Error and Quality Control Coding for DNA Microarrays
نویسنده
چکیده
DNA microarrays are one of the most important and widely-used systems for generating genomic data for disease diagnostics and monitoring. The technology supporting DNA microarray production represents a successful combination of ideas from molecular biology, biochemistry, VLSI design and mathematics. Nevertheless, there still exist many issues that have to be resolved in order to ensure very high reliability of microarray operation. Several carefully chosen methods for controlling the quality of microarrays have already made their way into the manufacturing process, but almost no schemes are known that can guarantee proper functionality of arrays in the presence of spot failure and drop-out events occurring after the manufacturing process. Classical error-control coding techniques can be used to ensure increased robustness under spot failure in terms of multiplexing different DNA sequences to multiple spots of the array. Such techniques necessarily lead to changes in the manufacturing process and its underlying quality control techniques. It is the goal of this work to propose an integrated framework for analyzing quality control and error-correction in DNA microarrays generated by photolitographic VLSIPS (Very Large Scale Immobilized Polymer Synthesis) methods. In this context, the issues of base scheduling, mask design and borderlength minimization, construction of quality control arrays and good multiplexing strategies are addressed. The analysis is based on combining and extending results pertaining to the longest common subsequence problem, balanced and superimposed codes.
منابع مشابه
Quality Control Planning of a Hepatitis B Viral Load Laboratory-Developed Assay
Background and Objectives: HBV DNA monitoring is important in management of chronic viral hepatitis B infection. HBV DNA measurements are carried out over period of months to years. So the analytical system must be stable and reproducible. The aim of this study was to determine the performance characteristics and to plan a statistical quality control system of a laboratory-developed real-tim...
متن کاملImage metrics in the statistical analysis of DNA microarray data.
DNA microarrays represent an important new method for determining the complete expression profile of a cell. In "spotted" microarrays, slides carrying spots of target DNA are hybridized to fluorescently labeled cDNA from experimental and control cells and the arrays are imaged at two or more wavelengths. In this paper, we perform statistical analysis on images of microarrays and show that quant...
متن کاملAdaptive Spectral Separation Two Layer Coding with Error Concealment for Cell Loss Resilience
This paper addresses the issue of cell loss and its consequent effect on video quality in a packet video system, and examines possible compensative measures. In the system's enconder, adaptive spectral separation is used to develop a two-layer coding scheme comprising a high priority layer to carry essential video data and a low priority layer with data to enhance the video image. A two-step er...
متن کاملA Method to Reduce Effects of Packet Loss in Video Streaming Using Multiple Description Coding
Multiple description (MD) coding has evolved as a promising technique for promoting error resiliency of multimedia system in real-time application programs over error-prone communicational channels. Although multiple description lattice vector quantization (MDCLVQ) is an efficient method for transmitting reliable data in the context of potential error channels, this method doesn’t consider disc...
متن کاملDNA Microarrays in Herbal Drug Research
Natural products are gaining increased applications in drug discovery and development. Being chemically diverse they are able to modulate several targets simultaneously in a complex system. Analysis of gene expression becomes necessary for better understanding of molecular mechanisms. Conventional strategies for expression profiling are optimized for single gene analysis. DNA microarrays serve ...
متن کامل