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

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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

Results

  1. CROTON: an automated and variant-aware deep learning framework for predicting CRISPR/Cas9 editing outcomes

    Publication
    CRISPR/Cas9 is a revolutionary gene-editing technology that has been widely utilized in biology, biotechnology and medicine. CRISPR/Cas9 editing outcomes depend on local DNA sequences at …
  2. Single nucleus multi-omics regulatory atlas of the murine pituitary

    Publication
    To provide a multi-omics resource and investigate transcriptional regulatory mechanisms, we profile the transcriptome, chromatin accessibility, and methylation status of over 70,000 single nuclei (sn) from …
  3. SynNotch-CAR T cells overcome challenges of specificity, heterogeneity, and persistence in treating glioblastoma

    Publication
    Two major hurdles in chimeric antigen receptor (CAR) T cell therapy for solid tumors are ensuring specificity to tumor cells without affecting healthy cells and avoiding tumor escape …
  4. Tissue-specific enhancer functional networks for associating distal regulatory regions to disease

    Publication
    Systematic study of tissue-specific function of enhancers and their disease associations is a major challenge. We present an integrative machine-learning framework, FENRIR, that integrates thousands of …
  5. Modeling transcriptional regulation of model species with deep learning

    Publication
    To enable large-scale analyses of regulatory logic in model species, we developed DeepArk, a set of deep learning models of the cis-regulatory codes of four widely …
  6. An automated framework for efficiently designing deep convolutional neural networks in genomics

    Publication
    Convolutional neural networks (CNNs) have become a standard for analysis of biological sequences. Tuning of network architectures is essential for a CNN’s performance, yet it requires substantial …
  7. AMBIENT: Accelerated Convolutional Neural Network Architecture Search for Regulatory Genomics

    Publication
    Convolutional neural networks (CNN) have become a standard approach for modeling genomic sequences. CNNs can be effectively built by Neural Architecture Search (NAS) by trading computing power for …
  8. mRNA-1273 efficacy in a severe COVID-19 model: attenuated activation of pulmonary immune cells after challenge

    Publication
    The mRNA-1273 vaccine was recently determined to be effective against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) from interim Phase 3 results. Human studies, however …
  9. Genome-wide landscape of RNA-binding protein target site dysregulation reveals a major impact on psychiatric disorder risk

    Publication
    Despite the strong genetic basis of psychiatric disorders, the underlying molecular mechanisms are largely unmapped. RNA-binding proteins (RBPs) are responsible for most post-transcriptional regulation, from splicing …
  10. A Multimodal and Integrated Approach to Interrogate Human Kidney Biopsies with Rigor and Reproducibility: Guidelines from the Kidney Precision Medicine Project

    Publication
    Comprehensive and spatially mapped molecular atlases of organs at a cellular level are a critical resource to gain insights into pathogenic mechanisms and personalized therapies for diseases. The …
  11. Neuron-Glia Signaling Regulates the Onset of the Antidepressant Response

    Publication
  12. Modeling molecular development of breast cancer in canine mammary tumors

    Publication
    Understanding the changes in diverse molecular pathways underlying the development of breast tumors is critical for improving diagnosis, treatment, and drug development. Here, we used RNA-profiling of …
  13. Modeling molecular development of breast cancer in canine mammary tumors

    Publication
    Understanding the changes in diverse molecular pathways underlying the development of breast tumors is critical for improving diagnosis, treatment, and drug development. Here, we used RNA-profiling of …
  14. Translating genetic risk variants in disease‐associated enhancers into novel mouse models of Alzheimer’s disease

    Publication
    The enrichment of late‐onset Alzheimer’s disease (LOAD) GWAS variants in noncoding regions of the genome reveals new potential for modeling disease risk. Yet, identifying noncoding causal …
  15. SARS-CoV-2 Transmission among Marine Recruits during Quarantine

    Publication
    … previously had negative results for SARS-CoV-2 at the beginning of supervised quarantine, and less than 2% of recruits with unknown previous status, tested positive by …
  16. SARS-CoV-2 receptor networks in diabetic and COVID-19 associated kidney disease

    Publication
    COVID-19 morbidity and mortality are increased via unknown mechanisms in patients with diabetes and kidney disease. SARS-CoV-2 uses angiotensin-converting enzyme 2 (ACE2) for entry …
  17. Discriminatory Power of Combinatorial Antigen Recognition in Cancer T Cell Therapies

    Publication
    Precise discrimination of tumor from normal tissues remains a major roadblock for therapeutic efficacy of chimeric antigen receptor (CAR) T cells. Here, we perform a comprehensive in silico …
  18. Selective Neuronal Vulnerability in Alzheimer’s Disease: A Network-Based Analysis

    Publication
    A major obstacle to treating Alzheimer’s disease (AD) is our lack of understanding of the molecular mechanisms underlying selective neuronal vulnerability, a key characteristic of the disease …
  19. Lack of a site-specific phosphorylation of Presenilin 1 disrupts microglial gene networks and progenitors during development

    Publication
    Microglial cells play a key role in brain homeostasis from development to adulthood. Here we show the involvement of a site-specific phosphorylation of Presenilin 1 (PS1) in …
  20. An automated framework for efficiently designing deep convolutional neural networks in genomics

    Publication
    Convolutional neural networks (CNNs) have become a standard for analysis of biological sequences. Tuning of network architectures is essential for CNN’s performance, yet it requires substantial knowledge …
  21. Presenilin 1 phosphorylation regulates amyloid-β degradation by microglia

    Publication
    Amyloid-β peptide (Aβ) accumulation in the brain is a hallmark of Alzheimer’s Disease. An important mechanism of Aβ clearance in the brain is uptake and degradation …
  22. Abstract 2504: Modeling molecular development of breast cancer in canine mammary tumors

    Publication
    … FREYA, a robust data processing pipeline and statistical analyses framework, at freya.flatironinstitute.org.
  23. Specific viral RNA drives the SARS CoV-2 nucleocapsid to phase separate

    Publication
    A mechanistic understanding of the SARS-CoV-2 viral replication cycle is essential to develop new therapies for the COVID-19 global health crisis. In this study, we …
  24. Genome-wide landscape of RNA-binding protein dysregulation reveals a major impact on psychiatric disorder risk

    Publication
    Despite the strong genetic basis of psychiatric disorders, the molecular origins of these diseases are still largely unmapped. RNA-binding proteins (RBPs) are responsible for most post-transcriptional …
  25. DeepArk: modeling cis-regulatory codes of model species with deep learning

    Publication
    To enable large-scale analyses of regulatory logic in model species, we developed DeepArk (https://DeepArk.princeton.edu), a set of deep learning models of the cis-regulatory …
  26. Spatial Transcriptional Mapping of the Human Nephrogenic Program

    Publication
    defects affecting 3% of newborns. The human kidney develops over a 30-week period in which a nephron progenitor pool gives rise to around a million nephrons. To …
  27. Machine learning, the kidney, and genotype–phenotype analysis

    Publication
    With biomedical research transitioning into data-rich science, machine learning provides a powerful toolkit for extracting knowledge from large-scale biological data sets. The increasing availability of comprehensive …
  28. Subtype-specific transcriptional regulators in breast tumors subjected to genetic and epigenetic alterations

    Publication
    Motivation Breast cancer consists of multiple distinct tumor subtypes, and results from epigenetic and genetic aberrations that give rise to distinct transcriptional profiles. Despite previous efforts to understand …
  29. Interpretation of an individual functional genomics experiment guided by massive public data

    Publication
    A key unmet challenge in interpreting omics experiments is inferring biological meaning in the context of public functional genomics data. We developed a computational framework, Your Evidence Tailored …
  30. An integrative tissue-network approach to identify and test human disease genes.

    Publication
    Effective discovery of causal disease genes must overcome the statistical challenges of quantitative genetics studies and the practical limitations of human biology experiments. Here we developed diseaseQUEST, an …
  31. Enabling Precision Medicine through Integrative Network Models.

    Publication
    A key challenge in precision medicine lies in understanding molecular-level underpinnings of complex human disease. Biological networks in multicellular organisms can generate hypotheses about disease genes, pathways …
  32. Single-cell analysis of progenitor cell dynamics and lineage specification in the human fetal kidney.

    Publication
    The mammalian kidney develops through reciprocal interactions between the ureteric bud and the metanephric mesenchyme to give rise to the entire collecting system and the nephrons. Most of …
  33. Transcriptome analysis of adult Caenorhabditis elegans cells reveals tissue-specific gene and isoform expression.

    Publication
    The biology and behavior of adults differ substantially from those of developing animals, and cell-specific information is critical for deciphering the biology of multicellular animals. Thus, adult …
  34. Deep learning sequence-based ab initio prediction of variant effects on expression and disease risk

    Publication
    Key challenges for human genetics, precision medicine and evolutionary biology include deciphering the regulatory code of gene expression and understanding the transcriptional effects of genome variation. However, this …
  35. GIANT 2.0: genome-scale integrated analysis of gene networks in tissues

    Publication
    GIANT2 (Genome-wide Integrated Analysis of gene Networks in Tissues) is an interactive web server that enables biomedical researchers to analyze their proteins and pathways of interest and …
  36. Genome-wide prediction and functional characterization of the genetic basis of autism spectrum disorder

    Publication
    Autism spectrum disorder (ASD) is a complex neurodevelopmental disorder with a strong genetic basis. Yet, only a small fraction of potentially causal genes-about 65 genes out of …
  37. Bioinformatics Approaches to Profile the Tumor Microenvironment for Immunotherapeutic Discovery

    Publication
    In the microenvironment of a malignancy, tumor cells do not exist in isolation, but rather in a diverse ecosystem consisting not only of heterogeneous tumor-cell clones, but …
  38. Data-driven Analysis of Immune Infiltrate In a Large Cohort of Breast Cancer and Its Association With Disease Progression

    Publication
    The tumor microenvironment is now widely recognized for its role in tumor progression, treatment response, and clinical outcome. The intratumoral immunological landscape, in particular, has been shown to …
  39. IFNγ-Dependent Tissue-Immune Homeostasis Is Co-opted in the Tumor Microenvironment

    Publication
    Homeostatic programs balance immune protection and self-tolerance. Such mechanisms likely impact autoimmunity and tumor formation, respectively. How homeostasis is maintained and impacts tumor surveillance is unknown. Here …
  40. A Global Genetic Interaction Network Maps a Wiring Diagram of Cellular Function

    Publication
    We generated a global genetic interaction network for Saccharomyces cerevisiae, constructing more than 23 million double mutants, identifying about 550,000 negative and about 350,000 positive genetic …
  41. GIANT API: An Application Programming Interface for Functional Genomics

    Publication
    GIANT API provides biomedical researchers programmatic access to tissue-specific and global networks in humans and model organisms, and associated tools, which includes functional re-prioritization of existing …
  42. Metabolic Network Rewiring of Propionate Flux Compensates Vitamin B12 Deficiency in C. elegans

    Publication
    Metabolic network rewiring is the rerouting of metabolism through the use of alternate enzymes to adjust pathway flux and accomplish specific anabolic or catabolic objectives. Here, we report …
  43. Probabilistic Modelling of Chromatin Code Landscape Reveals Functional Diversity of Enhancer-like Chromatin States

    Publication
    Interpreting the functional state of chromatin from the combinatorial binding patterns of chromatin factors, that is, the chromatin codes, is crucial for decoding the epigenetic state of the …
  44. Predicting effects of noncoding variants with deep learning–based sequence model

    Publication
    Identifying functional effects of noncoding variants is a major challenge in human genetics. To predict the noncoding-variant effects de novo from sequence, we developed a deep learning …
  45. Implications of Big Data for cell biology

    Publication
    “Big Data” has surpassed “systems biology” and “omics” as the hottest buzzword in the biological sciences, but is there any substance behind the hype? Certainly, we have …
  46. IMP 2.0: A Multi-Species Functional Genomics Portal for Integration, Visualization and Prediction of Protein Functions and Networks

    Publication
    IMP (Integrative Multi-species Prediction), originally released in 2012, is an interactive web server that enables molecular biologists to interpret experimental results and to generate hypotheses in the …
  47. FNTM: A Server for Predicting Functional Networks of Tissues in Mouse

    Publication
    Functional Networks of Tissues in Mouse (FNTM) provides biomedical researchers with tissue-specific predictions of functional relationships between proteins in the most widely used model organism for human …
  48. Low-Variance RNAs Identify Parkinson’s Disease Molecular Signature in Blood

    Publication
    The diagnosis of Parkinson's disease (PD) is usually not established until advanced neurodegeneration leads to clinically detectable symptoms. Previous blood PD transcriptome studies show low concordance, possibly …
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