Identification of network motifs in lung disease Cecily Swinburne Mentor: Carol J. Bult Ph.D. Summer...
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Transcript of Identification of network motifs in lung disease Cecily Swinburne Mentor: Carol J. Bult Ph.D. Summer...
![Page 1: Identification of network motifs in lung disease Cecily Swinburne Mentor: Carol J. Bult Ph.D. Summer 2007.](https://reader034.fdocuments.in/reader034/viewer/2022051315/56649e3f5503460f94b3055f/html5/thumbnails/1.jpg)
Identification of network motifs in lung disease
Cecily Swinburne
Mentor: Carol J. Bult Ph.D.
Summer 2007
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Goals
Use genome wide gene expression data to study lung biology
Identify pathways that are characteristic of both normal lung development and lung disease (cancer)
Use normal mouse lung development as a framework for identifying potential lung cancer biomarkers in humans
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Signature pathways could provide insights into the pathology of these diseases
Provide possible targets for diagnostics or treatments
Significance
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Background: Lung Cancer
Leading cause of cancer deaths in the world Approximately 160,000 deaths annually in the US
Contributing factors: Smoking (90% of cases), 2nd hand smoke, asbestos and other inhaled carcinogens
Two Types Small Cell: rapidly spreading, almost only in smokers Non-Small Cell: 75% of cases, more slowly
progressing and easier to treat than small cell
Little progress has been made in developing new, more effective diagnostic and treatment procedures
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Background: Development and Cancer
“Cancer has been called a "developmental disorder" (Dean, 1998) because it involves a disruption of the normal developmental program for cells, in terms of both differentiation and proliferation. It follows that some of the molecular players involved in controlling development might be implicated in causing cancer.”
(http://www.ucalgary.ca/UofC/eduweb/virtualembryo/dev_cancer.html)
Dean, M. 1998. Cancer as a complex developmental disorder - Nineteenth Cornelius P. Rhoads Memorial Lecture. Cancer Research 58: 5633-5636.
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Transcriptional Profiling with Microarrays
Provides genome wide gene expression data by measuring the presence of messenger RNA in a sample
Many different platforms, the two most common are spotted arrays and Affymetrix arrays
<mgm.duke.edu> <www.imbb.forth.gr>
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Lung Development Data Sets
Analyze two mouse lung development time series
Bonner et al. (2003) – inbred A/J micee14.5, e17.5, birth, 1w, 2w, and 4w
Jackson Laboratory/Children’s Hospital (Boston) – inbred C57Bl/6J mice
e11.5, e13.5, e14.5, e16.5 and 5days
Developmental overlap time series Bonner: 14.5e, 17.5e, 1w
Jax: 14.5e, 16.5e, 5days
Bonner A.E., Lemon W.J., & You M. (2003): Gene expression signatures identify novel regulatory pathways during murine lung development: implications for lung tumorigenesis. Journal of Medical Genetics 40, 408-417.
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Analysis of time series using Short Time Series Expression Miner (STEM) (http://www.cs.cmu.edu/~jernst/stem/)
Bonner Profiles Jackson Lab Profiles
15 13 12 11 0 13 8 12 15 2 7 3
Number of Genes
87 75 58 49 43 312 349 196 141 431 320 139
Bonner et al. (2003) JAX/Boston (unpublished)
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Enrichment of Biological Processes Represented in STEM gene clusters
Cell Adhesion
Anatomical Structure
System Development
Vasculature Development
Blood Vessel Development
Angiogenesis
Combined list of genes with upward trend of expression over development (Bonner et al.)
Visual Annotation Display (VLAD)(http://proto.informatics.jax.org/prototypes/vlad-1.02/)
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Cell Cycle
Cell Division
Mitotic Cell Cycle
DNA Repair
RNA Processing
Mitosis
Regulation of transcription
Enrichment of Biological Processes Represented in STEM gene clusters
Combined list of genes with downward trend of expression over development (JAX/Boston)
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Construct Pathways in IPAUse Ingenuity Pathways Analysis (IPA) (www.ingenuity.com) to construct pathways based on the genes involved in angiogenesis and cell adhesion
Cell Adhesion Angiogenesis
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Analysis of Human Lung Cancer Data Set
• Downloaded microarray data from Gene Expression Omnibus (GEO) (http://www.ncbi.nlm.nih.gov/geo/)
Dehan and Kaminski (GSE1987)
16 Squamous Cell Carcinoma
7 Adenocarcinoma
9 Normal lung tissue samples
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Generate Top Hits List
Log2 normalize data
Calculate the analysis of variance using Microarray analysis of variance (MAANOVA)
Identify a top-hits list of genes that are significantly up or down regulated
R Statistical Software (www.r-project.org)
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VLAD analysis of Human Cancer GenesUp Regulated
M Phase
Cell cycle process
Mitosis
Cell division
Cell cycle checkpoint
DNA replication
Cellular metabolic process
Chromosome segregation
Down Regulated
Anatomical structure development
System Development
Response to Wounding
Biological Adhesion
Cell Adhesion
Cell Communication
Cell Morphogenesis
Angiogenesis
Blood Vessel Morphogenesis
Anti-parallels lung development results
Up in Development
Angiogenesis and Cell Adhesion
Down in development Cell cycle
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Overlap human lung cancer genes onto angiogenesis and adhesion pathways in IPA
Adhesion pathway overlapped with cancer expression
Angiogenesis pathway overlapped with cancer expression
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Cell Adhesion Pathway
The same overlap was done with a breast cancer top hits list and just 3 genes overlapped in each pathway
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The expression of these 23 genes in lung development and in cancer suggest that they are important to the pathology of lung cancer.
They could serve as potential biomarkers for diagnosis or prognosis of lung cancer.
Results of overlap
23 genes from the angiogenesis / adhesion pathways overlapped with both Adenocarcinoma and Squamous gene lists
Of those:
6 – mouse lung phenotype in MGI
14 –previously associated with cancer
5 –previously identified as potential cancer biomarker
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Summary
Evaluating human cancer genes in the context of normal lung development identifies subsets of biological networks that are likely to be important to disease processes
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Further Work
Follow up on candidate biomarkers identified in this study
Perform same comparisons on genes that were down regulated in lung development
Compare lung tumor data for mouse to mouse lung development
Expand approach to other types of cancer and to other lung diseases such as pulmonary fibrosis
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Acknowledgements
Carol J. Bult Ph.D. Benjamin L. King, M.S. Jon Geiger Randy O’Rouke The Jackson Laboratory Summer Student Program Jane D. Weinberger Endowed Scholarship Fund The Horace W. Goldsmith Foundation
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