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  • Founded by Jim and Marilyn Simons, we’re a private philanthropy advancing mathematics and basic science.

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Bringing people and ideas together to fund, conduct, and share transformative science.

Our grants advance knowledge and strengthen connections between science and society.

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We convene scientists, mathematicians, and thinkers to share ideas and explore new questions.

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Founded by Jim and Marilyn Simons, we’re a private philanthropy advancing mathematics and basic science.

Work with us on the frontier of basic science research.

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The Flatiron Institute is a research center that uses computational science to advance fields like physics, biology, and astronomy.

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Featured

Dissecting mechanisms of hyperarousal in autism and related disorders using the Simons Sleep Project

Funded Work

Gravity Follows Newton’s and Einstein’s Rules, Even at Cosmic Scales

April 15, 2026

Scientists Capture Superconductivity’s ‘Dancing Pairs’ for First Time, Filling Gap in Decades-Old Theory

April 15, 2026

How SURFiN Fellowships Jump-Started These 3 Neuroscience Students’ STEM Careers

March 18, 2026

Topology and Complexity

November 19, 2014

Results

  1. Large protein databases reveal structural complementarity and functional locality

    Publication
    Recent breakthroughs in protein structure prediction have led to a surge in high-quality 3D models, highlighting the need for efficient computational solutions. In our work, we examine …
  2. The open-source Masala software suite: Facilitating rapid methods development for synthetic heteropolymer design

    Publication
    Although canonical protein design has benefited from machine learning methods trained on databases of protein sequences and structures, synthetic heteropolymer design still relies heavily on physics-based methods …
  3. CyclicCAE: A Conformational Autoencoder for Efficient Heterochiral Macrocyclic Backbone Sampling

    Publication
    Macrocycles are a promising therapeutic class. The incorporation of heterochiral and non-natural chemical building-blocks presents challenges for rational design, however. With no existing machine learning methods …
  4. A robust and versatile computational peptide design pipeline to inform wet-lab experiments

    Publication
    Since Merrifield’s development of solid-phase peptide synthesis, we have seen explosive growth in the number of synthetic building-blocks that can be incorporated into peptides. This …
  5. Collagen-targeted protein nanomicelles for the imaging of non-alcoholic steatohepatitis

    Publication
    In vivo molecular imaging tools hold immense potential to drive transformative breakthroughs by enabling researchers to visualize cellular and molecular interactions in real-time and/or at high …
  6. Supercharged Phosphotriesterase for improved Paraoxon activity

    Publication
    Phosphotriesterases (PTEs) represent a class of enzymes capable of efficient neutralization of organophosphates (OPs), a dangerous class of neurotoxic chemicals. PTEs suffer from low catalytic activity, particularly at …
  7. Design of Coiled-Coil Protein Nanostructures for Therapeutics and Drug Delivery

    Publication
    Coiled-coil protein motifs have become widely employed in the design of biomaterials. Some of these designs have been studied for use in drug delivery due to the …
  8. Supercharged coiled-coil protein with N-terminal decahistidine tag boosts siRNA complexation and delivery efficiency of a lipoproteoplex

    Publication
    Short interfering RNA (siRNA) therapeutics have soared in popularity due to their highly selective and potent targeting of faulty genes, providing a non-palliative approach to address diseases …
  9. Computational Design of Phosphotriesterase Improves V-Agent Degradation Efficiency

    Publication
    Organophosphates (OPs) are a class of neurotoxic acetylcholinesterase inhibitors including widely used pesticides as well as nerve agents such as VX and VR. Current treatment of these toxins …
  10. Protein-Engineered Fibers For Drug Encapsulation Traceable via 19F Magnetic Resonance

    Publication
    Theranostic materials research is experiencing rapid growth driven by the interest in integrating both therapeutic and diagnostic modalities. These materials offer the unique capability to not only provide …
  11. Scaffold Matcher: A CMA-ES based algorithm for identifying hotspot aligned peptidomimetic scaffolds

    Publication
    The design of protein interaction inhibitors is a promising approach to address aberrant protein interactions that cause disease. One strategy in designing inhibitors is to use peptidomimetic scaffolds …
  12. Sequence-structure-function relationships in the microbial protein universe

    Publication
    For the past half-century, structural biologists relied on the notion that similar protein sequences give rise to similar structures and functions. While this assumption has driven research …
  13. Fluorescent azobenzene-confined coiled-coil mesofibers

    Publication
    Fluorescent protein biomaterials have important applications such as bioimaging in pharmacological studies. Self-assembly of proteins, especially into fibrils, is known to produce fluorescence in the blue band …
  14. Evaluating the Conformations and Dynamics of Peptoid Macrocycles

    Publication
    Peptoid macrocycles are versatile and chemically diverse peptidomimetic oligomers. However, the conformations and dynamics of these macrocycles have not been evaluated comprehensively and require extensive further investigation. Recent …
  15. Engineered protein–iron oxide hybrid biomaterial for MRI-traceable drug encapsulation

    Publication
    Labeled protein-based biomaterials have become popular for various biomedical applications such as tissue-engineered, therapeutic, and diagnostic scaffolds. Labeling of protein biomaterials, including with ultrasmall superparamagnetic iron …
  16. Computationally designed peptide macrocycle inhibitors of New Delhi metallo-β-lactamase 1

    Publication
    The rise of antibiotic resistance calls for new therapeutics targeting resistance factors such as the New Delhi metallo-β-lactamase 1 (NDM-1), a bacterial enzyme that degrades …
  17. Structure-Based Protein Function Prediction using Graph Convolutional Networks

    Publication
    The large number of available sequences and the diversity of protein functions challenge current experimental and computational approaches to determining and predicting protein function. We present a deep …
  18. Better together: Elements of successful scientific software development in a distributed collaborative community

    Publication
    Many scientific disciplines rely on computational methods for data analysis, model generation, and prediction. Implementing these methods is often accomplished by researchers with domain expertise but without formal …
  19. Designing Peptides on a Quantum Computer

    Publication
    Although a wide variety of quantum computers are currently being developed, actual computational results have been largely restricted to contrived, artificial tasks. Finding ways to apply quantum computers …
  20. Impact of phenylalanines outside the dimer interface on phosphotriesterase stability and function

    Publication
    We explore the significance of phenylalanine outside of the phosphotriesterase (PTE) dimer interface through mutagenesis studies and computational modeling. Previous studies have demonstrated that the residue-specific incorporation …
  21. Efficient Dual siRNA and Drug Delivery Using Engineered Lipoproteoplexes

    Publication
    An engineered supercharged coiled-coil protein (CSP) and the cationic transfection reagent Lipofectamine 2000 are combined to form a lipoproteoplex for the purpose of dual delivery of siRNA …
  22. The Rosetta All-Atom Energy Function for Macromolecular Modeling and Design

    Publication
    Over the past decade, the Rosetta biomolecular modeling suite has informed diverse biological questions and engineering challenges ranging from interpretation of low-resolution structural data to design of …
  23. Phosphotriesterase enzymes, methods and compositions related thereto

    Publication
    The instant invention provides methods and related compositions for identifying polypeptides with improved stability and/or enzymatic activity in comparison to native forms, wherein the identified polypeptides comprise …
  24. An Adaptive Geometric Search Algorithm for Macromolecular Scaffold Selection

    Publication
    A wide variety of protein and peptidomimetic design tasks require matching functional three-dimensional motifs to potential oligomeric scaffolds. Enzyme design, for example, aims to graft active-site …
  25. Rotamer libraries for the high-resolution design of beta-amino acid foldamers

    Publication
    β-amino acids offer attractive opportunities to develop biologically active peptidomimetics, either employed alone or in conjunction with natural α-amino acids. Owing to their potential for unique …
  26. Conformational preferences of peptide–peptoid hybrid oligomers

    Publication
    Peptomers are oligomeric molecules composed of both α-amino acids and N-substituted glycine monomers, thus creating a hybrid of peptide and peptoid units. Peptomers have been used …
  27. Improved Stability and Half-Life of Fluorinated Phosphotriesterase Using Rosetta

    Publication
    Recently we demonstrated that incorporating p-fluorophenylalanine (pFF) into phosphotriesterase dramatically improved folding, thereby leading to enhanced stability and function at elevated temperatures. To further improve the stability …
  28. Engineered coiled-coil protein microfibers

    Publication
    The fabrication of de novo proteins able to self-assemble on the nano- to meso-length scales is critical in the development of protein-based biomaterials in nanotechnology …
  29. A Rotamer Library to Enable Modeling and Design of Peptoid Foldamers

    Publication
    Peptoids are a family of synthetic oligomers composed of N-substituted glycine units. Along with other “foldamer” systems, peptoid oligomer sequences can be predictably designed to form a …

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