diff --git a/paissoni2019_martiniSAXS/README.md b/paissoni2019_martiniSAXS/README.md
index eb6368f..509ccfa 100644
--- a/paissoni2019_martiniSAXS/README.md
+++ b/paissoni2019_martiniSAXS/README.md
@@ -1,2 +1,2 @@
-Examples to perform simple SAXS refinement using Martini Beads form factors
-the python script can be use to simplify the generation of the mapping from atomistic to martini
+Examples to perform simple SAXS refinement using Martini Beads form factors.
+The python script can be use to simplify the generation of the mapping from atomistic to martini