Oncofusion

start / graph / ana-kmt2a-interactome-systematic-enumeration

Analysisstrong confidence 4 of 5: Replicated in peer-reviewed work by more than one group.Q5d-interactome3

First systematic enumeration of the KMT2A fusion interactome, and the diff against this graph

also called interactome enumeration Β· interactome saturation audit

Somebody finally went through the main papers that list what sticks to KMT2A and its fusions, wrote down every protein they name, and checked that list against what this graph already had. The surprising result is that most of the famous partners attach to the part of KMT2A the cancer throws away.

The same thing, for a scientist

🟠 **ARM-COMPOSITION CAVEAT ADDED 2026-09-24 (cycle 140).** This entry's computation rests on `analyses/depmap-kmt2a-selective-scan-full`, and that scan **fixes both comparison arms from the first gene that returns screen data** (`run.py:170`, `if rear is None:`; line 174 prints *"Groups fixed from first gene with data"*). Because DepMap screens each gene in a gene-specific set of lines, **5 of 16 eligible KMT2A-rearranged lines are excluded from every gene comparison, including genes where they were screened** - 16 resolve under the scan's own query, 11 were used. **This does not show any conclusion here is wrong.** Dropping 5 of 16 costs power, and it biases a ranking only if the dropped lines differ systematically from the kept ones, **which nobody has tested.** The named one-line fix is to derive the arms from each gene's own screen list. Until the scan is re-run, selectivity ranks taken from it carry an unquantified arm-composition caveat. Found by `analyses/depmap-scan-line-identities` on 2026-09-21 and unreported until now; see `ana-the-depmap-selectivity-scan-fixes-its-arms-from-the-first-gene-and-drops-five-of-sixteen-lines-from-every-comparison`. --- Until this cycle the graph's ~36 interactor entries had been added opportunistically, paper by paper, with no enumeration from the primary complex-composition literature and no diff. This analysis enumerates the named components of the complexes KMT2A and its fusions sit in β€” the MLL/KMT2A SET1-like complex, the MLL1-MOF complex, SEC and its SEC-L2/SEC-L3 relatives, AEP, DotCom, PAF1C, the ELL/EAF module and the little elongation complex β€” from primary sources only, diffs that list against the graph, and classifies each candidate by **where on the fusion it binds** and **whether it was ever tested on a fusion at all**. Seventeen new interactor/complex entries resulted, plus an analysis, a hypothesis and an experiment node; fifteen candidates were considered and rejected. The dominant finding is structural rather than statistical: of the well-established wild-type KMT2A interactions, the majority contact the C-terminal fragment that every clinical breakpoint discards, and the founding paper of the field said so in 2004.

Go deeper
Sources enumerated from

Primary complex-composition and interaction papers, each fetched and read (abstract at minimum, PMC full text where stated in the entries):

ComplexPrimary sourcePMID
MLL/KMT2A SET1-like complex (menin, HCF-1, HCF-2, ASH2L, WDR5, RBBP5)Yokoyama 2004, Mol Cell Biol15199122
MLL1-MOF complexDou 2005, Cell15960975
SEC / SEC-L2 / SEC-L3Luo 2012, Mol Cell Biol22547686
AEP (AF4/ENL family + P-TEFb)Yokoyama 2010, Cancer Cell20153263
Reconstituted AF9/AF4/ELL minimal complexesBiswas 2011, PNAS21896721
DotCom (DOT1L complex)Mohan 2010, Genes Dev20203130
PAF1C-KMT2AMuntean 2010, Cancer Cell20541477
ELL3 enhancer biologyLin 2012, Cell23273992
Little elongation complex + 7SKEgloff 2017, EMBO J28254838
MLL PHD3-CyP33 switchPark 2010, Biochemistry; Hom 2010, JMB20677832; 20460131
MLL TAD-CBP KIXErnst 2001, Mol Cell Biol11259575
AF4-SIAHBursen 2004, Oncogene15221006
RUNX1-AF4::MLLWilkinson 2013, Cell Rep23352661
USP22-MEIS1 in KMT2Ar B-ALLBrΓΆchtel 2026, Blood42418681

No review was used as a citation; reviews were used only to locate primary papers.

The structural finding: most famous partners bind the discarded half

Classifying every enumerated contact by position relative to the KMT2A breakpoint cluster region (exons 8-13, approximately aa 1100-1400) produces a pattern the graph had not stated:

PartnerContact on KMT2APositionIn the fusion?
menin (MEN1)MBM motifs, N-terminalwithin aa 1-1406yes
LEDGF (PSIP1)via menin, N-terminalwithin aa 1-1406yes
PAF1Cflanking CxxCwithin retained fragmentyes
HCF-1 / HCF-2aa 1799-1802 (HBM)past the breakno
CyP33 (PPIE)PHD3, approx. aa 1566-1627past the breakno
CBP (CREBBP)TAD, aa 2829-2883past the breakno
MOF (KAT8)C-terminal regionpast the breakno
WDR5 / RBBP5 / ASH2LSET-domain-proximal (WRAD)past the breaknot in the fusion

The last row matters most and is the sharpest correction this enumeration produced. Yokoyama 2004 reports directly that menin, but not HCF-1, HCF-2, ASH2L, WDR5 or RBBP5, coprecipitates with fusion MLL proteins, and that menin is 'the only identified MLL/HCF component that interacts with both wild-type and fusion MLL proteins' 1. This graph carries gene-wdr5, gene-rbbp5, gene-ash2l and gene-dpy30 inside its interactome folders. On this primary source, the WRAD module is a wild-type KMT2A complex component and not a KMT2A::AFF1 interactor. Those entries are not owned by this beat and are not edited here; the discrepancy is reported, with the citation, as the brief requires.

The negative that is itself a result: nobody has ever done proximity labelling

A PubMed query for (BioID OR TurboID OR "proximity labeling") AND (KMT2A OR MLL) AND leukemia returns zero indexed articles 2. A second query adding interactome and proteomics terms returns zero.

So, as of 2026-09-18, the KMT2A fusion interactome has never been mapped by proximity labelling. Every composition claim in this field rests on affinity purification of stable complexes, which systematically misses transient and low-affinity contacts, and most of it was done between 2004 and 2012 at mass-spectrometry depths far below current practice.

That is a gap, not a saturation. The correct summary of this enumeration is not 'the interactome is complete' but 'the stable-complex interactome is now enumerated, and the transient interactome has never been looked at'.

Considered and rejected

Fifteen candidates were checked against primary evidence and not given entries. The reasons are as much of the deliverable as the entries:

CandidateReason for rejection
POLR2AGeneric Pol II; interacts with everything; no fusion-specific information
SUPT5H (DSIF)Pan-essential (-1.51, 99.4% of lines); general elongation machinery, no KMT2A-specific contact found
NELF subunits (NELFB tested)Pan-essential (-1.41, 97.0%); KMT2A-selectivity +0.265, the wrong sign
WDR82The most pan-essential gene checked in this beat (-2.03, 99.0%); a SETD1A/B-complex subunit, not an MLL1 one
PPP1R10 (PNUTS)Pan-essential (-1.17, 99.3%); no primary evidence of a KMT2A or AFF1 contact
CHD8The retrieved primary paper shows CHD8 is required for recruiting MLL complexes to S-phase promoters, not that it binds KMT2A; DepMap selectivity +0.208
RBM15No primary evidence of a KMT2A or AFF1 interaction retrieved
SKP1A named DotCom component, but a generic SCF adaptor present in dozens of complexes and pan-essential (-1.28, 99.4%)
EAF1, EAF2Already covered in protein-ell-eaf-module; creating separate entries would duplicate
ICE1, ICE2 individuallyFolded into protein-little-elongation-complex, where their meaning is the complex rather than the subunit
MYBA strong KMT2A-r dependency (-0.475, rank 17/17,728) but a downstream target, not an interactor; belongs to a dependency beat
SPI1 (PU.1), CEBPALineage transcription factors with real KMT2A-r dependency signal (-0.385, -0.438) and no published KMT2A-fusion contact; dependency beat, not interactome
ASH1LNo KMT2A-fusion interaction retrieved; DepMap selectivity +0.011
EP300The mapped KMT2A TAD contact is to CBP, not p300; EP300's KMT2A-selectivity of -0.284 is recorded inside gene-crebbp as an unexplained observation rather than given its own interactome entry

USP22 was added at the coordinator's request and classified as a dependency, not an interactome member, for the reason given in its own entry: nothing published tests whether it contacts any KMT2A fusion protein.

Facts and figures
scriptanalyses/depmap-kmt2a-selective-scan-full/run.py (selectivity); enumeration performed manually against primary sources, with per-gene DepMap recomputation using the same method
statusrun
result summary17 new interactor/complex entries created in data/graph/nodes/interactome3/; 15 candidates considered and rejected with stated reasons; one cross-beat discrepancy reported (WRAD subunits are wild-type KMT2A complex components that Yokoyama 2004 shows do NOT coprecipitate with fusion MLL); one methodological gap identified (no proximity-labelling study of any KMT2A fusion exists in PubMed); one reinterpretation offered (ELL's pan-essentiality is most simply explained by the little elongation complex, not by SEC).
arm composition caveat cycle 140source scan fixes both arms from the first gene with data (run.py:170); 5 of 16 eligible KMT2A-rearranged lines are excluded from every comparison. Effect on this entry's conclusion untested.
inputs
[
  "Primary complex-composition literature (14 papers, all PMIDs fetched and verified)",
  "data/graph/nodes/*/*.json (existing node ids, for the diff)",
  "DepMap CRISPR (Chronos) via Open Targets GraphQL",
  "Cellosaurus KMT2A-fusion annotations",
  "UniProtKB REST (accessions resolved with primary gene name read back)"
]
new entry IDS
[
  "gene-hcfc1",
  "gene-ppie",
  "gene-kat8",
  "gene-crebbp",
  "gene-usp22",
  "gene-siah1",
  "gene-siah2",
  "gene-runx1",
  "gene-aff3",
  "gene-aff2",
  "gene-ell3",
  "gene-mllt6",
  "gene-ctnnb1",
  "gene-trrap",
  "gene-rtf1",
  "gene-skic8",
  "protein-little-elongation-complex"
]
rejected candidates
[
  {
    "gene": "POLR2A",
    "reason": "generic Pol II, no fusion-specific information"
  },
  {
    "gene": "SUPT5H",
    "reason": "pan-essential -1.507 / 99.4% depleted; general DSIF machinery, no KMT2A-specific contact found"
  },
  {
    "gene": "NELFB",
    "reason": "pan-essential -1.405 / 97.0%; KMT2A-selectivity +0.265, wrong sign"
  },
  {
    "gene": "WDR82",
    "reason": "most pan-essential gene checked (-2.030 / 99.0%); SETD1A/B complex, not MLL1"
  },
  {
    "gene": "PPP1R10",
    "reason": "pan-essential -1.166 / 99.3%; no KMT2A or AFF1 contact found"
  },
  {
    "gene": "CHD8",
    "reason": "primary paper shows CHD8 is required for recruiting MLL complexes, not that it binds KMT2A; selectivity +0.208"
  },
  {
    "gene": "RBM15",
    "reason": "no primary evidence of a KMT2A or AFF1 interaction retrieved"
  },
  {
    "gene": "SKP1",
    "reason": "named DotCom component but a generic SCF adaptor; pan-essential -1.281 / 99.4%"
  },
  {
    "gene": "EAF1",
    "reason": "already covered in protein-ell-eaf-module"
  },
  {
    "gene": "EAF2",
    "reason": "already covered in protein-ell-eaf-module"
  },
  {
    "gene": "MYB",
    "reason": "strong KMT2A-r dependency (-0.475, rank 17/17,728) but a downstream target, not an interactor"
  },
  {
    "gene": "SPI1",
    "reason": "lineage transcription factor, real dependency (-0.385), no published KMT2A-fusion contact"
  },
  {
    "gene": "CEBPA",
    "reason": "lineage transcription factor, real dependency (-0.438), no published KMT2A-fusion contact"
  },
  {
    "gene": "ASH1L",
    "reason": "no KMT2A-fusion interaction retrieved; selectivity +0.011"
  },
  {
    "gene": "EP300",
    "reason": "the mapped TAD contact is to CBP; EP300's -0.284 selectivity recorded inside gene-crebbp rather than as its own interactome entry"
  }
]
cross beat discrepancy reported
{
  "entries": [
    "gene-wdr5",
    "gene-rbbp5",
    "gene-ash2l",
    "gene-dpy30"
  ],
  "issue": "These are filed as KMT2A::AFF1 interactome entries. Yokoyama 2004 (PMID 15199122, full text read via PMC480881) reports that ASH2L, WDR5 and RBBP5 do NOT coprecipitate with fusion MLL proteins, and that menin is the only identified complex component that interacts with both wild-type and fusion MLL. The WRAD contact is SET-domain-proximal and therefore on the discarded fragment.",
  "requested_action": "Not edited by this beat. The owning Queen should either add the qualifier that WRAD membership is a wild-type KMT2A property, or cite a primary source showing WRAD association with a KMT2A fusion protein.",
  "read": "full text via PMC"
}
How this could bite us back
  • If most of the wild-type interactome is absent from the fusion, the fusion's interaction surface is small - which is good news for specificity and bad news for the number of available handles.
  • An enumeration built from stable-complex affinity purifications will systematically under-count exactly the transient interactions that a drug could most plausibly disrupt.
Still open
  1. What would a TurboID map of KMT2A::AFF1 from a SEM or RS4;11 cell find? Nothing in the indexed literature answers this, and it is the single highest-value missing experiment in this beat.
  2. Do WRAD subunits associate with KMT2A::AFF1 by any method published after 2004? The graph asserts they do and the founding paper says they do not.
  3. Is the enumeration saturated for stable complexes? This analysis believes it is close for the named complexes, and not at all for transient contacts, phosphorylation-dependent contacts, or RNA-mediated contacts.
Every source behind this entry (3)
  1. E1established confidence 5 of 5: Multiple independent lines of evidence; treated as settled in the field.paper

    Menin, but not HCF-1, HCF-2, ASH2L, WDR5 or RBBP5, coprecipitates with fusion MLL proteins; menin interaction maps within the first 1,406 residues of MLL-N, which is retained in all leukemia-associated MLL fusions; HCF binding requires MLL aa 1799-1802.

    Leukemia proto-oncoprotein MLL forms a SET1-like histone methyltransferase complex with menin to regulate Hox gene expression. Β· Yokoyama A, Wang Z, Wysocka J, Sanyal M, Aufiero DJ, Kitabayashi I, Herr W, Cleary ML Β· Molecular and Cellular Biology 2004
    What this evidence cannot show

    Full text read via PMC. The fusions tested are KMT2A::EP300 in transfected 293 cells and endogenous fusion KMT2A in the HB line β€” not KMT2A::AFF1. 2004 mass-spectrometry depth. The WRAD negative is a co-IP negative in two fusion contexts, which is real evidence but not exhaustive; later work may have shown WRAD association with fusions by other means, and this analysis did not attempt to settle that literature. **The universal is false and the qualification matters.** The SET domain and its WRAD contacts are lost from the **direct 5' product** only. Two classes keep them: the **reciprocal der(4) product AFF1::KMT2A**, which carries KMT2A exons 12-37 including the WIN motif and SET domain and is expressed in a large minority of t(4;11) infants; and **NUP98::KMT2A** (inv(11)(p15q23)), which deletes the exon-1 menin motif while keeping WIN and SET, and is menin-inhibitor resistant. Both counterexamples were already in this graph when the universal was written β€” a linking failure, not a knowledge gap. Corrected 2026-09-20 after the Q23 adjudication; verified by the coordinator against both abstracts.

    Evidence that argues against this (6)
    • The enumeration's headline - that the WRAD negative on fusion MLL is 'the sharpest correction this enumeration produced' - depends on a 2004 co-IP negative bearing more weight than co-IP negatives bear. Lambert et al. ran BioID and a chromatin-optimised AP-MS protocol on the same baits and found they 'identified few shared interaction partners and enriched for distinct biological processes', with BioID specifically recovering lower-abundance proteins. On that calibration, Yokoyama's negative licenses 'ASH2L, WDR5 and RBBP5 are not stable, co-purifying members of the fusion complex' and does not license 'they are not fusion interactors'. The discrepancy report against gene-wdr5, gene-rbbp5, gene-ash2l and gene-dpy30 should be softened to that wording. Read: abstract in full, not full text. Lambert JP et al. 2014
    • The deeper problem with the cross-beat discrepancy is that it is partly a category error. Whether WRAD coprecipitates with the fusion is a different question from whether WRAD matters in KMT2A-rearranged leukemia, and the answer to the second is yes. Thiel et al. show that menin recruits both wild-type MLL and MLL-AF9 to HOX loci, that wild-type MLL controls MLL-AF9-induced histone methylation, and that the wild-type Mll allele is required for MLL-AF9 leukemogenesis and for maintenance of transformed cells. Every KMT2A-rearranged patient retains an intact allele carrying the full WRAD-binding SET module. Deleting or demoting the WRAD entries on the basis of a co-IP negative would remove biology the disease demonstrably depends on. Read: abstract in full, not full text. Thiel AT et al. 2010
    • And the coupling is mechanical, not just correlative. Milne et al. map an essential MLL1 recruitment domain that spans the CXXC domain AND the PHD fingers and is controlled by PAF1C contact and H3K4me2/3 reading, and report that MLL1 fusion proteins, lacking the PHD fingers, 'require prebinding of a wild-type MLL1 complex and CXXC domain recognition of DNA for stable HoxA9 association'. The enumeration's positional table classifies contacts as 'in the fusion' or 'not in the fusion'; this result says a third category exists and is load-bearing - contacts on the discarded fragment that the fusion depends on in trans. Read: abstract in full, not full text. Milne TA et al. 2010
    • The practical consequence, and the sharpest test of the enumeration's 'redirect away from the wild-type complex literature' recommendation: MM-401, an inhibitor of the MLL1-WDR5 interaction, specifically blocks proliferation of MLL-rearranged cells with cell-cycle arrest, apoptosis and myeloid differentiation and without general toxicity to normal bone marrow or non-MLL cells, and does not affect other MLL-family HMTs. A KMT2A-selective agent already exists that was derived from a WRAD contact this enumeration classifies as outside the fusion interactome. Read: abstract in full, not full text. Cao F et al. 2014
    • Symmetrically for MOF: the enumeration places KAT8 on the discarded fragment, correctly on Dou 2005's mapping, but Valerio et al. show conditional Mof deletion reduces tumour burden and prolongs survival in MLL-AF9 leukemia, that MOF's HAT activity is required (catalytically dead rescue fails), and that the MYST inhibitor MG149 is antiproliferative in the human KMT2A-rearranged lines MOLM13 and NOMO1. Read from the full text, two qualifications the abstract hides and that this graph should carry: Mof loss does not downregulate Hoxa9 or Meis1, and Kasumi-1, U937 and K562 are MG149-sensitive too - so MOF is a genuine requirement of KMT2A-rearranged leukemia but a non-selective one. Read: FULL TEXT via PMC5501293. Valerio DG et al. 2017
    • The reciprocal AFF1::KMT2A product is the exact mirror of the one this entry describes: **WRAD-competent and menin-blind**. In the subset of t(4;11) infants expressing it, the cell contains a second KMT2A-derived oncoprotein with an intact methyltransferase module that a menin inhibitor cannot engage by construction. Any claim about what 'the fusion' retains has to say which one. Oncogene 2021
  2. E2moderate confidence 3 of 5: One strong study, or several smaller consistent ones.database

    A PubMed search on 2026-09-18 for proximity-labelling studies of KMT2A or MLL in leukemia returned zero indexed articles; no BioID or TurboID map of any KMT2A fusion interactome exists in the indexed literature.

    What this evidence cannot show

    A null search is bounded by query terms and by indexing. A study could exist under wording these queries miss (for example 'APEX2', 'biotin ligase', or a methods paper whose abstract does not name the fusion), and preprints are not indexed in PubMed. The claim should be read as 'not findable by these queries', which is weaker than 'does not exist'.

    Evidence that argues against this (4)
    • 'Nobody has ever done proximity labelling' is true for KMT2A and false for chromatin-bound fusion oncoproteins as a class, and the precedents change what should be expected of the missing experiment. Elzi et al. ran BioID on EWS-FLI1 and the hit they pursued was the cation-independent mannose 6-phosphate receptor, a trans-Golgi/endosome cargo receptor, which led to a lysosomal-turnover mechanism rather than to a chromatin partner. A proximity map of a nuclear fusion can be dominated by compartment and abundance bystanders, so the enumeration's framing of it as the adjudicating experiment for the WRAD question is optimistic. Read: abstract in full, not full text. Elzi DJ et al. 2014
    • A second precedent, aimed at exactly the question this enumeration cares about. Kitagawa et al. applied BioID to EWS-ETS fusion transcription factors 'to identify the transcriptional complexes' and recovered AHDC1, previously absent from the EWS-FLI1 interactome, whose knockdown reduced EWS-FLI1 transcriptional activity and lowered BRD4 and BRG1. The canonical partners were reached only indirectly. Feasible, therefore; adjudicating, probably not. Read: abstract in full, not full text. Kitagawa T et al. 2022
    • The enumeration's implicit premise - that fusion-oncoprotein complex composition has not been revisited with modern proteomics - is also too strong for the wider KMT2A field. Xu et al. showed by modern AP-MS that NUP98 fusion proteins (NHA9, NHD13, NUP98-NSD1, NUP98-PHF23, NUP98-TOP1) physically interact with MLL1 and with the NSL histone-modifying complex, that NHA9 and MLL1 co-localise at Hox promoters, and that MLL1 is required for NHA9 cell proliferation in vitro and in vivo. Full-length MLL1 - the protein carrying every 'discarded' contact - is itself a fusion-associated, functionally required complex member in a related leukemia. Read: abstract in full, not full text. Xu H et al. 2016
    • Search extended for this repair beat on 2026-09-18 with four further query forms against the NCBI PubMed E-utilities - (BioID OR TurboID OR APEX2 OR 'proximity labeling' OR 'proximity labelling' OR 'proximity-dependent biotinylation') AND (KMT2A OR MLL1 OR 'mixed lineage leukemia'); 'proximity labeling fusion oncoprotein interactome leukemia biotin ligase'; 'TurboID leukemia fusion protein nuclear interactome'; 'BioID menin interactome'. All four returned zero indexed articles, so the beat's negative holds under a harder search than the one that produced it. It remains bounded by PubMed indexing and excludes preprints. Oncofusion Knowledge Graph project et al. 2026
  3. E3strong confidence 4 of 5: Replicated in peer-reviewed work by more than one group.dataset

    In this project's unbiased genome-wide scan of 17,728 genes, MEN1 ranks first on KMT2A-rearrangement selectivity (difference -0.8656), ahead of FLT3 (2nd), PSIP1 (7th) and KMT2A itself (11th); the pan-essential interactome candidates enumerated in this beat show selectivity between -0.085 and +0.265 on baselines of -1.2 to -2.0.

    What this evidence cannot show

    DepMap release version not stated by the API. Eleven KMT2A-rearranged lines, dominated by AML rather than the infant B-ALL this project targets. Differences computed on pan-essential genes have little variance to work with and should not be read directionally.

    Evidence that argues against this (1)
    • A selectivity difference expressed as a rank inherits this project's own correction to its instrument: the scan's statistic divides by comparator standard deviation, which ranks NARROWNESS rather than effect size at Spearman βˆ’0.92 in the depleted tail. A rank from that scan is not an effect-size ordering, and 167 entries were written before that was measured. MEN1 ranking first on raw effect size is now the supported statement; the ranks quoted here for FLT3, PSIP1 and KMT2A come from the scaled statistic and move when the scale changes β€” FLT3 from 1st to 2nd, KMT2A from 13th to 5th. Oncofusion knowledge graph (internal analysis) 2026
Connected to