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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. Tissue-Aware Data Integration Approach for the Inference of Pathway Interactions in Metazoan Organisms

    Publication
    MOTIVATION: Leveraging the large compendium of genomic data to predict biomedical pathways and specific mechanisms of protein interactions genome-wide in metazoan organisms has been challenging. In contrast …
  2. Lymphocyte Invasion in IC10/Basal-Like Breast Tumors Is Associated with Wild-Type TP53

    Publication
    Lymphocytic infiltration is associated with better prognosis in several epithelial malignancies including breast cancer. The tumor suppressor TP53 is mutated in approximately 30% of breast adenocarcinomas, with varying …
  3. Targeted exploration and analysis of large cross-platform human transcriptomic compendia

    Publication
    We present SEEK (search-based exploration of expression compendia; http://seek.princeton.edu/), a query-based search engine for very large transcriptomic data collections, including thousands of human …
  4. Global Quantitative Modeling of Chromatin Factor Interactions

    Publication
    Chromatin is the driver of gene regulation, yet understanding the molecular interactions underlying chromatin factor combinatorial patterns (or the “chromatin codes”) remains a fundamental challenge in chromatin biology …
  5. Deep Supervised and Convolutional Generative Stochastic Network for Protein Secondary Structure Prediction

    Publication
    Predicting protein secondary structure is a fundamental problem in protein structure prediction. Here we present a new supervised generative stochastic network (GSN) based method to predict local secondary …
  6. Broad Metabolic Sensitivity Profiling of a Prototrophic Yeast Deletion Collection

    Publication
    Genome-wide sensitivity screens in yeast have been immensely popular following the construction of a collection of deletion mutants of non-essential genes. However, the auxotrophic markers in …
  7. Individual and Combined Effects of DNA Methylation and Copy Number Alterations on miRNA Expression in Breast Tumors

    Publication
    The global effect of copy number and epigenetic alterations on miRNA expression in cancer is poorly understood. In the present study, we integrate genome-wide DNA methylation, copy …
  8. Defining Cell-Type Specificity at the Transcriptional Level in Human Disease

    Publication
    Cell-lineage-specific transcripts are essential for differentiated tissue function, implicated in hereditary organ failure, and mediate acquired chronic diseases. However, experimental identification of cell-lineage-specific genes …
  9. Ontology-aware classification of tissue and cell-type signals in gene expression profiles across platforms and technologies

    Publication
    We present Unveiling RNA Sample Annotation (URSA) that leverages the complex tissue/cell-type relationships and simultaneously estimates the probabilities associated with hundreds of tissues/cell-types for …
  10. A New System for Comparative Functional Genomics of Saccharomyces Yeasts

    Publication
    Whole-genome sequencing, particularly in fungi, has progressed at a tremendous rate. More difficult, however, is experimental testing of the inferences about gene function that can be drawn …
  11. Functional Knowledge Transfer for High-Accuracy Prediction of under-Studied Biological Processes

    Publication
    … help biologists systematically integrate prior knowledge from diverse systems to direct targeted experiments in their organism of study.
  12. Comparative Gene Expression between Two Yeast Species

    Publication
  13. Chapter 2: Data-Driven View of Disease Biology

    Publication
    Modern experimental strategies often generate genome-scale measurements of human tissues or cell lines in various physiological states. Investigators often use these datasets individually to help elucidate molecular …
  14. Involvement of Histone Demethylase LSD1 in Short-Time-Scale Gene Expression Changes during Cell Cycle Progression in Embryonic Stem Cells

    Publication
    The histone demethylase LSD1, a component of the CoREST (corepressor for element 1-silencing transcription factor) corepressor complex, plays an important role in the downregulation of gene expression …
  15. Tissue-Specific Functional Networks for Prioritizing Phenotype and Disease Genes

    Publication
    Integrated analyses of functional genomics data have enormous potential for identifying phenotype-associated genes. Tissue-specificity is an important aspect of many genetic diseases, reflecting the potentially different …
  16. IMP: A Multi-Species Functional Genomics Portal for Integration, Visualization and Prediction of Protein Functions and Networks

    Publication
    Integrative multi-species prediction (IMP) is an interactive web server that enables molecular biologists to interpret experimental results and to generate hypotheses in the context of a large …
  17. Accurate Evaluation and Analysis of Functional Genomics Data and Methods

    Publication
    The development of technology capable of inexpensively performing large-scale measurements of biological systems has generated a wealth of data. Integrative analysis of these data holds the promise …
  18. An Effective Statistical Evaluation of ChIPseq Dataset Similarity

    Publication
    MOTIVATION: ChIPseq is rapidly becoming a common technique for investigating protein-DNA interactions. However, results from individual experiments provide a limited understanding of chromatin structure, as various chromatin …
  19. Integrated Molecular Profiles of Invasive Breast Tumors and Ductal Carcinoma in Situ (DCIS) Reveal Differential Vascular and Interleukin Signaling

    Publication
    We use an integrated approach to understand breast cancer heterogeneity by modeling mRNA, copy number alterations, microRNAs, and methylation in a pathway context utilizing the pathway recognition algorithm …
  20. Nucleosome-Coupled Expression Differences in Closely-Related Species

    Publication
    BACKGROUND: Genome-wide nucleosome occupancy is negatively related to the average level of transcription factor motif binding based on studies in yeast and several other model organisms. The …
  21. PILGRM: An Interactive Data-Driven Discovery Platform for Expert Biologists

    Publication
    PILGRM (the platform for interactive learning by genomics results mining) puts advanced supervised analysis techniques applied to enormous gene expression compendia into the hands of bench biologists. This …
  22. Accurate Quantification of Functional Analogy among Close Homologs

    Publication
    Correctly evaluating functional similarities among homologous proteins is necessary for accurate transfer of experimental knowledge from one organism to another, and is of particular importance for the development …
  23. Integrated Functional Networks of Process, Tissue, and Developmental Stage Specific Interactions in Arabidopsis Thaliana

    Publication
    Background Recent years have seen an explosion in plant genomics, as the difficulties inherent in sequencing and functionally analyzing these biologically and economically significant organisms have been overcome …
  24. Mapping Dynamic Histone Acetylation Patterns to Gene Expression in Nanog-Depleted Murine Embryonic Stem Cells

    Publication
    Embryonic stem cells (ESC) have the potential to self-renew indefinitely and to differentiate into any of the three germ layers. The molecular mechanisms for self-renewal, maintenance …
  25. Simultaneous Genome-Wide Inference of Physical, Genetic, Regulatory, and Functional Pathway Components

    Publication
    Biomolecular pathways are built from diverse types of pairwise interactions, ranging from physical protein-protein interactions and modifications to indirect regulatory relationships. One goal of systems biology is …
  26. Functional Genomics Complements Quantitative Genetics in Identifying Disease-Gene Associations

    Publication
    … available at http://cbfg.jax.org/phenotype.
  27. Integrative Systems Biology for Data-Driven Knowledge Discovery

    Publication
    Integrative systems biology is an approach that brings together diverse high-throughput experiments and databases to gain new insights into biological processes or systems at molecular through physiological …
  28. Quantitative Analysis of Fitness and Genetic Interactions in Yeast on a Genome Scale

    Publication
    Global quantitative analysis of genetic interactions is a powerful approach for deciphering the roles of genes and mapping functional relationships among pathways. Using colony size as a proxy …
  29. Systematic Planning of Genome-Scale Experiments in Poorly Studied Species

    Publication
    … readily be adapted to the design of other types of large-scale experiments as well as other groups of organisms.
  30. The Genetic Landscape of a Cell

    Publication
    A genome-scale genetic interaction map was constructed by examining 5.4 million gene-gene pairs for synthetic genetic interactions, generating quantitative genetic interaction profiles for approximately 75 …
  31. Detailing Regulatory Networks through Large Scale Data Integration

    Publication
    MOTIVATION: Much of a cell's regulatory response to changing environments occurs at the transcriptional level. Particularly in higher organisms, transcription factors (TFs), microRNAs and epigenetic modifications can …
  32. Graphle: Interactive Exploration of Large, Dense Graphs

    Publication
    … up a Graphle site from which their own biological network data can be shared online.
  33. Systems-Level Dynamic Analyses of Fate Change in Murine Embryonic Stem Cells

    Publication
    Molecular regulation of embryonic stem cell (ESC) fate involves a coordinated interaction between epigenetic, transcriptional and translational mechanisms. It is unclear how these different molecular regulatory mechanisms interact …
  34. The Impact of Incomplete Knowledge on Evaluation: An Experimental Benchmark for Protein Function Prediction

    Publication
    MOTIVATION: Rapidly expanding repositories of highly informative genomic data have generated increasing interest in methods for protein function prediction and inference of biological networks. The successful application of …
  35. Global Prediction of Tissue-Specific Gene Expression and Context-Dependent Gene Networks in Caenorhabditis Elegans

    Publication
    Tissue-specific gene expression plays a fundamental role in metazoan biology and is an important aspect of many complex diseases. Nevertheless, an organism-wide map of tissue-specific …
  36. Exploring the Human Genome with Functional Maps.

    Publication
    Human genomic data of many types are readily available, but the complexity and scale of human molecular biology make it difficult to integrate this body of data, understand …
  37. Aneuploidy Prediction and Tumor Classification with Heterogeneous Hidden Conditional Random Fields

    Publication
    MOTIVATION: The heterogeneity of cancer cannot always be recognized by tumor morphology, but may be reflected by the underlying genetic aberrations. Array comparative genome hybridization (array-CGH) methods …
  38. Computationally Driven, Quantitative Experiments Discover Genes Required for Mitochondrial Biogenesis

    Publication
    Mitochondria are central to many cellular processes including respiration, ion homeostasis, and apoptosis. Using computational predictions combined with traditional quantitative experiments, we have identified 100 proteins whose deficiency …
  39. Directing Experimental Biology: A Case Study in Mitochondrial Biogenesis

    Publication
    … area of interest. While this study focused on a specific functional area in yeast, many of these observations may be useful in the contexts of other processes …
  40. Selected Proceedings of the First Summit on Translational Bioinformatics 2008

    Publication
    In 2005, Dr. Elias Zerhouni, Director of the National Institutes of Health (NIH), wrote: "It is the responsibility of those of us involved in today's biomedical research …
  41. Coordinated Concentration Changes of Transcripts and Metabolites in Saccharomyces Cerevisiae

    Publication
    Metabolite concentrations can regulate gene expression, which can in turn regulate metabolic activity. The extent to which functionally related transcripts and metabolites show similar patterns of concentration changes …
  42. Predicting Cellular Growth from Gene Expression Signatures

    Publication
    Maintaining balanced growth in a changing environment is a fundamental systems-level challenge for cellular physiology, particularly in microorganisms. While the complete set of regulatory and functional pathways …
  43. Computational Analysis of the Yeast Proteome: Understanding and Exploiting Functional Specificity in Genomic Data

    Publication
    Modern experimental techniques have produced a wealth of high-throughput data that has enabled the ongoing genomic revolution. As the field continues to integrate experimental and computational analyzes …
  44. A Genomewide Functional Network for the Laboratory Mouse

    Publication
    Establishing a functional network is invaluable to our understanding of gene function, pathways, and systems-level properties of an organism and can be a powerful resource in directing …
  45. Assessing the Functional Structure of Genomic Data

    Publication
    Motivation: The availability of genome-scale data has enabled an abundance of novel analysis techniques for investigating a variety of systems-level biological relationships. As thousands of such …
  46. A Critical Assessment of Mus Musculus Gene Function Prediction Using Integrated Genomic Evidence

    Publication
    BACKGROUND: Several years after sequencing the human genome and the mouse genome, much remains to be discovered about the functions of most human and mouse genes. Computational prediction …
  47. Predicting Gene Function in a Hierarchical Context with an Ensemble of Classifiers

    Publication
    BACKGROUND: The wide availability of genome-scale data for several organisms has stimulated interest in computational approaches to gene function prediction. Diverse machine learning methods have been applied …
  48. Exploring the Functional Landscape of Gene Expression: Directed Search of Large Microarray Compendia

    Publication
    MOTIVATION: The increasing availability of gene expression microarray technology has resulted in the publication of thousands of microarray gene expression datasets investigating various biological conditions. This vast repository …
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