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Normalisation & Quality Control of Microarray Data

Microarray data quality control improves the detection of differentially expressed genes

Microarray data quality control improves the detection of differentially expressed genes

... Microarray Quality Outlier Microarrays have become a routine tool for biomedical ...research. Data quality assessment is an essential part of the analysis, but it is still not easy to perform ...

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User-friendly solutions for microarray quality control and pre-processing on ArrayAnalysis.org

User-friendly solutions for microarray quality control and pre-processing on ArrayAnalysis.org

... ABSTRACT Quality control (QC) is crucial for any scientific method producing ...of data are produced with complex ...offering data analysts an integral open-source ...

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Identifying mislabeled and contaminated DNA methylation microarray data: an extended quality control toolset with examples from GEO

Identifying mislabeled and contaminated DNA methylation microarray data: an extended quality control toolset with examples from GEO

... There are 65 probes placed on the 450K chip query- ing high-frequency SNPs (with 59 of these on the EPIC chip; their probe identifiers start with “rs”). Just as for CpG sites, a β -value is calculated for each SNP locus, ...

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Unsupervised assessment of microarray data quality using a Gaussian mixture model

Unsupervised assessment of microarray data quality using a Gaussian mixture model

... the quality control feature distri- bution parameters estimated using the supervised maxi- mum likelihood method and the estimates obtained with the unsupervised Gaussian mixture model suggests that our ...

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Unsupervised assessment of microarray data quality using a Gaussian mixture model

Unsupervised assessment of microarray data quality using a Gaussian mixture model

... key quality control indicators may differ between the two ...low quality chips was ...low quality chips appear to be more likely to have median raw intensity values that are lower than other ...

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BABAR: an R package to simplify the normalisation of common reference design microarray based transcriptomic datasets

BABAR: an R package to simplify the normalisation of common reference design microarray based transcriptomic datasets

... the data derived from any microarray with any other for a given dataset with ...different microarray data into a sin- gle dataset which may then be subjected to further ...from data for ...

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Priority Based Congestion Control and Bandwidth Normalisation in WBAN

Priority Based Congestion Control and Bandwidth Normalisation in WBAN

... the data transmission in the network among nodes source and sink ...the data and the size of the data along with the size of the ...of data starts with the highly prior data and ...

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IQRray, a new method for Affymetrix microarray quality control, and the homologous organ conservation score, a new benchmark method for quality control metrics

IQRray, a new method for Affymetrix microarray quality control, and the homologous organ conservation score, a new benchmark method for quality control metrics

... quality control. In this study, we propose a new independent quality metric that is based on evolutionary conservation of expression ...organ-specific data- sets, that IQRray, a new ...

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An integrated bioinformatics approach to improve two-color microarray quality-control: impact on biological conclusions

An integrated bioinformatics approach to improve two-color microarray quality-control: impact on biological conclusions

... array quality assessment before and after gene expression clustering and pathway ...of quality control and normalisation steps on the biological ...of data visualization, pathway ...

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ReadqPCR and NormqPCR: R packages for the reading, quality checking and normalisation of RT-qPCR quantification cycle (Cq) data

ReadqPCR and NormqPCR: R packages for the reading, quality checking and normalisation of RT-qPCR quantification cycle (Cq) data

... qPCR data into R, deal with undetermined Cq values, find a suitable reference gene or genes for a given experiment using a method for optimal reference gene selection and normalise the data via the Cq and 2 ...

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Performance comparison of image normalisation method for DNA microarray data

Performance comparison of image normalisation method for DNA microarray data

... Global normalisation and Lowess share a similarity especially when we compare the difference between the green and the red intensity for the same ...Print-tip normalisation which has a similar graph but ...

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Identification of new reference genes for the normalisation of canine osteoarthritic joint tissue transcripts from microarray data

Identification of new reference genes for the normalisation of canine osteoarthritic joint tissue transcripts from microarray data

... transformed data, whereas Bestkeeper© uses threshold cycle values), although Bestkeeper© and NormFinder always identified the same gene as being most stably ...

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The effect of target secondary structure on microarray data quality

The effect of target secondary structure on microarray data quality

... A few years ago while working on a microbial genome comparison project, we got involved in design of a diagnostic microarray for the three pathogenic species of genus Brucellae. These bacteria are well known for ...

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Normalisation and Data Storage Devices

Normalisation and Data Storage Devices

... Fig. 4.5 Dependency diagram for the relation given in Table 4.4 The dependency of hostel on year leads to duplication of data as is evident from Table 4.4. If it is decided to ask all first year students to move ...

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Normalisation of 3D Face Data

Normalisation of 3D Face Data

... face data is proposed. The aim of this normalisation process is to retain as much of the raw data as pos- sible and so it is imperative that no distortion occurs to this data, for instance no ...

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ETSAP ETechDS Data Normalisation Project

ETSAP ETechDS Data Normalisation Project

... IPCC ‐ Ren. Energy Sources & Climate Change Mitigation ‐ Special Report – 5 th Assessment Report (AR5), WG III Climate Change 2014 US NREL & DOE ‐ Levelized Cost of Energy Calculator (nrel.gov; ...

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DATA PROCESSING AND QUALITY CONTROL

DATA PROCESSING AND QUALITY CONTROL

... the data are derived from recording or totalizing gauges, first priorities are the apportionment of accumulated rainfall totals and the interpolation of missing ...interval data from recording gauges; ...

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Meta data & quality control

Meta data & quality control

... sharing data difficult? Let's have a look again at why sharing data is ...sharing data then so difficult? One of the arguments is that data from others cannot be as good as your own collected ...

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QUALITY ASSURANCE and QUALITY CONTROL DATA STANDARD

QUALITY ASSURANCE and QUALITY CONTROL DATA STANDARD

... Environmental Data Standards Council identifies, prioritizes and pursues the creation of data standards for those areas where information exchange standards will provide the most value in achieving ...

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Data Collection Quality Assurance / Quality Control

Data Collection Quality Assurance / Quality Control

... of quality assurance and quality control in the project management cycle Improving the quality of data In natural systems variability is a part of the natural order of ...monitoring ...

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