diff --git a/README.md b/README.md
index 699258c7cb77a1b8a73e943bfd01857b07ff7b2c..4df4ca2ee6965ef669c16b1c22ecad28e3e0b400 100644
--- a/README.md
+++ b/README.md
@@ -1,34 +1,6 @@
 # PHINDaccess FUNOMICs
 
 
-## Material for practicals
-
-Biological material & question: 
-
-
-**Datasets used for practical:** 
-
-Giulia Manina
-Melanie Hamon
-
-
-## Data
-
-
-
-
-**Annotation  Hands-On:**
-
-```
-```
-
-
-
-**ATAC-seq Hands-On:**
-
-```
-```
-
 ## Hands-on programme
 
 | Course    | training        | 
@@ -37,16 +9,18 @@ Melanie Hamon
 | Functional annotation: Annotation advanced | [Hands-on](Monday/Annotation_advanced.md)  |
 | Integration: Functional integration  | [Hands-on](Tuesday/Functional integration.Rmd)  |
 | Functional analysis: ORA and GSEA | [Hands-on](Tuesday/ORA_and_GSEA.Rmd)  |
-| Functional analysis: GREAT | [Hands-on](Tuesday/GREAT.md)  |
-| ATACseq: analysis | [Hands-on](Wednesday/ATACflow.md)  |
-| ChIPseq: Differential binding | [Hands-on](Thursday/chipflowR.md)  |
-| ChIPseq: Peak annotation | [Hands-on](Thursday/peak_annotation.Rmd )  |
-| ChIPseq: Motif finding | [Hands-on](Thursday/MEME.md)  |
-
+| Functional analysis: GREAT | [Hands-on](Tuesday/GREAT/GREAT_analysis_forEpigenomicData.md)  |
+| Functional analysis: methylGSA | [Hands-on](Tuesday/methylGSA_Functional_analysis/FuncAnalysis_methylGSA.Rmd)  |
+| Descriptive analysis: analysis | [Hands-on](Wednesday/Descriptive_analysis.Rmd)  |
+| Predictive analysis: analysis | [Hands-on](Wednesday/PLS.Rmd) |
+| Integration: Differential binding | [Hands-on](Wednesday/MFA.Rmd)  |
+| Integration: Differential binding | [Hands-on](Wednesday/ICA.Rmd)  |
+| Networks: PPIs | [Hands-on](Thursday/STRING.md )  |
+| Networks: Regulatory networks | [Hands-on](Thursday/OmicsNet.md)  |
 
 
 ## Friday session : questions 
-Feel free to add your questions here :
+Feel free to add your questions here:
 https://docs.google.com/document/d/1MjZz2wyQqiZbSD386N6xOYZvPDgibRvBerXzbgKRJp8/edit?usp=sharing