Evidence map›Paper›PMID 39954779›Full record

ArticleJournal of molecular biology2025

InSty: A ProDy Module for Evaluating Protein Interactions and Stability.

Karolina Mikulska-Ruminska, James M Krieger, Anupam Banerjee, Xin Cao, Gary Wu, Anthony T Bogetti, Feng Zhang, Carlos Simmerling, Evangelos A Coutsias, Ivet Bahar

Abstract read
In one paragraph

Article in Journal of molecular biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

10 authors.

Karolina Mikulska-RuminskaInstitute of Physics, Faculty of Physics Astronomy and Informatics, Nicolaus Copernicus University in Torun PL87100 Torun, Poland. Electronic address: karolamik@fizyka.umk.pl.
James M KriegerCentro Nacional de Biotecnología-CSIC, C/Darwin, 3, 28049 Cantoblanco, Madrid, Spain. Electronic address: jmkrieger@cnb.csic.es.
Anupam BanerjeeLaufer Center for Physical and Quantitative Biology, Stony Brook University, NY 11794, USA.
Xin CaoLaufer Center for Physical and Quantitative Biology, Stony Brook University, NY 11794, USA.
Gary WuLaufer Center for Physical and Quantitative Biology, Stony Brook University, NY 11794, USA.
Anthony T BogettiLaufer Center for Physical and Quantitative Biology, Stony Brook University, NY 11794, USA.
Feng ZhangLaufer Center for Physical and Quantitative Biology, Stony Brook University, NY 11794, USA.
Carlos SimmerlingLaufer Center for Physical and Quantitative Biology, Stony Brook University, NY 11794, USA; Department of Chemistry, Stony Brook University, NY 11794, USA.
Evangelos A CoutsiasLaufer Center for Physical and Quantitative Biology, Stony Brook University, NY 11794, USA; Department of Applied Mathematics and Statistics, Stony Brook University, NY 11794, USA.
Ivet BaharLaufer Center for Physical and Quantitative Biology, Stony Brook University, NY 11794, USA; Department of Biochemistry and Cell Biology, Renaissance School of Medicine, Stony Brook University, NY 11794, USA. Electronic address: bahar@laufercenter.org.

Funding

Solvation modeling for next-gen biomolecule simulationsRM1GM135136 · NIGMS · STATE UNIVERSITY NEW YORK STONY BROOK · PI COUTSIAS, EVANGELOS A., DILL, KEN A · 2020 to 2024
$6.0M
Structure and function of PTH class B GPCRR01DK116780 · NIDDK · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Ivet Bahar, Jean-Pierre Vilardaga · 2018 to 2026
$4.2M
Toward a Deeper Understanding of Allostery and Allotargeting by Computational ApproachesR01GM139297 · NIGMS · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI Ivet Bahar · 2021 to 2026
$2.8M
NIDDK NIH HHS R01 DK116780NIGMS NIH HHS R01 GM139297NIGMS NIH HHS RM1 GM135136
6 · The paper itself

Abstract

ProDy is a widely used application programming interface for analyzing the collective dynamics of proteins and their complexes, offering enhanced capabilities to address the growing needs of the computational biology community to bridge structure and function. Here, we introduce InSty, a new module integrated into ProDy to identify and quantify intra- and intermolecular interactions critical to protein stability and structural dynamics. InSty analyzes the non-covalent interactions using conformational ensemble data from both experiments and computational predictions, assesses their time evolution and persistence during molecular dynamics simulations as well as their conservation across homologs. It provides insights into the significance of these interactions in achieving function and/or supporting stability. InSty outputs lend themselves to statistical evaluation, visualization, and automated ensemble analysis for interpreting the significance of the interactions in the context of protein dynamics, sequence evolution, and allostery. Consolidation of InSty with various ProDy modules enables its efficient usage as a versatile tool that supports mutagenesis studies and identifies critical spots for functional interactions. The InSty module is available as part of the ProDy package at https://github.com/prody/ProDy.

Indexed as

Computational BiologyProtein Interaction MappingProteinsSoftwareMolecular Dynamics SimulationProtein BindingProtein ConformationProtein StabilityProteinselastic network modelsmolecular dynamicsnon-covalent interactionsPDBProDy

Identifiers

PMID39954779
PMCPMC12145262

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Registered trials

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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.