Evidence map›Paper›PMID 40548938›Full record

ArticleNucleic acids research2025

Systematic analysis of siRNA and mRNA features impacting fully chemically modified siRNA efficacy.

Sarah M Davis, Samuel Hildebrand, Hannah J MacMillan, Kathryn R Monopoli, Julianna Buchwald, Jacquelyn Sousa, David Cooper, Socheata Ly, Dimas Echeverria, Nicholas McHugh and 15 more

Abstract read
In one paragraph

Article in Nucleic acids research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

11 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Review
  5. Article
  6. Article
  7. Review
  8. Article
  9. Leveraging Foundation Models for the Characterization of Small-RNA Properties.Computational and structural biotechnology journal · 2026
    Article
  10. Review
  11. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

25 authors.

Sarah M DavisMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0001-5758-1924
Samuel HildebrandMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0002-6633-3495
Hannah J MacMillanMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Kathryn R MonopoliMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Julianna BuchwaldMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Jacquelyn SousaMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
David CooperMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Socheata LyMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0002-7320-4763
Dimas EcheverriaMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0002-1040-0855
Nicholas McHughMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Chantal FergusonMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0002-9442-1249
Andrew ColesMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Vignesh N HariharanMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0001-9624-1244
Daniel O'ReillyMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Qi TangMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Raymond FurgalMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Ken YamadaMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0002-5714-8298
Julia F AltermanMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0002-6195-0857
James W GilbertMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Emily KnoxMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Yamilett PinedaMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Caitlyn N WestonMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Christina E BaerMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.
Athma A PaiMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0002-7995-9948
Anastasia KhvorovaMorningside Graduate School of Biomedical Sciences, T.H. Chan School of Medicine, Interdisciplinary Graduate Program, RNA Therapeutics Institute, Program in Molecular Medicine, Systems Biology, Biochemistry and Molecular Biotechnology, Microbiology and Physiological Systems, MD/PhD Program, University of Massachusetts Chan Medical School, Worcester, MA 01655, United States.ORCID 0000-0001-6928-8071

Funding

Chemical engineering of therapeutic RNAs for extrahepatic deliveryR35GM131839 · NIGMS · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI ANASTASIA KHVOROVA · 2019 to 2026
$3.1M
Mid-Scale RNA Synthesis, Purification and Quality Control SystemS10OD020012 · OD · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI KHVOROVA, ANASTASIA · 2015 to 2015
$563k
Defining the Rules for Designing Fully Chemically Modified siRNAs to Treat Genetically Linked Central Nervous System DisordersF31LM013111 · NLM · UNIV OF MASSACHUSETTS MED SCH WORCESTER · PI DAVIS, SARAH MARIE · 2020 to 2022
$93k
NIGMS NIH HHS R35 GM131839NIH HHS 1F31LM013111-01A1NIH HHS R35 GM131839NIH HHS S10 OD020012NLM NIH HHS F31 LM013111
6 · The paper itself

Abstract

Chemically modified small interfering RNAs (siRNAs) are a promising drug class that silences disease-causing genes via mRNA degradation. Both siRNA-specific features (e.g. sequence, modification pattern, and structure) and target mRNA-specific factors contribute to observed efficacy. Systematically defining the relative contributions of siRNA sequence, structure, and modification pattern versus the native context of the target mRNA is necessary to inform design considerations and facilitate the widespread application of this therapeutic platform. To address this, we synthesized a panel of ∼1260 differentially modified siRNAs and evaluated their silencing efficiency against therapeutically relevant mRNAs (APP, BACE1, MAPT, and SNCA) using both reporter-based and native expression assays. Our results demonstrate that the siRNA modification pattern (e.g. level of 2'-O-methyl content) significantly impacts efficacy, while structural features (e.g. symmetric versus asymmetric configurations) do not. Furthermore, we observed substantial differences in the number of effective siRNAs identified per target. These target-specific differences in hit rates are largely mitigated when efficacy is tested in the context of a reporter assay, confirming that native mRNA-specific features influence siRNA performance. Key target-specific factors, including exon usage, polyadenylation site selection, and ribosomal occupancy, partially explained efficacy variability. These insights led to a proposed framework of parameters for optimizing therapeutic siRNA design.

Indexed as

RNA, MessengerRNA, Small Interferingalpha-SynucleinAmyloid Precursor Protein SecretasesAspartic Acid EndopeptidasesGenes, ReporterHumansRNA Interferencetau Proteinsalpha-SynucleinAmyloid Precursor Protein SecretasesAspartic Acid EndopeptidasesBACE1 protein, humanMAPT protein, humanRNA, MessengerRNA, Small Interferingtau Proteins

Identifiers

PMID40548938
PMCPMC12205987

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.