Skip to lesson
OncoGuideeducationDiana’s wiki
THE EDUCATION LIBRARY

HLA and antigen presentation in vaccine design

Before you start: human leukocyte antigen (HLA), beta-2 microglobulin (B2M), T-cell receptor (TCR).

You will be able to: Explain how HLA type constrains a candidate peptide without proving immune recognition.

A personalized vaccine design must consider both the tumor's candidate antigens and the patient's antigen-presentation system. Human leukocyte antigen (HLA) is the human major histocompatibility complex (MHC). These molecules display peptides that T cells can inspect.

Before starting: HLA is the canonical definition; TCRs explain recognition.

Class I and class II

SystemMain display contextConventional reader
Class I, including HLA-A, HLA-B and HLA-CMost nucleated cells; commonly intracellular protein-derived peptidesCD8 T cells
Class II, including HLA-DR, HLA-DP and HLA-DQMainly professional antigen-presenting cells, with inducible expression elsewhereCD4 T cells

Typical class-I peptides are shorter than class-II peptides, but lengths and processing vary. CD4 help can support a response; some CD4 cells also have cytotoxic functions. Class II is not merely a preliminary substitute for class-I recognition.

Type, display and recognition

HLA type and candidate sequence Prediction of processing and binding Measure peptide presentation when feasible Test antigen-specific recognition Test function, safety and clinical benefit

A predicted fit is one filter; each subsequent claim needs its own evidence.

An HLA type identifies inherited allele versions. People can share alleles; the type is not a unique barcode. A mutation can produce a candidate peptide suited to one allele and poorly suited to another.

Tumor cells may lose an allele or alter presentation machinery. B2M, beta-2 microglobulin, supports classical class-I HLA structure. B2M loss can compromise many class-I targets without removing class-II presentation by the same mechanism. RNA expression alone does not establish assembled surface peptide–HLA.

Prediction quality is allele-specific

Algorithms use experimental binding or presentation data and sequence features. Training coverage differs by allele. HLA-C often has lower surface abundance than HLA-A/B, and allele representation can affect model confidence. That does not make HLA-C broadly more permissive, nor does one atlas's predicted yield establish that a patient's HLA-C targets are absent.

New binding, presentation or recognition experiments can address uncertainties, but these assays test different things. Calibrating a predictor requires held-out evaluation; cytokine responses cannot simply be treated as peptide-binding measurements.

Escape does not select the rescue

Losing a peptide or the relevant HLA display can limit a vaccine-induced TCR (T-cell receptor) response. In TNBC-MERIT, a relapse specimen illustrated B2M-associated presentation escape. It is a mechanistic observation from a small study, not a personal recurrence probability.

Surface-target chimeric antigen receptors (CARs) or engagers can avoid that particular recognition requirement. NK (natural killer)-cell missing-self biology may also become relevant. Effective killing still depends on activating signals, target availability, trafficking and clinical evidence. HLA loss does not make a tumor automatically susceptible to any of these therapies.

Try it

A candidate binds HLA strongly in a prediction. What additional question matters most before calling it an effective vaccine target?

Explain it back: Whether the relevant tumor cells process and display it, whether useful T cells recognize it, and whether that response safely changes clinical outcomes.

Explain it back

HLA matching constrains design; presentation and recognition must be distinguished from predicted binding.

Takeaway

HLA matching constrains design; presentation and recognition must be distinguished from predicted binding.

Next: Immunopeptidomics. Case-specific interpretation belongs in molecular profile and the HLA/B2M question.

Sources

Checked October 8, 2026.