Using machine learning to analyze brain cell data for understanding gene functions
Machine learning analyses of single-cell multi-modal data for understanding cell-type functional genomics and gene regulation
['FUNDING_OTHER'] · UNIVERSITY OF WISCONSIN-MADISON · NIH-10505191
This study is exploring how computer technology can help us understand how brain cells work and communicate, which could lead to better ways to identify and treat brain disorders for patients like you.
Quick facts
| Phase | ['FUNDING_OTHER'] |
|---|---|
| Study type | Nih_funding |
| Sex | All |
| Sponsor | UNIVERSITY OF WISCONSIN-MADISON (nih funded) |
| Locations | 1 site (MADISON, UNITED STATES) |
| Trial ID | NIH-10505191 on ClinicalTrials.gov |
What this research studies
This research investigates how machine learning can be applied to analyze complex data from brain cells to better understand gene functions and regulatory mechanisms. By integrating various types of data, such as electrophysiology and transcriptomics, the project aims to uncover insights into how different cell types operate and interact. Patients may benefit from advancements in understanding brain disorders and diseases through improved identification of functional biomarkers. The research focuses on developing methods that provide clearer interpretations of the data, which could lead to better therapeutic strategies.
Who could benefit from this research
Good fit: Ideal candidates for this research are individuals with brain disorders or diseases who may benefit from enhanced understanding and targeted therapies.
Not a fit: Patients with non-neurological conditions or those not affected by brain disorders may not receive any benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to breakthroughs in understanding and treating brain disorders by identifying key gene functions and regulatory networks.
How similar studies have performed: Other research has shown success in using machine learning for analyzing biological data, indicating that this approach has potential for significant advancements in understanding brain function.
Where this research is happening
MADISON, UNITED STATES
- UNIVERSITY OF WISCONSIN-MADISON — MADISON, UNITED STATES (ACTIVE)
Researchers
- Principal investigator: WANG, DAIFENG — UNIVERSITY OF WISCONSIN-MADISON
- Study coordinator: WANG, DAIFENG
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: Brain Diseases, Brain Disorders, Encephalon Diseases, Intracranial CNS Disorders, Intracranial Central Nervous System Disorders