Evidence map›Paper›PMID 32869996›Full record

ArticleThe journal of physical chemistry. B2020

Rosetta Machine Learning Models Accurately Classify Positional Effects of Thioamides on Proteolysis.

Sam Giannakoulias, Sumant R Shringari, Chunxiao Liu, Hoang Anh T Phan, Taylor M Barrett, John J Ferrie, E James Petersson

Open access · greenAbstract read
In one paragraph

Article in The journal of physical chemistry. B, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
0.9field-weighted citation impact, top 27% 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

9 citing papers in PubMed, 15 citations in OpenAlex.

  1. Peptide vaccines get an OS update.Nature chemical biology · 2024
    Article
  2. Thioamide Analogues of MHC I Antigen Peptides.Journal of the American Chemical Society · 2023
    Article
  3. Article
  4. Article
  5. Structure determinants defining the specificity of papain-like cysteine proteases.Computational and structural biotechnology journal · 2022
    Review
  6. Article
  7. Article
  8. Article
  9. 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

7 authors at 1 institution in 1 country.

Sam GiannakouliasDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States.ORCID 0000-0003-1830-6369
Sumant R ShringariDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States.
Chunxiao LiuDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States.
Hoang Anh T PhanDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States.
Taylor M BarrettDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States.
John J FerrieDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States.ORCID 0000-0001-7934-7266
E James PeterssonDepartment of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States.ORCID 0000-0003-3854-9210
University of Pennsylvania · US

Funding

Predoctoral Training at the Chemistry-Biology InterfaceT32GM071339 · NIGMS · WISTAR INSTITUTE · PI MARMORSTEIN, RONEN, SPEICHER, DAVID W. · 2005 to 2019
$3.2M
Predoctoral Training at the Chemistry-Biology InterfaceT32GM133398 · NIGMS · UNIVERSITY OF PENNSYLVANIA · PI Ronen Marmorstein, Ernest James Petersson · 2020 to 2026
$2.4M
Protocol Driven Hemodynamic Support in Septic ShockK23GM071399 · NIGMS · JOHNS HOPKINS UNIVERSITY · PI SEVRANSKY, JONATHAN E · 2005 to 2009
$671k
NIGMS NIH HHS K23 GM071399NIGMS NIH HHS T32 GM071339NIGMS NIH HHS T32 GM133398
6 · The paper itself

Abstract

Thioamide substitutions of the peptide backbone have been shown to stabilize therapeutic and imaging peptides toward proteolysis. In order to rationally design thioamide modifications, we have developed a novel Rosetta custom score function to classify thioamide positional effects on proteolysis in substrates of serine and cysteine proteases. Peptides of interest were docked into proteases using the FlexPepDock application in Rosetta. Docked complexes were modified to contain thioamides parametrized through the creation of custom atom types in Rosetta based on

Indexed as

PeptidesThioamidesEndopeptidasesMachine LearningProteolysisEndopeptidasesPeptidesThioamides

Identifiers

PMID32869996
PMCPMC7759720
OpenAlexW3081982682

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.