Oncofusion

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Analysisstrong confidence 4 of 5: Replicated in peer-reviewed work by more than one group.Q46-cooperating-lesions

Enumeration of candidate cooperating lesions in KMT2A-rearranged leukaemia - what was written, what was recorded as a gap, and what was read and rejected

also called Q46 cooperating-lesions enumeration · recorded gaps and bounded rejections for the co-mutation beat

This is the working record of a search: every gene that was considered as a partner of the KMT2A fusion, what was found for each, and - importantly - which ones were looked at and deliberately not written up, with the reason and the exact searches used, so that someone repeating this in a year can tell a real gap from a gap nobody checked.

The same thing, for a scientist

The beat enumerated ten candidate cooperating-lesion genes. **Eight were written as entries. One was recorded as a bounded gap. One correction is owed outside this folder.** This entry holds the queries, the rejections and the reasons, because the project's own measurement of its literature recall found 65 laboratories publishing in this field with nothing cited anywhere in the graph, and no way to tell which had been considered and dismissed. **Written**: `gene-kras`, `gene-nras`, `gene-ptpn11`, `gene-nf1`, `gene-tp53`, `gene-pax5`, `gene-cdkn2a`, `gene-ikzf1`, `gene-dnmt3a`. **Recorded as a gap, not written**: **SMARCA4**. It has real KMT2A-rearranged evidence, but of the wrong kind for this beat - it is a **dependency and an interaction partner**, not a co-mutation. Writing it as a cooperating lesion would have padded the roster with an entry whose evidence does not support its type. **The three bounded absences the beat produced** are recorded in their respective entries and summarised here with the exact method, because each is load-bearing: TP53, DNMT3A, IKZF1 and Ikaros each occur **zero times** in the full text of the index whole-genome study of infant MLL-rearranged ALL [E1], read as 71,491 characters of tag-stripped text from `efetch db=pmc` on PMC4553269 after Europe PMC `fullTextXML` returned HTTP 500.

Go deeper
The enumeration table
geneevidence in KMT2A-rearranged diseasedecision
KRASrecurrent, 4/22 WGS; subclonal in ~2/3; does not initiate leukaemia with MLL-AF4written
NRASrecurrent, 2/22 WGS; resistant clones at 0.06-0.34% expand at relapsewritten
PTPN11non-recurrent; detected below the NGS floor by duplex sequencingwritten, with the gene-specific frequency recorded as missing
NF1one homozygous deletion in 22 WGS cases; invisible to mutation panelswritten
TP53absent at diagnosis in infants; enriched at early relapse; menin-resistance literature contestedwritten
PAX5focal loss in 5/22 (23%) - the commonest non-KMT2A lesionwritten
CDKN2A4/47 (8.5%), depleted relative to non-KMT2A infant ALLwritten
IKZF1not at diagnosis; among the two commonest relapse alterationswritten
DNMT3Aadult KMT2A-r AML prognostic factor; absent in paediatric diseasewritten as an age-split entry
SMARCA4dependency and interaction evidence only; no co-mutation evidencerecorded gap - see below

The last row is the point of this entry. A beat that returns nine entries out of ten candidates and explains the tenth is more useful than one that returns ten.

The SMARCA4 gap, bounded

Queries run on 2026-09-20, with querytranslation inspected and every title read:

queryrecordson-beat (co-mutation in KMT2A-r)
(MLL OR KMT2A) AND SMARCA4 AND (leukemia OR leukaemia)70
(MLL-rearranged OR KMT2A-rearranged) AND infant AND (DNMT3A OR IKZF1 OR SMARCA4)70
"SWI/SNF" AND (MLL OR KMT2A) AND (leukemia OR leukaemia) - the complex form, per rule 64170

The complex form was run deliberately, because the project has twice written a wrong counted absence on a complex subunit whose literature is framed at complex level. It returned more records and no co-mutation studies: the seventeen are dependency, interaction and inhibitor papers - BRG1 inhibition in Ph-like B-ALL (40672274), BAF/PBAF subunit roles in MLL-AF9 leukaemogenesis (35022500), Baf200 in normal haematopoiesis and leukaemogenesis (29482581), a SWI/SNF complex containing an MLL translocation partner (12665591), and ALL-1 SET-domain interaction with INI1 (9539705).

And the one squarely on-topic paper is on-topic for a different beat. PMID 26571505, 'SWI/SNF Subunits SMARCA4, SMARCD2 and DPF2 Collaborate in MLL-Rearranged Leukaemia Maintenance' 2, reports a selective requirement for these three subunits for leukaemic cell expansion and self-renewal, with overlapping gene-expression effects and a requirement for haematopoietic stem-cell-associated gene expression - and, contrary to earlier mouse work, no requirement for c-MYC-regulated genes. That is a vulnerability finding, not a cooperating lesion.

Correction owed outside this folder. A repository grep on 2026-09-20 found PMID 26571505 cited in no entry of this graph, while SMARCA4 is named in 22 node files. A dependency established in MLL-rearranged leukaemia maintenance, uncited in a graph with dedicated vulnerabilities and interactome folders, is a gap the coordinator should route rather than something this beat should absorb.

Bounded rejections - read, on-beat-looking, not used

Recorded because a reader would reasonably expect them to be cited and they are not.

  • PMID 8824725, Distribution of TP53 mutations among acute leukemias with MLL rearrangements (1996). Used, but not as evidence for a frequency. It reports TP53 mutation in 9/29 MLL-rearranged leukaemias including 3/4 infants, which no modern cohort reproduces. Recorded as an open dispute in gene-tp53 rather than as a finding or as a superseded result. What would change the decision: a modern whole-genome study of infant KMT2A-rearranged AML, which does not exist.
  • PMID 32154134, Mutations predictive of hyperactive Ras signaling correlate with inferior survival across high-risk pediatric acute leukemia. Cited at weak only. n = 43, single institution, ALL and AML pooled, cohort selected for high-risk features, and NRAS, NF1 and PTPN11 pooled into one exposure - so it cannot support a gene-level claim. What would change it: the same analysis in an unselected cohort with per-gene effects.
  • PMID 42440143, The clinical relevance of RAS pathway gene mutations in childhood B-cell acute lymphoblastic leukemia (488 patients). Cited at weak/moderate. Its headline FLT3/NF1 result rests on 11 NF1-mutated patients with an OS hazard ratio confidence interval of 1.40-109.46, and the authors state the effect was clearest compared with patients without KMT2A rearrangements - the population this graph is not about. What would change it: replication in a KMT2A-rearranged cohort.
  • PMID 40196700, the TP53/revumenib resistance report. A bioRxiv preprint, cited at weak and labelled as a preprint in its citation type. What would change it: peer-reviewed publication, and a replication in KMT2A-rearranged rather than mixed AML material.
  • PMID 39116419, the paediatric therapy-related neoplasm series. Its 18% TP53/17p figure is for the whole cohort, about half of which is KMT2A-rearranged, and the abstract states that the non-KMT2A-rearranged cases had heterogeneous drivers - so the 18% may be concentrated where the fusion is not. Cited with that caveat rather than dropped.
  • Adult KMT2A-rearranged AML literature generally (HARMONY, PMID 38965370; and the broader adult AML landscape). Used only for the age-contrast argument, never for frequencies transferred into paediatric disease. What would change it: nothing - the transfer is the error this beat is guarding against.

Not pursued, and why. ChEMBL activity-row counts for MEK, SHP2 and CDK4/6 inhibitors were not fetched. A row count measures how much medicinal chemistry has been done and would have added nothing to a beat whose therapeutic conclusion turns on patient access and clonality rather than on chemical matter. DepMap dependency scores for KRAS and NRAS were not quoted for the same class of reason, stated in gene-kras: a dependency score measures lines carrying clonal RAS mutations, which is the opposite of the situation this beat describes.

Identifier resolutions performed, and the two traps found

All ten accessions were resolved this session from gene_exact:<SYMBOL> AND organism_id:9606 AND reviewed:true with gene_primary and length requested, and both accession and length are asserted in every entry so verify-accessions.py can catch a swap.

symbolaccessionlengthrows returnednote
KRASP011161891clean
NRASP011111891synonym HRAS1; all three RAS proteins are 189 aa, so length discriminates nothing
PTPN11Q061245931four historical protein names, none belonging to another gene
NF1P2135928391NFIA/NFIB/NFIC/NFIX protein names contain NF1-A/B/C/X; and NF1 is also the clinical abbreviation for neurofibromatosis type 1
TP53P046373931clean
PAX5Q025483911alias BSAP collides with bone-specific alkaline phosphatase
CDKN2AP427711562both rows carry CDKN2A as primary: P42771 p16INK4a (156) and Q8N726 p14ARF (132)
IKZF1Q134225191bare synonym IKAROS retrieves the whole family
DNMT3AQ9Y6K19121clean
SMARCA4P5153216471resolved but not written

Two findings the brief's rules did not already cover:

  1. The RAS family defeats the length check entirely. KRAS, NRAS and HRAS are all 189 aa, they share hotspot codons, and NRAS's UniProt record lists HRAS1 as a synonym. The brief notes that SMC1A and SMC3 are 16 residues apart and calls that a limit on the length defence; the RAS case is the limiting case, at zero residues apart. Only gene_primary separates them.
  2. gene_exact:CDKN2A returns two reviewed records that BOTH carry the requested symbol as primary. Rule 62 says to stop if more than one row matches, and it fires here on a case that is not an error: p16INK4a and p14ARF are two proteins translated in different frames from one locus. The correct handling is to record both and state which one an entry means, which gene-cdkn2a does.
Facts and figures
statusrun
result summaryTen candidate cooperating-lesion genes enumerated; nine written as entries, one (SMARCA4) recorded as a bounded gap because its KMT2A-rearranged evidence is dependency and interaction rather than co-mutation. Three bounded absences recorded with full-text string counts. Two identifier traps found and documented: the RAS family defeats the length check entirely (all 189 aa, NRAS lists HRAS1 as a synonym), and gene_exact:CDKN2A returns two reviewed records both primary-named CDKN2A. One correction owed outside this folder: PMID 26571505, a SMARCA4/SMARCD2/DPF2 dependency in MLL-rearranged leukaemia maintenance, is cited in no entry of this graph although SMARCA4 is named in 22 node files.
inputs
[
  "PubMed E-utilities esearch/efetch, 2026-09-20",
  "UniProt REST API gene_exact queries, 2026-09-20",
  "Europe PMC and NCBI efetch db=pmc full text for PMC4553269",
  "ClinicalTrials.gov API v2 for NCT05658640 and NCT05279859",
  "repository grep over data/graph/nodes for prior citation of each candidate"
]
written
[
  "gene-kras",
  "gene-nras",
  "gene-ptpn11",
  "gene-nf1",
  "gene-tp53",
  "gene-pax5",
  "gene-cdkn2a",
  "gene-ikzf1",
  "gene-dnmt3a"
]
recorded gaps
[
  {
    "symbol": "SMARCA4",
    "reason": "no co-mutation evidence in KMT2A-rearranged leukaemia; the real evidence is a maintenance dependency (PMID 26571505) and SWI/SNF-MLL interaction, which belong to a vulnerabilities or interactome beat",
    "queries": [
      "(MLL OR KMT2A) AND SMARCA4 AND (leukemia OR leukaemia) - 7 records, 0 on beat",
      "(MLL-rearranged OR KMT2A-rearranged) AND infant AND (DNMT3A OR IKZF1 OR SMARCA4) - 7 records, 0 on beat",
      "\"SWI/SNF\" AND (MLL OR KMT2A) AND (leukemia OR leukaemia) - 17 records, 0 on beat (complex form, run per rule 64)"
    ],
    "what_would_change_it": "a cohort study reporting SMARCA4 mutation frequency in KMT2A-rearranged leukaemia, or a BRG1-alias query returning one",
    "unrun_alias": "BRG1 as a standalone query; it appeared within the complex-form result set but was not enumerated separately"
  }
]
bounded absences
[
  {
    "gene": "TP53",
    "method": "0 occurrences of TP53 and of p53 in 71,491 characters of PMID 25730765 full text",
    "corroborated_by": "PMID 29227476, conspicuously absent across ~1,000 paediatric AML cases"
  },
  {
    "gene": "DNMT3A",
    "method": "0 occurrences in the same full text; narrow PubMed query returns 2 records, neither a co-mutation study",
    "corroborated_by": "PMID 29227476"
  },
  {
    "gene": "IKZF1",
    "method": "0 occurrences of IKZF1 and of Ikaros in the same full text",
    "corroborated_by": "existing entries in this graph describing the disease as having no recurrent IKZF1; not independently corroborated in the literature read for this beat"
  }
]
correction owed outside folder
{
  "finding": "PMID 26571505 (Cruickshank et al., PLoS One 2015, DOI 10.1371/journal.pone.0142806) establishes a selective requirement for SMARCA4, SMARCD2 and DPF2 in MLL-rearranged leukaemia maintenance and is cited in no entry of this graph, while SMARCA4 is named in 22 node files",
  "read": "abstract only",
  "suggested_owner": "the vulnerabilities or interactome beat, not this one"
}
not fetched and why
[
  "ChEMBL activity-row counts for MEK, SHP2 and CDK4/6 inhibitors - a row count measures medicinal chemistry effort, and this beat's therapeutic conclusion turns on clonality and patient access, not on chemical matter",
  "DepMap dependency scores for KRAS and NRAS - a dependency score measures lines carrying CLONAL RAS mutations, the opposite of the situation described here, and quoting it would read as support for a claim it cannot support"
]
How this could bite us back
  • An enumeration is itself a bounded object. Ten candidate genes were chosen because they are named in this graph's existing text, which means this beat inherited its candidate list from the graph's own blind spots rather than from the literature.
  • Recording a gap makes it visible and also makes it easy to mistake for a settled negative. The SMARCA4 row says no co-mutation study was found in three queries; it does not say none exists.
  • The two identifier traps found here - the 189-residue RAS family and the two-record CDKN2A - both defeat the automated checker this project relies on. Anyone reading a clean verify-accessions run as proof of correctness for those genes is reading it wrong.
Still open
  1. Does a BRG1-keyed query return a SMARCA4 co-mutation study that the SMARCA4 and SWI/SNF queries missed? The alias was seen inside a result set but never run as its own query, and this project has been caught by exactly that omission before.
  2. What are the genes behind the '45% of older children with epigenetic-regulator mutations' figure in the index study? If SMARCA4 or DNMT3A are among them, two entries in this beat need revising, and the answer is in a supplementary table nobody has pulled.
  3. Which of the ten candidates would a copy-number-aware enumeration have ranked differently? PAX5 and CDKN2A only entered this beat because the index study ran SNP arrays; a mutation-only enumeration would have missed both.
  4. How many of the 65 laboratories this project's own recall analysis identified as publishing in this field with nothing cited here work on cooperating lesions? This enumeration did not attempt that audit.
Every source behind this entry (4)
  1. E1strong confidence 4 of 5: Replicated in peer-reviewed work by more than one group.paper

    In the full text of the index whole-genome sequencing study of infant MLL-rearranged ALL, read as 71,491 characters of tag-stripped text, the case-insensitive occurrence counts were zero for TP53, zero for p53, zero for DNMT3A, zero for IKZF1 and zero for Ikaros, while CDKN2A occurred 4 times and PAX5 6 times; the study covered 22 infants by WGS at 39x mean haploid coverage plus a 232-gene panel and SNP arrays on 43 further infant ALL cases.

    The landscape of somatic mutations in infant MLL-rearranged acute lymphoblastic leukemias. · Andersson AK, Ma J, Wang J, et al. · Nature Genetics 2015
    What this evidence cannot show

    Method, stated so it can be repeated: Europe PMC fullTextXML returned HTTP 500; efetch db=pmc for PMC4553269 returned well-formed XML with a body element; tags were stripped BEFORE entity unescaping, per the project's ordering rule, giving 71,491 characters including main text, methods, figure legends and reference list. Counts are of the literal strings and would miss a gene referred to only by a protein name or only in a supplementary table. The supplementary notes listing the 232 panel genes were not retrieved, so these are absences of reporting, not reported zeros.

    Evidence that argues against this (1)
    • A full-text string count cannot distinguish 'assayed and found wild-type' from 'not assayed'. For TP53 and DNMT3A that distinction is partly closed by an independent paediatric cohort reporting their absence explicitly; for IKZF1 it is not closed by anything read for this beat. Bolouri H et al. 2018
  2. E2moderate confidence 3 of 5: One strong study, or several smaller consistent ones.paper

    SMARCA4, SMARCD2 and DPF2 are selectively required for leukaemic cell expansion and self-renewal in MLL-rearranged leukaemia in vitro and in vivo, with overlapping gene-expression effects and a requirement for expression of haematopoietic stem-cell-associated genes, but - in contrast to earlier results in mouse cells - the three proteins were not required for expression of c-MYC-regulated genes.

    SWI/SNF Subunits SMARCA4, SMARCD2 and DPF2 Collaborate in MLL-Rearranged Leukaemia Maintenance. · Cruickshank VA, Sroczynska P, Sankar A, et al. · PLoS One 2015
    What this evidence cannot show

    A dependency and gene-expression study, cited here to justify why SMARCA4 was NOT written as a cooperating lesion, not to support a claim about co-mutation. Knockdown-based loss-of-function in cell lines and a leukaemia model; the MLL fusion involved is not specified in the abstract and this entry does not assume it is KMT2A::AFF1. The contradiction the paper reports with prior mouse work on c-MYC targets is unresolved in the abstract. Abstract read; full text not retrieved.

    Evidence that argues against this (1)
    • The paper explicitly contradicts prior mouse results on c-MYC-regulated gene dependence, so the mechanism by which these subunits are required is unsettled, and a vulnerability claim built on it should say so. Cruickshank VA et al. 2015
  3. E3moderate confidence 3 of 5: One strong study, or several smaller consistent ones.database

    PubMed searches on 2026-09-20 returned 7 records for (MLL OR KMT2A) AND SMARCA4 AND (leukemia OR leukaemia), 7 for (MLL-rearranged OR KMT2A-rearranged) AND infant AND (DNMT3A OR IKZF1 OR SMARCA4), and 17 for the complex form "SWI/SNF" AND (MLL OR KMT2A) AND (leukemia OR leukaemia); title-checking all three sets found no study reporting SMARCA4 mutation as a co-lesion in KMT2A-rearranged leukaemia.

    What this evidence cannot show

    A counted absence is bounded by its symbol and phrase set. SMARCA4 has the widely used alias BRG1, which was present in the 17-record complex-form result set but was not run as a standalone query, and the BAF nomenclature (BAF190A, SMARCA4) was not enumerated separately. The token MLL matches loosely, inflating counts with unrelated records rather than shrinking them, which is the safer direction for an absence claim. This is a bounded absence about SMARCA4 as a CO-MUTATION and says nothing about its role as a dependency, which is established.

    Evidence that argues against this (1)
    • The complex form returned MORE records than the subunit form and still no co-mutation studies, which is the expected outcome when a subunit genuinely is not mutated - but it is also what would be seen if the relevant cohort studies frame their findings at the level of 'chromatin remodellers' or 'epigenetic regulators' as a class, which the index infant study does when it reports 45% epigenetic-regulator mutation in older children without naming genes in its abstract. Andersson AK et al. 2015
  4. E4established confidence 5 of 5: Multiple independent lines of evidence; treated as settled in the field.database

    UniProtKB gene_exact queries with gene_primary and length requested resolved ten symbols on 2026-09-20: KRAS P01116/189, NRAS P01111/189 (sole synonym HRAS1), PTPN11 Q06124/593, NF1 P21359/2839, TP53 P04637/393, PAX5 Q02548/391, CDKN2A returning TWO rows both primary-named CDKN2A (P42771/156 and Q8N726/132), IKZF1 Q13422/519, DNMT3A Q9Y6K1/912 and SMARCA4 P51532/1647.

    What this evidence cannot show

    Fetched 2026-09-20. Lengths are canonical-isoform lengths; a paper numbering residues from a different isoform will disagree, which matters for IKZF1 and PAX5 in particular. The two-row CDKN2A result is correct database modelling of one locus with two reading frames, not a curation error, and is recorded because the project's rule instructs a reader to stop when more than one row matches.

    Evidence that argues against this (1)
    • Asserting an accession and a length catches a swap between distant proteins and cannot catch one between KRAS, NRAS and HRAS, which are all 189 residues - so for this family the automated check in verify-accessions.py provides no protection and only the primary gene name does. UniProt Consortium 2026
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