Using deep learning to detect tumor buds in colorectal cancer.
An ensemble deep learning model for tumor bud detection and risk stratification in colorectal carcinoma.
['FUNDING_R01'] · OHIO STATE UNIVERSITY · NIH-10833509
This study is working on a smart computer program that helps doctors spot tiny signs of tumor growth in colorectal cancer, which can help predict how well patients might do, so they can make better treatment choices.
Quick facts
| Phase | ['FUNDING_R01'] |
|---|---|
| Study type | Nih_funding |
| Sex | All |
| Sponsor | OHIO STATE UNIVERSITY (nih funded) |
| Locations | 1 site (Columbus, UNITED STATES) |
| Trial ID | NIH-10833509 on ClinicalTrials.gov |
What this research studies
This research focuses on developing a computer-aided image analysis system to identify tumor budding in colorectal cancer, which is a significant prognostic factor. By utilizing advanced deep learning techniques, the project aims to create a standardized method for detecting tumor buds from pathology slides. This system will also analyze the relationship between tumor budding and various patient outcomes, such as survival rates. The goal is to improve risk stratification and guide treatment decisions for patients with colorectal cancer.
Who could benefit from this research
Good fit: Ideal candidates for this research are individuals diagnosed with colorectal cancer who are undergoing treatment or monitoring.
Not a fit: Patients with colorectal cancer who are not undergoing treatment or those with very early-stage disease may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more accurate prognostic assessments and personalized treatment plans for colorectal cancer patients.
How similar studies have performed: Previous research has shown promise in using computer-assisted image analysis for cancer detection, indicating that this approach could be effective.
Where this research is happening
Columbus, UNITED STATES
- OHIO STATE UNIVERSITY — Columbus, UNITED STATES (ACTIVE)
Researchers
- Principal investigator: CHEN, WEI — OHIO STATE UNIVERSITY
- Study coordinator: CHEN, WEI
About this research
- This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
- Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
- For full project details, budget, and progress reports, visit the official NIH RePORTER page below.
Conditions: American Cancer Society, Breast Cancer, Cancer Cause, Cancer Etiology, Cancers