Uncovering hidden protein modifications with native top-down mass spectrometry

  • Abstract
  • Literature Map
  • References
  • Similar Papers
Abstract
Translate article icon Translate Article Star icon
Take notes icon Take Notes

Protein modifications drive dynamic cellular processes by modulating biomolecular interactions, yet capturing these modifications within their native structural context remains a significant challenge. Native top-down mass spectrometry promises to preserve the critical link between modifications and interactions. However, current methods often fail to detect uncharacterized or low-abundance modifications, limiting insights into proteoform diversity. To address this gap, we introduce precise and accurate Identification Of Native proteoforms (precisION), an interactive end-to-end software package that leverages a robust, data-driven fragment-level open search to detect, localize and quantify ‘hidden’ modifications within intact protein complexes. Applying precisION to four therapeutically relevant targets—PDE6, ACE2, osteopontin (SPP1) and a GABA transporter (GAT1)—we discover undocumented phosphorylation, glycosylation and lipidation, and resolve previously uninterpretable density in an electron cryo-microscopy map of GAT1. As an open-source software package, precisION offers an intuitive means for interpreting complex protein fragmentation data. This tool will empower the community to unlock the potential of native top-down mass spectrometry, advancing integrative structural biology, molecular pathology and drug development.

ReferencesShowing 10 of 108 papers
  • Open Access Icon
  • PDF Download Icon
  • Cite Count Icon 10
  • 10.1038/s41467-024-47693-8
Exposing the molecular heterogeneity of glycosylated biotherapeutics.
  • Apr 16, 2024
  • Nature communications
  • Luis F Schachner + 19 more

  • Open Access Icon
  • Cite Count Icon 18
  • 10.1021/acs.analchem.0c04335
Mass Analysis of Macro-molecular Analytes via Multiply-Charged Ion Attachment.
  • Dec 4, 2020
  • Analytical Chemistry
  • Abdirahman M Abdillahi + 2 more

  • Open Access Icon
  • Cite Count Icon 104
  • 10.1126/science.aaz5284
The Blood Proteoform Atlas: A reference map of proteoforms in human hematopoietic cells.
  • Jan 28, 2022
  • Science
  • Rafael D Melani + 25 more

  • Cite Count Icon 68
  • 10.1038/s41580-024-00700-8
Mechanisms and functions of protein S-acylation.
  • Feb 14, 2024
  • Nature reviews. Molecular cell biology
  • Francisco S Mesquita + 5 more

  • Open Access Icon
  • Cite Count Icon 56
  • 10.1021/jacs.1c00353
Heterogeneity of Glycan Processing on Trimeric SARS-CoV-2 Spike Protein Revealed by Charge Detection Mass Spectrometry.
  • Mar 3, 2021
  • Journal of the American Chemical Society
  • Lohra M Miller + 8 more

  • Open Access Icon
  • PDF Download Icon
  • Cite Count Icon 427
  • 10.1126/science.adl2528
Generalized biomolecular modeling and design with RoseTTAFold All-Atom.
  • Mar 7, 2024
  • Science (New York, N.Y.)
  • Rohith Krishna + 21 more

  • Cite Count Icon 836
  • 10.1021/ja9542193
Influence of Peptide Composition, Gas-Phase Basicity, and Chemical Modification on Fragmentation Efficiency: Evidence for the Mobile Proton Model
  • Jan 1, 1996
  • Journal of the American Chemical Society
  • Ashok R Dongré + 3 more

  • Open Access Icon
  • Cite Count Icon 15
  • 10.1021/acs.analchem.0c00903
EnvCNN: A Convolutional Neural Network Model for Evaluating Isotopic Envelopes in Top-Down Mass-Spectral Deconvolution.
  • May 1, 2020
  • Analytical chemistry
  • Abdul Rehman Basharat + 2 more

  • Cite Count Icon 976
  • 10.1002/1096-9888(200012)35:12<1399::aid-jms86>3.0.co;2-r
Mobile and localized protons: a framework for understanding peptide dissociation
  • Dec 1, 2000
  • Journal of Mass Spectrometry
  • Vicki H Wysocki + 3 more

  • Open Access Icon
  • Cite Count Icon 25
  • 10.1021/jasms.0c00035
Enhancing Top-Down Proteomics Data Analysis by Combining Deconvolution Results through a Machine Learning Strategy.
  • Mar 30, 2020
  • Journal of the American Society for Mass Spectrometry
  • Sean J Mcilwain + 7 more

Similar Papers
  • Research Article
  • Cite Count Icon 55
  • 10.1007/s13361-017-1635-x
Defining Gas-Phase Fragmentation Propensities of Intact Proteins During Native Top-Down Mass Spectrometry.
  • Apr 3, 2017
  • Journal of the American Society for Mass Spectrometry
  • Nicole A Haverland + 8 more

Defining Gas-Phase Fragmentation Propensities of Intact Proteins During Native Top-Down Mass Spectrometry.

  • Research Article
  • Cite Count Icon 110
  • 10.1002/pro.2661
The emerging role of native mass spectrometry in characterizing the structure and dynamics of macromolecular complexes.
  • Mar 31, 2015
  • Protein Science
  • Elisabetta Boeri Erba + 1 more

Mass spectrometry (MS) is a powerful tool for determining the mass of biomolecules with high accuracy and sensitivity. MS performed under so-called "native conditions" (native MS) can be used to determine the mass of biomolecules that associate noncovalently. Here we review the application of native MS to the study of protein-ligand interactions and its emerging role in elucidating the structure of macromolecular assemblies, including soluble and membrane protein complexes. Moreover, we discuss strategies aimed at determining the stoichiometry and topology of subunits by inducing partial dissociation of the holo-complex. We also survey recent developments in "native top-down MS", an approach based on Fourier Transform MS, whereby covalent bonds are broken without disrupting non-covalent interactions. Given recent progress, native MS is anticipated to play an increasingly important role for researchers interested in the structure of macromolecular complexes.

  • Research Article
  • Cite Count Icon 46
  • 10.1016/j.jprot.2020.103799
Exploring the structure and dynamics of macromolecular complexes by native mass spectrometry
  • Apr 29, 2020
  • Journal of Proteomics
  • Elisabetta Boeri Erba + 2 more

Exploring the structure and dynamics of macromolecular complexes by native mass spectrometry

  • Research Article
  • Cite Count Icon 35
  • 10.1039/c9sc01857c
Expanding the mass range for UVPD-based native top-down mass spectrometry††Electronic supplementary information (ESI) available: Csy primers, acquisition parameters, UV absorption quantities, effect of pulse energy and HCD on BPE, table of BPE product ions, BPE high resolution UVPD, native top-down UVPD of BPE, native top-down of Csy complex, effect of pulse energy and HCD on wt-AaLS, wt-AaLS high resolution UVPD,
  • Jul 1, 2019
  • Chemical Science
  • Jean-François Greisch + 8 more

Native top-down mass spectrometry is emerging as a methodology that can be used to structurally investigate protein assemblies. To extend the possibilities of native top-down mass spectrometry to larger and more heterogeneous biomolecular assemblies, advances in both the mass analyzer and applied fragmentation techniques are still essential. Here, we explore ultraviolet photodissociation (UVPD) of protein assemblies on an Orbitrap with extended mass range, expanding its usage to large and heterogeneous macromolecular complexes, reaching masses above 1 million Da. We demonstrate that UVPD can lead not only to the ejection of intact subunits directly from such large intact complexes, but also to backbone fragmentation of these subunits, providing enough sequence information for subunit identification. The Orbitrap mass analyzer enables simultaneous monitoring of the precursor, the subunits, and the subunit fragments formed upon UVPD activation. While only partial sequence coverage of the subunits is observed, the UVPD data yields information about the localization of chromophores covalently attached to the subunits of the light harvesting complex B-phycoerythrin, extensive backbone fragmentation in a subunit of a CRISPR-Cas Csy (type I-F Cascade) complex, and sequence modifications in a virus-like proteinaceous nano-container. Through these multiple applications we demonstrate for the first time that UVPD based native top-down mass spectrometry is feasible for large and heterogeneous particles, including ribonucleoprotein complexes and MDa virus-like particles.

  • Research Article
  • Cite Count Icon 21
  • 10.1021/acs.accounts.2c00216
Native Mass Spectrometry at the Convergence of Structural Biology and Compositional Proteomics.
  • Jun 24, 2022
  • Accounts of Chemical Research
  • Kevin Jooß + 2 more

Biology is driven by a vast set of molecular interactions that evolved over billions of years. Just as covalent modifications like acetylations and phosphorylations can change a protein's function, so too can noncovalent interactions with metals, small molecules, and other proteins. However, much of the language of protein-level biology is left either undiscovered or inferred, as traditional methods used in the field of proteomics use conditions that dissociate noncovalent interactions and denature proteins.Just in the past few years, mass spectrometry (MS) has evolved the capacity to preserve and subsequently characterize the complete composition of endogenous protein complexes. Using this "native" type of mass spectrometry, a complex can be activated to liberate some or all of its subunits, typically via collisions with neutral gas or solid surfaces and isolated before further characterization ("Native Top-Down MS," or nTDMS). The subunit mass, the parent ion mass, and the fragment ions of the activated subunits can be used to piece together the precise molecular composition of the parent complex. When performed en masse in discovery mode (i.e., "native proteomics"), the interactions of life─including protein modifications─will eventually be clarified and linked to dysfunction in human disease states.In this Account, we describe the current and future components of the native MS toolkit, covering the challenges the field faces to characterize ever larger bioassemblies. Each of the three pillars of native proteomics are addressed: (i) separations, (ii) top-down mass spectrometry, and (iii) integration with structural biology. Complexes such as endogenous nucleosomes can be targeted now using nTDMS, whereas virus particles, exosomes, and high-density lipoprotein particles will be tackled in the coming few years. The future work to adequately address the size and complexity of mega- to gigadalton complexes will include native separations, single ion mass spectrometry, and new data types. The use of nTDMS in discovery mode will incorporate native-compatible separation techniques to maximize the number of proteoforms in complexes identified. With a new wave of innovations, both targeted and discovery mode nTDMS will expand to include extremely scarce and exceedingly heterogeneous bioassemblies. Understanding the proteinaceous interactions of life and how they go wrong (e.g., misfolding, forming complexes in dysfunctional stoichiometries and configurations) will not only inform the development of life-restoring therapeutics but also deepen our understanding of life at the molecular level.

  • Research Article
  • Cite Count Icon 33
  • 10.1021/jacs.2c06726
Native Top-Down Mass Spectrometry with Collisionally Activated Dissociation Yields Higher-Order Structure Information for Protein Complexes.
  • Nov 28, 2022
  • Journal of the American Chemical Society
  • Carter Lantz + 8 more

Native mass spectrometry (MS) of proteins and protein assemblies reveals size and binding stoichiometry, but elucidating structures to understand their function is more challenging. Native top-down MS (nTDMS), i.e., fragmentation of the gas-phase protein, is conventionally used to derive sequence information, locate post-translational modifications (PTMs), and pinpoint ligand binding sites. nTDMS also endeavors to dissociate covalent bonds in a conformation-sensitive manner, such that information about higher-order structure can be inferred from the fragmentation pattern. However, the activation/dissociation method used can greatly affect the resulting information on protein higher-order structure. Methods such as electron capture/transfer dissociation (ECD and ETD, or ExD) and ultraviolet photodissociation (UVPD) can produce product ions that are sensitive to structural features of protein complexes. For multi-subunit complexes, a long-held belief is that collisionally activated dissociation (CAD) induces unfolding and release of a subunit, and thus is not useful for higher-order structure characterization. Here we show not only that sequence information can be obtained directly from CAD of native protein complexes but that the fragmentation pattern can deliver higher-order structural information about their gas- and solution-phase structures. Moreover, CAD-generated internal fragments (i.e., fragments containing neither N-/C-termini) reveal structural aspects of protein complexes.

  • Research Article
  • Cite Count Icon 54
  • 10.1007/s13361-019-02283-7
Metal Ion Binding to the Amyloid \u03b2 Monomer Studied by Native Top-Down FTICR Mass Spectrometry
  • Jan 1, 2019
  • Journal of the American Society for Mass Spectrometry
  • Frederik Lermyte + 9 more

Native top-down mass spectrometry is a fast, robust biophysical technique that can provide molecular-scale information on the interaction between proteins or peptides and ligands, including metal cations. Here we have analyzed complexes of the full-length amyloid β (1-42) monomer with a range of (patho)physiologically relevant metal cations using native Fourier transform ion cyclotron resonance mass spectrometry and three different fragmentation methods—collision-induced dissociation, electron capture dissociation, and infrared multiphoton dissociation—all yielding consistent results. Amyloid β is of particular interest as its oligomerization and aggregation are major events in the etiology of Alzheimer’s disease, and it is known that interactions between the peptide and bioavailable metal cations have the potential to significantly damage neurons. Those metals which exhibited the strongest binding to the peptide (Cu2+, Co2+, Ni2+) all shared a very similar binding region containing two of the histidine residues near the N-terminus (His6, His13). Notably, Fe3+ bound to the peptide only when stabilized toward hydrolysis, aggregation, and precipitation by a chelating ligand, binding in the region between Ser8 and Gly25. We also identified two additional binding regions near the flexible, hydrophobic C-terminus, where other metals (Mg2+, Ca2+, Mn2+, Na+, and K+) bound more weakly—one centered on Leu34, and one on Gly38. Unexpectedly, collisional activation of the complex formed between the peptide and [CoIII(NH3)6]3+ induced gas-phase reduction of the metal to CoII, allowing the peptide to fragment via radical-based dissociation pathways. This work demonstrates how native mass spectrometry can provide new insights into the interactions between amyloid β and metal cations.

  • Research Article
  • Cite Count Icon 41
  • 10.1002/mas.21793
Native top-down mass spectrometry for higher-order structural characterization of proteins and complexes.
  • Jun 27, 2022
  • Mass Spectrometry Reviews
  • Ruijie Liu + 2 more

Progress in structural biology research has led to a high demand for powerful and yet complementary analytical tools for structural characterization of proteins and protein complexes. This demand has significantly increased interest in native mass spectrometry (nMS), particularly native top-down mass spectrometry (nTDMS) in the past decade. This review highlights recent advances in nTDMS for structural research of biological assemblies, with a particular focus on the extra multi-layers of information enabled by TDMS. We include a short introduction of sample preparation and ionization to nMS, tandem fragmentation techniques as well as mass analyzers and software/analysis pipelines used for nTDMS. We highlight unique structural information offered by nTDMS and examples of its broad range of applications in proteins, protein-ligand interactions (metal, cofactor/drug, DNA/RNA, and protein), therapeutic antibodies and antigen-antibody complexes, membrane proteins, macromolecular machineries (ribosome, nucleosome, proteosome, and viruses), to endogenous protein complexes. The challenges, potential, along with perspectives of nTDMS methods for the analysis of proteins and protein assemblies in recombinant and biological samples are discussed.

  • Research Article
  • Cite Count Icon 7
  • 10.1515/cclm-2020-1072
Development of novel methods for non-canonical myeloma protein analysis with an innovative adaptation of immunofixation electrophoresis, native top-down mass spectrometry, and middle-down de novo sequencing.
  • Oct 20, 2020
  • Clinical Chemistry and Laboratory Medicine (CCLM)
  • W Ian Deighan + 14 more

Multiple myeloma (MM) is a malignant plasma cell neoplasm, requiring the integration of clinical examination, laboratory and radiological investigations for diagnosis. Detection and isotypic identification of the monoclonal protein(s) and measurement of other relevant biomarkers in serum and urine are pivotal analyses. However, occasionally this approach fails to characterize complex protein signatures. Here we describe the development and application of next generation mass spectrometry (MS) techniques, and a novel adaptation of immunofixation, to interrogate non-canonical monoclonal immunoproteins. Immunoprecipitation immunofixation (IP-IFE) was performed on a Sebia Hydrasys Scan2. Middle-down de novo sequencing and native MS were performed with multiple instruments (21T FT-ICR, Q Exactive HF, Orbitrap Fusion Lumos, and Orbitrap Eclipse). Post-acquisition data analysis was performed using Xcalibur Qual Browser, ProSight Lite, and TDValidator. We adapted a novel variation of immunofixation electrophoresis (IFE) with an antibody-specific immunosubtraction step, providing insight into the clonal signature of gamma-zone monoclonal immunoglobulin (M-protein) species. We developed and applied advanced mass spectrometric techniques such as middle-down de novo sequencing to attain in-depth characterization of the primary sequence of an M-protein. Quaternary structures of M-proteins were elucidated by native MS, revealing a previously unprecedented non-covalently associated hetero-tetrameric immunoglobulin. Next generation proteomic solutions offer great potential for characterizing complex protein structures and may eventually replace current electrophoretic approaches for the identification and quantification of M-proteins. They can also contribute to greater understanding of MM pathogenesis, enabling classification of patients into new subtypes, improved risk stratification and the potential to inform decisions on future personalized treatment modalities.

  • Research Article
  • Cite Count Icon 41
  • 10.1021/jacs.7b13003
β-Glucocerebrosidase Modulators Promote Dimerization of β-Glucocerebrosidase and Reveal an Allosteric Binding Site.
  • Apr 20, 2018
  • Journal of the American Chemical Society
  • Jianbin Zheng + 14 more

β-Glucocerebrosidase (GCase) mutations cause Gaucher's disease and are a high risk factor in Parkinson's disease. The implementation of a small molecule modulator is a strategy to restore proper folding and lysosome delivery of degradation-prone mutant GCase. Here, we present a potent quinazoline modulator, JZ-4109, which stabilizes wild-type and N370S mutant GCase and increases GCase abundance in patient-derived fibroblast cells. We then developed a covalent modification strategy using a lysine targeted inactivator (JZ-5029) for in vitro mechanistic studies. By using native top-down mass spectrometry, we located two potentially covalently modified lysines. We obtained the first crystal structure, at 2.2 Å resolution, of a GCase with a noniminosugar modulator covalently bound, and were able to identify the exact lysine residue modified (Lys346) and reveal an allosteric binding site. GCase dimerization was induced by our modulator binding, which was observed by native mass spectrometry, its crystal structure, and size exclusion chromatography with a multiangle light scattering detector. Finally, the dimer form was confirmed by negative staining transmission electron microscopy studies. Our newly discovered allosteric site and observed GCase dimerization provide a new mechanistic insight into GCase and its noniminosugar modulators and facilitate the rational design of novel GCase modulators for Gaucher's disease and Parkinson's disease.

  • Research Article
  • Cite Count Icon 4
  • 10.1021/jasms.3c00281
Characterization of Molecular Tweezer Binding on α-Synuclein with Native Top-Down Mass Spectrometry and Ion Mobility-Mass Spectrometry Reveals a Mechanism for Aggregation Inhibition.
  • Nov 7, 2023
  • Journal of the American Society for Mass Spectrometry
  • Carter Lantz + 10 more

Characterization of Molecular Tweezer Binding on α-Synuclein with Native Top-Down Mass Spectrometry and Ion Mobility-Mass Spectrometry Reveals a Mechanism for Aggregation Inhibition.

  • Research Article
  • Cite Count Icon 13
  • 10.1021/acs.analchem.3c02788
Infrared Photoactivation Enables Improved Native Top-Down Mass Spectrometry of Transmembrane Proteins.
  • Aug 23, 2023
  • Analytical Chemistry
  • Brock R Juliano + 2 more

Membrane proteins are often challenging targets for native top-down mass spectrometry experimentation. The requisite use of membrane mimetics to solubilize such proteins necessitates the application of supplementary activation methods to liberate protein ions prior to sequencing, which typically limits the sequence coverage achieved. Recently, infrared photoactivation has emerged as an alternative to collisional activation for the liberation of membrane proteins from surfactant micelles. However, much remains unknown regarding the mechanism by which IR activation liberates membrane protein ions from such micelles, the extent to which such methods can improve membrane protein sequence coverage, and the degree to which such approaches can be extended to support native proteomics. Here, we describe experiments designed to evaluate and probe infrared photoactivation for membrane protein sequencing, proteoform identification, and native proteomics applications. Our data reveal that infrared photoactivation can dissociate micelles composed of a variety of detergent classes, without the need for a strong IR chromophore by leveraging the relatively weak association energies of such detergent clusters in the gas phase. Additionally, our data illustrate how IR photoactivation can be extended to include membrane mimetics beyond micelles and liberate proteins from nanodiscs, liposomes, and bicelles. Finally, our data quantify the improvements in membrane protein sequence coverage produced through the use of IR photoactivation, which typically leads to membrane protein sequence coverage values ranging from 40 to 60%.

  • Research Article
  • 10.1021/jasms.4c00439
Native Top-Down Mass Spectrometry Characterization of Model Integral Membrane Protein Bacteriorhodopsin.
  • Apr 15, 2025
  • Journal of the American Society for Mass Spectrometry
  • Jessie Le + 1 more

Native Top-Down Mass Spectrometry Characterization of Model Integral Membrane Protein Bacteriorhodopsin.

  • Research Article
  • Cite Count Icon 9
  • 10.1021/acs.analchem.2c00077
Microfluidic Platform for Time-Resolved Characterization of Protein Higher-Order Structures and Dynamics Using Top-Down Mass Spectrometry.
  • May 18, 2022
  • Analytical Chemistry
  • Wen Li + 9 more

Characterization of protein higher-order structures and dynamics is essential for understanding the biological functions of proteins and revealing the underlying mechanisms. Top-down mass spectrometry (MS) accesses structural information at both the intact protein level and the peptide fragment level. Native top-down MS allows analysis of a protein complex's architecture and subunits' identity and modifications. Top-down hydrogen/deuterium exchange (HDX) MS offers high spatial resolution for conformational or binding interface analysis and enables conformer-specific characterization. A microfluidic chip can provide superior performance for front-end reactions useful for these MS workflows, such as flexibility in manipulating multiple reactant flows, integrating various functional modules, and automation. However, most microchip-MS devices are designed for bottom-up approaches or top-down proteomics. Here, we demonstrate a strategy for designing a microchip for top-down MS analysis of protein higher-order structures and dynamics. It is suitable for time-resolved native MS and HDX MS, with designs aiming for efficient ionization of intact protein complexes, flexible manipulation of multiple reactant flows, and precise control of reaction times over a broad range of flow rates on the submicroliter per minute scale. The performance of the prototype device is demonstrated by measurements of systems including monoclonal antibodies, antibody-antigen complexes, and coexisting protein conformers. This strategy may benefit elaborate structural analysis of biomacromolecules and inspire method development using the microchip-MS approach.

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 88
  • 10.1038/s41467-019-10590-6
Native top-down mass spectrometry provides insights into the copper centers of membrane-bound methane monooxygenase
  • Jun 17, 2019
  • Nature Communications
  • Soo Y Ro + 10 more

Aerobic methane oxidation is catalyzed by particulate methane monooxygenase (pMMO), a copper-dependent, membrane metalloenzyme composed of subunits PmoA, PmoB, and PmoC. Characterization of the copper active site has been limited by challenges in spectroscopic analysis stemming from the presence of multiple copper binding sites, effects of detergent solubilization on activity and crystal structures, and the lack of a heterologous expression system. Here we utilize nanodiscs coupled with native top-down mass spectrometry (nTDMS) to determine the copper stoichiometry in each pMMO subunit and to detect post-translational modifications (PTMs). These results indicate the presence of a mononuclear copper center in both PmoB and PmoC. pMMO-nanodisc complexes with a higher stoichiometry of copper-bound PmoC exhibit increased activity, suggesting that the PmoC copper site plays a role in methane oxidation activity. These results provide key insights into the pMMO copper centers and demonstrate the ability of nTDMS to characterize complex membrane-bound metalloenzymes.

More from: Nature Methods
  • New
  • Research Article
  • 10.1038/s41592-025-02920-y
Imaging the genome in motion.
  • Nov 7, 2025
  • Nature methods
  • Lei Tang

  • New
  • Research Article
  • 10.1038/s41592-025-02832-x
Monod: model-based discovery and integration through fitting stochastic transcriptional dynamics to single-cell sequencing data.
  • Nov 7, 2025
  • Nature methods
  • Gennady Gorin + 4 more

  • New
  • Research Article
  • 10.1038/s41592-025-02922-w
Scaling up sequence searching.
  • Nov 7, 2025
  • Nature methods
  • Lin Tang

  • New
  • News Article
  • 10.1038/s41592-025-02885-y
Poison frogs.
  • Nov 7, 2025
  • Nature methods
  • Billie C Goolsby + 3 more

  • New
  • Research Article
  • 10.1038/s41592-025-02921-x
Genome-wide bacterial genetic interaction mining by dual Tn-seq.
  • Nov 7, 2025
  • Nature methods
  • Aparna Anantharaman

  • New
  • Research Article
  • 10.1038/s41592-025-02861-6
nELISA: a high-throughput, high-plex platform enables quantitative profiling of the inflammatory secretome.
  • Nov 7, 2025
  • Nature methods
  • Milad Dagher + 31 more

  • New
  • Research Article
  • 10.1038/s41592-025-02898-7
What witnessing neurosurgery taught me about modeling the brain.
  • Nov 6, 2025
  • Nature methods
  • Sara Larivière + 1 more

  • New
  • Research Article
  • 10.1038/s41592-025-02877-y
Squidiff: predicting cellular development and responses to perturbations using a diffusion model.
  • Nov 3, 2025
  • Nature methods
  • Siyu He + 13 more

  • New
  • Research Article
  • 10.1038/s41592-025-02878-x
Predicting cellular responses with conditional diffusion models.
  • Nov 3, 2025
  • Nature methods

  • New
  • Research Article
  • 10.1038/s41592-025-02860-7
A portable poison exon for small-molecule control of mammalian gene expression.
  • Nov 3, 2025
  • Nature methods
  • Qian Hou + 5 more

Save Icon
Up Arrow
Open/Close
  • Ask R Discovery Star icon
  • Chat PDF Star icon

AI summaries and top papers from 250M+ research sources.

Search IconWhat is the difference between bacteria and viruses?
Open In New Tab Icon
Search IconWhat is the function of the immune system?
Open In New Tab Icon
Search IconCan diabetes be passed down from one generation to the next?
Open In New Tab Icon