Improving gene expression analysis by personalizing cell type identification
Personalized genomics signal deconvolution to improve cell-type level inference
['FUNDING_OTHER'] · CASE WESTERN RESERVE UNIVERSITY · NIH-10936767
This study is working on new ways to better understand how genes work in different types of cells in people with diabetes, so that doctors can find more accurate markers for treatment and help patients get the care that’s just right for them.
Quick facts
| Phase | ['FUNDING_OTHER'] |
|---|---|
| Study type | Nih_funding |
| Sex | All |
| Sponsor | CASE WESTERN RESERVE UNIVERSITY (nih funded) |
| Locations | 1 site (CLEVELAND, UNITED STATES) |
| Trial ID | NIH-10936767 on ClinicalTrials.gov |
What this research studies
This research focuses on enhancing the analysis of gene expression by developing new statistical methods that account for the unique mixture of cell types in individual patients. By creating personalized reference panels for each patient, the study aims to improve the accuracy of identifying which genes are active in specific cell types. This approach will utilize advanced algorithms and repeated measurements to refine the understanding of how different cell types contribute to health and disease, particularly in conditions like diabetes. Patients may benefit from more precise biomarkers that can lead to better-targeted treatments.
Who could benefit from this research
Good fit: Ideal candidates for this research are individuals with diabetes or related conditions who are undergoing genetic analysis.
Not a fit: Patients without diabetes or those not undergoing genetic testing may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to more accurate biomarkers for diseases, enabling personalized treatment strategies.
How similar studies have performed: Previous research has shown promise in using personalized approaches for gene expression analysis, indicating potential for success in this novel methodology.
Where this research is happening
CLEVELAND, UNITED STATES
- CASE WESTERN RESERVE UNIVERSITY — CLEVELAND, UNITED STATES (ACTIVE)
Researchers
- Principal investigator: FENG, HAO — CASE WESTERN RESERVE UNIVERSITY
- Study coordinator: FENG, HAO
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: Brittle Diabetes Mellitus, Diabetes Mellitus