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diff --git a/Publication II/README.md b/Publication II/README.md
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@@ -13,4 +13,4 @@ L. Prieto Santamaría*, E. Ugarte Carro*, M. Díaz Uzquiano, E. Menasalvas Ruiz,
 
 The broad methodology used in this publications is summarized in the following figure:
 
-<img src="./Pub II methodology.svg?sanitize=true">
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+<img src="./Pub II methodology.png">
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@@ -6,7 +6,7 @@ The title of the thesis is:
 
 ---
 
-Creation, integration, and analysis of disease networks towards a better disease understanding and drug repurposing 
+## Creation, integration, and analysis of disease networks towards a better disease understanding and drug repurposing 
 
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