thymus/ β sources
The central-tolerance reference: what a developing T-cell repertoire was negatively selected against. All three files are experimental (mass spectrometry / antibody-based expression); the harmonisation into this schema, and every FDR cutoff, is computed.
Human and mouse are separate files rather than one two-species table, matching the _mmu / _hsa
convention in neoantigens/. Every consumer already filters on mhc_species, and the human deposit
is an LFS object all of them read.
thymus_immunopeptidome.tsv.gz β 53,878 rows
Thymus-eluted self peptides, HLA Ligand Atlas (dataset_origin = hla_ligand_atlas_thymus).
mhc_class |
rows |
|---|---|
| MHCII | 27,987 |
| MHCI | 25,891 |
Schema: peptide, mhc_a, mhc_class, mhc_species, source_protein, species,
dataset_origin. Human only. mhc_a is empty throughout β the atlas gives donor-level candidate
alleles, not a per-peptide deconvolution.
A hit here is a tolerance argument and an autoimmunity flag, and those are the same fact read two
ways: a neoantigen resembling a thymically presented peptide had its reactive clones plausibly
deleted (lower expected immunogenicity), and a vaccine built on it risks cross-reacting with self.
mhcmatch.mimics keeps it as its own category for exactly that reason and never sums it with the
foreign ones β see mhcmatch.mimics.KINDS.
thymus_immunopeptidome_mmu.tsv.gz β the mouse counterpart
Same schema, column for column. mhc_species = species = MusMusculus throughout. Added 2026-08-21;
this file is what the ## Not here block of this document used to say was impossible.
8,151 rows / 6,791 distinct peptides as deposited here.
dataset_origin |
mhc_class |
mhc_a |
peptides |
|---|---|---|---|
massive_msv000087031_thymus |
MHCII | I-Ab |
1,488 |
pride_pxd008733_thymus |
MHCI | H-2Db |
1,574 |
pride_pxd008733_thymus |
MHCI | H-2Kb |
1,089 |
pride_pxd008733_thymus |
MHCII | I-Ab |
2 |
pride_pxd031966_thymus |
MHCI | (empty) | 1,694 |
pride_pxd042241_tec |
MHCI | (empty) | 2,304 |
1,490 class-II and 5,301 class-I distinct peptides. 148 rows carry an empty source_protein.
MHC-I lengths run 8β11 with a median of 9. The two MHC-II rows are all that survive the 11β25 window
from PXD008733's 16 thymic anti-I-A/I-E PSMs β that immunoprecipitation returned mostly 9β10mers,
which is the class-I-length contamination the Nanaware paper is about. 121 rows carry an empty
source_protein; they are PXD042241 peptides from non-canonical ORFs that are not in UP000000589.
Unlike the human file, mhc_a is populated where the deposit records an immunoprecipitating
antibody, in the pmhc/+ligandome/ spelling H-2Kb / H-2Db / I-Ab β not the H2-Kb form
found in the contaminated CEDAR rows of neoantigens/neoag_tested.tsv.gz. It is as-reported
attribution; nothing is predicted, and it is empty where the immunoprecipitation was pan-H-2.
pride_pxd008733_thymus β whole thymus, H-2Kb and H-2Db
The thymus slice of the murine MHC-I tissue atlas; the other 18 tissues are in
ligandome/tissue_self_mmu.tsv.gz, which carries the full provenance and the FDR derivation.
Schuster H, Shao W, Weiss T, Pedrioli PGA, Roth P, Weller M, Campbell DS, Deutsch EW, Moritz RL, Planz O, Rammensee HG, Aebersold R, Caron E. A tissue-based draft map of the murine MHC class I immunopeptidome. Sci Data 2018;5:180157. PMID 30084848 Β· doi:10.1038/sdata.2018.157
Taken from the deposit's own Trans-Proteomic Pipeline PSM tables, not its raw spectra. Peptide-level
FDR recomputed from the deposit's DECOY_ entries at 1%: probability_ip β₯ 0.974142, 35,470 target
against 354 decoy peptides.
pride_pxd042241_tec β sorted cortical and medullary thymic epithelial cells
The cells that actually induce central tolerance, which whole thymus dilutes.
Larouche JD, Laumont CM, Trofimov A, Vincent K, Hesnard L, Brochu S, CΓ΄tΓ© C, Humeau JF, Bonneil Γ, Lanoix J, Durette C, Gendron P, Laverdure JP, Richie ER, Lemieux S, Thibault P, Perreault C. Transposable elements regulate thymus development and function. eLife 2024;12:e91037. PMID 38635416 Β· doi:10.7554/eLife.91037
mhc_a is empty: the deposit does not name the immunoprecipitating antibody.
Its FDR is not recomputable, and the cutoff is a stated convention. The mzid declares
no threshold at protocol level and carries no decoy entries, and its passThreshold attribute is
not a quality filter β it passes PSMs down to β10lgP = 5.00 while rejecting others up to 35.62.
The retained set is rank-1 PSMs at PEAKS β10lgP β₯ 20. That cutoff is doing real work: 8β11mers
rise from 67.2% to 82.0% of distinct peptides and 9-mers from 28.0% to 38.1%. It is not a
measured 1% FDR and must not be described as one.
Source proteins in this deposit are Ensembl and transposable-element identifiers from a personalized
mTEC/cTEC database, so peptides derived from non-canonical ORFs carry an empty source_protein
after re-mapping.
pride_pxd031966_thymus β NOD mouse, whole thymus
The NOD-mouse MHC-I deposit covers thymus and pancreas, and its run labels name neither:
NOD2_3, NOD4, NOD5. PMID 36210013 is closed-access with no PMC copy, and the deposited tables
give only 30β50 peptides per run, far too few to tell the two apart. This was recorded here as an
open labelling problem, and its peptides were deliberately withheld rather than guessed.
The re-search settled it. Searching the nine raw files against the whole mouse proteome (rather than the deposit's own predicted-binder FASTA) gives 1,700β5,800 peptides per run β enough for the source proteins to speak:
| run | thymus-exclusive proteins | acinar zymogen peptides | call |
|---|---|---|---|
NOD2_3 |
Prss16 Γ3, Psmb11 Γ1 |
4 | thymus |
NOD4 |
none | 160 | pancreas |
NOD5 |
none | 145 | pancreas |
The call is made on presence, not on a ratio. Prss16 is the thymus-specific serine protease and
Psmb11 the thymoproteasome subunit Ξ²5t, confined to cortical thymic epithelium; neither has a
tissue of expression outside thymus in the mouse, so a peptide from either cannot have been eluted
from pancreas. The converse holds for the exocrine zymogen program. A ratio is the wrong instrument
and would have got this wrong β on a 3Γ rule NOD2_3 reads "unresolved" at 11 thymic against 4
pancreatic markers, while carrying three Prss16 peptides and a Psmb11 one.
An earlier, looser marker set inflated the thymic signal in both pancreas runs, because it counted
Krt5/Krt8/Krt14 β thymic-epithelium markers in a thymus context but generic epithelial keratins
elsewhere β and Lck/Zap70/Tcf7, which mark the T-cell infiltrate that is the defining lesion of
the NOD pancreas. Those genes are now explicitly excluded; the rule is in
src/assign_pxd031966_tissue.py.
Only NOD2_3 is deposited here. NOD4 and NOD5 are in ligandome/tissue_self_mmu.tsv.gz as
pancreas.
Wang L, Li X, Yang S, Chen X, Li J, Wang S, Zhang M, Zheng Z, Zhou J, Wang L, Wu Y. Proteomic identification of MHC class I-associated peptidome derived from non-obese diabetic mouse thymus and pancreas. J Proteomics 2022;270:104746. PMID 36210013 Β· doi:10.1016/j.jprot.2022.104746
mhc_a is empty: the immunoprecipitation used the pan-H-2 antibody M1/42.3.9.8, which resolves no
allele. NOD is H-2^g7 (K^d, D^b), so these peptides are not C57BL/6 K^b/D^b ligands β read
dataset_origin before pooling them with the PXD008733 rows.
Re-searched, not taken as deposited. The authors searched a predicted-MHC-binder FASTA at 5% PSM FDR; a database of peptides someone already predicted to bind can only return peptides someone already predicted to bind. This is nf-core/mhcquant 3.2.0 against UP000000589 at 1% peptide-level FDR.
massive_msv000087031_thymus β I-Ab, the MHC class II arm
1,488 distinct peptides β the only mouse class-II thymic ligands in the compendium. No
identifications were deposited, so this is a re-search of the raw spectra with nf-core/mhcquant
3.2.0: unspecific cleavage, Comet, MSΒ²Rescore (DeepLC + MSΒ²PIP Immuno-HCD), Percolator, 1%
peptide-level FDR, against UP000000589 plus contaminants.
Checked as class-II ligands rather than assumed. Median length 16 aa (mean 16.0, range 11β25), matching the ~16 aa thymic peak the source paper reports. 49% of the peptides (733 of 1,488) share a nested core with another peptide in the set β ragged N- and C-termini around a common binding core is the defining signature of MHC class-II processing and does not arise for class I, where the termini are trimmed to the closed groove.
The deposit's 11β25 window removes a peak the paper itself flags. That paper is titled for this
problem: the thymic I-Ab length distribution is bimodal, with a second mode near 10 aa that is
class-I-length material co-purifying with a limiting-abundance class-II preparation. The window
applied here (mhcmatch.mimics._LEN["mhc2"]) drops it by construction β 1,303 rows fell outside the
per-class windows across all arms. That is a filter, not a measurement, and it is why the
distribution here is unimodal where the paper's is not.
Nanaware PP, Jurewicz MM, Clement CC, Lu L, Santambrogio L, Stern LJ. Distinguishing Signal From Noise in Immunopeptidome Studies of Limiting-Abundance Biological Samples: Peptides Presented by I-A^b in C57BL/6 Mouse Thymus. Front Immunol 2021;12:658601. PMID 33995376 Β· doi:10.3389/fimmu.2021.658601
Twelve of the deposit's 37 runs β the four thymus samples (120116WTII, 020617WT_MHCII,
061417MHCII_WT1, 061417MHCII_WT2) in three technical replicates each β of which eleven were
usable. 061417MHCII_WT1_1.raw is unreadable: it carries the size MassIVE declares
(757,890,890 bytes) and a valid Thermo 01a1 "Finnigan" header, but ThermoRawFileParser fails on it
with RAW file cannot be processed, so the damage is mid-file. The other eleven convert cleanly.
It costs one of three technical replicates of Thymus 3 β not a sample and not a condition. The splenic B-cell and
dendritic-cell arms and the human LCL runs are deliberately not included: this is a thymic
reference, and pooling peripheral APCs into it would destroy the distinction the file exists to make.
thymus_expression_mmu.tsv.gz β 15,306 rows
The mouse side of the table below, added 2026-08-21. Schema gene, species, evidence, value;
species = MusMusculus throughout, and unlike the human file value is populated β it carries the
measurement, so a caller can threshold rather than take mere presence as evidence.
evidence |
rows | what it is |
|---|---|---|
fantom5_mouse_thymus_tpm |
11,862 | adult-thymus CAGE median TPM > 0 (E-MTAB-3579) |
geiger_silac_thymus_ppb |
3,444 | thymus SILAC protein abundance > 0 (E-PROT-11) |
12,646 distinct genes. The two lines of evidence are kept in a column rather than pooled, exactly as
in the human file: one says the gene is transcribed in thymus, the other that its protein was
detected there. Full provenance, citations and caveats β including why Aire reads zero β are in
expression/SOURCES.md.
thymus_expression.tsv.gz β 10,493 rows
Thymically expressed self, by gene. Schema: gene, species, evidence, value.
evidence |
rows | what it is |
|---|---|---|
hpa_thymus_ntpm |
16,279 | HPA thymus nTPM > 0 β the measured value, added 2026-08-21 |
hla_ligand_atlas_thymus_source |
10,367 | source proteins of the peptides above |
hpa_thymus_cluster |
126 | Human Protein Atlas thymus-cluster genes |
26,772 rows. The evidence lines are kept in a column rather than pooled, because they are three different statements: a gene is transcribed in thymus, a peptide from its protein was eluted from thymus, and it is thymus-enriched by cluster assignment. They support each other; they are not interchangeable.
Why the hpa_thymus_ntpm line was added. Before it, this table was not quantitative: 10,367 of
its 10,493 rows carried an empty value β they record which proteins peptides came from, which
is not an expression measurement β and the only rows with content held a text cluster label. The
mouse table had numbers and the human one did not. Note also that GTEx has no thymus at all, so
the compendium's main safety read cannot answer thymic questions; expression/SOURCES.md records
what was searched and why HPA is the source that works.
Caveats on the mouse file
- It is not the human file's equal in size, and cannot be. The human deposit is one large
multi-donor atlas; the mouse side is assembled from three smaller studies with different
antibodies, instruments and search pipelines. Read the
dataset_origincolumn before pooling. - Three different FDR regimes are present, one per
dataset_originβ a recomputed 1% peptide-level FDR (PXD008733), a stated PEAKS score convention (PXD042241), and mhcquant's 1% peptide-level FDR (MSV000087031). They are not interchangeable; the column is the handle. source_proteinis re-derived by exact lookup againstproteome/mouse.fasta.gz, not taken from the deposits, because the three name their proteins in three incompatible ways. I and L are not collapsed β MS cannot distinguish them, so an I/L-collapsed match would assert an identification the data does not carry.- Lengths are clipped to
mhcmatch.mimics._LEN(MHC-I 8β11, MHC-II 11β25) because every consumer drops the rest silently.
Not here
The mouse thymus expression gap is closed β see thymus_expression_mmu.tsv.gz above. What
is still absent is a promiscuous-expression (AIRE-driven TRA) table: the Sansom mTEC-TRA gene list
(GSE53111) is journal-supplement-only and the mouse thymus proteome (PXD007288) is a 12 GB MaxQuant
archive. Bulk data cannot substitute β Aire itself reads 0 TPM in whole thymus because it is
confined to a rare mTEC subset, so the promiscuous-expression question needs sorted mTEC, not this
file. Absent, not overlooked.
PXD031966 is now here, and the tissue labels were settled by measurement. See the
pride_pxd031966_thymus section above.
Re-fetch / regenerate
cd ~/vcs/projects/2026-mouse-thymus
# results-only deposits (671 MB); verify every file against PRIDE's SHA-1 `checksum` field
aria2c -i src/urls_results.txt -d ~/hf/pmhc_data/raw/thymus_mouse -x4 -j3 --continue
./src/ingest_pxd008733.py
./src/ingest_pxd042241.py
# MSV000087031 raw spectra + re-search, on aldan3
aldan3 slurm submit src/fetch_raw.sbatch -- <srcdir> <destdir>
aldan3 slurm submit src/mhcquant.sbatch -- mhc2 /projects/hla_epitope/mouse_thymus
./src/build_thymus_mmu.py