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Analysismoderate confidence 3 of 5: One strong study, or several smaller consistent ones.king

Two of the three top new dependencies are myeloid identity, not KMT2A

also called lineage split test · myeloid TF confound

The cell lines used to find genes this leukaemia needs are mostly one blood-cell type. So genes that any cell of that type needs look like they are specific to our disease. Splitting the lines by cell type separates the two, and two of the three new top hits turn out to belong to the cell type.

The same thing, for a scientist

The genome-wide scan contrasts KMT2A-rearranged against other leukaemia lines, but the index panel is MYELOID-ENRICHED (8 AML, 5 B-ALL), so a myeloid-identity gene scores as KMT2A-selective for reasons unrelated to KMT2A. Splitting the index arm by lineage and requiring the dependency in BOTH halves: **CEBPA (-2.79 myeloid, +0.15 B-lineage) and SPI1 (-1.82, +0.92) are myeloid-identity artefacts with NO dependency in KMT2A-rearranged B-ALL.** MYB is weak once split (-1.12, -0.56). What survives is the menin module itself — **MEN1 -2.29/-2.28 with a split gap of 0.01**, PSIP1 -2.78/-1.72, KMT2A -1.48/-1.22 — plus **BRD9 (-1.11/-1.62)**, which is a genuine new lineage-independent dependency.

Go deeper
The split

Standard deviations below the other-leukaemia arm. A real KMT2A dependency should appear in both halves.

geneKMT2A myeloidKMT2A B-lineageOCI-AML3U-937verdict
MEN1-2.29-2.28-2.80.36lineage-independent
PSIP1-2.78-1.72-2.630.52lineage-independent
KMT2A-1.48-1.22-2.05-0.32lineage-independent
BRD9-1.11-1.62-2.13-0.01lineage-independent
MYB-1.12-0.56-2.25-1.08weak or ambiguous
CEBPA-2.790.15-5.38-2.09MYELOID-IDENTITY ARTEFACT
SPI1-1.820.92-2.07-2.3MYELOID-IDENTITY ARTEFACT
EP300-0.45-0.68-0.140.9weak or ambiguous
DOT1L-0.53-0.88-1.76-0.53weak or ambiguous
CREBBP0.370.26-0.930.19weak or ambiguous

MEN1's split gap is 0.01. It is the only gene in the panel whose dependency is indistinguishable between KMT2A-rearranged AML and KMT2A-rearranged B-ALL, which is what a dependency on the fusion rather than on the cell should look like. PSIP1/LEDGF and KMT2A itself behave the same way, so the module that survives is precisely the menin-LEDGF-KMT2A interface.

BRD9 is the genuinely new survivor and is not explained by the programme lines either: U-937 sits at -0.01. It came out of interactome round 4 with an on-target swap-allele proof behind it, and it is the one output-layer nomination that holds up.

What this corrects, and what it does not

Interactome round 4 reported an inversion — chromatin complexes rejected as anti-dependencies while myeloid transcription factors topped the ranking at MYB 17, CEBPA 25, SPI1 43 — and flagged, correctly, that none of it had been lineage-conditioned. Two of the three do not survive.

This does NOT say CEBPA and SPI1 are unimportant. A myeloid-identity dependency can be a perfectly good target in myeloid KMT2A-rearranged AML. It says they are not evidence about KMT2A, and that the beat's framing ("the data kept nominating the output layer") describes the panel's lineage composition rather than a finding about the fusion.

It also does not rescue the complexes. Seven chromatin regulators were rejected as anti-dependencies and nothing here revisits that.

Facts and figures
scriptanalyses/lineage-confound-myeloid-tf-dependencies/run.py
statusexecuted
run date2026-09-19
headlineCEBPA and SPI1 are myeloid-identity artefacts with no dependency in KMT2A-rearranged B-ALL; MEN1, PSIP1, KMT2A and BRD9 survive the split.
caveatFive B-lineage and eight myeloid lines, so each half is small and a single line moves a mean. The split is also by lineage LABEL, not by an expression signature, and KMT2A-rearranged disease includes genuinely ambiguous-lineage cases that a label forces into one bin. This bounds a dependency's lineage SPECIFICITY; it does not test whether the gene matters therapeutically, and a myeloid-identity dependency can still be a good target in myeloid KMT2A-rearranged AML - it is simply not evidence about KMT2A.
z by gene
CEBPA-2.790CEBPA: -2.79PSIP1-2.780PSIP1: -2.78MEN1-2.290MEN1: -2.29SPI1-1.820SPI1: -1.82KMT2A-1.480KMT2A: -1.48MYB-1.120MYB: -1.12BRD9-1.110BRD9: -1.11DOT1L-0.530DOT1L: -0.53EP300-0.450EP300: -0.45CREBBP0.370CREBBP: 0.37
index split
{
  "myeloid": [
    "ML-2",
    "MOLM-13",
    "MOLM-14",
    "NOMO-1",
    "OCI-AML-2",
    "SHI-1",
    "THP-1"
  ],
  "b_lineage": [
    "HB11;19",
    "KOPN-8",
    "RS4;11",
    "SEM",
    "SEMK2"
  ]
}
z by gene — the numbers behind the chart
{
  "MYB": {
    "kmt2a_myeloid": -1.12,
    "kmt2a_b_lineage": -0.56,
    "split_gap": -0.57,
    "verdict": "weak or ambiguous"
  },
  "CEBPA": {
    "kmt2a_myeloid": -2.79,
    "kmt2a_b_lineage": 0.15,
    "split_gap": -2.94,
    "verdict": "MYELOID-IDENTITY ARTEFACT"
  },
  "SPI1": {
    "kmt2a_myeloid": -1.82,
    "kmt2a_b_lineage": 0.92,
    "split_gap": -2.74,
    "verdict": "MYELOID-IDENTITY ARTEFACT"
  },
  "BRD9": {
    "kmt2a_myeloid": -1.11,
    "kmt2a_b_lineage": -1.62,
    "split_gap": 0.51,
    "verdict": "lineage-independent"
  },
  "EP300": {
    "kmt2a_myeloid": -0.45,
    "kmt2a_b_lineage": -0.68,
    "split_gap": 0.23,
    "verdict": "weak or ambiguous"
  },
  "CREBBP": {
    "kmt2a_myeloid": 0.37,
    "kmt2a_b_lineage": 0.26,
    "split_gap": 0.11,
    "verdict": "weak or ambiguous"
  },
  "MEN1": {
    "kmt2a_myeloid": -2.29,
    "kmt2a_b_lineage": -2.28,
    "split_gap": -0.01,
    "verdict": "lineage-independent"
  },
  "DOT1L": {
    "kmt2a_myeloid": -0.53,
    "kmt2a_b_lineage": -0.88,
    "split_gap": 0.35,
    "verdict": "weak or ambiguous"
  },
  "PSIP1": {
    "kmt2a_myeloid": -2.78,
    "kmt2a_b_lineage": -1.72,
    "split_gap": -1.06,
    "verdict": "lineage-independent"
  },
  "KMT2A": {
    "kmt2a_myeloid": -1.48,
    "kmt2a_b_lineage": -1.22,
    "split_gap": -0.26,
    "verdict": "lineage-independent"
  }
}
lineage artefacts
[
  "CEBPA",
  "SPI1"
]
survivors
[
  "BRD9",
  "MEN1",
  "PSIP1",
  "KMT2A"
]
How this could bite us back
  • This analysis was run by the coordinator, on a panel the coordinator chose, after reading a result the coordinator wanted to check - and it concluded that the coordinator's preferred hypothesis is the one that survives. That is the shape of a confirmatory analysis and should be weighted accordingly.
  • Labelling CEBPA and SPI1 as artefacts could remove two genuine myeloid targets from consideration. The claim is narrow: their genome-wide RANK is not evidence about KMT2A. It is not a claim that they do not matter in KMT2A-rearranged AML.
Still open
  1. Should the genome-wide selective scan be re-run with the index arm lineage-balanced, or reported as two scans (KMT2A-r AML and KMT2A-r B-ALL) rather than one? Every ranking this project has published from that scan carries this confound.
  2. BRD9 survives the split and is not explained by the programme lines. Is its dependency reproducible under permutation and line-normalisation, which this repo has scripts for and nobody has run on it?
  3. MEN1's split gap is 0.01 across two lineages. Does any other gene in the genome match that, and would a genome-wide search for lineage-independent KMT2A dependencies find anything the hand-picked panel missed?
Every source behind this entry (1)
  1. E1moderate confidence 3 of 5: One strong study, or several smaller consistent ones.analysis

    Splitting the KMT2A-rearranged DepMap panel by lineage (8 myeloid, 5 B-lineage) and requiring a dependency in both halves separates KMT2A-specific dependencies from myeloid-identity ones. CEBPA scores -2.79 SD in KMT2A-rearranged myeloid lines and +0.15 in KMT2A-rearranged B-lineage lines; SPI1 scores -1.82 and +0.92. Neither has any dependency in KMT2A-rearranged B-ALL, so their genome-wide rank reflects the index panel being myeloid-enriched. MEN1 scores -2.29 and -2.28, a split gap of 0.01; PSIP1 -2.78 and -1.72; KMT2A -1.48 and -1.22; BRD9 -1.11 and -1.62. The menin-LEDGF-KMT2A module and BRD9 survive the split; CEBPA and SPI1 do not, and MYB, EP300, CREBBP and DOT1L are weak or ambiguous once split.

    Lineage-split test of myeloid transcription-factor dependencies in KMT2A-rearranged leukaemia · Oncofusion knowledge graph (internal analysis); DepMap Chronos via Open Targets 2026
    What this evidence cannot show

    Run by the coordinator on 2026-09-19 after interactome round 4 flagged that its DepMap rankings had not been lineage-conditioned. Five B-lineage and eight myeloid lines, so each half is small and one line moves a mean. The split is by lineage LABEL, not by an expression signature, and KMT2A-rearranged disease includes genuinely ambiguous-lineage cases that a label forces into one bin - this project already holds an entry on KMT2A-rearranged MPAL for that reason. Chronos measures knockout, not interface blockade. The test bounds lineage SPECIFICITY and says nothing about therapeutic value.

    Evidence that argues against this (3)
    • The B-lineage half is five lines and two of them, SEM and RS4;11, are the most-used KMT2A::AFF1 models in the field, which means they are also the most adapted to culture. A dependency absent in five heavily passaged B-ALL lines is weaker evidence of true lineage restriction than the clean numbers suggest, and CEBPA's +0.15 rests on those five. Oncofusion knowledge graph (internal analysis); DepMap Chronos via Open Targets 2026
    • The result is convenient in the same direction as the coordinator's other analysis this cycle: both conclude that the menin axis is the specific thing and the alternatives are confounded. The panel and the lineage assignment were both chosen by the coordinator after seeing the beat's headline, which is the order of operations most likely to produce a confirmatory split. Oncofusion knowledge graph (internal analysis); DepMap Chronos via Open Targets 2026
    • Calling CEBPA and SPI1 artefacts risks discarding real biology. KMT2A-rearranged AML is a substantial fraction of the disease, SPI1 mutations with transcriptional-network inactivation are reported in a subset of MLL-fusion AML, and a target that works only in the myeloid half is still a target for half the patients. The finding is about what the genome-wide RANK means, not about whether these genes matter. Oncofusion knowledge graph (internal analysis); DepMap Chronos via Open Targets 2026
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