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RNA-Oligo

I. siRNA/ASO

1. Efficacy prediction

  • Our papers: NAR 2008a, 2008b, 2008c
  • 2018 BMC Genomics, SiRNA silencing efficacy prediction based on a deep architecture
  • 2008 Bioinformatics, siDRM: an effective and generally applicable online siRNA design tool
  • 2007 NAR - Comparison of approaches for rational siRNA design leading to a new efficient and transparent method
  • 2006 BMC Bioinformatics - Computational models with thermodynamic and composition features improve siRNA design
  • 2006 BMC Bioinformatics - An accurate and interpretable model for siRNA efficacy prediction
  • 2005 Nature Biotech. - Design of a genome-wide siRNA library using an artificial neural network

2. Off-target

  • 2024 Bioinformatics - SeedMatchR: identify off-target effects mediated by siRNA seed regions in RNA-seq experiments
  • 2017 Cell Systems - Explicit Modeling of siRNA-Dependent On- and Off-Target Repression Improves the Interpretation of Screening Results
  • 2013 Biomed Res Int. - SeedSeq: Off-Target Transcriptome Database

3. Modification & Toxicity

  • 2023 Advanced Drug Delivery Reviews - A holistic analysis of the intrinsic and delivery-mediated toxicity of siRNA therapeutics
  • 2020 Signal Transduction and Targeted Therapy - Therapeutic siRNA: state of the art
  • 2016 Scientific Reports - siRNAmod: A database of experimentally validated chemically modified siRNAs

II. sgRNA

1. sgRNA activity

  • 2018 Nature Biotech. - Deep learning improves prediction of CRISPR–Cpf1 guide RNA activity
  • more sgRNA papers

2a. sgRNA offtarget - computational methods

  • [Benchmark] 2023 BIB - Benchmarking deep learning methods for predicting CRISPR/Cas9 sgRNA on- and off-target activities
  • [review] 2023 BIB - Using traditional machine learning and deep learning methods for on- and off-target prediction in CRISPR/Cas9: a review
  • 2023 Nature Communications - Genome-wide CRISPR off-target prediction and optimization using RNA-DNA interaction fingerprints
  • ✅ [off-target] 2016 Nature Biotech. -Optimized sgRNA design to maximize activity and minimize off-target effects of CRISPR-Cas9

2b. sgRNA offtarget - experimental methods

  • 2024 Nat. Biotech. - Tracking-seq reveals the heterogeneity of off-target effects in CRISPR–Cas9-mediated genome editing
  • 2023 Nat. Methods - Improving the sensitivity of in vivo CRISPR off-target detection with DISCOVER-Seq+
  • 2019 Science - Unbiased detection of CRISPR off-targets in vivo using DISCOVER-Seq