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Dhungel, S.

Publications and source records attributed to Dhungel, S..

4 recordsLinked to original sources

A Deep-Learning Atlas of XPO1-Mediated Nuclear Export at Proteome Scale

Exportin 1 (XPO1/CRM1) is the principal nuclear export receptor for cargos bearing hydrophobic nuclear export sequences (NESs). Dysregulation of XPO1-dependent export is implicated in cancer, neurodegeneration, and other diseases, yet a comprehensive view of XPO1 function remains limited by the poor reliability of sequence-based NES prediction. Existing predictors are largely derived from a small set of XPO1-cargo structures and are therefore biased toward canonical docking geometries, limiting their ability to detect NESs that engage XPO1 through noncanonical pocket-occupancy patterns. We hypothesized that deep learning-based structural modeling could overcome this limitation by directly sampling binding geometries. Using AlphaFold 3, we modeled full-length cargo-XPO1-RanGTP complexes for more than 4,000 human proteins and identified over 3,000 previously uncharacterized, high-confidence NESs. Integration of AlphaFold predictions with unsupervised structural geometry analysis and experimental validation identified both canonical NESs and noncanonical sequence patterns exhibiting atypical anchor-residue usage, expanding the structural language of XPO1-recognized NESs. Groove-resolved contact maps further revealed helix rotation within the export groove as a regulatory feature that can rewire pocket usage without altering the core NES sequence, enabling PTM- and cofactor-sensitive tuning of export strength. This exportome atlas resolves many previously ambiguous or unidentified NESs in disease-associated proteins and across major cellular systems, including centrosome organization, mRNA processing, ubiquitin signaling, kinase networks, ribosome quality control, and macroautophagy. We further identified recurrent NES-NLS tandem motifs encoded in primary sequence, suggesting coordinated regulation of nucleocytoplasmic transport. Together, our deep learning-based exportome atlas, integrated with NLS maps and accessible through a web-searchable resource, defines an expanded and regulatable code of nuclear transport at proteome scale and offers a framework for dissecting nuclear trafficking and its dysregulation in human disease.

cell biology↗

Glutamine-Dependent Slc25a39-Nrf2 Axis Couples Mitochondrial Dynamics with Metabolic Reprogramming to Establish Myogenic Commitment

Myogenic commitment is a decisive and irreversible step in skeletal muscle regeneration, necessitating proliferating myoblasts to integrate metabolic cues with nuclear transcriptional programs. Among amino acids, glutamine is uniquely positioned to influence this transition by coupling energy production to macromolecule biosynthesis and epigenetic regulation. We reasoned that myoblasts must sense glutamine availability to ensure orderly progression toward commitment, and we tested this by examining the molecular consequences of acute glutamine withdrawal. We find that continued glutamine oxidation is required to sustain glycolysis, maintain mitochondrial fission, and preserve a redox balance that supports progression towards myogenic commitment. In its absence, myoblasts undergo a reductive shift, characterized by mitochondrial elongation, membrane depolarization, and suppression of glycolysis, ultimately leading to growth arrest. Transcriptomic profiling reveals reduced MyoD and MKi67, accompanied by increased Sprouty1 levels, defining a reversible non-proliferative state that resembles but is distinct from quiescent and reserve cells. We term this state Poised Metabolic Arrest (PMA), a cellular response to glutamine limitation during myogenic progression. Mechanistically, PMA is driven by Nrf2-dependent increased glutathione (GSH) biosynthesis and upregulation of mitochondrial GSH carrier Slc25a39 when glutamine is limited. Depleting mitochondrial glutathione or silencing Slc25a39 forces exit from PMA. However, this premature exit compromises subsequent differentiation potential, indicating PMA serves to preserve differentiation competence when glutamine is limited. Consistent with this, both loss and overexpression of Slc25a39 impair myoblast differentiation in vitro and disrupt regeneration in vivo. Together, these data suggest that a reciprocal Slc25a39-Nrf2 redox axis functions as a nutrient-dependent checkpoint, coupling glutamine availability to mitochondrial remodeling and metabolic reprogramming, necessary to establish irreversible myogenic commitment.

biochemistry↗

Nutrient Signaling-Dependent Quaternary Structure Remodeling Drives the Catalytic Activation of metazoan PASK

The Per-Arnt-Sim (PAS) domains are characterized by diverse sequences and feature tandemly arranged PAS and PAS-associated C-terminal (PAC) motifs that fold seamlessly to generate the metabolite-sensing PAS domain. Here, using evolutionary scale sequence, domain mapping, and deep learning-based protein structure analysis, we deconstructed the sequence-structure relationship to unearth a novel example of signal-regulated assembly of PAS and PAC subdomains in metazoan PAS domain-regulated kinase (PASK). By comparing protein sequence, domain architecture, and computational protein models between fish, bird, and mammalian PASK orthologs, we propose the existence of previously unrecognized third PAS domain of PASK (PAS-C) formed through long-range intramolecular interactions between the N-terminal PAS fold and the C-terminal PAC fold. We experimentally validated this novel structural design using residue-level cross-linking assays and showed that the PAS-C domain assembly is nutrient-responsive. Furthermore, by combining structural phylogeny approaches with residue-level cross-linking, we revealed that the PAS-C domain assembly links nutrient sensing with quaternary structure reorganization in PASK, stabilizing the kinase catalytic core of PASK. Thus, PAS-C domain assembly likely integrates environmental signals, thereby relaying sensory information for catalytic control of the PASK kinase domain. In conclusion, we theorize that during their horizontal transfer from bacteria to multicellular organisms, PAS domains gained the capacity to integrate environmental signals through dynamic modulation of PAS and PAC motif interaction, adding a new regulatory layer suited for multicellular systems. We propose that metazoan PAS domains are likely to be more dynamic in integrating sensory information than previously considered, and their structural assembly could be targeted by regulatory signals and exploited to develop therapeutic strategies.

biochemistry↗

Signal-regulated unmasking of the nuclear localization motif in the PAS domain regulates the nuclear translocation of PASK.

The ligand-regulated PAS domains are one of the most diverse signal-integrating domains found in proteins from prokaryotes to humans. By biochemically connecting cellular processes with their environment, PAS domains facilitate an appropriate cellular response. PAS domain-containing Kinase (PASK) is an evolutionarily conserved protein kinase that plays important signaling roles in mammalian stem cells to establish stem cell fate. We have shown that the nuclear translocation of PASK is stimulated by differentiation signaling cues in muscle stem cells. However, the mechanistic basis of the regulation of PASK nucleo-cytoplasmic translocation remains unknown. Here, we show that the PAS-A domain of PASK contains a putative monopartite nuclear localization sequence (NLS) motif. This NLS is inhibited in cells via intramolecular association with a short linear motif, termed the PAS Interacting Motif (PIM), found upstream of the kinase domain. The interaction between the PAS-A domain and PIM is evolutionarily conserved and serves to retain PASK in the cytosol in the absence of signaling cues. Consistent with that, we show that metabolic inputs induce PASK nuclear import, likely by disrupting the PAS-A: PIM association. We suggest that a route for such linkage may occur through the PAS-A ligand binding cavity. We show that PIM recruitment and artificial ligand binding to the PAS-A domain occur at neighboring locations that could facilitate metabolic control of the PAS-PIM interaction. Thus, the PAS-A domain of PASK integrates metabolic signaling cues for nuclear translocation and could be targeted to control the balance between self-renewal and differentiation in stem cells.

biochemistry↗