Oncofusion

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Analysisstrong confidence 4 of 5: Replicated in peer-reviewed work by more than one group.Q180-the-af4-specific-interactors

The 110 MLL-AF4-specific preys are 14.5% mitochondrial and 34% nuclear; the 42 pan-fusion preys are 2.4% mitochondrial and 88% nuclear — Fisher p = 0.042 on a nuclear-extract pulldown

also called mitochondrial contaminant signature · compartment of the Skucha singleton tail · ACADM GLUD1 ECHS1 PDHA1

The pulldowns were done on nuclear extracts, so anything that lives in mitochondria should not be there. One in seven of the proteins said to be unique to MLL-AF4 is a mitochondrial enzyme, against one in forty of the proteins shared by all seven fusions. That pattern is what mass-spectrometry background looks like.

The same thing, for a scientist

Skucha 2018 purified Strep-HA-tagged MLL-fusions from **nuclear extracts** of Jurkat cells (benzonase- and RNase-treated, 420 mM salt extraction adjusted to 150 mM, single-step StrepTactin, three washes) [E1]. Scoring both prey classes against live UniProt subcellular-location comments [E2]: of the 110 MLL-AF4 singletons, **16 (14.5%) carry a mitochondrial location and only 37 (33.6%) a nuclear one**; of the 42 pan-fusion proteins, **1 (2.4%) is mitochondrial — PML, which is dual-annotated — and 37 (88.1%) are nuclear**. Fisher exact two-sided p = 0.0417 on the mitochondrial share. The 16 are ACADM, ACSF3, ATPAF2, C1QBP, CHCHD4, ECHS1, FDXR, GLS, GLUD1, LARS2, LIPT1, NUBPL, PDHA1, SLC25A25, TRAF3 and TUFM — a fatty-acid-oxidation, TCA and mitochondrial-translation signature with no plausible route to a chromatin bait. **This is the single most interpretable quality signal available for the AF4-specific list, and it says the list is substantially background.**

Go deeper
The measurement
classnmitochondrialnuclearneitherunresolved
MLL-AF4 singletons (n_fusions == 1)11016 (14.5%)37 (33.6%)580
MLL-AF4 pan-fusion (n_fusions == 7)421 (2.4%)37 (88.1%)50

Fisher exact, two-sided, on the mitochondrial share: p = 0.0417. All 152 accessions resolved against live UniProt; none was dropped 2.

The single pan-fusion "mitochondrial" call is PML, which UniProt annotates to nucleus, PML body and mitochondrion. It is a dual-compartment protein and an established chromatin factor, not a matrix enzyme. Removing it makes the pan-fusion mitochondrial count zero.

The nuclear column is the mirror image and is arguably the stronger half: 88.1% of the shared core is nuclear and only 33.6% of the specific tail is. In a nuclear-extract pulldown that difference is the experiment discriminating signal from background, and the AF4-specific class is on the wrong side of it.

The sixteen

ACADM (medium-chain acyl-CoA dehydrogenase, matrix), ACSF3, ATPAF2, C1QBP, CHCHD4, ECHS1 (enoyl-CoA hydratase, matrix), FDXR, GLS (glutaminase), GLUD1 (glutamate dehydrogenase 1, matrix), LARS2 (mitochondrial leucyl-tRNA synthetase), LIPT1, NUBPL, PDHA1 (pyruvate dehydrogenase E1 alpha, matrix), SLC25A25, TRAF3, TUFM (mitochondrial elongation factor Tu).

Four of these — ACADM, ECHS1, GLUD1, PDHA1 — are matrix enzymes of beta-oxidation, the TCA cycle and pyruvate entry. C1QBP and TUFM are among the most frequently reported non-specific pulldown contaminants in the CRAPome-era literature. Two of the six p<0.05 dispatch targets for this beat, ACADM and GLUD1, are in this list, and each is adjudicated in its own entry.

What this does NOT show. It does not show that every mitochondrial protein in a nuclear pulldown is background — GLS and C1QBP have reported non-canonical nuclear pools, and moonlighting metabolic enzymes on chromatin are a real, if contested, literature. It shows that the rate of such calls is six-fold higher in the specific tail than in the shared core in the same experiment, which is a property of the tail and not of any individual protein.

Facts and figures
scriptanalyses/q180-is-af4-specificity-a-depth-artefact/compartment_of_the_tail.py
statusrun
result summaryMLL-AF4 singletons: 16/110 mitochondrial (14.5%), 37/110 nuclear (33.6%). MLL-AF4 pan-fusion core: 1/42 mitochondrial (2.4%, and that one is PML, dual-annotated), 37/42 nuclear (88.1%). Fisher two-sided p = 0.0417.
shown for fusionYES for MLL-AF4 as one of seven baits in one experiment, in a Jurkat T-ALL host from a tagged single-copy transgene.
epigenetic readoutnone - a compartment audit of a proteomic prey list.
absence classmeasured-not-analysed
absence class noteThe peptide-level evidence for every one of these sixteen calls is public in PXD009338 and has never been reopened. Whether any of them rests on a single borderline PSM is answerable from the deposit with no wet work.
inputs
[
  "analyses/skucha-mll-fusion-interactome/cache/41467_2018_4329_MOESM4_ESM.xlsx",
  "UniProtKB REST, subcellular-location comments, fetched 2026-09-24"
]
measurements
[
  {
    "quantity": "proportion_mitochondrial",
    "subject": "MLL-AF4 singleton preys",
    "value": 0.1455,
    "units": null,
    "n": 110,
    "universe": "the 110 preys of Skucha 2018 Suppl Table 5 recovered under MLL-AF4 and no other bait, scored on UniProt cc_subcellular_location",
    "null": 0.0238,
    "note": "null column is the same quantity in the 42 pan-fusion preys of the same bait; Fisher exact two-sided p = 0.0417"
  },
  {
    "quantity": "proportion_nuclear",
    "subject": "MLL-AF4 singleton preys",
    "value": 0.3364,
    "units": null,
    "n": 110,
    "universe": "same 110 preys, same annotation source",
    "null": 0.881,
    "note": "null column is the pan-fusion class in the same bait; the pulldown was from nuclear extract"
  }
]
mitochondrial members of the af4 specific tail
[
  "ACADM",
  "ACSF3",
  "ATPAF2",
  "C1QBP",
  "CHCHD4",
  "ECHS1",
  "FDXR",
  "GLS",
  "GLUD1",
  "LARS2",
  "LIPT1",
  "NUBPL",
  "PDHA1",
  "SLC25A25",
  "TRAF3",
  "TUFM"
]
How this could bite us back
  • If a future beat proposes targeting a metabolic enzyme on the strength of 'it is in the KMT2A::AFF1 interactome', the enzyme is most likely in a class that is six-fold enriched for mitochondrial proteins in a nuclear-extract pulldown. Metabolic dependencies in KMT2A-r leukaemia may well be real, but this dataset is not evidence for a physical contact.
Still open
  1. Is the mitochondrial rate in the AF4-specific tail different from the mitochondrial rate in the OTHER six baits' specific tails? If all seven tails are equally mitochondrial the signature is a property of the preparation and says nothing about MLL-AF4; if MLL-AF4's is worse, that would need explaining. This was not computed and is one pass over the same workbook.
  2. C1QBP and GLS both have reported non-canonical nuclear pools. Are either of them in the corpus already as anything other than a metabolic enzyme? GLS appears in ana-q109-serine-panel-enumeration-what-was-declined-and-the-measurement-that-declined-it and has no entry of its own.
Every source behind this entry (2)
  1. E1established confidence 5 of 5: Multiple independent lines of evidence; treated as settled in the field.dataset

    The Skucha 2018 pulldowns were single-step StrepTactin purifications from benzonase- and RNase-treated nuclear extracts of 1e9 Jurkat cells, salt-extracted at 420 mM NaCl and adjusted to 150 mM, with three washes and biotin elution; known MS contaminants removed after search were trypsin and keratin only.

    PXD009338 - Protein Interactions of 7 MLL-fusion Proteins (sample-processing and data-processing protocols) · Skucha A, et al., deposited via PRIDE 2018-04-23, public 2018-05-25 · ProteomeXchange / PRIDE, EMBL-EBI 2018
    What this evidence cannot show

    Read from the PRIDE archive REST record for PXD009338 on 2026-09-24, not from the paper's Methods; the two differ in one detail (PRIDE states the search database was human SwissProt v2012.05, the paper states v2013.01) and neither is obviously authoritative. The expected_absent_terms entry records that no mitochondrial or organelle filter is named anywhere in either protocol - that absence is part of the claim. The DOI given is the ProteomeXchange DOI form for the accession and was not independently resolved; the accession URL was fetched and returned the record quoted here.

    Evidence that argues against this (1)
    • A nuclear extract is not a pure nucleus. The preparation uses a 0.1% NP-40 hypotonic lysis and a 500 x g nuclear pellet, which routinely carries mitochondria down with the nuclei, and the 420 mM extraction then solubilises some of what came along. So mitochondrial proteins in this sample are expected on preparative grounds, which is exactly the point - but it also means their presence indicts the PREPARATION rather than any particular protein, and a mitochondrial prey with genuinely high bait affinity would be indistinguishable from background here. ProteomeXchange / PRIDE, EMBL-EBI 2018
  2. E2strong confidence 4 of 5: Replicated in peer-reviewed work by more than one group.database

    Scored against live UniProt subcellular-location comments, 16 of the 110 MLL-AF4-specific preys (14.5%) are mitochondrial and 37 (33.6%) nuclear, against 1 of 42 (2.4%) mitochondrial and 37 (88.1%) nuclear among the preys recovered under all seven baits; Fisher exact two-sided p = 0.0417 on the mitochondrial share, with all 152 accessions resolved.

    What this evidence cannot show

    UniProt subcellular-location comments are a mixture of experimental (ECO:0000269), curator-inferred (ECO:0000305) and uncoded statements, and this audit counted them all equally - rule 91 warns that an ECO code is not a guarantee the cited paper is about the fact, and an uncoded comment is not a measurement at all. The regex counts any comment matching 'Mitochondri' or 'Nucleus/Nucleoplasm/Nucleolus/Chromosome', so a protein with a minor annotated pool in either compartment is counted there; 1 singleton and 1 pan-fusion protein are counted in both. 58 of the 110 singletons are in NEITHER compartment, which the entry does not interpret.

    Evidence that argues against this (1)
    • The comparison is not clean, because membership in the pan-fusion class REQUIRES clearing the top-300 cut in all seven baits, which selects for abundant, well-behaved nuclear proteins. So some of the 88.1%-versus-33.6% gap is a consequence of the class definition rather than of contamination. A cleaner test would compare mitochondrial rate between singletons and a depth-matched set of shared preys at equal spectral count; that has not been run. At n = 42 in the smaller arm, the Fisher p of 0.0417 is also fragile - two more mitochondrial calls in the pan-fusion class would push it above 0.05. This repository 2026
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