Experimental design for gene expression microarrays.

نویسندگان

  • M K Kerr
  • G A Churchill
چکیده

We examine experimental design issues arising with gene expression microarray technology. Microarray experiments have multiple sources of variation, and experimental plans should ensure that effects of interest are not confounded with ancillary effects. A commonly used design is shown to violate this principle and to be generally inefficient. We explore the connection between microarray designs and classical block design and use a family of ANOVA models as a guide to choosing a design. We combine principles of good design and A-optimality to give a general set of recommendations for design with microarrays. These recommendations are illustrated in detail for one kind of experimental objective, where we also give the results of a computer search for good designs.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

DNA Microarrays and Gene Expression - From Experiments to Data Analysis and Modeling

dna microarrays and gene expression assets dna microarrays and gene expression from experiments to dna microarrays and gene expression: from experiments to dna microarrays and gene expression dna microarrays and gene expressionfrom experiments to dna microarrays and gene expression: from experiments to dna microarrays and computational analysis final sln a4.... microarray data integration and t...

متن کامل

Applying Methods from cDNA Arrays Experimental Design and Analysis of Antibody Microarrays: Updated Version

Protein expression microarrays, also called antibody arrays, represent a new technology that allows the expression level of proteins to be assessed directly. As is also the case with gene expression microarrays, it is hoped that protein expression microarrays will aid in biomarker discovery, predicting disease outcomes and response to treatments, and detecting molecular mechanisms and/or pathwa...

متن کامل

Statistical design and the analysis of gene expression microarray data.

Gene expression microarrays are an innovative technology with enormous promise to help geneticists explore and understand the genome. Although the potential of this technology has been clearly demonstrated, many important and interesting statistical questions persist. We relate certain features of microarrays to other kinds of experimental data and argue that classical statistical techniques ar...

متن کامل

Design considerations for efficient and effective microarray studies.

This article describes the theoretical and practical issues in experimental design for gene expression microarrays. Specifically, this article 1) discusses the basic principles of design (randomization, replication, and blocking) as they pertain to microarrays, and 2) provides some general guidelines for statisticians designing microarray studies.

متن کامل

Experimental design and analysis of antibody microarrays: applying methods from cDNA arrays.

Protein expression microarrays, also called antibody arrays, represent a new technology that allows the expression level of proteins to be assessed directly. As is also the case with gene expression microarrays, it is hoped that protein expression microarrays will aid in biomarker discovery, predicting disease outcomes and response to treatments, and detecting molecular mechanisms and/or pathwa...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Biostatistics

دوره 2 2  شماره 

صفحات  -

تاریخ انتشار 2001