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differential_signaling_exercises [2016/02/24 16:38]
mhidalgo
differential_signaling_exercises [2020/04/03 20:18] (current)
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 ==== Exercise 1 ==== ==== Exercise 1 ====
  
-We will analyze a dataset with samples of healthy people (22-30 years old) before and after performing moderate exercise. This dataset has been download from the GEO database. Further information on the study can be found at [[http://​www.ncbi.nlm.nih.gov/​geo/​query/​acc.cgi?​acc=GDE51835]].+We will analyze a dataset with samples of healthy people (22-30 years old) before and after performing moderate exercise. This dataset has been download from the GEO database. Further information on the study can be found at [[http://​www.ncbi.nlm.nih.gov/​geo/​query/​acc.cgi?​acc=GDE51835|this site]].
  
 You can download the expression matrix and the experimental design from the following links: You can download the expression matrix and the experimental design from the following links:
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   * Experimental design: {{:​GSE51835-Exercise_ED.txt|}}   * Experimental design: {{:​GSE51835-Exercise_ED.txt|}}
  
-**1.1.-** Run the Differential signaling tool with these files, selecting the option //Color nodes by differential expression//​. Take a llok to the results. Which pathways are differentially activated?+**1.1.-** Run the Differential signaling tool with these files. Take a look to the results. Which pathways are differentially activated?
  
 **1.2.-** What is the role of the differentially expressed genes in the pathways? **1.2.-** What is the role of the differentially expressed genes in the pathways?
- 
-**1.3.-** Run the Differential signaling tool with these files again, selecting the option //Decompose paths//. Which diferences can you find between the two methods? 
  
  
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 Run the Differential signaling tool with these files, selecting the options of both functional analysis //Gene ontology// and //Uniprot keywords//. Run the Differential signaling tool with these files, selecting the options of both functional analysis //Gene ontology// and //Uniprot keywords//.
  
-Try to identify representative functions of this experiment (related to the disease). Are there significative functions? Are they related with the disease?+**2.1.-** ​Try to identify representative functions of this experiment (related to the disease). Are there significative functions? Are they related with the disease
 + 
 +**2.2.-** Look at the Heatmaps provided by the tool for the different analyses. Do you think that a predictor could be trained from these data? With which matrix do you think that it would work better
  
  
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   * Experimental design: {{:​kirc_demo_ED_class.txt|}}   * Experimental design: {{:​kirc_demo_ED_class.txt|}}
  
-**3.1.-** Run the Differential signaling tool with these files, selecting also the functional analyses. ​You can select the option //Color nodes by differentail expression//​ if desired. Look at the results. If you have done Exercises 1 or 2, can you find any difference in the results ​of this dataset?+**3.1.-** Run the Differential signaling tool with these files, selecting also the functional analyses. ​Find representative paths and functions ​of this disease.
  
-**3.2.-** Look at the Heatmaps provided by the tool for the different analysesDo you think that a predictor could be trained from these data? With which matrix do you think that it would work better+**3.2.-** Look at the resultsIf you have done Exercises 1 or 2, can you find any difference in the results of this dataset?
  
  
-Stages describe the natural evolution of any cancer. You can find further information on the matter in  +==== Exercise 4 ====
-[[http://​www.cancer.gov/​about-cancer/​diagnosis-staging/​staging/​staging-fact-sheet]].+
  
-Now we will try to understand how the Kidney cancer evolves by comparing the initial (I) with the final (IV) stagesWe will use a subset ​of the former matrix, with a new experimental design, that you can download from the following links:+We will work with a Breast Cancer dataset from the repository The Cancer Genome Atlas 
 +There are different subtypes of Breast Cancer. In this exercise we will compare two kinds of breast cancer subtypes.
  
-  * Expression matrix: {{:​kirc_demo_genes_vals_tumor.txt|}} +First we will analyze the basal subtype, also called triple negative, with healthy breast tissue
-  * Experimental ​design: ​{{:​kirc_demo_ED_stages.txt|}}+You can download the normalized expression matrix and the experimental ​design ​from these links:
  
-**3.3.-** Run the Differential signaling tool with the former files comparing stage I versus stage IV. Compare the results with those given in Exercise 3.1Are there any differences?​ What do they mean? +  ​Expression matrix: {{:​brca_genes_vals_bn.txt|}} 
 +  ​Experimental design: {{:​brca_normal-basal_ed.txt|}}
  
-**3.4.-** Look for some paths which are related with disease ​but not with its progression+Then we will analyze the luminal subtypeThis subtype is divided in two classes, A and B, but we will not take into account this divisionYou can download the normalized expression matrix and the experimental design from these links:
  
-==== Exercise 4 ====+  * Expression matrix: {{:​brca_genes_vals_ln.txt|}} 
 +  * Experimental design: {{:​brca_luminal-normal_ed.txt|}}
  
-We will work with a Breast Cancer dataset from the repository The Cancer Genome Atlas. You can download the expression matrix ​and the experimental design from these links:+Identify paths and functions which are significant for each type of breast cancer.  
 +Try to find differences between ​these two subtypes of breast cancer.
  
-  * Expression matrix: {{:​brca_genes_vals_bn.txt|}} +If you are familiar with R, you can compare both cancer subtypes by combining both datasets and run the resulting dataset in HiPathia.
-  * Experimental design: {{:​brca_normal-basal_ed.txt|}}+
differential_signaling_exercises.1456331911.txt.gz · Last modified: 2020/04/03 20:17 (external edit)