NUP98 FG condensates, audited assay by assay: no half-bleach has ever been done and no NUP98 fusion has ever been endogenously tagged
also called NUP98 condensate audit · NUP98 phase separation evidence · FG repeat LLPS NUP98
NUP98 fusions form bright dots in the nucleus, and four prominent papers call those dots liquid droplets. The two tests most of them rely on cannot actually tell a liquid droplet apart from a protein clustered onto a sticky stretch of DNA — and the one test that can has never been run on a NUP98 fusion.
The same thing, for a scientist
This graph's standing rule is that **1,6-hexanediol sensitivity and classical full-bleach FRAP cannot distinguish liquid-liquid phase separation from binding to spatially clustered sites** [E5], that **1,6-hexanediol rapidly immobilises and condenses chromatin in living human cells** [E6], and that at physiological expression low-complexity-domain interactions form **dynamic hubs without detectable phase separation** [E7]. Applied to the NUP98 literature, the audit is unflattering and specific. **No half-bleach, internal-mixing FRAP has ever been published on a NUP98 fusion condensate, and no NUP98 fusion has ever been knocked in and tagged at its endogenous locus.** Every in-cell claim rests on overexpression. Paper by paper: the NSMB study contains **zero** FRAP of any kind and its only in-cell biophysical test is 1,6-hexanediol on a single fusion [E1]; the Nature study likewise contains **zero** FRAP and its in-cell evidence is 1,6-hexanediol, but it is carried by a genuinely strong **purified-protein valency series** [E2]; the Cancer Discovery study has the best in vitro work in the field and **deliberately did not use hexanediol**, but its in-cell FRAP is explicitly single-punctum **full-bleach**, and its own purified condensates *"rapidly transitioned to a gel-like phase"* with an **inability to fuse** [E3]; the Molecular Cell study reports FRAP in one sentence with no stated geometry [E4]. **This is not a licence to call the condensates artefacts.** Clustered binding to a template is a substantive rival model and in this system arguably the more interesting one, because it predicts sequence-specific targeting where phase separation predicts bulk enrichment — and NUP98 fusions demonstrably target specific loci.
The audit table
| study | puncta | FRAP | bleach geometry | 1,6-HD | purified-protein droplets | fusion/coalescence observed | endogenous tag | what it can support |
|---|---|---|---|---|---|---|---|---|
| NSMB 2021 1 | yes | none | n/a | yes (one fusion) | no | no | no, overexpression | condensation propensity, not LLPS |
| Nature 2021 2 | yes | none | n/a | yes, 10% 1 min | yes, valency series | yes, in cells | no, overexpression | LLPS in vitro; in-cell rests on hexanediol |
| Cancer Discov 2022 3 | yes | yes | full-bleach, single punctum | not used | yes, best in field | no — "inability to fuse" | partial (10 PDX cells, IF) | LLPS in vitro; in-cell weak |
| Mol Cell 2025 4 | yes | one sentence | unspecified | yes, 10% 1 min + ChIP-Rx | no (LacO tethering instead) | no | no (small tag, primary cells) | partitioning; weak biophysics |
The column that is empty across every row is half-bleach. That is the assay that discriminates 5, and in eight years of NUP98 condensate literature nobody has run it.
What survives the audit, and it is not nothing
The purified-protein evidence is real and should not be discarded with the in-cell evidence.
- The Nature study's valency series is the strongest single argument in the field: purified constructs with 38 and 36 FG repeats formed droplets concentration-dependently while 27 and 11 FG repeats failed 2. A threshold in valency is what phase separation predicts and what simple aggregation does not. It is reinforced by a clean separation-of-function — an F→S mutation abolishing droplets without affecting stability, carried through ChIP-seq, RNA-seq and Hi-C — and by a FUS-IDR swap that phenocopies.
- The Cancer Discovery study quantified saturation concentration across FG mutants with recombinant protein: wild-type-like at under 10 nM, a 21×FG→AA mutant only above 160 nM, and a double mutant showing no condensation up to 20 µM 3, paralleling the in-cell constructs.
So: in a tube, with purified protein, the FG region of a NUP98 fusion undergoes concentration- and valency-dependent condensation. That is well supported. What is not supported is the step from there to "the endogenous fusion forms a liquid condensate in a leukaemia cell and that liquidity is the mechanism". The third paper's own observation that its condensates gel within minutes and do not fuse 3 argues directly against liquidity even in vitro.
The hexanediol problem is worse here than elsewhere
Three of the four studies use 1,6-hexanediol as their principal in-cell test 124. In a chromatin context the reagent rapidly immobilises and condenses chromatin in living human cells, an action the authors describe as distinct from melting a droplet and which they explicitly instruct readers to use when reinterpreting chromatin-associated droplet results 6.
NUP98 fusion puncta are chromatin-associated by construction — they sit on Hox clusters. So hexanediol is acting on the very substrate whose clustering is the rival explanation. A punctum that disperses on hexanediol treatment is consistent with a melted droplet and with a chromatin template that has been reorganised out from under a clustered binder. The assay cannot separate them, and here it is being applied in the one context where the confound is maximal.
One methodological credit is due: the Molecular Cell study pairs hexanediol with spike-in-normalised ChIP-Rx and reports correlation of r = 0.89–0.94 with the FG→FA mutant chromatin profile 4. That is a more quantitative use of the reagent than eyeballing puncta, and it does show that hexanediol and the FG mutation produce the same chromatin outcome. It still does not distinguish the two models, because both predict that outcome.
Why the rival model is the interesting one here
The rival model is clustered binding to a template: the fusion binds many adjacent sites, and the resulting local concentration produces a punctum without a phase boundary.
In the NUP98 system this is not a deflationary alternative, it is a mechanistic proposal with more explanatory reach than phase separation has:
- Targeting. NUP98 fusions occupy specific loci — Hoxa, Hoxb, Meis1 — through partner-supplied readers and writers (the KDM5A PHD finger reading H3K4me3, the NSD1 SET domain). Clustered binding predicts sequence- and mark-specific targeting; bulk phase separation does not, and the partner's targeting module is the best-established part of NUP98 fusion biology.
- MLL1 recruitment. The competing accounts of MLL1 association (
mechanism-nup98-fusion-mll1-nsl-interaction) look different under the two models: under clustered binding, MLL1 is recruited to specific sites; under phase separation, MLL1 partitions into a bulk phase along with every other coactivator. The Molecular Cell study's own framing — selective partitioning of transcriptional coactivators — sits closer to the phase model, while the ChIP-seq co-occupancy at 37 promoters sits closer to the clustered-binding one. - Drug design. The two models give different targets. Phase separation nominates the FG region's bulk properties; clustered binding nominates the partner's reader domain and the sites it reads. Disulfiram directly targeting the PHF23 PHD finger is a clustered-binding-style intervention that already exists.
The experiment that decides it is available and cheap by the standards of this field: calibrated half-bleaching of an endogenously knock-in-tagged NUP98 fusion. The adjacent NPM1c literature shows what that looks like — CRISPR knock-in tagging, dTAG degron degradation, radial distribution functions and CUT&RUN, using neither FRAP nor hexanediol 8.
What this entry does NOT say
It does not say NUP98 fusion condensates are artefacts. It does not say the FG repeats are unimportant — the valency series, the F→S separation-of-function and the FG→AA saturation-concentration series all say they are essential. It does not say the published papers are wrong.
It says: the published in-cell evidence cannot distinguish the two models, the discriminating assay has never been run, and every in-cell claim rests on overexpression. Any entry in this graph that asserts NUP98 fusions act by liquid-liquid phase separation is asserting more than the evidence supports and should say 'condensate' or 'clustered occupancy' instead.
| audit verdict | No half-bleach FRAP has ever been published on a NUP98 fusion condensate, and no NUP98 fusion has ever been endogenously knock-in tagged. Every in-cell claim rests on overexpression. |
|---|---|
| discriminating assay | model-free calibrated half-bleaching, measuring internal mixing |
| discriminating assay run on nup98 | false |
| endogenous knock in tag exists | false |
| strongest surviving evidence | purified-protein valency series (38x/36x FG form droplets; 27x/11x do not) plus F-to-S separation-of-function and FG-to-AA saturation-concentration series |
| evidence against liquidity even in vitro | purified NUP98-HOXA9 condensates rapidly gel and do not fuse (reported by the authors themselves) |
| rival model | clustered binding to a chromatin template, which predicts sequence- and mark-specific targeting where bulk phase separation does not |
| why rival model is substantive here | NUP98 fusions target specific loci through partner-supplied reader/writer modules (KDM5A PHD finger reading H3K4me3; NSD1 SET domain), which is the best-established part of their biology |
| recommended wording | use 'condensate' or 'clustered occupancy'; do not assert liquid-liquid phase separation for a NUP98 fusion in this graph |
| unverified and therefore not asserted | Cell Reports 2023 (PMID 37516964): full text inaccessible (not in PMC; publisher and Europe PMC both HTTP 403). FRAP geometry, hexanediol use, in vitro droplets and tagging strategy all unknown. |
papers whose in cell llps claim rests only on hexanediol or full bleach
[ "33479542", "39922194", "34903620 (in-cell half only)" ]
- A drug designed to dissolve a condensate is designed against the wrong model if the puncta are clustered binding; the intervention that follows from clustered binding is blocking the partner's reader domain, and disulfiram against the PHF23 PHD finger already exists as a proof of that route.
- 1,6-hexanediol is used as a screening readout in condensate-targeting programmes; in a chromatin context it condenses chromatin, so a screen using it will select compounds for the wrong property.
- Asserting liquid-liquid phase separation in a grant or a paper on the strength of the current NUP98 evidence invites exactly the referee objection this entry makes, and the honest alternative wording costs nothing.
- Would calibrated half-bleaching of an endogenously tagged NUP98 fusion show internal mixing? This is the single experiment that would settle eight years of literature and it has never been attempted.
- Are NUP98 fusion puncta large enough to half-bleach? If not, that is a legitimate technical reason the discriminating assay is missing, and the field should say so rather than defaulting to full-bleach.
- Does NUP98::KMT2A form condensates? It retains the FG repeats but is HOXA-low and drug-resistant, so it is the natural test of whether condensation is sufficient for the leukaemic programme.
- Does the endogenous fusion reach the saturation concentration measured in vitro? The in vitro C_sat is below 10 nM for wild-type-like constructs; nobody has measured endogenous nuclear concentration in a NUP98-rearranged patient cell.
- E1moderate confidence 3 of 5: One strong study, or several smaller consistent ones.paper
The NSMB study of NUP98 fusion condensation contains no FRAP of any kind and no purified-protein droplet assay; its only in-cell biophysical test is 1,6-hexanediol on NUP98-KDM5A, and its other biophysical assay is b-isox precipitation, which measures intrinsically-disordered-region propensity rather than demonstrating phase separation.
Biomolecular condensation of NUP98 fusion proteins drives leukemogenic gene expression · Terlecki-Zaniewicz S, et al. · Nature Structural & Molecular Biology 28(2):190-201 2021What this evidence cannot show
The absence of FRAP was established by full-text keyword search in a delegated research pass in this session (zero hits for FRAP, fluorescence recovery, photobleach, recovery, droplet, purified recombinant), not by the author of this entry reading the methods. A keyword search can miss an assay described in other words, and supplementary material may not have been covered.
Evidence that argues against this (1)
- This paper's durable contributions are its AP-MS interactome, its biCon-MS method and its negative result on NSL/MLL1, none of which depend on the LLPS claim. Judging it on the condensate assays alone understates it, and its interactome data are cited elsewhere in this graph as strong. Xu H et al. 2016
- E2moderate confidence 3 of 5: One strong study, or several smaller consistent ones.paper
The Nature study reports no FRAP, uses 1,6-hexanediol as its in-cell test, and is carried by a purified-protein valency series in which 38 and 36 FG repeats formed droplets concentration-dependently while 27 and 11 failed, supported by an F-to-S mutation that abolishes droplets without affecting stability and by a FUS-IDR swap phenocopy, all in overexpression systems.
Phase separation drives aberrant chromatin looping and cancer development · Ahn JH, et al. · Nature 595(7868):591-595 2021What this evidence cannot show
Assessed via a delegated full-text pass in this session rather than read by the author of this entry. All cell work is stable transgene or retroviral overexpression in HSPCs; no endogenous knock-in. A valency threshold in vitro does not establish that the endogenous protein reaches the saturation concentration in a leukaemia nucleus.
Evidence that argues against this (1)
- At physiological expression, low-complexity-domain interactions that control transcription form dynamic hubs without detectable phase separation, so a droplet threshold demonstrated with purified protein or in overexpression says little about the endogenous fusion. Chong S et al. 2018
- E3moderate confidence 3 of 5: One strong study, or several smaller consistent ones.paper
The Cancer Discovery study deliberately did not use 1,6-hexanediol and has the field's strongest in vitro work, quantifying saturation concentration across FG mutants with recombinant NUP98-HOXA9, but its in-cell FRAP is explicitly a single bleached punctum (full-bleach) and its own purified condensates rapidly transitioned to a gel-like phase with an inability to fuse.
Phase Separation Mediates NUP98 Fusion Oncoprotein Leukemic Transformation · Chandra B, et al. · Cancer Discovery 12(4):1152-1169 2022What this evidence cannot show
Assessed via a delegated full-text pass in this session. The endogenous-context data amount to roughly ten cells of PDX immunofluorescence that the authors state they could not quantify. Gelation and failure to fuse are the authors' own observations and they are reported here as such, not as a criticism from outside.
Evidence that argues against this (1)
- Gelation and failure to fuse argue against liquidity, but a gel-like condensate can still be a functional compartment, and the title's claim that phase separation MEDIATES transformation is supported by the separation-of-function mutants regardless of the material state. Rejecting the paper's conclusion on material-state grounds would overreach in the other direction. Muzzopappa F et al. 2022
- E4moderate confidence 3 of 5: One strong study, or several smaller consistent ones.paper
The Molecular Cell study reports FRAP in a single sentence with no stated bleach geometry and uses 1,6-hexanediol at 10% for 1 minute paired with spike-in-normalised ChIP-Rx, correlating at r = 0.89-0.94 with the FG-to-FA mutant chromatin profile; it addresses the GFP-artefact objection by showing FLAG- and V5-only constructs still form condensates in primary murine leukaemia cells.
The phenylalanine-and-glycine repeats of NUP98 oncofusions form condensates that selectively partition transcriptional coactivators · Ahn JH, et al. · Molecular Cell 85(4):708-725.e9 2025What this evidence cannot show
Assessed via a delegated full-text pass in this session. Unstated FRAP geometry is assumed to be full-bleach because half-bleach is always stated explicitly when used; that is an inference. The small-tag constructs in primary cells are still exogenous, not endogenous knock-ins.
Evidence that argues against this (1)
- 1,6-hexanediol rapidly immobilises and condenses chromatin in living human cells, so a ChIP-Rx profile taken after hexanediol treatment reports the chromatin's response to the reagent as much as the condensate's. Pairing hexanediol with a quantitative chromatin readout makes the measurement better without removing the confound. Itoh Y et al. 2021
- E5established confidence 5 of 5: Multiple independent lines of evidence; treated as settled in the field.paper
1,6-hexanediol sensitivity and classical FRAP recovery both fail to distinguish liquid-liquid phase separation from binding to spatially clustered sites; only model-free calibrated half-bleaching, which measures internal mixing, discriminates them.
Detecting and quantifying liquid-liquid phase separation in living cells by model-free calibrated half-bleaching · Muzzopappa F, et al. · Nature Communications 13(1):7787 2022What this evidence cannot show
A methods paper establishing what the assays can and cannot resolve; it does not examine NUP98 fusions and the application to this system is this entry's inference from the general result.
Evidence that argues against this (1)
- Half-bleaching requires condensates large enough to bleach half of, and many NUP98 fusion puncta may be at or below the diffraction limit, so the discriminating assay may not be technically applicable to every NUP98 condensate - which would be a reason nobody has run it other than oversight. Chandra B et al. 2022
- E6established confidence 5 of 5: Multiple independent lines of evidence; treated as settled in the field.paper
1,6-hexanediol rapidly immobilises and condenses chromatin in living human cells, an action distinct from melting a droplet, and the authors instruct readers to use this in reinterpreting chromatin-associated droplet results.
1,6-hexanediol rapidly immobilizes and condenses chromatin in living human cells · Itoh Y, et al. · Life Science Alliance 4(4):e202001005 2021What this evidence cannot show
Demonstrated in human cell lines, not in leukaemia cells carrying a NUP98 fusion; the extension to this system is an inference, though a direct one given that NUP98 fusion puncta are chromatin-associated.
Evidence that argues against this (1)
- If hexanediol condenses chromatin, one might expect chromatin-bound clusters to become MORE rather than less punctate under treatment, whereas the NUP98 papers report dispersal. That asymmetry is not addressed anywhere and could be read as evidence that dispersal is not a chromatin artefact. Terlecki-Zaniewicz S et al. 2021
- E7established confidence 5 of 5: Multiple independent lines of evidence; treated as settled in the field.paper
At physiological expression, low-complexity-domain interactions that control gene transcription form dynamic hubs without detectable phase separation, so punctate appearance in an overexpression system is weak evidence about the endogenous protein.
Imaging dynamic and selective low-complexity domain interactions that control gene transcription · Chong S, et al. · Science 361(6400):eaar2555 2018What this evidence cannot show
Studied for transcription-factor low-complexity domains generally, not for NUP98 FG repeats, whose valency and composition differ from the domains examined.
Evidence that argues against this (1)
- FG repeats at 36-38 copies are a far higher-valency system than the transcription-factor low-complexity domains examined here, and the published valency series shows a threshold between 27 and 36 repeats. A result obtained below that threshold does not automatically apply above it. Ahn JH et al. 2021
- E8moderate confidence 3 of 5: One strong study, or several smaller consistent ones.paper
An adjacent leukaemia condensate literature (NPM1c) demonstrates the better methodology: CRISPR endogenous knock-in tagging, heterotypic destabilisation, dTAG degron degradation, radial distribution functions and CUT&RUN, using neither FRAP nor hexanediol.
Disparate leukemia mutations converge on nuclear phase-separated condensates · Datar GK, et al. · Cell 2025What this evidence cannot show
This paper is about NPM1c, not NUP98 fusions, and is cited here only as a methodological comparator. It reports that XPO1/CRM1, NUP98, KMT2A and MENIN co-enrich at the centre of NPM1c condensates, but the NUP98 there is endogenous wild-type nucleoporin, NOT a fusion - a distinction that is easy to lose and would produce a wrong claim.
Evidence that argues against this (1)
- Because the NUP98 in that work is wild-type nucleoporin rather than a fusion, it supplies no evidence at all about NUP98 fusion condensates, and citing it as convergence between NPM1c and NUP98-rearranged leukaemia would be a category error. Datar GK et al. 2025
its claim asserts the study reports NO FRAP, so FRAP being absent from the full text CONFIRMS it
passes the decoy test at +0.285 while failing the term check, because its claim asserts an absence
coactivator partitioning versus site-specific recruitment are the two readings of the same data
audits the assays behind the FG-condensate claim
no half-bleach and no endogenous tag exists for any NUP98 fusion
- related to →NUP98::KDM5A (NUP98-JARID1A), t(11;12)(p15;p13)
the PHD-finger reader is the clustered-binding alternative to bulk partitioning
FG-retaining but HOXA-low: the natural test of whether condensation suffices
one allele making 19- and 37-repeat isoforms straddles the published valency threshold
- ← related toDDX10 domain architecture (UniProt Q13206)
annotated catalytic domains that the functional work says are not the transforming element
the wild-type GLFG body is a second intranuclear NUP98 structure the condensate literature does not distinguish from the fusion condensate
the second cross-family condensate comparator this graph holds; AKAP95 has never been studied in NUP98 biology
the same assay limits apply: hexanediol and classical FRAP cannot separate LLPS from clustered-site binding