlined 18 threatening antibiotics resistant (AbR) classified into 3 ... methyltransferase inhibitors(45) Several natural bioactive chemical compound is found to act as the DNMTi such as curcumin, mahanine, genistein, and quercetin despite not possessing high enzymatic based assay ... (12) In 2015, the WHO outlined plans to tackle the increasing awareness to curb the prevalence of AMR, encouraging the use of medicines in human or animal health, drug development and vaccination
Ngày tải lên: 15/01/2020, 21:48
Ebook Biomolecular simulations in structure-based drug discovery (Vol 75): Part 1
... from its association kinetics as KD=koff/kon Weak binding (high KD) together with reasonably fast binding kinetics therefore implies thatunbinding is also sufficiently fast For this reason, microsecond ... has also been applied in WHAM [94] Prediction of kinetics of drug binding and unbinding has become attractivefor drug design [95] Partially, this is because it is easier to sample a single drugbinding ... later), was used to simulate binding and unbinding and to accuratelypredict binding free energies for ligands of GPCR, including cannabinoid CB1[65], β2adrenergic [66], chemokine CXCR3 [67], and vasopressin
Ngày tải lên: 20/01/2020, 09:27
Ebook Biomolecular simulations in structure-based drug discovery (Vol 75): Part 2
... dis-Applying de novo inhibitor design in combination with MD simulations led to the discovery of Zanamivir (Relenza®) Zanamivir was a first-in-classneuraminidase (sialidase) inhibitor targeting the influenza ... nine cyclin-dependent kinase 5 (CDK5) inhibitors [192],with the results revealing the aptitude of the method in distinguishing activefrom inactive compounds, as well as providing atomistic insights ... observed inall cases, supporting our modeling prediction.” Amprenavir was approved in 1999 as a protease inhibitor used to treat HIV infection and was marketed byGlaxoSmithKline until its discontinuation
Ngày tải lên: 21/01/2020, 04:21
Hepatocellular carcinoma-targeted drug discovery through image-based phenotypic screening in co-cultures of HCC cells with hepatocytes
... these siRNAs for 48 h using Lipofectamine® RNAiMAX (Invitrogen) Caspase 3/7 activity assay Caspase-Glo® 3/7 Assay Systems (Promega, Madison, WI, USA) was utilized to detect DEVDase (caspase-3/7) ... and drug in-duced hepatotoxicity, we configured the small screening library including largely two group Class I includes ap-proved anticancer drugs and cytotoxic compounds whereas Class II includes ... pyrimethamine induced a strong in-crease in caspase-3 in Huh7 spheroids compared with Fa2N-4 spheroids (Fig 6a) Additionally, we investigated the effect of pyrimethamine on the F-actin pattern
Ngày tải lên: 20/09/2020, 18:13
Tài liệu Báo cáo khoa học: a-Conotoxins as tools for the elucidation of structure and function of neuronal nicotinic acetylcholine receptor subtypes doc
... ability to inhibit catecholamine release from bovine chromaffin cells [57] In intracardiac neurons, the A10L mutation in PnIA again caused an increase in potency as well as a shift in selectivity: ... nicotine addiction and Parkinson’s disease Thus, nAChRs modulating the dopamine release gain increasing interest as drug targets, and identification of the nAChR subtypes involved is crucial for ... twitches in a rat diaphragm preparation However, both peptides inhibited nicotine-induced cate-cholamine release in bovine adrenal chromaffin cells, which contain predominantly a3b4 nAChRs The peptides
Ngày tải lên: 19/02/2014, 12:20
Tài liệu Báo cáo khoa học: Stem–loop oligonucleotides as tools for labelling double-stranded DNA pdf
... allow recognition of sequences containing single- or double- inversions as well as alternating oligopurineÆ.oligopyrim- idine sequences [22], which reinforce the interest of our labelling approach. We have ... for- mation was observed using both the pyrimidine and purine motif triple helices. In particular, the influence of heating conditions and of the length of the stem has been studied as well as the specificity ... TFOs used in this study. The cen- tral part of TG and TC TFOs as well as the target sequences inser- ted in plasmids pY, pY1m and pY2m are shown. The pY plasmid contains a 20-bp oligopurineÆoligopyrimidine
Ngày tải lên: 20/02/2014, 03:20
Tài liệu Cytokeratins – Tools in Oncology Edited by Gerhard Hamilton pdf
... in the late nineties and it was fascinating to observe the continuative development of anti-cytokeratin reagents as diagnostic and possible predictive tools available in the form of refined assays ... cellular localization of the actin and villin, resulting in unusual staining patterns of these proteins in M cells of mice and calves, as actin and villin are essential proteins for microvilli formation ... Keratin 20 helps maintain intermediate filament organization in intestinal epithelia Mol Bio Trang 272 Cytokeratins of the Liver and Intestine Epithelial Cells During Development and Disease
Ngày tải lên: 20/02/2014, 08:20
Báo cáo khoa học: Nuclear localization of human spermine oxidase isoforms – possible implications in drug response and disease etiology pptx
... increased spermine oxidation in the nucleus, with accompanying alterations in individual nuclear polyamine concentrations This increased oxidation of spermine in the nucleus there-fore increases ... overexpressing SMO cells further confirmed the increased SMO activity, with decreases in intracellular spermine pools and increased spermidine levels in SMO1 and SMO5 cells These changes in spermine ... spermine oxidase in both fractions, as depicted by the observed decreases in spermine with accumulation of spermidine Again, asterisks indicate statistically signifi-cant differences in spermine
Ngày tải lên: 07/03/2014, 05:20
The American Indian as Participant in the Civil War ppt
... He was probably thendesirous of being as silent as he dared be concerning Indian participation, since he, in virtue of his being chief in command, was the person mainly responsible for it In October ... The baggage train moved on to Elm Springs, the remainder of the Indians, underCooper, assisting in protecting it as far as that place.[79] At Walnut Grove, the Watie detail, having failed todeliver ... of the scheme while Lane was engaged in Missouri but, in October, when he was back inKansas, his interest again manifested itself He was then recruiting among all kinds of people, the morehot-blooded
Ngày tải lên: 08/03/2014, 00:20
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