Evidence map›Paper›PMID 26141454›Full record

ArticleJournal of biomolecular NMR2015

Prediction of hydrogen and carbon chemical shifts from RNA using database mining and support vector regression.

Joshua D Brown, Michael F Summers, Bruce A Johnson

Open access · greenAbstract read
In one paragraph

Article in Journal of biomolecular NMR, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.

0numbers the graph read from it
0cells of the map it votes in
22citing papers in PubMed
2.4field-weighted citation impact, top 11% of its field
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

22 citing papers in PubMed, 40 citations in OpenAlex.

  1. Article
  2. Application of NMR to Large RNAs.Journal of molecular biology · 2025
    Review
  3. Article
  4. Role of RNA structural plasticity in modulating HIV-1 genome packaging and translation.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  5. Machine Learning IsotropicJournal of chemical theory and computation · 2024
    Article
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  9. Review
  10. Article
  11. Article
  12. Review
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  19. Article
  20. NMR detection of intermolecular interaction sites in the dimeric 5'-leader of the HIV-1 genome.Proceedings of the National Academy of Sciences of the United States of America · 2016
    Article
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

3 authors at 2 institutions in 1 country.

Joshua D BrownHoward Hughes Medical Institute, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD, 21250, USA.
Michael F SummersHoward Hughes Medical Institute, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD, 21250, USA.
Bruce A JohnsonDepartment of Chemistry and Biochemistry, University of Maryland Baltimore County, 1000 Hilltop Circle, Baltimore, MD, 21250, USA. bruce.johnson@asrc.cuny.edu.ORCID http://orcid.org/0000-0001-8445-5368
Howard Hughes Medical Institute · USThe Graduate Center, CUNY · US

Funding

The Center for HIV RNA Studies (CRNA)P50GM103297 · NIGMS · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI DAYIE, KWAKU · 2012 to 2016
$21.7M
EXPAND PARTICIPATION BY MINORITIES IN BIOMEDICAL SCIENCER25GM055036 · NIGMS · UNIVERSITY OF MARYLAND BALTIMORE COUNTY · PI SUMMERS, MICHAEL FINLEY · 1996 to 2021
$16.9M
NMR STUDIES OF RETROVIRAL NUCLEOCAPSID PROTEINSR01GM042561 · NIGMS · UNIVERSITY OF MARYLAND BALTIMORE COUNTY · PI SUMMERS, MICHAEL FINLEY · 1994 to 2019
$9.4M
Medical Scientist Training ProgramT32GM092237 · NIGMS · UNIVERSITY OF MARYLAND BALTIMORE · PI ROGHMANN, MARY-CLAIRE · 2010 to 2019
$3.0M
NIGMS NIH HHS P50 GM 103297NIGMS NIH HHS P50 GM103297NIGMS NIH HHS R01 GM042561NIGMS NIH HHS R01 GM42561NIGMS NIH HHS R25 GM 055036NIGMS NIH HHS R25 GM055036NIGMS NIH HHS T32 GM092237
6 · The paper itself

Abstract

The Biological Magnetic Resonance Data Bank (BMRB) contains NMR chemical shift depositions for over 200 RNAs and RNA-containing complexes. We have analyzed the (1)H NMR and (13)C chemical shifts reported for non-exchangeable protons of 187 of these RNAs. Software was developed that downloads BMRB datasets and corresponding PDB structure files, and then generates residue-specific attributes based on the calculated secondary structure. Attributes represent properties present in each sequential stretch of five adjacent residues and include variables such as nucleotide type, base-pair presence and type, and tetraloop types. Attributes and (1)H and (13)C NMR chemical shifts of the central nucleotide are then used as input to train a predictive model using support vector regression. These models can then be used to predict shifts for new sequences. The new software tools, available as stand-alone scripts or integrated into the NMR visualization and analysis program NMRViewJ, should facilitate NMR assignment and/or validation of RNA (1)H and (13)C chemical shifts. In addition, our findings enabled the re-calibration a ring-current shift model using published NMR chemical shifts and high-resolution X-ray structural data as guides.

Indexed as

Databases as TopicData MiningSupport Vector MachineAutomationCalibrationCarbonHydrogenInformation Storage and RetrievalNucleotidesRegression AnalysisRNACarbonHydrogenNucleotidesRNAChemical shiftNMR signal assignment and validationRNASecondary structure

Identifiers

PMID26141454
PMCPMC4669054
OpenAlexW847647448

What OpenQuestion holds

Textmetadata
LicenceTDM
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 OpenQuestion graph.