Biology subjects

Dao, T. P.

Publications and source records attributed to Dao, T. P..

9 recordsLinked to original sources

bioRxiv2026

Mass spectrometric detection of protein nanoclusters: the invisible intermediates of phase separation

Phase separation of biomolecules, including intrinsically disordered proteins, is an underlying physical process behind cellular condensate formation. To increase mechanistic understanding of its initial stages, we demonstrate the application of charge detection mass spectrometry to characterise the mass dispersion of protein nanoclusters that represent intermediates in this important biophysical process. We detect polydisperse clusters of 1-280 protein molecules (64 kDa-18.4 MDa), that are currently invisible to most analytical techniques.

biophysics↗

bioRxiv2026

STI1 domains coordinate partitioning of UBQLN2 into stress-induced condensates

UBQLN2 is a ubiquitin-binding shuttle protein that undergoes phase separation in vitro and localizes to stress-induced cellular condensates including stress granules. The central region of UBQLN2 contains two chaperone- and substrate-binding STI1 domains (STI1-I, STI1-II) and disordered linkers; the individual contributions of these domains and linkers to cellular condensate partitioning remain poorly characterized. Here we use live-cell imaging and immunofluorescence experiments to systematically examine domain requirements for UBQLN2 puncta formation in cultured human cells. We show that in vitro phase separation propensity largely correlates with puncta formation in transfected cells. Importantly, STI1-II and UBA domains are each required for baseline puncta formation in cells, but not STI1-I. In contrast, both STI1 domains are required for heat stress-induced puncta formation. Removal of STI1-II abrogates this stress response, and STI1-I deletion substantially attenuates it. Using N-terminal truncation constructs, we demonstrate that STI1-I strongly promotes both phase separation and puncta formation in the absence of the N-terminal region containing the UBL domain. Together, our findings demonstrate that the two STI1 domains of UBQLN2 have distinct roles in puncta formation and condensate partitioning, with STI1-II essential under all conditions. HighlightsO_LIUBQLN2 is recruited to both stress granules and puncta formed by the autophagy receptor protein p62 in response to heat stress. C_LIO_LIBoth endogenous and overexpressed UBQLN2 tend to colocalize with p62 puncta in cells where p62 is abundant, even without acute stress treatment. C_LIO_LIUsing an extensive domain deletion library, ability of UBQLN2 constructs to form puncta correlates with their in vitro phase separation propensity in the absence of stress. C_LIO_LIEach of the two STI1 domains contribute non-redundantly to formation of UBQLN2 puncta in response to heat stress. C_LIO_LIThe STI1-II domain is independently required for UBQLN2 oligomerization, phase separation, and puncta formation. C_LI

cell biology↗

bioRxiv2025

STI1 domain dynamically engages transient helices in disordered regions to drive self-association and phase separation of yeast ubiquilin Dsk2

Ubiquitin-binding shuttle proteins are important components of stress-induced biomolecular condensates in cells. Yeast Dsk2 scaffolds proteasome-containing condensates via multivalent interactions with proteasomes and ubiquitinated substrates under azide-induced mitochondrial stress or extended growth conditions. However, the molecular mechanisms underlying how these shuttle proteins work are unknown. Here, we identify that the middle chaperone-binding STI1 domain is the main driver of Dsk2 self-association and phase separation in vitro. Using NMR spectroscopy and computational simulations, we find that the STI1 domain interacts with three transient amphipathic helices within the intrinsically-disordered regions of Dsk2. Removal of either the STI1 domain or these helices significantly reduces the propensity for Dsk2 to phase separate. In vivo, removal of the STI1 domain in Dsk2 has the opposite effect, resulting in an increase of proteasome-containing condensates due to an accumulation of polyubiquitinated substrates. Modeling of STI1-helix interactions reveals a binding mode that is reminiscent of interactions between chaperone STI1/DP2 domains and client proteins containing amphipathic or transmembrane helices. Our findings support a model whereby STI1-helix interactions important for Dsk2 condensate formation can be replaced by STI1-client interactions for downstream chaperone or other protein quality control outcomes. HighlightsO_LIThe intrinsically disordered regions of Dsk2 harbor transient helices that regulate protein properties via interactions with the STI1 domain. C_LIO_LIThe STI1 domain is a significant driver of Dsk2 self-association and phase separation in vitro. C_LIO_LIDsk2 colocalizes with ubiquitinated substrates and proteasome in reconstituted condensates. C_LIO_LIAbsence of Dsk2 STI1 domain in stressed yeast cells promotes formation of proteasome condensates coupled with upregulation of polyubiquitinated substrates. C_LI

biochemistry↗

bioRxiv2024

Phase separation of polyubiquitinated proteins in UBQLN2 condensates controls substrate fate

Ubiquitination is one of the most common post-translational modifications in eukaryotic cells. Depending on the architecture of polyubiquitin chains, substrate proteins can meet different cellular fates, but our understanding of how chain linkage controls protein fate remains limited. UBL-UBA shuttle proteins, such as UBQLN2, bind to ubiquitinated proteins and to the proteasome or other protein quality control machinery elements and play a role in substrate fate determination. Under physiological conditions, UBQLN2 forms biomolecular condensates through phase separation, a physicochemical phenomenon in which multivalent interactions drive the formation of a macromolecule-rich dense phase. Ubiquitin and polyubiquitin chains modulate UBQLN2s phase separation in a linkage-dependent manner, suggesting a possible link to substrate fate determination, but polyubiquitinated substrates have not been examined directly. Using sedimentation assays and microscopy we show that polyubiquitinated substrates induce UBQLN2 phase separation and incorporate into the resulting condensates. This substrate effect is strongest with K63-linked substrates, intermediate with mixed-linkage substrates, and weakest with K48-linked substrates. Proteasomes can be recruited to these condensates, but proteasome activity towards K63-linked and mixed linkage substrates is inhibited in condensates. Substrates are also protected from deubiquitinases by UBQLN2-induced phase separation. Our results suggest that phase separation could regulate the fate of ubiquitinated substrates in a chain-linkage dependent manner, thus serving as an interpreter of the ubiquitin code. SignificanceCovalent attachment of polyubiquitin chains to eukaryotic proteins is a common protein quality control signal. Ubiquitination often marks proteins for degradation by the proteasome, but can also drive non-degradative outcomes. Proteins, including UBQLN2, that bind both polyubiquitin and the proteasome can either enhance or inhibit degradation. The ALS-related UBQLN2 is recruited to membraneless organelles, including stress granules, and undergoes phase separation in vitro, but the effects of phase separation on substrate fate are unknown. Herein we show that UBQLN2 phase separation is modulated by polyubiquitinated substrates in a linkage-dependent fashion. We show that two functional outcomes, degradation and deubiquitination, are differentially affected by phase separation. Our results suggest that phase separation of substrates and UBQLN2 could control protein fates.

biochemistry↗

bioRxiv2023

Short N-terminal disordered regions and the proline-rich domain are major regulators of phase transitions for full-length UBQLN1, UBQLN2 and UBQLN4

Highly homologous ubiquitin-binding shuttle proteins UBQLN1, UBQLN2 and UBQLN4 differ in both their specific protein quality control functions and their propensities to localize to stress-induced condensates, cellular aggregates and aggresomes. We previously showed that UBQLN2 phase separates in vitro, and that the phase separation propensities of UBQLN2 deletion constructs correlate with their ability to form condensates in cells. Here, we demonstrated that full-length UBQLN1, UBQLN2 and UBQLN4 exhibit distinct phase behaviors in vitro. Strikingly, UBQLN4 phase separates at a much lower saturation concentration than UBQLN1. However, neither UBQLN1 nor UBQLN4 phase separates with a strong temperature dependence, unlike UBQLN2. We determined that the temperature-dependent phase behavior of UBQLN2 stems from its unique proline-rich (Pxx) region, which is absent in the other UBQLNs. We found that the short N-terminal disordered regions of UBQLN1, UBQLN2 and UBQLN4 inhibit UBQLN phase separation via electrostatics interactions. Charge variants of the N-terminal regions exhibit altered phase behaviors. Consistent with the sensitivity of UBQLN phase separation to the composition of the N-terminal regions, epitope tags placed on the N-termini of the UBQLNs tune phase separation. Overall, our in vitro results have important implications for studies of UBQLNs in cells, including the identification of phase separation as a potential mechanism to distinguish the cellular roles of UBQLNs, and the need to apply caution when using epitope tags to prevent experimental artifacts. Highlights1) Full-length UBQLN1, UBQLN2 and UBQLN4 all exhibit LCST phase transitions but to different degrees. 2) The N-terminal region (N-terminal to the UBL) substantially regulates UBQLN phase separation. 3) Removal of the disease-associated proline-rich (Pxx) region in UBQLN2 removes the strong temperature dependence of UBQLN2 phase separation.

biophysics↗

bioRxiv2023

Decoding optimal ligand design for multicomponent condensates

Biomolecular condensates form via multivalent interactions among key macromolecules and are regulated through ligand binding and/or post-translational modifications. One such modification is ubiquitination, the covalent addition of ubiquitin (Ub) or polyubiquitin chains to target macromolecules for various cellular processes. Specific interactions between polyubiquitin chains and partner proteins, including hHR23B, NEMO, and UBQLN2, regulate condensate assembly or disassembly. Here, we used a library of designed polyubiquitin hubs and UBQLN2 as model systems for determining the driving forces of ligand-mediated phase transitions. Perturbations to the UBQLN2-binding surface of Ub or deviations from the optimal spacing between Ub units reduce the ability of hubs to modulate UBQLN2 phase behavior. By developing an analytical model that accurately described the effects of different hubs on UBQLN2 phase diagrams, we determined that introduction of Ub to UBQLN2 condensates incurs a significant inclusion energetic penalty. This penalty antagonizes the ability of polyUb hubs to scaffold multiple UBQLN2 molecules and cooperatively amplify phase separation. Importantly, the extent to which polyubiquitin hubs can promote UBQLN2 phase separation are encoded in the spacings between Ub units as found for naturally-occurring chains of different linkages and designed chains of different architectures, thus illustrating how the ubiquitin code regulates functionality via the emergent properties of the condensate. We expect our findings to extend to other condensates necessitating the consideration of ligand properties, including concentration, valency, affinity, and spacing between binding sites in studies and designs of condensates. Highlights[bullet] There is an optimal polyUb ligand architecture/design that promotes multicomponent phase separation, as polyUb hubs whose Ub units are too close together or too far apart are not effective drivers of phase separation for either UBQLN2 450-624 or full-length UBQLN2. [bullet]Theoretical modeling reveals that Ub incurs a significant inclusion energetic penalty that is balanced by polyUbs ability to act as a hub to amplify UBQLN2-UBQLN2 interactions that facilitate phase separation. [bullet]Naturally-occurring M1-linked polyUb chains are optimized to maximize phase separation with UBQLN2. [bullet]Different linkages used in the Ub code deliver biochemical information via Ub-Ub spacing, whereby different outcomes are regulated by the emergent properties of Ub-containing biomolecular condensates. SignificanceBiomolecular condensates are essential for cellular processes and are linked to human diseases when dysregulated. These condensates likely assemble via phase transitions of a few key driver macromolecules and are further modulated by the interactions with ligands. Previous work showed that ligands with one binding site inhibit driver phase transitions whereas ligand hubs comprising several identical binding sites to drivers promote phase transitions. Here, using a library of designed ligand hubs with decreasing or increasing spacings between binding sites and altered binding affinities with drivers, we employ theory and experiments to establish a set of rules that govern how ligand hubs affect driver phase transitions. Our findings reveal that effects of macromolecules can be manipulated through emergent properties of condensates.

biophysics↗

bioRxiv2022

Ion mobility mass spectrometry unveils global protein conformations in response to conditions that promote and reverse liquid-liquid phase separation

Liquid-liquid phase separation (LLPS) is a process by which biomacromolecules, particularly proteins, condense into a dense phase that resembles liquid droplets. Dysregulation of LLPS is implicated in disease, yet the relationship between protein conformational changes and LLPS remain difficult to discern. This is due to the high flexibility and disordered nature of many proteins that phase separate under physiological conditions, and their tendency to oligomerise. Here we demonstrate that ion mobility mass spectrometry (IM-MS) overcomes these limitations. We used IM-MS to investigate the conformational states of full-length ubiquilin-2 (UBQLN2) protein, LLPS of which is driven by high salt concentration and reversed by noncovalent interactions with ubiquitin (Ub). IM-MS revealed that UBQLN2 exists as a mixture of monomers and dimers, and that increasing salt concentration causes the UBQLN2 dimers to undergo a subtle shift towards extended conformations. UBQLN2 binds to Ub in 2:1 and 2:2 UBQLN2:Ub complexes which have compact geometries compared to free UBQLN2 dimers. Together, these results suggest that extended conformations of UBQLN2 are correlated with UBQLN2s ability to phase separate. Overall, delineating protein conformations that are implicit in LLPS will greatly increase understanding of the phase separation process, both in normal cell physiology and disease states.

biophysics↗

bioRxiv2021

Mechanistic insights into the enhancement or inhibition of phase separation by polyubiquitin chains of different lengths or linkages

Ubiquitin-binding shuttle UBQLN2 mediates crosstalk between proteasomal degradation and autophagy, likely via interactions with K48- and K63-linked polyubiquitin chains, respectively. UBQLN2 is recruited to stress granules in cells and undergoes liquid-liquid phase separation (LLPS) in vitro. However, interactions with ubiquitin or multivalent K48-linked chains eliminate LLPS. Here, we found that, although some polyubiquitin chain types (K11-Ub4 and K48-Ub4) did generally inhibit UBQLN2 LLPS, others (K63-Ub4, M1-Ub4 and a designed tetrameric ubiquitin construct) significantly enhanced LLPS. Using nuclear magnetic resonance (NMR) spectroscopy and complementary biophysical techniques, we demonstrated that these opposing effects stem from differences in chain conformations, but not in affinities between chains and UBQLN2. Chains with extended conformations and increased accessibility to the ubiquitin binding surface significantly promoted UBQLN2 LLPS by enabling a switch between homotypically to partially heterotypically-driven phase separation. Our study provides mechanistic insights into how the structural and conformational properties of polyubiquitin chains contribute to heterotypic phase separation with ubiquitin-binding shuttles and adaptors. HighlightsO_LIUbiquitin or short polyubiquitin chains bind to phase separation-driving stickers on UBQLN2 and inhibit its phase separation whereas longer chains provide the multivalency needed to enhance UBQLN2 phase separation. C_LIO_LIPhase separation of UBQLN2 is promoted over a wide range of Ub:UBQLN2 ratios in the presence of extended M1- and K63-linked Ub4 chains, but not compact K11- and K48-linked Ub4 chains. C_LIO_LIChain conformation and accessibility of the Ub interacting surface is a driving factor of UBQLN2/polyUb co-phase separation. C_LIO_LIUBQLN2 condensates assemble during in vitro enzymatic assembly of K63-linked polyUb chains as free ubiquitin is reduced. C_LI

biophysics↗

bioRxiv2018

Distinguishing cells from empty droplets in droplet-based single-cell RNA sequencing data

Droplet-based single-cell RNA sequencing protocols have dramatically increased the throughput and efficiency of single-cell transcriptomics studies. A key computational challenge when processing these data is to distinguish libraries for real cells from empty droplets. Existing methods for cell calling set a minimum threshold on the total unique molecular identifier (UMI) count for each library, which indiscriminately discards cell libraries with low UMI counts. Here, we describe a new statistical method for calling cells from droplet-based data, based on detecting significant deviations from the expression profile of the ambient solution. Using simulations, we demonstrate that our method has greater power than existing approaches for detecting cell libraries with low UMI counts, while controlling the false discovery rate among detected cells. We also apply our method to real data, where we show that the use of our method results in the retention of distinct cell types that would otherwise have been discarded.

bioinformatics↗