# Developing an Integrated Risk Prediction Tool for Colorectal Cancer ## Motivation * Standard colorectal cancer risk predictors which are routinely used in clinical practice to manage preventative treatment include family history of disease and anthropometric risk factors like BMI, age, dietary habits, etc. * There is a growing interest in incorporating genetics in colon cancer risk prediction. ## Question * Can genetic data can be integrated with the standard clinical risk factors to improve colorectal cancer risk prediction? * Specifically: What is the gain in accuracy of prediction when genetic data are added to clinical risk factors? ## Approach * Examine standard risk prediction tools to obtain a list of corresponding fields for these risk factors from biobank data. * Obtain colorectal cancer-associated variants from the latest multi-ancestry genome-wide association studies (GWAS) to develop a polygenic risk score (PRS) on the biobank data. * Develop an integrated risk tool (IRT) that combines our polygenic risk scores with established risk prediction tools. ## Anticipated results and implications * This approach would allow us to evaluate the increase in accuracy of the prediction of the risk of colorectal cancer by including genetic risk factors in the form of polygenic risk scores. * The integrated risk tool can be used in clinical settings to screen for patients and tailor the diagnoses/treatment regimes accordingly. --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://jordan-lab.gitbook.io/irt-for-crc/readme.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.