Helping immune T cells recognize cancer

MATCHMAKERS - Solving T-cell receptor recognition and design via integrated high-throughput screening and structural, functional and computational approaches

NIH-funded research University of California, San Francisco · NIH-11514458

This project combines lab experiments and advanced AI to learn how T cells see tumor proteins so cancer treatments can be made more precise for people with cancer.

Quick facts

Grant typeNIH-funded research
Study typeNIH-funded research
Funding institutionUniversity of California, San Francisco NIH-funded
Lab location1 site (San Francisco, United States)
Project IDNIH-11514458 on NIH RePORTER

What this research studies

If I participate, researchers will gather large numbers of matched T-cell receptors and the tumor proteins they bind from human samples and model systems. They will also create synthetic TCR–pMHC pairs and run very high-throughput lab tests and structural studies to see how binding works. Those laboratory data will be combined with machine learning to build models that predict which TCRs recognize which tumor antigens and to design better receptors. Over time this could guide development of safer, more targeted T-cell therapies.

Who could benefit from this research

Good fit: People with cancer who are candidates for T-cell–based immunotherapy or who can donate blood or tumor samples for research are the most relevant participants.

Not a fit: Patients whose cancers lack identifiable targetable antigens, who cannot provide samples, or who need immediate clinical treatment are unlikely to gain direct short-term benefit from this research.

Why it matters

Potential benefit: Could enable safer, more effective personalized T-cell therapies that target a patient's tumor more precisely.

How similar studies have performed: Some T-cell therapies and early AI prediction tools have shown promise, but creating broadly accurate, general predictors of TCR–antigen recognition remains largely novel and unproven.

Where this research is happening

San Francisco, United States

Researchers

About this research

  1. This is an active NIH-funded research project — typically early-stage science, not a clinical trial accepting patient enrollment.
  2. Some NIH-funded labs run parallel clinical studies or seek volunteers for related work. To check, contact the principal investigator or institution listed above.
  3. For full project details, budget, and progress reports, visit the official NIH RePORTER page below.
Conditions Cancer TreatmentCancers
Last reviewed 2026-06-13 by the Find a Trial editorial team. Information on this page is for educational purposes and is not medical advice. Always consult qualified healthcare professionals about clinical trial participation.