Cited by 3Heat shock proteins researchProtein Structure and DynamicsPhysiological and biochemical adaptations

The DOI matches its Crossref record; its reference list is not available.

Pervasive Divergence in Protein Thermostability is Mediated by Both Structural Changes and Cellular Environments

Open access
Walunjkar, Nilima, Lai, Timothy Y, Akhter, Nasima, Miller, James H, Bettinger, John Q, Marcus, Erin, Phizicky, Eric M, Ghaemmaghami, Sina, Fay, Justin C·2025·Molecular Biology and Evolution

Published version of a preprint

Abstract

Temperature is a universal environmental constraint and organisms have evolved diverse mechanisms of thermotolerance. A central feature of thermophiles relative to mesophiles is a universal shift in protein stability, implying that it is a major constituent of thermotolerance. However, organisms have also evolved extensive buffering systems, such as those that disaggregate and refold denatured proteins and enable survival of heat shock. Here, we show that both cellular and protein structural changes contribute to divergence in protein thermostability between two closely related Saccharomyces species that differ by 8 °C in their thermotolerance. Using thermal proteomic profiling we find that 85% of S. cerevisiae proteins are more stable than their S. uvarum homologs and there is a 1.6 °C shift in average protein melting temperature. In an interspecific hybrid of the two species, S. cerevisiae proteins retain their thermostability, while the thermostability of their S. uvarum homologs is enhanced, indicating that cellular context contributes to protein stability differences. By purifying orthologous proteins, we show that amino acid substitutions underlie melting temperature differences for two proteins, Guk1 and Aha1. Amino acid substitutions are also computationally predicted to contribute to stability differences for most of the proteome. Our results imply that widespread changes in protein thermostability accompany the evolution of thermotolerance between closely related species.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1093/molbev/msaf137

Cites

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

No citation lists for this paper

No citation lists for this paper yet — checked again daily.

References 94 · Cited by 3

Research works printed but not linked: 87

  1. Becher, 2018, Pervasive protein thermal stability variation during the cell cycle, Cell, 173, 1495, 10.1016/j.cell.2018.03.053 · DOI
  2. Becktel, 1987, Protein stability curves, Biopolymers, 26, 1859, 10.1002/bip.360261104 · DOI
  3. Belloch, 2008, Fermentative stress adaptation of hybrids within the Saccharomyces sensu stricto complex, Int J Food Microbiol, 122, 188, 10.1016/j.ijfoodmicro.2007.11.083 · DOI
  4. Benevenuta, 2021, An antisymmetric neural network to predict free energy changes in protein variants, J Phys D Appl Phys, 54, 245403, 10.1088/1361-6463/abedfb · DOI
  5. Birch, 2000, Influence of magnesium ions on heat shock and ethanol stress responses of Saccharomyces cerevisiae, Enzyme Microb Technol, 26, 678, 10.1016/S0141-0229(00)00159-9 · DOI
  6. Bloom, 2006, Protein stability promotes evolvability, Proc Natl Acad Sci U S A, 103, 5869, 10.1073/pnas.0510098103 · DOI
  7. Caspeta, 2014, Biofuels. Altered sterol composition renders yeast thermotolerant, Science, 346, 75, 10.1126/science.1258137 · DOI
  8. Caspeta, 2016, Thermotolerant yeasts selected by adaptive evolution express heat stress response at 30 °C, Sci Rep, 6, 27003, 10.1038/srep27003 · DOI
  9. Chen, 2021, A simple one-step PCR assay for SNP detection, MicroPubl Biol, 2021, 10.17912/micropub.biology.000399, 10.17912/micropub.biology.000399 · DOI
  10. Comyn, 2016, Prefoldin promotes proteasomal degradation of cytosolic proteins with missense mutations by maintaining substrate solubility, PLoS Genet, 12, e1006184, 10.1371/journal.pgen.1006184 · DOI
  11. Dandage, 2021, Frequent assembly of chimeric complexes in the protein interaction network of an interspecies yeast hybrid, Mol Biol Evol, 38, 1384, 10.1093/molbev/msaa298 · DOI
  12. DePristo, 2005, Missense meanderings in sequence space: a biophysical view of protein evolution, Nat Rev Genet, 6, 678, 10.1038/nrg1672 · DOI
  13. Dill, 2011, Physical limits of cells and proteomes, Proc Natl Acad Sci U S A, 108, 17876, 10.1073/pnas.1114477108 · DOI · Paper page
  14. Echave, 2017, Biophysical models of protein evolution: understanding the patterns of evolutionary sequence divergence, Annu Rev Biophys, 46, 85, 10.1146/annurev-biophys-070816-033819 · DOI
  15. Edgar, 2004, MUSCLE: multiple sequence alignment with high accuracy and high throughput, Nucleic Acids Res, 32, 1792, 10.1093/nar/gkh340 · DOI · Paper page
  16. Engqvist, 2018, Correlating enzyme annotations with a large set of microbial growth temperatures reveals metabolic adaptations to growth at diverse temperatures, BMC Microbiol, 18, 177, 10.1186/s12866-018-1320-7 · DOI
  17. Faure, 2024, The genetic architecture of protein stability, Nature, 634, 995, 10.1038/s41586-024-07966-0 · DOI
  18. Fay, 2023, Divergence in the Saccharomyces species’ heat shock response is indicative of their thermal tolerance, Genome Biol Evol, 15, evad207, 10.1093/gbe/evad207 · DOI
  19. Feder, 1999, Heat-shock proteins, molecular chaperones, and the stress response: evolutionary and ecological physiology, Annu Rev Physiol, 61, 243, 10.1146/annurev.physiol.61.1.243 · DOI
  20. Felix, 1999, Protection against thermal denaturation by trehalose on the plasma membrane H+-ATPase from yeast. Synergetic effect between trehalose and phospholipid environment, Eur J Biochem, 266, 660, 10.1046/j.1432-1327.1999.00916.x · DOI
  21. Fields, 2015, Adaptations of protein structure and function to temperature: there is more than one way to “skin a cat”, J Exp Biol, 218, 1801, 10.1242/jeb.114298 · DOI
  22. Froissard, 2015, Lipids containing medium-chain fatty acids are specific to post-whole genome duplication Saccharomycotina yeasts, BMC Evol Biol, 15, 97, 10.1186/s12862-015-0369-2 · DOI
  23. Geerts, 2015, Rapid evolution of thermal tolerance in the water flea daphnia, Nature Clim Change, 5, 665, 10.1038/nclimate2628 · DOI
  24. Giver, 1998, Directed evolution of a thermostable esterase, Proc Natl Acad Sci U S A, 95, 12809, 10.1073/pnas.95.22.12809 · DOI
  25. Gonçalves, 2011, Evidence for divergent evolution of growth temperature preference in sympatric Saccharomyces species, PLoS One, 6, e20739, 10.1371/journal.pone.0020739 · DOI
  26. Gonzalez Somermeyer, 2022, Heterogeneity of the GFP fitness landscape and data-driven protein design, Elife, 11, e75842, 10.7554/eLife.75842 · DOI
  27. Greenfield, 2006, Using circular dichroism collected as a function of temperature to determine the thermodynamics of protein unfolding and binding interactions, Nat Protoc, 1, 2527, 10.1038/nprot.2006.204 · DOI
  28. Hart, 2014, Thermodynamic system drift in protein evolution, PLoS Biol, 12, e1001994, 10.1371/journal.pbio.1001994 · DOI
  29. Ho, 2018, Unification of protein abundance datasets yields a quantitative Saccharomyces cerevisiae proteome, Cell Syst, 6, 192, 10.1016/j.cels.2017.12.004 · DOI
  30. Huang, 2018, Experimental evolution of yeast for high-temperature tolerance, Mol Biol Evol, 35, 1823, 10.1093/molbev/msy077 · DOI
  31. Hyle, 2003, Functional distinctions between IMP dehydrogenase genes in providing mycophenolate resistance and guanine prototrophy to yeast, J Biol Chem, 278, 28470, 10.1074/jbc.M303736200 · DOI
  32. Iserman, 2020, Condensation of Ded1p promotes a translational switch from housekeeping to stress protein production, Cell, 181, 818, 10.1016/j.cell.2020.04.009 · DOI
  33. Jain, 2009, Effect of trehalose on protein structure, Protein Sci, 18, 24, 10.1002/pro.3 · DOI
  34. Jarzab, 2020, Meltome atlas—thermal proteome stability across the tree of life, Nat Methods, 17, 495, 10.1038/s41592-020-0801-4 · DOI
  35. Keyport Kik, 2024, An adaptive biomolecular condensation response is conserved across environmentally divergent species, Nat Commun, 15, 3127, 10.1038/s41467-024-47355-9 · DOI
  36. Klesmith, 2017, Trade-offs between enzyme fitness and solubility illuminated by deep mutational scanning, Proc Natl Acad Sci U S A, 114, 2265, 10.1073/pnas.1614437114 · DOI
  37. Konrad, 1992, Cloning and expression of the essential gene for guanylate kinase from yeast, J Biol Chem, 267, 25652, 10.1016/S0021-9258(18)35654-0 · DOI
  38. Laughery, 2015, New vectors for simple and streamlined CRISPR-Cas9 genome editing in Saccharomyces cerevisiae, Yeast, 32, 711, 10.1002/yea.3098 · DOI
  39. Lecoq, 2000, Yeast GMP kinase mutants constitutively express AMP biosynthesis genes by phenocopying a hypoxanthine-guanine phosphoribosyltransferase defect, Genetics, 156, 953, 10.1093/genetics/156.3.953 · DOI
  40. Leuenberger, 2017, Cell-wide analysis of protein thermal unfolding reveals determinants of thermostability, Science, 355, eaai7825, 10.1126/science.aai7825 · DOI
  41. Li, 2017, Cis-regulatory divergence in gene expression between two thermally divergent yeast species, Genome Biol Evol, 9, 1120, 10.1093/gbe/evx072 · DOI
  42. Liu, 2007, Effect of magnesium ions on the thermal stability of human poly(A)-specific ribonuclease, FEBS Lett, 581, 1047, 10.1016/j.febslet.2007.02.008 · DOI
  43. Longan, 2023, Experimental evolution of Saccharomyces uvarum at high temperature yields elevation of maximal growth temperature and loss of the mitochondrial genome, MicroPubl Biol, 2023, 10.17912/micropub.biology.000831, 10.17912/micropub.biology.000831 · DOI
  44. Lotz, 2003, Aha1 binds to the middle domain of Hsp90, contributes to client protein activation, and stimulates the ATPase activity of the molecular chaperone, J Biol Chem, 278, 17228, 10.1074/jbc.M212761200 · DOI
  45. Mateus, 2018, Thermal proteome profiling in bacteria: probing protein state in vivo, Mol Syst Biol, 14, e8242, 10.15252/msb.20188242 · DOI
  46. Meldal, 2019, Complex portal 2018: extended content and enhanced visualization tools for macromolecular complexes, Nucleic Acids Res, 47, D550, 10.1093/nar/gky1001 · DOI
  47. Michaelis, 2023, The social and structural architecture of the yeast protein interactome, Nature, 624, 192, 10.1038/s41586-023-06739-5 · DOI · Paper page
  48. Miller, 2022, Using colony size to measure fitness in Saccharomyces cerevisiae, PLoS One, 17, e0271709, 10.1371/journal.pone.0271709 · DOI
  49. Mirdita, 2022, ColabFold: making protein folding accessible to all, Nat Methods, 19, 679, 10.1038/s41592-022-01488-1 · DOI · Paper page
  50. Mogk, 2019, Cellular functions and mechanisms of action of small heat shock proteins, Annu Rev Microbiol, 73, 89, 10.1146/annurev-micro-020518-115515 · DOI
  51. Mongold, 1999, Evolutionary adapation to temperature. VII. Extension of the upper thermal limit of Escherichia coli, Evolution, 53, 386, 10.2307/2640775 · DOI
  52. Montanucci, 2019, DDGun: an untrained method for the prediction of protein stability changes upon single and multiple point variations, BMC Bioinformatics, 20, 335, 10.1186/s12859-019-2923-1 · DOI · Paper page
  53. Neubert, 2016, Mapping the O-Mannose glycoproteome in Saccharomyces cerevisiae, Mol Cell Proteomics, 15, 1323, 10.1074/mcp.M115.057505 · DOI
  54. Nowak, 1981, Pyruvate kinase: activation by and catalytic role of the monovalent and divalent cations, Mol Cell Biochem, 35, 65, 10.1007/BF02354821 · DOI
  55. O’Connor, 2009, Increased expression of Mg(2+) transport proteins enhances the survival of Salmonella enterica at high temperature, Proc Natl Acad Sci U S A, 106, 17522, 10.1073/pnas.0906160106 · DOI
  56. Pancotti, 2022, Predicting protein stability changes upon single-point mutation: a thorough comparison of the available tools on a new dataset, Brief Bioinform, 23, bbab555, 10.1093/bib/bbab555 · DOI
  57. Pancotti, 2021, A deep-learning sequence-based method to predict protein stability changes upon genetic variations, Genes (Basel)., 12, 911, 10.3390/genes12060911 · DOI
  58. Parsell, 1993, The function of heat-shock proteins in stress tolerance: degradation and reactivation of damaged proteins, Annu Rev Genet, 27, 437, 10.1146/annurev.ge.27.120193.002253 · DOI
  59. Pinney, 2021, Parallel molecular mechanisms for enzyme temperature adaptation, Science, 371, eaay2784, 10.1126/science.aay2784 · DOI
  60. Pokusaeva, 2019, An experimental assay of the interactions of amino acids from orthologous sequences shaping a complex fitness landscape, PLoS Genet, 15, e1008079, 10.1371/journal.pgen.1008079 · DOI
  61. Puig-Castellví, 2018, Deciphering the underlying metabolomic and lipidomic patterns linked to thermal acclimation in Saccharomyces cerevisiae, J Proteome Res, 17, 2034, 10.1021/acs.jproteome.7b00921 · DOI
  62. Quartley, 2009, Heterologous expression of L. major proteins in S. cerevisiae: a test of solubility, purity, and gene recoding, J Struct Funct Genomics, 10, 233, 10.1007/s10969-009-9068-9 · DOI
  63. Querol, 2009, The complex and dynamic genomes of industrial yeasts, FEMS Microbiol Lett, 293, 1, 10.1111/j.1574-6968.2008.01480.x · DOI
  64. Rahban, 2022, Thermal stability enhancement: fundamental concepts of protein engineering strategies to manipulate the flexible structure, Int J Biol Macromol, 214, 642, 10.1016/j.ijbiomac.2022.06.154 · DOI
  65. Razvi, 2006, Lessons in stability from thermophilic proteins, Protein Sci, 15, 1569, 10.1110/ps.062130306 · DOI
  66. Redón, 2011, Effect of growth temperature on yeast lipid composition and alcoholic fermentation at low temperature, Eur Food Res Technol, 232, 517, 10.1007/s00217-010-1415-3 · DOI
  67. Riback, 2017, Stress-triggered phase separation is an adaptive, evolutionarily tuned response, Cell, 168, 1028, 10.1016/j.cell.2017.02.027 · DOI
  68. Rudolph, 2010, Evolution of Escherichia coli for growth at high temperatures, J Biol Chem, 285, 19029, 10.1074/jbc.M110.103374 · DOI
  69. Ruiz-de-Villa, 2022, Differentiation of Saccharomyces species by lipid and metabolome profiles from a single colony, Food Microbiol, 103, 103964, 10.1016/j.fm.2021.103964 · DOI
  70. Salvadó, 2011, Temperature adaptation markedly determines evolution within the genus Saccharomyces, Appl Environ Microbiol, 77, 2292, 10.1128/AEM.01861-10 · DOI
  71. Sanavia, 2020, Limitations and challenges in protein stability prediction upon genome variations: towards future applications in precision medicine, Comput Struct Biotechnol J, 18, 1968, 10.1016/j.csbj.2020.07.011 · DOI
  72. Sasaki, 2021, Negative relationship between thermal tolerance and plasticity in tolerance emerges during experimental evolution in a widespread marine invertebrate, Evol Appl, 14, 2114, 10.1111/eva.13270 · DOI
  73. Scannell, 2011, The awesome power of yeast evolutionary genetics: new genome sequences and strain resources for the Saccharomyces sensu stricto genus, G3 (Bethesda), 1, 11, 10.1534/g3.111.000273 · DOI
  74. Shental-Bechor, 2008, Effect of glycosylation on protein folding: a close look at thermodynamic stabilization, Proc Natl Acad Sci U S A, 105, 8256, 10.1073/pnas.0801340105 · DOI
  75. Somero, 1995, Proteins and temperature, Annu Rev Physiol., 57, 43, 10.1146/annurev.ph.57.030195.000355 · DOI
  76. Sterner, 2001, Thermophilic adaptation of proteins, Crit Rev Biochem Mol Biol, 36, 39, 10.1080/20014091074174 · DOI
  77. Stetter, 2006, Hyperthermophiles in the history of life, Philos Trans R Soc Lond B Biol Sci, 361, 1837, 10.1098/rstb.2006.1907 · DOI
  78. Swamy, 2022, Proteotoxicity caused by perturbed protein complexes underlies hybrid incompatibility in yeast, Nat Commun, 13, 4394, 10.1038/s41467-022-32107-4 · DOI
  79. Taverna, 2002, Why are proteins marginally stable?, Proteins, 46, 105, 10.1002/prot.10016 · DOI
  80. Tokuriki, 2007, The stability effects of protein mutations appear to be universally distributed, J Mol Biol, 369, 1318, 10.1016/j.jmb.2007.03.069 · DOI
  81. Tokuriki, 2009, Chaperonin overexpression promotes genetic variation and enzyme evolution, Nature, 459, 668, 10.1038/nature08009 · DOI
  82. Tokuriki, 2009, Stability effects of mutations and protein evolvability, Curr Opin Struct Biol, 19, 596, 10.1016/j.sbi.2009.08.003 · DOI
  83. Vitrac, 2019, The lipid-dependent structure and function of LacY can be recapitulated and analyzed in phospholipid-containing detergent micelles, Sci Rep, 9, 11338, 10.1038/s41598-019-47824-y · DOI
  84. Wallace, 2015, Reversible, specific, active aggregates of endogenous proteins assemble upon heat stress, Cell, 162, 1286, 10.1016/j.cell.2015.08.041 · DOI
  85. Weiss, 2018, Genetic dissection of interspecific differences in yeast thermotolerance, Nat Genet., 50, 1501, 10.1038/s41588-018-0243-4 · DOI
  86. Whitten, 2005, Local conformational fluctuations can modulate the coupling between proton binding and global structural transitions in proteins, Proc Natl Acad Sci U S A, 102, 4282, 10.1073/pnas.0407499102 · DOI
  87. Wyganowski, 2013, GroEL/ES buffering and compensatory mutations promote protein evolution by stabilizing folding intermediates, J Mol Biol., 425, 3403, 10.1016/j.jmb.2013.06.028 · DOI

Metadata

Authors
Walunjkar, N., Lai, T. Y., Akhter, N., Miller, J. H., Bettinger, J. Q., Marcus, E., Phizicky, E. M., Ghaemmaghami, S., & Fay, J. C.
Affiliations
  • University of Rochester (US)
  • University of Rochester Medicine (US)
Corresponding author
Fay, Justin C
Venue
Molecular Biology and Evolution
Published
2025-06-06
Volume
42
Issue
7
ISSN
  • 0737-4038 (ISSN-L)
  • 1537-1719
OpenAlex
W4411095161
Cited by
3
References
94
Citations by year
2026: 1 · 2025: 2
FWCI
0.90
Type
journal article
Language
en
Open access
Locations
  • Molecular Biology and Evolution (publishedVersion, cc-by)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
Funders
National Institutes of Health (GM080669, GM052347, GM119502, OD025242)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Heat shock proteins research
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
  • Physical Sciences › Environmental Science › Ecology › Physiological and biochemical adaptations
Keywords
protein thermal stability, heat tolerance, Saccharomyces cerevisiae, Saccharomyces uvarum, interspecific hybrids, thermal proteome profiling, protein melting temperature, amino acid substitutions, Aha1, cellular context, protein refolding, heat shock, thermophilic adaptation
MeSH terms
Thermotolerance, Fungal Proteins, Saccharomyces, Saccharomyces cerevisiae, Evolution, Molecular, Amino Acid Substitution, Saccharomyces cerevisiae Proteins, Proteomics, Protein Stability

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