pathway score for individual arrays
1
0
Entering edit mode
Guido Hooiveld ★ 4.1k
@guido-hooiveld-2020
Last seen 2 days ago
Wageningen University, Wageningen, the …
Dear list, Although not directly related to BioC, I would appreciate any pointer to papers/methodology related to the question of how to calculate a pathway score (for e.g. pathways defined by KEGG) for an individual array. TIA, Guido Background: we standardly use methodology like GSEA to find pathways that are regulated upon treatment compared to control. For example, GSEA calculates a 'pathway score' (the Normalzed Enrichment Score NES) by combining and comparing expression data from all replicates from an experimental and control groups. We now would like to calculate a pathway score for each individual array (thus like having an expression estimate per array for a probeset, but now for a pathway), but i don't know how to approach this. ------------------------------------------------ Guido Hooiveld, PhD Nutrition, Metabolism & Genomics Group Division of Human Nutrition Wageningen University Biotechnion, Bomenweg 2 NL-6703 HD Wageningen the Netherlands tel: (+)31 317 485788 fax: (+)31 317 483342 internet: http://nutrigene.4t.com <http: nutrigene.4t.com=""/> email: guido.hooiveld@wur.nl [[alternative HTML version deleted]]
Pathways Pathways • 1.0k views
ADD COMMENT
0
Entering edit mode
@saroj-k-mohapatra-3419
Last seen 10.2 years ago
Hello Guido: I am just curious how combining gene expression measurement into a gene-set measurement ("pathway score") would affect the downstream statistical tests, if any, to be later performed on these scores. For example, in case of simple GSEA [1]: (a) per-gene t-statistics have a t-distribution, and (b) assuming observed t-statistics are independent. Combined these two lead to: sum of t-statistics taken over genes in a gene set divided by the square root of number of genes should have approximately normal distribution. This property can then be used to find outliers (interesting pathways). I wonder if there is anything similar for gene expression measurements? Best wishes, Saroj [1] Section 13.1.1. of Chapter 13 of Bioconductor case studies by Hahne et al (Springer) pp.194-195 Hooiveld, Guido wrote: > Dear list, > > Although not directly related to BioC, I would appreciate any pointer to > papers/methodology related to the question of how to calculate a pathway > score (for e.g. pathways defined by KEGG) for an individual array. > > TIA, > Guido > > Background: we standardly use methodology like GSEA to find pathways > that are regulated upon treatment compared to control. For example, GSEA > calculates a 'pathway score' (the Normalzed Enrichment Score NES) by > combining and comparing expression data from all replicates from an > experimental and control groups. We now would like to calculate a > pathway score for each individual array (thus like having an expression > estimate per array for a probeset, but now for a pathway), but i don't > know how to approach this. > > ------------------------------------------------ > Guido Hooiveld, PhD > Nutrition, Metabolism & Genomics Group > Division of Human Nutrition > Wageningen University > Biotechnion, Bomenweg 2 > NL-6703 HD Wageningen > the Netherlands > tel: (+)31 317 485788 > fax: (+)31 317 483342 > internet: http://nutrigene.4t.com <http: nutrigene.4t.com=""/> > email: guido.hooiveld at wur.nl > > > > [[alternative HTML version deleted]] > > _______________________________________________ > Bioconductor mailing list > Bioconductor at stat.math.ethz.ch > https://stat.ethz.ch/mailman/listinfo/bioconductor > Search the archives: http://news.gmane.org/gmane.science.biology.informatics.conductor > >
ADD COMMENT

Login before adding your answer.

Traffic: 957 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6