Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

Efficient Hexagonal Gridding Method for DNA Microarray Image

View through CrossRef
In genetics, a deoxyribonucleic acid (DNA) microarray is a useful instrument that is frequently used to track thousands of genes' expression levels simultaneously. For DNA microarray, gene expression is done through microarray spot gridding, segmentation and intensity extraction. The gridding processes identify each microarray spot location and supply their coordinates for the spot. Many microarray technologies arrange their microarray spots in in rectangular fashion. However, a hexagonal grid arrangement is also being used to increase the density of the spot per unit area. While gridding microarray arranged in rectangular fashion is straightforward, gridding microarray arranged in hexagonal fashion posed its own challenge due to the irregular structure of the spot location. To solve this problem, this paper discusses two proposed methods to perform gridding for microarrays arranged in a hexagonal fashion, namely alternate-column and diamond-shape methods. These methods have been evaluated in nine different benchmark images that represent best, typical and worst-case images. Based on our experiments, the proposed diamond-shape and alternate-column methods achieved an average accuracy of 93.6% and 92.1%, respectively. In terms of computational load, the diamond shape consumes three times less computational loads as compared to the alternate-column.
Title: Efficient Hexagonal Gridding Method for DNA Microarray Image
Description:
In genetics, a deoxyribonucleic acid (DNA) microarray is a useful instrument that is frequently used to track thousands of genes' expression levels simultaneously.
For DNA microarray, gene expression is done through microarray spot gridding, segmentation and intensity extraction.
The gridding processes identify each microarray spot location and supply their coordinates for the spot.
Many microarray technologies arrange their microarray spots in in rectangular fashion.
However, a hexagonal grid arrangement is also being used to increase the density of the spot per unit area.
While gridding microarray arranged in rectangular fashion is straightforward, gridding microarray arranged in hexagonal fashion posed its own challenge due to the irregular structure of the spot location.
To solve this problem, this paper discusses two proposed methods to perform gridding for microarrays arranged in a hexagonal fashion, namely alternate-column and diamond-shape methods.
These methods have been evaluated in nine different benchmark images that represent best, typical and worst-case images.
Based on our experiments, the proposed diamond-shape and alternate-column methods achieved an average accuracy of 93.
6% and 92.
1%, respectively.
In terms of computational load, the diamond shape consumes three times less computational loads as compared to the alternate-column.

Related Results

7 th International Symposium on Enabling Technologies for Life Sciences (ETP)
7 th International Symposium on Enabling Technologies for Life Sciences (ETP)
The seventh in the series of ETP Symposia (see Rapid Communications in Mass Spectrometry 2012, 26 , ...
Genome wide hypomethylation and youth-associated DNA gap reduction promoting DNA damage and senescence-associated pathogenesis
Genome wide hypomethylation and youth-associated DNA gap reduction promoting DNA damage and senescence-associated pathogenesis
Abstract Background: Age-associated epigenetic alteration is the underlying cause of DNA damage in aging cells. Two types of youth-associated DNA-protection epigenetic mark...
Genome wide hypomethylation and youth-associated DNA gap reduction promoting DNA damage and senescence-associated pathogenesis
Genome wide hypomethylation and youth-associated DNA gap reduction promoting DNA damage and senescence-associated pathogenesis
Introduction: The United States currently faces two opioid crises, an evolved crisis currently manifesting as widespread abuse of illicit opioids, and a crisis in pain management l...
Microarray Image Analysis Using Genetic Algorithm
Microarray Image Analysis Using Genetic Algorithm
<p>Microarray technology allows the simultaneous monitoring of thousands of genes. Based on the gene expression measurements, microarray technology have proven powerful in ge...
Assessments of Gravity Data Gridding Using Various Interpolation Approaches for High-Resolution Geoid Computations
Assessments of Gravity Data Gridding Using Various Interpolation Approaches for High-Resolution Geoid Computations
This article investigates the role of different approaches and interpolation methods in gridding terrestrial gravity anomalies. In this regard, first of all, simple and complete Bo...
Echinococcus granulosus in Environmental Samples: A Cross-Sectional Molecular Study
Echinococcus granulosus in Environmental Samples: A Cross-Sectional Molecular Study
Abstract Introduction Echinococcosis, caused by tapeworms of the Echinococcus genus, remains a significant zoonotic disease globally. The disease is particularly prevalent in areas...
Biophysical studies of RNA:DNA:DNA triplexes and characterization of riboswitches in cell-free transcription-translation systems
Biophysical studies of RNA:DNA:DNA triplexes and characterization of riboswitches in cell-free transcription-translation systems
RNA research is very important since RNA molecules are involved in various gene regulatory mechanisms as well as pathways of cell physiology and disease development.1 RNAs have evo...
An analysis of the use of genomic DNA as a universal reference in two channel DNA microarrays
An analysis of the use of genomic DNA as a universal reference in two channel DNA microarrays
Abstract Background DNA microarray is an invaluable tool for gene expression explorations. In the two-dye microarray, fluorescence i...

Back to Top