Six perspectives on immune biology.

Focused downstream analyses shaped by your biological question, study design and available data.

01 / FOR RESEARCH USE

Immune Repertoire

Question: How are TCR/BCR clonotypes composed, diverse, expanded and shared?

Inputs: Annotated repertoire tables and sample metadata.

Typical outputs: QC summaries, diversity comparisons and clonotype visualizations.

02 / FOR RESEARCH USE

Immunogenicity & Neoantigens

Question: Which candidate antigens merit prioritisation in genomic and immune context?

Inputs: Somatic variants, HLA typing and expression where available.

Typical outputs: Annotated candidate tables and transparent prioritisation criteria. Computational predictions require experimental validation.

03 / FOR RESEARCH USE

Transcriptomics

Question: Which expression patterns, contrasts and pathways are evident in the study?

Inputs: Count matrices and experimental metadata.

Typical outputs: QC, contrast tables and pathway summaries.

04 / FOR RESEARCH USE

Tumor Immune Microenvironment

Question: How do immune and stromal composition estimates relate to immune signatures?

Inputs: Bulk expression and relevant annotations.

Typical outputs: Deconvolution estimates, signature scores and cohort comparisons. These are method-dependent estimates.

05 / FOR RESEARCH USE

Single-cell Immunology

Question: Which immune cell states and heterogeneity are represented?

Inputs: Single-cell count matrices, metadata and optional paired V(D)J.

Typical outputs: QC, embeddings, cell annotations and state comparisons.

06 / FOR RESEARCH USE

Cancer Genomics

Question: What somatic variation and genomic context should be compared?

Inputs: Annotated variants, copy-number profiles and cohort metadata where available.

Typical outputs: Variant summaries, oncoplots and integrative comparisons.

Scope, deliverables and limitations are agreed for each research project.

Bring a focused research question.

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