Forum for Science, Industry and Business

Sponsored by:     3M 
Search our Site:

 

Study identifies common flaws in oncology microarray studies

18.01.2007
A substantial percentage of microarray-based studies in oncology contain critical flaws in analysis or in their conclusions, reports a study in the January 17 issue of the Journal of the National Cancer Institute. The study's authors provide a checklist and a set of guidelines for performing and reporting such studies.

Microarrays are a tool used to study gene expression. Researchers can study thousands of genes at a time, all on a single glass slide. In oncology, scientists have used microarrays to study unique gene expression patterns of specific tumor types, to discover new drug targets, and to categorize unique characteristics of a particular tumor to help doctors tailor treatments to an individual patient. However, such studies produce volumes of data that is easily misinterpreted. It has been difficult to replicate such studies, which is considered the best way to validate scientific findings.

To study the statistical methods used in cancer-focused microarray studies, Alain Dupuy, M.D., and Richard M. Simon, D.Sc., of the National Cancer Institute in Bethesda, Md., reviewed 90 studies published through the end of 2004 that related microarray expression profiling to clinical outcome. The most common cancers in those studies were hematologic malignancies (24 studies), lung cancer (12 studies), and breast cancer (12 studies). The studies fell into three general categories: an outcome-related gene finding, such as searching for specific genes that are expressed differently in people who have a good versus bad prognosis; a class discovery, where researchers cluster together tumors with similar gene expression profiles; and supervised prediction, in which the gene expression profiles are used to generate an algorithm or set of rules that will predict clinical outcomes for patients based on their individual gene expression profiles.

The authors closely scrutinized the statistical methods and reporting in 42 studies published in 2004. Half of these studies (21) contained at least one basic flaw. In the 23 studies with an outcome-related gene finding, nine of them had inadequate, unclear, or unstated methods to take into account false-positive findings. In 13 of the 28 studies focused on class discovery, there were spurious claims of meaningful classifications of outcomes, in which the authors did not perform adequate analyses to reach their conclusions. Among the 28 studies reporting supervised prediction, Dupuy and Simon found that 12 of those studies used biased estimates of the accuracy of their predictions.

"…Microarray studies are a fast-growing area for both basic and clinical research with an exponentially growing number of publications," the authors write. "As demonstrated by our results, common mistakes and misunderstandings are pervasive in studies published in good-quality, peer-reviewed journals." To avoid such errors, Dupuy and Simon provide guidelines in the form of a list of "Do's and Don'ts" for researchers. "We believe that following these guidelines should substantially improve the quality of analysis and reporting of microarray investigations," the authors write.

Andrea Widener | EurekAlert!
Further information:
http://jnci.oxfordjournals.org/

More articles from Studies and Analyses:

nachricht WAKE-UP provides new treatment option for stroke patients | International study led by UKE
17.05.2018 | Universitätsklinikum Hamburg-Eppendorf

nachricht First form of therapy for childhood dementia CLN2 developed
25.04.2018 | Universitätsklinikum Hamburg-Eppendorf

All articles from Studies and Analyses >>>

The most recent press releases about innovation >>>

Die letzten 5 Focus-News des innovations-reports im Überblick:

Im Focus: Powerful IT security for the car of the future – research alliance develops new approaches

The more electronics steer, accelerate and brake cars, the more important it is to protect them against cyber-attacks. That is why 15 partners from industry and academia will work together over the next three years on new approaches to IT security in self-driving cars. The joint project goes by the name Security For Connected, Autonomous Cars (SecForCARs) and has funding of €7.2 million from the German Federal Ministry of Education and Research. Infineon is leading the project.

Vehicles already offer diverse communication interfaces and more and more automated functions, such as distance and lane-keeping assist systems. At the same...

Im Focus: Molecular switch will facilitate the development of pioneering electro-optical devices

A research team led by physicists at the Technical University of Munich (TUM) has developed molecular nanoswitches that can be toggled between two structurally different states using an applied voltage. They can serve as the basis for a pioneering class of devices that could replace silicon-based components with organic molecules.

The development of new electronic technologies drives the incessant reduction of functional component sizes. In the context of an international collaborative...

Im Focus: LZH showcases laser material processing of tomorrow at the LASYS 2018

At the LASYS 2018, from June 5th to 7th, the Laser Zentrum Hannover e.V. (LZH) will be showcasing processes for the laser material processing of tomorrow in hall 4 at stand 4E75. With blown bomb shells the LZH will present first results of a research project on civil security.

At this year's LASYS, the LZH will exhibit light-based processes such as cutting, welding, ablation and structuring as well as additive manufacturing for...

Im Focus: Self-illuminating pixels for a new display generation

There are videos on the internet that can make one marvel at technology. For example, a smartphone is casually bent around the arm or a thin-film display is rolled in all directions and with almost every diameter. From the user's point of view, this looks fantastic. From a professional point of view, however, the question arises: Is that already possible?

At Display Week 2018, scientists from the Fraunhofer Institute for Applied Polymer Research IAP will be demonstrating today’s technological possibilities and...

Im Focus: Explanation for puzzling quantum oscillations has been found

So-called quantum many-body scars allow quantum systems to stay out of equilibrium much longer, explaining experiment | Study published in Nature Physics

Recently, researchers from Harvard and MIT succeeded in trapping a record 53 atoms and individually controlling their quantum state, realizing what is called a...

All Focus news of the innovation-report >>>

Anzeige

Anzeige

VideoLinks
Industry & Economy
Event News

In focus: Climate adapted plants

25.05.2018 | Event News

Save the date: Forum European Neuroscience – 07-11 July 2018 in Berlin, Germany

02.05.2018 | Event News

Invitation to the upcoming "Current Topics in Bioinformatics: Big Data in Genomics and Medicine"

13.04.2018 | Event News

 
Latest News

In focus: Climate adapted plants

25.05.2018 | Event News

Flow probes from the 3D printer

25.05.2018 | Machine Engineering

Less is more? Gene switch for healthy aging found

25.05.2018 | Life Sciences

VideoLinks
Science & Research
Overview of more VideoLinks >>>