Prognosis prediction of breast cancer

Prognosis Prediction of Breast Cancer

Prognosis Prediction for Breast Cancer Patients is an online tool designed to assist patients and clinicians in evaluating the postoperative survival rates of breast cancer patients
who have not undergone neoadjuvant treatment. By utilizing various treatment methods, this tool provides predictions on the likelihood of patients achieving a total survival period (OS) of more than 5 years.
To generate accurate predictions, this tool requires detailed patient and cancer information, which is then processed using a prognosis model based on the breast cancer-specific disease database.
It is important for patients to consult with medical experts for comprehensive guidance when utilizing this prediction tool.

Therapeutic Schedule

Chemotherapy cycle
number

Endocrine Therapy

Endocrine therapy is suitable for situations where both ER and PR are not negative.

Radiation Therapy?

Yes

Result

5 years OS

Table

Chart

The chart shows the probability of female patients having a disease-free survival period greater than 5 years after surgery.

Treatment	Additional Benefits	Total Survival Rate
Surgery only	-	100%
	-	80%

The probability of a total survival time greater than 5 years during surgical treatment alone is 100%

Interpretation of Results

We used the SHAP tool to explain the prediction results of our model. Below, you will see a bar chart that explains how the values of each parameter affect the results. (Note that in
each parameter value, 0 represents no (none) and 1 represents yes (present)) Red represents promoting risk, while blue represents reducing risk.
If you haven't seen the results of some features, don't worry, it indicates that the feature has a relatively small impact on the predicted value.