Searching and learning from aggregated public metabolomics data spanning thousands of studies remained largely inaccessible. Here we present StructureMASST, a web-based application enabling scalable, structure-centric searches across public metabolomics repositories using molecule names or chemical representations. It queries a precomputed knowledgebase of 2.19 billion spectral...
Cancer functional genomics using CRISPR base editors (BEs) holds great promise for molecular characterization and new target discovery. However, traditional BEs, using intact DNA deaminases as mutators, are often constrained by limited control and nonspecific toxicities. Here we developed a small-molecule-controllable system using split-engineered BEs (seBEs). By placing...
Protein allostery underlies most information and energy processing in biology and the development of artificial allosteric proteins is a key objective of synthetic biology and biotechnology. We show that machine-learning-engineered minimal ligand-binding domains act as efficient receptors in single-component allosteric switches, despite lacking global conformational change. Such...
Protein kinases are central to cell signaling and key drug targets in cancer. To inform potential repurposing of kinase inhibitors, we profiled 86 of the ~100 approved kinase inhibitors against 758 kinases, including 409 wild-type and 349 oncogenic variants using a biochemical kinase assay. Our results increase the number of druggable kinases from 89 to 235, revealing that 94% of...
A common procedure for studying the microbiome is binning the sequenced contigs into metagenome-assembled genomes. State-of-the-art binning methods use coabundance and sequence-based motifs such as tetranucleotide frequencies, whereas taxonomic labels derived from alignment based classification have not been widely used. Here we propose TaxVAMB, a metagenome binning tool based on...
Adeno-associated viruses (AAVs) are preferred gene therapy vectors because of their versatility, durability and safety profile. Here, we demonstrate extensive chimerism, manifesting as pervasive barcode swapping, among complex recombinant AAV (rAAV) libraries that are packaged as a pool. The observed chimerism is length and homology dependent but capsid independent, in some cases...
Proteins encoded by mRNA vaccines can be expressed by a diversity of transfected cell types but how cell-type-specific expression influences immunity is poorly understood. To investigate this, we incorporated synthetic microRNA target sites (miRT) into lipid nanoparticle (LNP)-delivered mRNA vaccines to silence mRNA expression specifically in professional antigen-presenting cells...
CRISPR–Cas effectors typically rely on RNA guides to recognize target sequences. In Cas12a, the protospacer adjacent motif on DNA engages conserved protein residues, triggering target binding and nuclease activation. Here we reprogram Cas12a into a DNA-guided, RNA-targeting effector. Exploiting protospacer-adjacent motif-dependent interaction, we engineer synthetic CRISPR DNA...
Accurately predicting cellular responses to genetic perturbations is essential for understanding disease mechanisms and designing effective therapies. Yet, exhaustively exploring the space of possible perturbations (for example, multigene perturbations or across tissues and cell types) is prohibitively expensive, motivating methods that can generalize to unseen conditions. We...
Digital twins are an emerging concept in healthcare that envisions integration of molecular, physiological, functional and clinical data to create computational models of biological systems such as cells, organs and individuals. However, the lack of large, multimodal datasets has so far precluded the realization of comprehensive digital twins in medicine. Ex vivo lung perfusion...
Dual-objective 4Pi single-molecule localization microscopy (4Pi-SMLM) offers isotropic nanoscale resolution; however, its broader adoption is limited by instrumental complexity and stringent alignment requirements. Here we introduce mirror-enhanced 4Pi-SMLM (me4Pi-SMLM), a single-objective configuration that uses mirror-based retroreflection of the illumination beam to generate...
Current single-cell RNA atlases largely capture polyadenylated transcripts while missing critical regulatory layers from noncoding RNA. To address this, we develop a generalizable framework that adapts total RNA profiling for use in standard droplet-based platforms and captures a broad complement of coding and noncoding RNAs using a unified pipeline. Applying this approach to the...
Antibody–drug conjugates enable highly specific delivery of potent cytotoxics to biomarker-expressing cells. In parallel, advances in DNA circuitry and DNA–protein conjugates have allowed programmable integration of molecular inputs and signal amplification via hybridization chain reactions (HCRs). Here we present a system using affibody–DNA and aptamer–DNA conjugates to execute...
Tissue engineering of the esophagus has been limited by stent dependance and poor muscle regeneration. Here we report an integrated strategy to engineer a 2.5-cm esophageal segment by microinjecting autologous pericyte-like myogenic precursors and fibroblasts in a decellularized porcine scaffold to repair circumferential defects in 10-kg minipigs (n = 8), modeling pediatric use...
The initial development of adenine base editors (ABEs), which facilitate A•T to G•C base pair changes in the genome, used directed evolution to install 14 mutations into the wild-type deaminase TadA, producing the first-of-its-kind editor ABE7.10. Here we study the installed mutations’ impacts on TadA fitness using comprehensive reversion analysis and apply our results to...
TnpB is a diverse family of RNA-guided endonucleases associated with prokaryotic transposons. Because of their small size and putative evolutionary relationship to CRISPR–Cas12, TnpB enzymes hold great potential for genome editing. However, most TnpBs lack robust gene-editing activity. Here, we mapped comprehensive sequence–function landscapes of a TnpB ribonucleoprotein using...
Highly reflective biogenic crystals such as guanine have potential as biocompatible alternatives to toxic inorganic optical materials. However, controlling the structural and optical properties of these sparingly soluble crystals in vitro is challenging. Engineered microbial cells have been used widely to generate high-value metabolites, but the biosynthesis of functional...
Plasmids are extrachromosomal DNA molecules that enable horizontal gene transfer in bacteria, often conferring advantages such as antibiotic resistance. Despite their importance, plasmids are underrepresented in genomic databases because of challenges in assembling them, caused by mosaicism and microdiversity. Current plasmid assemblers rely on detecting circular paths in single...
Suppressor transfer RNAs (sup-tRNAs) have the potential to rescue nonsense mutations in a disease-agnostic manner and are an alternative therapeutic approach for many rare and ultrarare disorders. Among all human pathogenic nonsense variants, approximately 20% arise from C-to-T transitions that convert the CGA arginine codon into a UGA stop codon. While recombinant adeno...
CRISPR–Cas3 represents a mechanistically distinct genome-editing system compared to Cas9 that generates long-range deletions rather than small indels, thereby reducing the risk of residual protein function from in-frame mutations. Here we evaluated CRISPR–Cas3 to correct mutations in the TTR gene causing transthyretin amyloidosis, a systemic proteinopathy where loss of mutant TTR...
Transcript diversity including splicing and alternative 3′ end usage is crucial for cellular identity and adaptation, yet its spatial coordination remains poorly understood. Here we present SPLISOSM (spatial isoform statistical modeling), a method for detecting isoform-resolution patterns from spatial transcriptomics data. SPLISOSM uses multivariate testing with nonparametric...