+
+ Datasets from cBioPortal are synchronized regularly to ensure data consistency.
+ If there is an update that we miss, users can contact us directly.
+ Duplicate molecules are removed to keep the dataset clean.
+ Samples without information for a given molecule in a biomarker are excluded from trained models,
+ statistical validations, feature selection experiments, and inference steps.
+
+
+ Clinical data also undergo preprocessing: cases with NaN, empty or Null values are filtered out.
+ Additionally, cases with an event but survival time equal to zero are excluded (pending clarification from cBioPortal).
+
+
+ }
+ />
+
+ {/* Question 2: Privacy */}
+
+ Uploaded data is securely stored and only accessible to the uploading user.
+ Once deleted, the data is permanently removed from our servers and cannot be recovered.
+ No third parties have access to private user data.
+
+ }
+ />
+
+
+
+ {/* Question 3: Licenses */}
+
+ For legal and transparency reasons, we provide a list of third-party libraries and tools used in this platform,
+ along with their respective licenses. This ensures compliance and acknowledgment of the open-source
+ community contributions that power our ecosystem.
+
+
+ }
+ />
+
+
+
+ {/* Question 4: Additional Links */}
+
+ Site Map
+ Contact Us
+ Terms and Conditions
+ Privacy Policy
+
+ }
+
+ />
+