Understanding the functions of lesser-known ion channels using advanced technology
Annotating dark ion-channel functions using evolutionary features, machine learning and knowledge graph mining
This study is looking into mysterious ion channels in our cells to better understand how they work and their impact on health issues like cancer and heart disease, using a mix of computer tools and lab experiments.
Quick facts
| Grant type | U01 cooperative agreement |
|---|---|
| Study type | NIH-funded research |
| Funding institution | University of Georgia NIH-funded |
| Lab location | 1 site (Athens, United States) |
| Project ID | NIH-10661550 on NIH RePORTER |
What this research studies
This research aims to explore and annotate dark ion channels, which are not well understood, by utilizing a combination of computational techniques and experimental methods. The team will analyze evolutionary data from various organisms and integrate it with structural and functional information to predict how these channels operate at the molecular and cellular levels. By employing advanced machine learning models trained on extensive protein sequence data, they hope to uncover the roles of these channels in health and disease, particularly in conditions like cancer and cardiovascular diseases.
Who could benefit from this research
Good fit: Ideal candidates for this research are individuals with conditions related to ion channel dysfunction, such as certain types of cancer or cardiovascular diseases.
Not a fit: Patients with conditions unrelated to ion channel functions or those who do not have any known ion channel-related disorders may not benefit from this research.
Why it matters
Potential benefit: If successful, this research could lead to new insights into ion channel functions, potentially improving treatment options for various diseases, including cancers and cardiovascular disorders.
How similar studies have performed: Other research has shown promise in utilizing machine learning and evolutionary data to understand protein functions, indicating that this approach could yield valuable insights.
Where this research is happening
Athens, United States
- University of Georgia — Athens, United States (Active)
Researchers
- Principal investigator: Kannan, Natarajan — University of Georgia
- Study coordinator: Kannan, Natarajan
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.