Toxicologic Pathology · 2006 · 40 citations · 16 references
ComputingPathologyVisualizationData VisualizationHistopathologyScientific VisualizationBiomarkers Of Liver InjuryCluster VisualizationHigh-dimensional Data VisualizationPathology VisualizationHistopathological DiagnosisHistopathological EvaluationHistopathological GradingHistopathological InterpretationHistopathological ScoringPathology Correlation VisualizationPathology Data VisualizationPhenotypic Data Analysis
Gene expression profiling, metabolomic screens, and other high-dimensional methods have become an integral part of many biological investigations. To facilitate interpretation of these data, it is important to have detailed phenotypic data--including histopathology--to which these data can be associated, or anchored. However, as the amount of phenotypic data increases, associations within and across these data can be difficult to visualize and interpret. We have developed an approach for categorizing and clustering biologically related histopathological diagnoses to facilitate their visualization, thereby increasing the possibility of identifying associations and facilitating the comparison with other data streams. In this study, we utilize histopathological data generated as part of a standardized toxicogenomics compendium study to generate composite histopathological scores and to develop visualizations that facilitate biological insight. The validity of this approach is illustrated by the identification of transcripts that correlate with the pathology diagnoses that comprise the categories of "response to hepatocellular injury" and "repair." This approach is broadly applicable to studies in which histopathology is used to phenotypically anchor other data, and results in visualizations that facilitate biological interpretation and the identification of associations and relationships within the data.
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Quantitative Monitoring of Gene Expression Patterns with a Complementary DNA Microarray
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Guide for the care and use of laboratory animals
Choice Reviews Online · 1997 · 2.9K citations
Expression monitoring by hybridization to high-density oligonucleotide arrays
David J. Lockhart, Helin Dong, Michael C. Byrne et al. · Nature Biotechnology · 1996 · 2.9K citations