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9 protocols using feature extractor software

1

miRNA Profiling of Cell Samples

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RNA was purified and pooled from samples of treatments using TRIzol reagent (Invitrogen; Thermo Fisher Scientific, Inc.) according to the manufacturer's protocol. This method yielded an average of 30 µg total RNA from 106 cells. Hybridized microarray was performed by the Agilent Human miRNA 8×15k Array 2.0 (cat. no. G4470B; Agilent Technologies, Inc.) according to manufacturer's protocol, and the quantity of RNA which was used array hybridization was 5 µg. The microarray contained 830 miRNA probes from the Sanger database (version 10.1, http://www.sanger.ac.uk/). Arrays were scanned using the Agilent Microarray Scanner System and Feature Extractor Software (version 9.5.1; Agilent Technologies, Inc.).
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2

Microarray Analysis of Bicalutamide Response

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Genomic DNA was isolated from transduced cells using the DNeasy Purification Kit (QIAGEN; Tokyo, Japan) according to the manufacturer's protocol. The integrated shRNAs prepared from LNCaP genomic DNAs were amplified using primers (Decode RNAi-GIPZ, annotated genes screening library-negative selection kit from Thermo Scientific) specific for the barcodes for the library plasmid DNA [13] (link), [14] (link), [25] (link). The PCR products were gel-purified using the QIAquick PCR purification Kit (QIAGEN). Purified DNA fragments (1.5 µg) from LNCaP cells treated with vehicle or bicalutamide were labeled with cyanine-3 (Cy3) or cyanine-5 (Cy5) dye, respectively, using the Genome DNA Enzymatic Labeling Kit (Agilent; Santa Clara, CA, USA) and purified by the removal of unbound cyanine dyes with an Ultracell YM-30 Microcon centrifugal filter device (Millipore Japan; Tokyo, Japan). Microarray hybridization was performed using the Oligo cDGH/ChIP-on-ChIP Hybridization Kit (Agilent). Agilent Feature Extractor software was used to scan microarray images. The GEO accession number for the microarray data is GSE60382. A volcano plot was generated by clustering based on probes. Depleted (fold change <0.5; P<0.01) signals in the bicalutamide-treated LNCaP cells compared with the vehicle-treated cells were selected as bicalutamide response-related genes [23] (link), [25] (link), [26] (link).
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3

Profiling Lung Gene Expression in Mice

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Total RNA was isolated from lung by homogenization (10 % w/v) in Trizol (Invitrogen, Carlsbad, CA) followed by chloroform extraction and isopropanol precipitation as previously described [23 (link)] and RNA quality assessed using a BioAnalyzer (Agilent Technologies, CA). Gene expression profiling experiments using Agilent Mouse Whole Genome 44 K microarrays and data processing/analysis was performed as previously described [23 (link)]. Briefly, fluorescent probes were prepared using Agilent QuickAmp Labeling Kit according to the manufacturer’s instructions. Spot quantitation was performed using Agilent’s Feature Extractor software and all data entered into a custom-designed database, SLIMarray (http://slimarray.systemsbiology.net), and then uploaded into Genedata Analyst 8.0 (Genedata, Basel, Switzerland). Data normalization was performed in Genedata Analyst using central tendency followed by relative normalization using pooled RNA from mock infected mouse lung (n = 6) as reference. Transcripts differentially expressed (at least 2-fold, p value < 0.01) between infected and control animals were identified by standard t test using the Benjamini-Hochberg procedure to correct for false positive rate in multiple comparisons. Ingenuity Pathway Analysis and Entrez Gene (www.ncbi.nlm.nih.gov/sites) were used for mammalian gene ontology and pathway analysis.
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4

Lung Gene Expression Profiling in Mice

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Lungs from euthanized mice were collected and homogenized in Trizol, total RNA was isolated following manufacturer’s protocol (Thermo Fisher Scientific, Waltham, MA) and purified using the RNeasy Mini Kit (Cat #74106). Gene expression profiling experiments were performed using Agilent Mouse Whole Genome 44K microarrays. Fluorescent probes were prepared using Agilent QuickAmp Labeling Kit according to the manufacturer’s instructions. Each RNA sample was labeled and hybridized to individual arrays. Spot quantitation was performed using Agilent’s Feature Extractor software. The complete MIAME-compliant33 (link) microarray dataset has been deposited in NCBI’s Gene Expression Omnibus34 (link).
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5

Profiling Mouse Lung Transcriptome

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At two and four days after infection, mice were euthanized and a lung portion placed in RNAlater (Applied Biosystems/Ambion) and then stored at −80°. The tissues were subsequently homogenized in TriZol (Life Technologies), and RNA extracted as previously described [12 (link)]. RNA samples were spectroscopically verified for purity, and the quality of the intact RNA was assessed using an Agilent 2100 Bioanalyzer. cRNA probes were generated from each sample by the use of an Agilent one-color Quick-Amp labeling kit. Each cRNA sample was then hybridized to Agilent mouse whole-genome oligonucleotide microarrays (4 x 44) based on the manufacturer’s instructions. Slides were scanned with an Agilent DNA microarray scanner, and the output images were then analyzed using Agilent Feature Extractor software. Microarray data has been deposited in the National Center for Biotechnology Information’s Gene Expression Omnibus database and is accessible through GEO accession GSE64660.
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6

Differential Gene Expression Analysis

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Data were extracted from images with Feature Extractor Software version 10.7.3.1 (Agilent) where background correction was also performed. Background-corrected data were uploaded into GeneSpring GX version 11.5.1 for analysis. In this process, data were log2 transformed, quantile normalized and base line transformed using the median of all samples. Then, data were filtered by flags in a way that 75% of the samples in at least one of the treatment groups have a “detected” flag. Differentially expressed genes were determined by analysis of the data using the non-parametric Mann-Whitney unpaired test. Cutoff values of 0.02 and 2 were used for p-value and fold-change, respectively. Gene ontology (GO), pathway analysis and hierarchical cluster analysis were also performed with GeneSpring. For the hierarchical cluster analysis, Euclidean similarity metrics and Wards linkage rule were used along with Kruskal-Wallis non-parametric ANOVA. Kaplan-Meier survival curves were generated using GraphPad PRISM version 6.0 (GraphPad, Software, La Jolla, CA). A p-value of 0.05 or less was considered significant.
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7

Rhesus Whole-Genome Microarray Analysis

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RNA was extracted as described above. RNA samples were then verified for purity, and the quality of the intact RNA was assessed using an Agilent 2100 Bioanalyzer. cRNA probes were made from each sample by Agilent one-color Quick-Amp labeling kit. Each cRNA sample was then hybridized to Agilent Rhesus whole-genome oligonucleotide microarrays (4x44k) based on the manufacturer’s instructions. Slides were scanned with an Agilent DNA microarray scanner, and the output images were then analyzed using Agilent Feature Extractor software. For each microarray, raw intensities, probe mappings, and quality-control (QC) metrics were uploaded into a custom laboratory information management system (LabKey Software).
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8

Whole Blood RNA Isolation and Gene Expression Profiling

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Total RNA was isolated from whole blood using PAXgene Blood RNA Kit IVD (Qiagen) and resuspended in TRIzol LS before removal from BSL-4 under supervision of the Biosurety Program of the NIH and in accordance with Division of Select Agents and Toxins at the Centers for Disease Control and Prevention. RNA quality was assessed using Bioanalyzer (Agilent Technologies). Gene expression profiling was performed using Agilent Human Whole Genome 44K microarrays. Fluorescent probes were prepared using Agilent QuickAmp Labeling Kit. Each RNA sample was labeled and hybridized in duplicate on individual arrays (n = 2) except for d25 and d180. Spot quantitation was performed using Agilent's Feature Extractor software, and data were entered into the custom database SLIMarray (http://slimarray.systemsbiology.net) and uploaded into Genedata Analyst 9.0 (Genedata). Complete MIAME-compliant (53 (link)) microarray data set has been deposited in the National Center for Biotechnology Information (NCBI)'s Gene Expression Omnibus (GEO) (54 (link)) and is accessible at GEO GSE93861. TIBCO Spotfire Analyst 6.0 was used for analysis and heatmap creation.
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9

Whole Blood RNA Profiling Workflow

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Total RNA was isolated from whole blood using PAXgene Blood RNA kit IVD (Qiagen, Gaithersburg, MD). RNA quality was assessed using a BioAnalyzer (Agilent Technologies, CA). Gene expression profiling experiments were performed using Agilent Human Whole Genome 44K microarrays. Fluorescent probes were prepared using Agilent QuickAmp labeling kit according to the manufacturer’s instructions. Each RNA sample was labeled and hybridized to individual arrays. Spot quantitation was performed using Agilent’s Feature Extractor software, and all data were then entered into a custom-designed database, SLIMarray (http://slimarray.systemsbiology.net), and then uploaded into Genedata Analyst 9.0 (Genedata, Basel, Switzerland).
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