A New Normalizing Algorithm for BAC CGH Arrays with Quality Control Metrics

Joint Authors

Gaile, Daniel P.
Nowak, Norma
Miecznikowski, Jeffrey C.
Liu, Song
Shepherd, Lori A.

Source

Journal of Biomedicine and Biotechnology

Issue

Vol. 2011, Issue 2011 (31 Dec. 2011), pp.1-15, 15 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2011-02-21

Country of Publication

Egypt

No. of Pages

15

Main Subjects

Medicine

Abstract EN

The main focus in pin-tip (or print-tip) microarray analysis is determining which probes, genes, or oligonucleotides are differentially expressed.

Specifically in array comparative genomic hybridization (aCGH) experiments, researchers search for chromosomal imbalances in the genome.

To model this data, scientists apply statistical methods to the structure of the experiment and assume that the data consist of the signal plus random noise.

In this paper we propose “SmoothArray”, a new method to preprocess comparative genomic hybridization (CGH) bacterial artificial chromosome (BAC) arrays and we show the effects on a cancer dataset.

As part of our R software package “aCGHplus,” this freely available algorithm removes the variation due to the intensity effects, pin/print-tip, the spatial location on the microarray chip, and the relative location from the well plate.

removal of this variation improves the downstream analysis and subsequent inferences made on the data.

Further, we present measures to evaluate the quality of the dataset according to the arrayer pins, 384-well plates, plate rows, and plate columns.

We compare our method against competing methods using several metrics to measure the biological signal.

With this novel normalization algorithm and quality control measures, the user can improve their inferences on datasets and pinpoint problems that may arise in their BAC aCGH technology.

American Psychological Association (APA)

Miecznikowski, Jeffrey C.& Gaile, Daniel P.& Liu, Song& Shepherd, Lori A.& Nowak, Norma. 2011. A New Normalizing Algorithm for BAC CGH Arrays with Quality Control Metrics. Journal of Biomedicine and Biotechnology،Vol. 2011, no. 2011, pp.1-15.
https://search.emarefa.net/detail/BIM-504116

Modern Language Association (MLA)

Miecznikowski, Jeffrey C.…[et al.]. A New Normalizing Algorithm for BAC CGH Arrays with Quality Control Metrics. Journal of Biomedicine and Biotechnology No. 2011 (2011), pp.1-15.
https://search.emarefa.net/detail/BIM-504116

American Medical Association (AMA)

Miecznikowski, Jeffrey C.& Gaile, Daniel P.& Liu, Song& Shepherd, Lori A.& Nowak, Norma. A New Normalizing Algorithm for BAC CGH Arrays with Quality Control Metrics. Journal of Biomedicine and Biotechnology. 2011. Vol. 2011, no. 2011, pp.1-15.
https://search.emarefa.net/detail/BIM-504116

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-504116