Evidence map›Paper›PMID 19541647›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2009

Computing protein stabilities from their chain lengths.

Kingshuk Ghosh, Ken A Dill

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2009. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 53 papers.

0numbers the graph read from it
0cells of the map it votes in
53citing 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

53 citing papers in PubMed.

  1. Article
  2. Article
  3. Review
  4. Predicting absolute protein folding stability using generative models.Protein science : a publication of the Protein Society · 2025
    Article
  5. Origins of Life: The Protein Folding Problem all over again?Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
  6. Article
  7. Highly Abundant Proteins Are Highly Thermostable.Genome biology and evolution · 2023
    Article
  8. Article
  9. ProTstab2 for Prediction of Protein Thermal Stabilities.International journal of molecular sciences · 2022
    Article
  10. Article
  11. Article
  12. The Protein Folding Problem: The Role of Theory.Journal of molecular biology · 2021
    Review
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Article
  20. 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

2 authors.

Kingshuk GhoshDepartment of Physics, University of Denver, Denver, CO 80209, USA. kghosh@du.edu
Ken A Dill

Funding

COMBINATORIAL STATISTICAL MECHANICS OF PROTEIN FOLDINGR01GM034993 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI DILL, KEN A · 1985 to 2009
$2.7M
NIGMS NIH HHS GM 34993NIGMS NIH HHS R01 GM034993
6 · The paper itself

Abstract

New amino acid sequences of proteins are being learned at a rapid rate, thanks to modern genomics. The native structures and functions of those proteins can often be inferred using bioinformatics methods. We show here that it is also possible to infer the stabilities and thermal folding properties of proteins, given only simple genomics information: the chain length and the numbers of charged side chains. In particular, our model predicts DeltaH(T), DeltaS(T), DeltaC(p), and DeltaF(T)--the folding enthalpy, entropy, heat capacity, and free energy--as functions of temperature T; the denaturant m values in guanidine and urea; the pH-temperature-salt phase diagrams, and the energy of confinement F(s) of the protein inside a cavity of radius s. All combinations of these phase equilibria can also then be computed from that information. As one illustration, we compute the pH and salt conditions that would denature a protein inside a small confined cavity. Because the model is analytical, it is computationally efficient enough that it could be used to automatically annotate whole proteomes with protein stability information.

Indexed as

Protein StabilityAlgorithmsComputational BiologyComputer SimulationEntropyGuanidineHydrogen-Ion ConcentrationKineticsProtein ConformationProtein DenaturationProtein FoldingProteinsSodium ChlorideStatic ElectricityTemperatureThermodynamicsGuanidineProteinsSodium ChlorideUrea

Identifiers

PMID19541647
PMCPMC2705543

What OpenQuestion holds

Textmetadata
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.