Known gaps¶
What mhctools does not do yet, and where the work is tracked. This is the one page that carries issue numbers; the rest of the documentation describes what exists. It is reviewed at release time.
Cleavage validation and coverage¶
- Cathepsin S/L/B and AEP (legumain) prediction for novel sequences. The
built-in panel has no transferable model; the gap is shown explicitly in batch
coverage reports. Experimental observations can be imported now through
reference_panels. #470 - ProsperousPlus adapter, blocked on the open-license requirement. #281
- Serum and extracellular peptidases beyond the current candidates: activated blood and inflammation-associated proteases (thrombin, plasmin, kallikrein, elastase, cathepsin G, proteinase 3), other exopeptidases and compartment-specific enzymes. Curate activation, inhibitors, tissue exposure and assay conditions before choosing a predictor; a generic Arg/Lys or hydrophobic-residue scan would not distinguish these enzymes. #278
- MMP substrate predictions (CleaveNet), which need their own native endpoint and assay validation rather than conversion to per-bond probabilities. #476
- Remaining intracellular peptidases, including LAP3 and BLMH, and the unsettled THOP1 epitope-substrate disagreement in the primary reports. TPP2 and NPEPPS also need exact substrate observations so their permissive rules gain reproduction records. #334
- Conflicting IRAP precursor sequence in Georgiadou 2010 (
DIRSSVQNKLin the text and Table I,DIRSSQVNKLin the Figure 3F caption) blocks curating that record. #332
Benchmarks and validation¶
- Held-out, assay-specific benchmarking of the shipped cleavage models, including observed non-cleavages, terminal modifications, homologous-sequence leakage checks and abstention. Purified-enzyme turnover and disappearance of intact peptide in serum are separate endpoints. Reconstructing the Pepsickle paper's processed validation partition belongs here too. #291
- Half-life endpoints: auditing pepADMET endpoints, overlap with the Tan model, and missing local inference artifacts. #294
Downstream integration¶
Cleavage overlays, source-table reconciliation and ranking belong to other projects; mhctools provides the evidence contract.
- Topiary: combining source tables using original evidence and exposing extracellular cleavage and peptide half-life evidence.
- Vaxrank: adopting generalized Topiary source tables for vaccine construction.