Human protein complex interfaces reveal candidate assembly roles for initiator methionine excision
Abstract
Initiator methionine excision is an early step in protein maturation, but where it might influence protein complex assembly remains poorly understood. This study asked which human protein N-terminal positions engage assembly partners and whether their interface environments point to specific roles for methionine removal. A survey of 7,246 deposited human biological assemblies compared 1,123 eligible proteins. N-terminal positions in MetAP-permissive residue-2 classes were less often interface-engaged than those in nonpermissive classes (37.5% versus 47.5%; adjusted odds ratio 0.65). Nevertheless, 261 permissive-class proteins showed substantial engagement in at least one modeled assembly, including 175 candidates retained after filtering for observed terminal boundaries. Partner-resolved comparisons of proteasome subunits PSMA7, PSMA6 and PSMA4 revealed distinct neighboring-subunit, assembly-chaperone and multi-partner environments. Thus, the possible importance of methionine removal depends not only on sequence, but also on which partner an N-terminal position encounters in a particular assembly context. This structural atlas identifies candidates for direct tests of how verified terminal processing affects partner engagement, complex assembly and function.
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In-depth summary
Claude Opus 5.5 · xhigh effort · 8 Nov 2026 · from the full text of version 2 (28 Sept 2026) · CC BY 4.0
N-terminal positions whose residue 2 permits methionine aminopeptidase cleavage are less often buried at human assembly interfaces (37.5% vs 47.5%), yet 175 such proteins stay engaged after boundary filtering.
Rules for initiator methionine (iMet) removal by methionine aminopeptidases (MetAPs) are well described, but little is known about where losing one methionine could matter for human protein complex assembly. This census maps selected N-terminal positions onto deposited human assemblies, treating sequence class, first-observed coordinates and measured terminal chemistry as separate evidence and identifying the individual partners of three proteasome α subunits (PSMA4, PSMA6 and PSMA7).
Key results
ShownN-terminal positions in the seven MetAP-permissive residue-2 classes (Ala, Cys, Gly, Pro, Ser, Thr, Val) are less often buried at assembly interfaces than nonpermissive ones. The association holds after adjusting for assembly size and after boundary filtering.
37.5% vs 47.5% reach ≥25% burial (Fisher odds ratio (OR) 0.662, p = 9.5 × 10⁻⁴; 696 vs 427 proteins); median burial 1.4% vs 20.1% (Mann–Whitney p = 5.9 × 10⁻⁴); log chain count-adjusted OR 0.652 (95% CI 0.509–0.837); first-observed subset of 845 proteins, adjusted OR 0.669 (0.506–0.886); OR 0.528 in assemblies of ≥12 chains, 0.686 (p = 0.17) in the smallest. · MetAP-permissive classes engage interfaces less…; Abstract
ShownDespite the overall shift, a sizeable subset of permissive-class proteins buries the selected N-terminal residue in at least one modeled assembly. This subset is a candidate list for testing whether processing affects assembly.
261 of 696 permissive proteins reach ≥25% burial. 175 remain after dropping observations whose selected residue is not the first modeled one. Of the 261, 147 are measured at the removal-annotation-selected residue (residue 2) and 114 at modeled methionine (109 MET, 5 MSE); 126 are engaged in ≥75% of their extracted observations. · A model-based candidate set and its…; Recurrence within selected observations versus…
SuggestedComplex-level enrichment is fragile: proteasome enrichment weakens after boundary filtering, after which no curated complex passes catalogue-wide correction. A histone-symbol group stays enriched, but several maxima come from histone tail peptides bound to recognition proteins, not nucleosomes.
Proteasome/assembly prefix group 12/15 engaged (OR 6.94, Benjamini–Hochberg (BH) q = 0.0114) fell to 7/10 (OR 3.96, q = 0.202); Complex Portal 26S proteasome (CPX-5993) 10/13 (q = 0.0309) became q = 0.481 (original Benjamini–Yekutieli q = 0.147); histone-symbol group 9/11 (q = 0.0216) then 9/9 (q = 0.00180), e.g. H3(1–15) on the ATRX ADD domain (PDB 3QLA). · Group-level associations depend on membership…; Histone-tail recognition and spliceosomal…
SuggestedPartner-resolved geometry of proteasome α subunits places modeled N-terminal positions in different partner environments. PSMA7 Ser2 faces either PSMA2 or PSMA5, the PSMA6 Met1 backbone contacts the assembly chaperone PSMG1, and PSMA4 Ser2 is packed among several α subunits.
In 22 observations (seven entries): PSMA7 in 6KWY/Q approaches PSMA2 at 2.92 Å (17.3% pair-only burial) vs PSMA5 at 3.27 Å in 8YIX/C (77.2%); PSMA6 Met1 in pre-13S 8TM4/G approaches PSMG1 at 3.27 Å (98.2% backbone burial from PSMG1 alone); five complete PSMA4 Ser2 observations show 67.6–90.7% total burial, with PSMA2 the largest single occluder (37.0–43.0%), whereas pre-13S 8TM4/B shows only 2.8%. · Proteasome terminal evidence and structural…; Geometry
ShownAmong permissive-class proteins, the potential to form a Met-Φ degron if methionine is retained shows no detectable association with interface engagement. Degron formation and interface shielding are therefore treated as separable candidate mechanisms.
352 degron-forming proteins (Ala or Val at residue 2) vs 344 other permissive proteins: mean burial 26.3% vs 24.4%; 38.6% vs 36.3% at ≥25% burial (OR 1.10, 95% CI 0.81–1.50; Fisher p = 0.58); class-by-degron interaction after size adjustment, likelihood-ratio p = 0.89. · Conditional-degron potential and interface…; Classification
Methods, data and reproducibility
Human UniProtKB N-terminal processing annotations were mapped via SIFTS to PDB entries, and first biological assemblies were rebuilt with gemmi. Selected-residue burial (FreeSASA; engaged if ≥25% of isolated-chain surface is lost) was compared across residue-2 classes with Fisher, Mann–Whitney and logistic models, plus boundary, enrichment and partner-resolved proteasome analyses.
- Deposited human biological assemblies from the PDB, mapped to UniProt via SIFTS (22,291 chain observations of 1,191 proteins) · human · n = 7,246 assemblies
- Eligible cohort after excluding signal/pro/transit-peptide and immunoglobulin/T-cell receptor constant-region entries · human · n = 1,123 proteins (696 permissive, 427 nonpermissive); 19,967 observations
- Boundary-qualified subset (selected residue first observed, maximum burial reselected) · human · n = 845 proteins
- Frozen human UniProtKB table (initiator-methionine, modified-residue, lipidation and signal/pro/transit-peptide features) · human
- Complex Portal human ComplexTab file, retrieved 25 September 2026 · human · n = 2,498 manually curated records; 64 eligible complexes
- Partner-resolved PSMA4, PSMA6 and PSMA7 Met1/Ser2 observations · human · n = 22 observations from seven PDB entries · PDB 4R3O, 6KWY, 8TM4, 8YIX (among the seven)
- Corrected datasets, frozen inputs and analysis code (Zenodo v1.4.0) · human · 10.5281/zenodo.22966146
- Historical release 1.3.0 preserving the original model-based analysis · human · 10.5281/zenodo.22847917
- Methods & tools
- SIFTS, UniProtKB, RCSB Protein Data Bank, Complex Portal, gemmi 0.7.5, FreeSASA 2.2.1, Python 3.14.3, NumPy 2.5.3, pandas 3.0.6, SciPy 1.18.1, statsmodels 0.15.0, Matplotlib 3.11.2
- Code
- https://doi.org/10.5281/zenodo.22966146https://doi.org/10.5281/zenodo.22847917https://doi.org/10.5281/zenodo.22129640
- Data & accessions
- https://doi.org/10.5281/zenodo.22966146https://zenodo.org/records/22966146https://ftp.ebi.ac.uk/pub/databases/intact/complex/current/complextab/9606.tsv
- Software & environment
- Audit: Python 3.14.3, gemmi 0.7.5, NumPy 2.5.3, pandas 3.0.6, SciPy 1.18.1, statsmodels 0.15.0, FreeSASA 2.2.1; figures in Matplotlib 3.11.2. Original census environments are version-pinned in the repository; Supplementary Data 9 includes environment requirements. Sampling seed 20250823.
- Reproducibility gaps
- The legacy conformer scan has a known target-selection fault (it picks engineered Ser0 for Ran in 7MO1) and was not rerun. Recurrence was not recomputed for boundary-qualified observations. Residue numbers come from SIFTS segment offsets, not a full residue-level alignment.
Limitations (6)
- Selected positions in deposited models are not uniformly validated biological termini. Sequence class, UniProt annotation and first-observed coordinates do not establish processing state, and the top-down mass spectrometry evidence for PSMA4/6/7 comes from preparations not matched to the structures. · stated by the authors
- Results depend on deposited assembly assignments and uneven structural sampling. Maximum burial reflects an observed extreme, and occlusion by RNA, DNA or nonprotein ligands is excluded, so the direction of bias is unknown. · stated by the authors
- Group enrichments are exploratory and depend on boundary filtering and multiple-testing choices. After filtering, no Complex Portal complex passes catalogue-wide correction, and homologous histones or repeated chains are not independent samples. · stated by the authors
- The proteasome comparison is a selected subset of 22 observations with five incomplete side chains. It has no inferential tests and no assessment of map fit or local resolution. · stated by the authors
- Residue-2 chemistry is correlated with sequence class, so volume and hydropathy models cannot isolate a processing effect from the class association. · stated by the authors
- The study is entirely computational: none of the proposed proteoform-verified experiments was performed, so it is untested whether any of the 175 candidates has a processing-dependent assembly defect. · noted in this summary
Who should read:Read this if you work on N-terminal processing, proteasome assembly or protein complex interfaces and want a flagged list of human N-terminal positions to prioritize for proteoform-verified experiments.
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