diff --git a/webpage_contents/publications/20240901_Marta_GironaAlarcon/Publication_page.qmd b/webpage_contents/publications/20240901_Marta_GironaAlarcon/Publication_page.qmd
index 17ca6ce4f882992a167b9b5de63df38f5f4af467..7435bb8dd50d98539bab02b611aadf6a8e80ef5b 100644
--- a/webpage_contents/publications/20240901_Marta_GironaAlarcon/Publication_page.qmd
+++ b/webpage_contents/publications/20240901_Marta_GironaAlarcon/Publication_page.qmd
@@ -52,12 +52,13 @@ Table 1. List of *ex vivo* mouse number, including the injected site and contras
 
 ### CSF spaces segmentation
 
-In the publication, we have shown the need of infusing contrast agent to achieve a semi-automatic segmentation. Here, we show a rendering of one segmentation. In the downloads, we have provided a segmentation of a timeseries imaging in the brain ventricles, which can be found under "videos_Reconstructions.7z".
+In the publication, we have shown the need of infusing contrast agent to achieve a semi-automatic segmentation. In the figure below we show a rendered segmentation. Infusion of contrast agent in the lateral ventricles during high-resolution synchrotron radiation-based hard X-ray computed tomography imaging allows 3D visualization with virtual slicing in all directions. In the downloads, we have provided a segmentation of a timeseries imaging in the brain ventricles, which can be found under "videos_Reconstructions.7z".
 
-![Fig. 2. Three dimensional rendering of CSF spaces enclosed in the mouse skull: Infusion of contrast agent in the lateral ventricles during high-resolution synchrotron radiation-based hard X-ray computed tomography imaging allows 3D visualization with virtual slicing in all directions. Lateral ventricles in blue, third ventricle in green, aqueduct in pink and fourth ventricle in yellow.](images/JP26-invivo-2scan-phase3-postinjection-brain-80-90min_web.png){width="900"}
+![Fig. 2. Three dimensional rendering of CSF spaces enclosed in the mouse skull. Lateral ventricles in blue, third ventricle in green, aqueduct in pink and fourth ventricle in yellow.](images/JP26-invivo-2scan-phase3-postinjection-brain-80-90min_web.png){width="900"}
 
 ### Calibration ramp
 
+To quantify spatial CA distribution, we first determined the relation between image intensity and barium concentration, finding the thepretically expected linear relation. The single points to obtain the linear relation were obtained from 3D segmentation of the tubes available in Fig. 3.
 
 ::: {layout-ncol=5}
 ![0 mg Ba/mL](images/000.png)