Cited by 250Protein purification and stabilityProtein Structure and DynamicsMachine Learning in Bioinformatics

Predicting the Solubility of Recombinant Proteins in Escherichia coli

Wilkinson, David L., Harrison, Roger G.·1991·Nature Biotechnology

Abstract

We have studied the cause of inclusion body formation in Escherichia coli grown at 37 degrees C using statistical analysis of the composition of 81 proteins that do and do not form inclusion bodies. Six composition derived parameters were used. In declining order of their correlation with inclusion body formation, the parameters are charge average, turn forming residue fraction, cysteine fraction, proline fraction, hydrophilicity, and total number of residues. The correlation with inclusion body formation is strong for the first two parameters but weak for the last four. This correlation can be used to predict the probability that a protein will form inclusion bodies using only the protein's amino acid composition as the basis for the prediction.

Integrity signals

Registry

Crossref · 10.1038/nbt0591-443

Cites

Statistics

Recomputing p-values needs the paper’s full text.

Claims the paper makes

We couldn’t retrieve this paper’s full text, so its claims and self-check weren’t run. The registry and citation checks still apply.

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Cysteine residues contribute to poor solubility in the E. coli expression system.

    “supporting previous findings that cysteine residues contribute to poor solubility in the E.coli expression system (Diaz et al., 2010; Wilkinson and Harrison, 1991).”

    From Solubility-Weighted Index: fast and accurate prediction of protein solubility (2020) · cites this paper as Wilkinson and Harrison, 1991

The citation lists haven’t been fetched yet

References 47 · Cited by 250

Authors
Wilkinson, D. L., & Harrison, R. G.
Affiliations
University of Oklahoma (US)
Venue
Nature Biotechnology
Published
1991-05
Volume
9
Issue
5
Pages
443-448
ISSN
  • 0733-222X (ISSN-L)
  • 1087-0156
  • 1546-1696
OpenAlex
W2083152645
Cited by
250
References
47
Citations by year
2026: 2 · 2025: 4 · 2024: 6 · 2023: 5 · 2022: 7 · 2021: 5 · 2020: 6 · 2019: 6 · 2018: 11 · 2017: 8 · 2016: 5 · 2015: 7 · 2014: 13 · 2013: 19 · 2012: 11
FWCI
1.70
Type
journal article
Language
en
Open access
closed
Locations
  • Nature Biotechnology (publishedVersion)
  • PubMed (publishedVersion)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein purification and stability
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Machine Learning in Bioinformatics
Keywords
recombinant protein solubility, inclusion bodies, Escherichia coli, amino acid composition, protein folding, hydrophobicity, protein charge, cysteine content, proline content, solubility prediction
MeSH terms
Amino Acids, Animals, Escherichia coli, Humans, Probability, Recombinant Proteins, Solubility, Temperature, Models, Statistical

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review