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13 protocols using power tools software

1

Genotyping of MBL2 Polymorphisms

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Genotyping was performed as previously described (43 (link)). Briefly, genomic DNA was extracted from peripheral blood mononuclear cells using the Qiagen All Prep kit according to the manufacturer’s instructions. Genotyping was performed using the Affymetrix UK Biobank Axiom Array by Cambridge Genomic Services (Cambridge, UK). Genotype calling was performed using the Affymetrix Powertools software and after genotype calling MBL2-related single nucleotide polymorphisms (SNPs) were extracted from the acquired data using plink and haplotypes were determined based on the haplotype frequency in the normal human population.
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2

Transcriptomic Profiling of Schwann Cells with Sox2 Overexpression

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Schwann cells were infected with control GFP or Sox2/GFP adenovirus (Le et al., 2005 (link), Parrinello et al., 2010 (link)) for 24 hours in defined medium (DM) and then changed to DM without virus. After 48 hours of adenovirus infection, total RNA was purified with miRNeasy mini kit (QIAGEN, 217004) and on-column DNase digestion was also performed. Triplicate mRNA samples purified from GFP or Sox2/GFP adenovirus-infected Schwann cells were analyzed on an Affymetrix 1.0 ST Rat Exon array by the Patterson Institute for Cancer Research (Manchester, UK). Affymetrix data was analyzed using the Affymetrix Power Tools software. Regulated transcripts were identified using a false discovery rate controlled p value of < 0.05. The putative functional role of Sox2 targets was then analyzed by Gene Ontology analysis with the Gene Map Annotator and Pathway Profiler (GenMAPP) software package. The 9 classic axon guidance receptors were identified from axon guidance signaling pathways.
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3

Allele-Specific Copy Number Analysis

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Raw SNP6 CEL files were first preprocessed using the PennCNV-Affy pipeline (http://penncnv.openbioinformatics.org/en/latest/user-guide/affy/) to generate LogR and BAF values for each sample. Briefly, Affymetrix Power Tools software was used to generate genotype clusters (apt-genotype) and to perform quantile normalization and median polish to produce signal intensities for A and B alleles of SNPs (apt-summarize). PennCNV was then used to convert the signal intensities into LogR and BAF values (normalize_affy_geno_cluster.pl). LogR and BAF files were then processed in R using the ASCAT R package (v2.4) to generate allele-specific copy number calls and purity and ploidy estimates for each sample.
The copy number status of MYC was defined using ASCAT and defined parameters (https://cancer.sanger.ac.uk/cosmic/help/cnv/overview). Briefly, a total copy number greater than or equal to 5 in a sample with ploidy less than 2.7 or a total copy number greater than or equal to 9 in a sample with ploidy greater than 2.7 is defined as copy gain events.
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4

Microarray Hybridization and Analysis

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The microarray hybridization and analysis were performed in a previously published study by Lake et. Al.18 (link) Briefly, Affymetrix GeneChip Human 1.0 ST Arrays (Affymetrix, Santa Clara, CA) were used and 33,252 genes were analyzed for differential expression. Affymetrix® Power Tools software was employed to generate gene-level and exon-level expression signal estimates from CEL files using a multiarray mathematical algorithm. The data are publicly available at ArrayExpress public repository for microarray data under the accession number E-MEXP-3291 (http://www.webcitation.org/5zyojNu7T).
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5

Breast Cancer Subtyping and Alteration Analysis

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As presented earlier11 (link), each sample was preprocessed using the PennCNV pipeline for Affymetrix arrays35 (link). Genotyping calls were obtained with Affymetrix Power Tools software using the Birdseed algorithm. Each array was wave-corrected using the built-in algorithm in ASCAT v.2.236 (link) and copy numbers were called with ASCAT v2.2 using information from the matched normal when available. The samples were classified into the 10 integrative clusters from METABRIC using the iC10 package37 (link). We applied ADMIRE21 (link) to identify recurrent alterations.
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6

Genotyping Trisomic Individuals Using SNP Array

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Genomic DNA was isolated from low passage lymphoblastoid cell lines (between one and four passages) and genotyping was carried out using the Affymetrix Genome-Wide Human SNP 6.0 array at Emory University according to manufacturer’s instructions. Genotype calling was performed using the Birdseed algorithm (version 2), as implemented in the Affymetrix Power Tools software (APT 1.12.0). To assess initial quality of arrays, we followed Affymetrix’s recommended quality control thresholds: Individual arrays with <86% call rate, <0.04 contrast quality control (QC), and mismatched gender concordance were excluded from downstream analyses. These thresholds were selected because genotype calling of SNPs on the trisomic ch21 using standard methods (APT 1.12.0) is unreliable and lowers the overall call rate. Genotype calling for ch21 in trisomic individuals was performed at the University of Pittsburgh using methods similar to those described in Lin et al. (2008 (link)).
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7

Transcriptomic Analysis of CD11c+ Cells in Allo-HSCT

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MACS purified CD11c+ cells from spleens of allo-HSCT recipients on day 7 or untreated mice were placed directly into TRIzol LS (Invitrogen). mRNA was isolated, amplified, and hybridized to an Affymetrix GeneChip (MOE430A). Affymetrix Power Tools software was used for processing and quantile normalization of fluorescence hybridization signals by the robust multichip averaging method (Irizarry et al., 2003 (link)). Transcripts were log2-normalized and average values for technical replicates were obtained for analysis of change in expression using Significance Analysis of Microarray (SAM). Differential gene expression was assessed using the Bioconductor package “siggenes” with a fold change cutoff of >2. Full results, including p-values and multiple-testing corrected q-values, are included in Supplementary Table 2. The Broad Institute GSEA software was used for gene-set enrichment analysis as previously described (Subramanian et al., 2005 (link)). Primers for Laptm5: Forward-GCGGTAAAGTGTCCTGTAGGTTC; Reverse- TCTTGACCACGCCGAACAGCAG:
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8

Investigating SNP Effects on Gene Expression in Lung Tissue

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For SNPs with evidence of replication, we investigated their effects on the expression of nearby genes (genes within 100 kb up and downstream from the SNP) in lung samples from the Lung QTL consortium. This includes data on 1,111 individuals undergoing lung surgery, recruited at Laval University (n = 409), University of British Columbia (n = 339) and University of Groningen (n = 363)[24 (link)].
Gene expression and genotyping profiles were obtained using a custom Affymetrix array (GEO platform GPL10379) and the Illumina Human1M-Duo BeadChip array, respectively. Expression values were extracted using the Robust Multichip Average method[25 (link)] implemented in the Affymetrix Power Tools software. Expression values were analysed with a robust regression model adjusted for age, sex and smoking status, using the R statistical package MASS (rlm function).
Genetic associations were performed in PLINK 1.9. A fixed-effect meta-analysis was used to pool the results across the three sites.
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9

RNA Profiling of Lung Tissue

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Total RNA was extracted from lung tissue at Rosetta Inpharmatics Gene Expression Laboratory (Seattle, WA, USA). mRNA profiling was performed using a custom-made Affymetrix HU133 array (GPL 10379) containing 751 controls probe sets and 51,627 non-control probe sets. Gene expression was normalized with the Robust Multichip Average method implemented in the Affymetrix Power Tools software [20 (link)].
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10

Transcriptional Profiling of Antigen-Specific CD8+ T Cells

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CD8+ T cells were enriched with magnetic beads and CD45.2 OT1 CD8+ T cells were sorted on a FACSAria (BD Biosciences). RNA was isolated using TRIzol (Invitrogen) according to the manufacturer's instructions. RNA was processed, amplified, labeled, and hybridized to Affymetrix GeneChip MoGene 1.0 ST microarrays (Santa Clara, CA) at the Molecular Profiling Facility of the University of Pennsylvania. Human CMV-specific (HLA-A*0201-NLVPMVATV or HLA-B*0702-TPRVTGGGAM tetramer-positive) CD8+ T cells were purified from PBMC obtained from subjects with persistent HCV viremia (infected for > 1year) or from healthy volunteers who were recruited at Massachusetts General Hospital in Boston (Table S1). The study was approved by the local IRB (Protocol # 1999-P-004983/54; MGH #: 90-7246). RNA was isolated, processed, amplified, labeled, and hybridized to Affymetrix Human Gene 1.0 ST microarrays. Affymetrix Power Tools software (Santa Clara, CA) was used to process and quantile normalize fluorescent hybridization signals using the Robust Multichip Averaging method (Irizarry et al., 2003 (link)). Transcripts were log2 normalized. Hierarchical Clustering was performed with Gene Pattern (Reich et al., 2006 (link)) and Gene Set Enrichment Analysis was performed with GSEA software (Subramanian et al., 2005 (link)).
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