Pop Sci AAV 4UPop 4USci Guide History Aug 11, 2026 20:03
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Editor And Guide Design✕

abCRISPR: deep learning-based design of abasic gRNA sequences for specific CRISPR-Cas genome editing. ★10 · Bioinformatics (Oxford, England)
Reversing cancer cell behavior using AI-guided CRISPR and quantum nanobiology: a systems-based approach to epigenetic reprogramming. ★10 · Gene therapy
Structure and evolution-guided design of minimal RNA-guided nucleases. ★10 · Science (New York, N.Y.)
CrisprFusion: A feature fusion model with multi-type input features for sgRNA activity prediction. ★9 · Computational biology and chemistry
De novo design of potent CRISPR-Cas13 inhibitors. ★9 · Nature chemical biology
Systematic Benchmarking of CRISPR-Cas9 Off-Target Prediction Tools Reveals Limitations and Implications for Preclinical Assessment. ★9 · Human gene therapy

Regulatory And Expression Design✕

Self-sufficient killing of malignant tumors by an engineered cancer-selective gene circuit. ★10 · Cell reports. Medicine
Distribution-Constrained Optimization for Reliable ML-Guided 5'UTR Sequence Design ★10
Unconditional de novo generation and functional validation of synthetic promoters with a diffusion model. ★9 · Synthetic and systems biotechnology
An encyclopedia of human enhancer-gene regulatory interactions. ★9 · Nature
Decoding promoter activity from DNA sequence using pre-trained language models. ★9 · Scientific reports
Engineering short-sequence elements for condensate-like assemblies by de novo design. ★9 · Synthetic and systems biotechnology
scReGAT: Leveraging Knowledge of Regulatory Interactions to Predict Long-range Gene Regulation at Single-cell Resolution. ★8 · Genomics, proteomics & bioinformatics
Foundation model reveals the shared organization of transcription and topologically associating domains ★8
Wiz regulates clustered protocadherin genes by restricting CTCF/cohesin loop extrusion in a genomic-distance biased manner. ★7 · PLoS genetics
Chromatin topology and distal elements underlie divergent cell-type-specific regulation of 9p21 locus cell cycle genes ★7

Protein And Sequence Models✕

Property guidance for protein sequence generative models with ProteinGuide. ★10 · Nature biotechnology
Leveraging protein language model for maturation of high-affinity peptide ligand in the purification of an adeno‒associated virus vector. ★10 · Journal of chromatography. A
A distribution-aware and functionally relevant novel framework for generation and discovery of bioactive peptides ★10
Interpreting embeddings from genome and protein language models. ★9 · Biotechnology advances
Modified heated dynamics and deep mutational scanning enhance anti-CXCR2 antibody affinity. ★9 · Journal of biomolecular structure & dynamics
Evolutionary Curriculum Learning Improves Biological Sequence Modeling ★9
Evaluating SARS-CoV-2 antibody resilience via prediction and design of escape viral variants ★9
High-throughput machine learning-aided antibody discovery for cell surface antigens ★9
Causal intervention validation of gene regulatory signals in scGPT. ★8 · Journal of biomedical informatics
Systematic evaluation of single-cell foundation model interpretability: attention-derived edge scores add no incremental value over gene-level features for perturbation-target prediction. ★8 · BMC genomics
Scalable Extraction of Information on Protein-Protein Interactions using Topological Data Analysis ★8
A map of human protein-protein interaction embeddings for functional discovery ★8
Trajectory forecasting lifts the femtosecond ceiling in molecular simulation ★7
What Makes a Good Vaccine Antigen Target? Defining Key Features and Predicting Candidates in the Staphylococcus aureus Proteome ★7
Scop3P-Toolkit: executable structure-aware workflows linking PTMs, peptides, and mutations to protein function ★7
Immunoinformatics-Driven Design of a Multiepitope Vaccine for Rustrela Virus-Induced Neurological Diseases: A New Frontier in Encephalitis and Meningoencephalitis Prevention. ★6 · Viral immunology

Delivery And Formulation✕

High-throughput microfluidics and machine learning-assisted screening of lipid nanoparticle formulations for siRNA delivery. ★9 · Materials today. Bio
Bacteriophage nanoparticles: an emerging modular delivery platform. ★8 · Current opinion in biotechnology
Branched Ionizable Lipids Drive Cholesterol Domain Formation and pH-Dependent Remodeling in Lipid Nanoparticles. ★7 · Journal of chemical theory and computation

Target And Variant Discovery✕

Deciphering protein mutation-phenotype linkages from CRISPR-based tiling mutagenesis screens ★9
Virtual-cell verification enables self-auditing AI discovery for immune rejuvenation ★9
Assessing Computational Models for Pharmacogenomic Variant Interpretation ★9
Integrating single-cell sQTL mapping with deep-learning splicing prediction identifies causal variants under influenza infection. ★8 · Genome biology
Synonymous variants in IRX4 and their association with congenital heart disease: an in-silico functional assessment. ★8 · Molecular biology reports
VOICE: A Vision-Omics Foundation Model Integrating Direct and Retrieval-Based Prediction of In-situ Single-Cell Gene Expression ★8
nf-cavalier: A Nextflow Pipeline for Rare Disease Variant Prioritization and Reporting ★8
Agentic Artificial Intelligence-Driven Explainable Deep Learning for Deciphering Noncoding Pathogenic Mechanisms of Delirium Through Genomic Big Data Integration. ★7 · Big data
Missense mutations in MKRN3 and central precocious puberty: a mutational approach to understanding protein function. ★7 · Current opinion in pediatrics
Single-Cell Virtual Perturbation Screening Identifies STAT3 as a Key Regulator of Dentinogenesis. ★7 · Cell proliferation
Shared Genetic Architecture of Epilepsy and Glioma Revealed by Mendelian Randomization: Identifying Prognostic Biomarkers and Therapeutic Targets. ★7 · Current cancer drug targets
AI-driven multi-omics deciphering of extrachromosomal circular DNA rescues hidden targets in colorectal cancer. ★7 · Cell communication and signaling : CCS
Exploratory multi-omics links CCL2/TIMP1 axis to immunosuppressive TME in glioblastoma. ★7 · Cell cycle (Georgetown, Tex.)
Immune regulatory mechanisms and potential microbiota-associated targets in Kawasaki disease: an integrative multi-omics and network pharmacology study. ★7 · Artificial cells, nanomedicine, and biotechnology
DetectGxT: detecting gene-by-treatment interactions on molecular count phenotypes accounting for allelic additivity ★7
Uncovering High-Order Epistatic Interactions in GWAS via a Machine Learning-Based Feature Engineering Framework ★7
De novo transformer modeling improves recovery of genetic cell types from sparse single-cell RNA sequencing ★7
Integrated pan-cancer systems biology and structure-based simulation identifies Annona muricata-derived natural scaffolds as putative IDO1 modulators for cancer immunotherapy. ★6 · Computational biology and chemistry

Vector And Capsid Design✕

Novel VSV-G Variants with Enhanced Blinding for Targeted Delivery of Lentiviral Vectors. ★7 · Human gene therapy