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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mol. Biosci.</journal-id>
<journal-title>Frontiers in Molecular Biosciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mol. Biosci.</abbrev-journal-title>
<issn pub-type="epub">2296-889X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1091677</article-id>
<article-id pub-id-type="doi">10.3389/fmolb.2023.1091677</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Molecular Biosciences</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>
<italic>In vivo</italic> client proteins of the chaperonin GroEL-GroES provide insight into the role of chaperones in protein evolution</article-title>
<alt-title alt-title-type="left-running-head">Taguchi and Koike-Takeshita</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmolb.2023.1091677">10.3389/fmolb.2023.1091677</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Taguchi</surname>
<given-names>Hideki</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/463497/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Koike-Takeshita</surname>
<given-names>Ayumi</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2117067/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Cell Biology Center</institution>, <institution>Tokyo Institute of Technology</institution>, <addr-line>Yokohama</addr-line>, <country>Japan</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Applied Bioscience</institution>, <institution>Kanagawa Institute of Technology</institution>, <addr-line>Atsugi</addr-line>, <addr-line>Kanagawa</addr-line>, <country>Japan</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1218026/overview">Amnon Horovitz</ext-link>, Weizmann Institute of Science, Israel</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2053769/overview">George Stan</ext-link>, University of Cincinnati, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/379764/overview">Peter Adrian Lund</ext-link>, University of Birmingham, United Kingdom</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Hideki Taguchi, <email>taguchi@bio.titech.ac.jp</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Protein Folding, Misfolding and Degradation, a section of the journal Frontiers in Molecular Biosciences</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1091677</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Taguchi and Koike-Takeshita.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Taguchi and Koike-Takeshita</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Protein folding is often hampered by intermolecular protein aggregation, which can be prevented by a variety of chaperones in the cell. Bacterial chaperonin GroEL is a ring-shaped chaperone that forms complexes with its cochaperonin GroES, creating central cavities to accommodate client proteins (also referred as substrate proteins) for folding. GroEL and GroES (GroE) are the only indispensable chaperones for bacterial viability, except for some species of Mollicutes such as <italic>Ureaplasma</italic>. To understand the role of chaperonins in the cell, one important goal of GroEL research is to identify a group of obligate GroEL/GroES clients. Recent advances revealed hundreds of <italic>in vivo</italic> GroE interactors and obligate chaperonin-dependent clients. This review summarizes the progress on the <italic>in vivo</italic> GroE client repertoire and its features, mainly for <italic>Escherichia coli</italic> GroE. Finally, we discuss the implications of the GroE clients for the chaperone-mediated buffering of protein folding and their influences on protein evolution.</p>
</abstract>
<kwd-group>
<kwd>chaperonin</kwd>
<kwd>GroEL and GroES</kwd>
<kwd>protein aggregation</kwd>
<kwd>chaperone</kwd>
<kwd>chaperone clients</kwd>
</kwd-group>
<contract-num rid="cn001">JP26116002 JP18H03984 JP20H05925</contract-num>
<contract-sponsor id="cn001">Ministry of Education, Culture, Sports, Science and Technology<named-content content-type="fundref-id">10.13039/501100001700</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Protein functions depend on their tertiary structures, which are dictated by their amino acid sequences, as demonstrated by Christian Anfinsen more than half a century ago (<xref ref-type="bibr" rid="B1">Anfinsen, 1973</xref>). Although protein folding is a spontaneous process in principle, folding frequently competes with the side process of aggregate formation, which is repressed by a variety of molecular chaperones (<xref ref-type="bibr" rid="B15">Dobson, 2003</xref>; <xref ref-type="bibr" rid="B45">Richter et al., 2010</xref>; <xref ref-type="bibr" rid="B3">Balchin et al., 2016</xref>). Indeed, a proteome-wide aggregation analysis of thousands of <italic>Escherichia coli</italic> proteins, using a reconstituted cell-free translation system, found that around 30% of proteins tend to aggregate without chaperones (<xref ref-type="bibr" rid="B43">Niwa et al., 2009</xref>), and the majority are saved by conserved chaperones such as the chaperonin GroEL/GroES (GroE) or DnaK/DnaJ/GrpE (DnaK system) (<xref ref-type="bibr" rid="B42">Niwa et al., 2012</xref>).</p>
<p>Chaperonins, a subclass of conserved chaperones, are responsible for promoting protein folding in cells (<xref ref-type="bibr" rid="B56">Thirumalai and Lorimer, 2001</xref>; <xref ref-type="bibr" rid="B51">Taguchi, 2005</xref>, <xref ref-type="bibr" rid="B52">2015</xref>; <xref ref-type="bibr" rid="B27">Hayer-Hartl et al., 2016</xref>; <xref ref-type="bibr" rid="B62">Weiss et al., 2016</xref>; <xref ref-type="bibr" rid="B57">Thirumalai et al., 2020</xref>; <xref ref-type="bibr" rid="B29">Horovitz et al., 2022</xref>). The best-characterized chaperonin is <italic>E. coli</italic> GroE. GroE is a heat shock protein and the only indispensable chaperone for bacterial viability (<xref ref-type="bibr" rid="B18">Fayet et al., 1989</xref>), except for some species of Mollicutes such as <italic>Ureaplasma</italic> and <italic>Mycoplasma</italic> (<xref ref-type="bibr" rid="B26">Glass et al., 2000</xref>; <xref ref-type="bibr" rid="B12">Clark and Tillier, 2010</xref>; <xref ref-type="bibr" rid="B48">Schwarz et al., 2018</xref>). GroE helps fold numerous client proteins within cells using ATP. ATP binding to the GroEL rings induces drastic conformational changes leading to the formation of GroEL-GroES complexes, which have central cavities for client protein encapsulation (<xref ref-type="bibr" rid="B64">Xu et al., 1997</xref>; <xref ref-type="bibr" rid="B35">Kanno et al., 2009</xref>; <xref ref-type="bibr" rid="B11">Chen et al., 2013</xref>). The encapsulation of client proteins in the chaperonin cavity is essential to the growth of <italic>E. coli</italic> (<xref ref-type="bibr" rid="B37">Koike-Takeshita et al., 2006</xref>). An <italic>in vitro</italic> analysis revealed that the GroE cavity could accommodate proteins up to &#x223c;60&#xa0;kDa (<xref ref-type="bibr" rid="B47">Sakikawa et al., 1999</xref>). Although this review does not cover the detailed molecular mechanism of GroE, the basic role of GroEL is to bind to non-native monomeric proteins that arise after translation or during heat stress to prevent aggregation, and then promote folding in an ATP- and GroES-dependent manner.</p>
<p>In this review, we summarize the progress on the <italic>in vivo</italic> client proteins of the chaperonin GroEL and GroES (<italic>in vivo</italic> GroE clients) and discuss the roles of chaperonins in the cell. Other details on chaperonins have been summarized in recent excellent reviews (<xref ref-type="bibr" rid="B62">Weiss et al., 2016</xref>; <xref ref-type="bibr" rid="B4">Balchin et al., 2020</xref>; <xref ref-type="bibr" rid="B29">Horovitz et al., 2022</xref>).</p>
</sec>
<sec id="s2">
<title>2 Premise of the chaperone requirement: Proteins are aggregation-prone</title>
<p>One of the reasons why chaperones are necessary for the cell is that proteins often aggregate. Indeed, researchers handling proteins know empirically that some proteins tend to form aggregates. What fraction of proteins is aggregation-prone at the proteome level? In this regard, a comprehensive study was conducted in which more than 70% of <italic>E. coli</italic> proteins, 3,173 proteins, were translated under chaperone-free conditions to determine whether they formed aggregates or were soluble (<xref ref-type="bibr" rid="B43">Niwa et al., 2009</xref>). The large-scale analysis using a reconstituted cell-free <italic>E. coli</italic> translation system (PURE system) revealed that the distribution of solubilities was bimodal, indicating that the <italic>E. coli</italic> proteome is divided into two groups: Soluble and aggregation-prone (<xref ref-type="fig" rid="F1">Figure 1A</xref>). The analysis also showed that one-third of the proteins were aggregated when translated in the absence of chaperones, supporting the empirical view that proteins are aggregation-prone. A bioinformatics analysis demonstrated that protein solubility correlates better with cellular abundance, rather than gene-expression levels (<xref ref-type="bibr" rid="B8">Castillo et al., 2011</xref>). Subsequent analyses with the DnaK system or GroE showed that the addition of the chaperones during the translation of those aggregation-prone proteins alleviated aggregation overall, indicating the necessity of chaperones at the proteome level (<xref ref-type="bibr" rid="B42">Niwa et al., 2012</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Relationship between GroE-dependency and protein solubility <bold>(A)</bold> Histograms of solubility distributions for 3,173 <italic>E. coli</italic> proteins (<xref ref-type="bibr" rid="B43">Niwa et al., 2009</xref>) and obligate GroE-dependent clients (Class IV clients) (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>). Inherent protein solubilities under chaperone-free conditions were determined by a global aggregation analysis, using a reconstituted cell-free translation system (PURE system). Solubility scores, representing the index of the aggregation propensity, are defined as the proportion of the supernatant fraction, obtained after the centrifugation of the translation mixture, to the uncentrifuged total protein (<xref ref-type="bibr" rid="B43">Niwa et al., 2009</xref>). <bold>(B)</bold> Interconversion of the aggregation-prone propensity and the GroE-dependency.</p>
</caption>
<graphic xlink:href="fmolb-10-1091677-g001.tif"/>
</fig>
<p>Aggregation formation is associated with impaired folding. Recent global refolding experiments using an <italic>E. coli</italic> lysate, combined with mass spectrometry-based proteomics, revealed that one-third of the <italic>E. coli</italic> proteome is not intrinsically refoldable (<xref ref-type="bibr" rid="B58">To et al., 2021</xref>).</p>
<p>As these large-scale studies suggest, a certain fraction of proteins does not fold easily and often aggregates, supporting the notion that chaperones are essential to maintain the protein homeostasis (proteostasis) in the cell.</p>
</sec>
<sec id="s3">
<title>3 <italic>In vivo</italic> clients of GroEL-GroES</title>
<p>In <italic>E. coli</italic>, three major chaperone systems, trigger factor (TF), the DnaK system, and the chaperonin GroE, are considered to contribute to the folding of newly synthesized polypeptides. These three chaperone systems work together in a cooperative manner, with TF and DnaK both playing similar roles during co-translational processes <italic>in vivo</italic> (<xref ref-type="bibr" rid="B13">Deuerling et al., 1999</xref>; <xref ref-type="bibr" rid="B55">Teter et al., 1999</xref>; <xref ref-type="bibr" rid="B19">Ferbitz et al., 2004</xref>), whereas it is thought that GroEL plays a role in folding polypeptides after they have left the ribosome, although there have also been reports of GroEL potentially being involved in the co-translational process (<xref ref-type="bibr" rid="B24">Genevaux et al., 2004</xref>; <xref ref-type="bibr" rid="B61">Vorderw&#xfc;lbecke et al., 2004</xref>; <xref ref-type="bibr" rid="B65">Ying et al., 2005</xref>, <xref ref-type="bibr" rid="B66">2006</xref>). An important goal in understanding the role of GroE in the cell is to identify <italic>in vivo</italic> obligate GroE clients that absolutely require GroE for folding in cells. The determination of the obligate GroE clients should clarify GroE&#x2019;s unique role among chaperones, provide insight into the structural characteristics of the obligate clients, and illuminate the role of GroE in protein evolution.</p>
<sec id="s3-1">
<title>3.1 Phenotype analyses using GroE-knockdown strains</title>
<p>Since the GroE-deletion <italic>E. coli</italic> strain is not available, due to the fact that GroE is the only indispensable chaperone for <italic>E. coli</italic> viability (<xref ref-type="bibr" rid="B18">Fayet et al., 1989</xref>; <xref ref-type="bibr" rid="B30">Horwich et al., 1993</xref>), a conditional GroE expression strain has been used to identify the <italic>in vivo</italic> GroE clients by analyzing the phenotype after GroE-depletion (<xref ref-type="bibr" rid="B39">McLennan and Masters, 1998</xref>). The depletion of GroE in <italic>E. coli</italic> has led to the identification of DapA and FtsE as essential clients in the cell lysis and filamentous morphology phenotypes, respectively (<xref ref-type="bibr" rid="B39">McLennan and Masters, 1998</xref>; <xref ref-type="bibr" rid="B22">Fujiwara and Taguchi, 2007</xref>). Although a detailed phenotypic analysis can precisely identify obligate GroE clients, this approach is limited because it can only identify one client at a time and only in cells with experimentally tractable phenotypes.</p>
<p>GroE depletion in <italic>E. coli</italic> causes the aggregation or degradation of newly translated polypeptides due to misfolding (<italic>e.g</italic>., <xref ref-type="bibr" rid="B9">Chapman et al., 2006</xref>; <xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>; <xref ref-type="bibr" rid="B40">Niwa et al., 2022</xref>). The use of mass spectrometry (MS) has identified around 300 proteins in aggregated proteins in a severe temperature-sensitive GroE strain, which harbors the GroEL (E461&#xa0;K) mutant instead of wild-type GroEL (<xref ref-type="bibr" rid="B9">Chapman et al., 2006</xref>).</p>
</sec>
<sec id="s3-2">
<title>3.2 <italic>In vivo</italic> GroEL interactors</title>
<p>Another method to identify <italic>in vivo</italic> GroE clients is through a proteome-wide analysis of GroE complexes, including client proteins. Hundreds of GroEL interactors have been identified using MS (e.g., <xref ref-type="bibr" rid="B31">Houry et al., 1999</xref>; <xref ref-type="bibr" rid="B36">Kerner et al., 2005</xref>). In particular, Kerner et al. identified &#x223c;250 <italic>E. coli</italic> proteins that are encapsulated in a chaperonin complex between <italic>E. coli</italic> GroEL and <italic>Methanosarcina mazei</italic> GroES, which tightly binds <italic>E. coli</italic> GroEL (<xref ref-type="bibr" rid="B36">Kerner et al., 2005</xref>). The interactors were categorized into three classes depending on their enrichment in the GroEL-GroES complex: Class I clients as spontaneous folders, Class II as partial GroEL-dependent clients, and Class III as potential obligate GroE clients (<xref ref-type="bibr" rid="B36">Kerner et al., 2005</xref>).</p>
<p>Note that other approaches to identify <italic>in vivo</italic> GroEL interactors have been applied to other bacteria besides <italic>E. coli</italic>. In <italic>Thermus thermophilus</italic>, MS-based proteomics of the endogenous <italic>T. thermophilus</italic> GroEL-GroES complex identified 24 clients in the chaperonin cavity (<xref ref-type="bibr" rid="B49">Shimamura et al., 2004</xref>). In <italic>Bacillus subtilis</italic>, a single-ring GroEL variant with a histidine-tag was used to identify 28 GroEL interactors (<xref ref-type="bibr" rid="B16">Endo and Kurusu, 2007</xref>). The archaeon <italic>M. mazei</italic> has the unusual property of possessing a group I chaperonin (GroEL) in addition to a group II chaperonin (<xref ref-type="bibr" rid="B20">Figueiredo et al., 2004</xref>). In this archaeon, <italic>Methanosarcina</italic> GroEL interactors have been identified by a large-scale co-immunoprecipitation analysis (<xref ref-type="bibr" rid="B28">Hirtreiter et al., 2009</xref>).</p>
</sec>
<sec id="s3-3">
<title>3.3 <italic>In vivo</italic> obligate GroE-dependent clients</title>
<p>An analysis of <italic>E. coli</italic> chaperonin GroEL interactors at the proteome level identified a group of proteins referred to as Class III clients, which were thought to be obligate chaperonin clients. However, the necessity of chaperonins for <italic>in vivo</italic> folding has not been thoroughly examined. In fact, one of the Class III proteins, ParC, was functional even under GroE-depleted conditions (<xref ref-type="bibr" rid="B22">Fujiwara and Taguchi, 2007</xref>), raising the possibility that the predicted Class III proteins are not necessarily obligate clients of GroE. A systematic assessment of the GroE requirement under the GroE-depleted condition revealed that &#x223c;60% of the Class III clients required GroE for proper folding, and thus were regarded as <italic>bona fide</italic> obligate GroE clients <italic>in vivo</italic> and reclassified as Class IV clients (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>). Besides the Class III clients, a metabolomics analysis and the Class IV homologs in <italic>E. coli</italic> were used to identify additional Class IV clients (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>). In the metabolomics analysis, if the level of a metabolite is altered in a GroE-deficient strain, then the enzymes involved with the metabolite may be GroEL clients (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>). Furthermore, with the aid of data from the <italic>in vitro</italic> comprehensive analysis using the PURE system, 20 additional Class IV clients were identified (<xref ref-type="bibr" rid="B41">Niwa et al., 2016</xref>). In total, about 80 proteins have now been identified as Class IV clients.</p>
<p>It is worthwhile to compare these Class IV clients with other client candidate lists identified by various approaches or in other bacteria. Regarding the &#x223c;300 proteins aggregated in the GroEL (E461&#xa0;K) mutant strain, identified by Chapman <italic>et al.</italic> (<xref ref-type="bibr" rid="B9">Chapman et al., 2006</xref>), only 17 proteins were overlapped with Class IV clients (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>). The poor overlapping of the clients in these studies would be due to the different approaches used. Indeed, Masters <italic>et al.</italic> observed that insoluble proteins did not accumulate in GroE-depleted MGM100 cells (<xref ref-type="bibr" rid="B38">Masters et al., 2009</xref>), suggesting that the cellular milieus in the GroEL mutant strain and the GroE-depleted cells are quite different. Comparisons of Class IV clients in <italic>E. coli</italic> with GroE interactors in <italic>T. thermophilus</italic> and <italic>B. subtilis</italic> (<xref ref-type="bibr" rid="B49">Shimamura et al., 2004</xref>; <xref ref-type="bibr" rid="B16">Endo and Kurusu, 2007</xref>) revealed no apparent overlap, probably due to the fact that MS-based proteomics was in its initial stages in the early 2000s and the number of identified proteins was extremely small.</p>
<p>Collectively, the term &#x201c;client&#x201d; can vary significantly depending on the context in which it is utilized. The most commonly employed method for identifying chaperone client candidates is through the utilization of <italic>in vivo</italic> interactors obtained <italic>via</italic> pull-down assays. However, in the case of GroE, additional validation is necessary as GroE-interactors such as Class III proteins do not necessarily require GroE for <italic>in vivo</italic> folding. To qualify as a <italic>bona fide</italic> GroE client, folding in a GroE-depleted strain should be examined. Furthermore, <italic>in vitro</italic> experiments could provide greater insight into whether the folding of candidate clients can be aided by GroE during translation or after denaturation. In reality, however, determining whether a protein has completed folding correctly <italic>in vitro</italic> can be challenging. For enzymes, it is possible to assess folding completion through enzymatic activity, however, this activity-based approach is not universally applicable to all potential clients.</p>
</sec>
<sec id="s3-4">
<title>3.4 Features of the <italic>in vivo</italic> obligate GroE clients</title>
<p>The identification of the Class IV clients revealed several of their features, as follows (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>).</p>
<sec id="s3-4-1">
<title>3.4.1 Aggregation-prone properties</title>
<p>The most striking feature of the Class IV clients is their inherent highly aggregation-prone nature (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>) (<xref ref-type="fig" rid="F1">Figure 1A</xref>), which was evaluated by a global aggregation analysis under chaperone-free conditions using a reconstituted <italic>E. coli</italic> cell-free translation system (PURE system) (<xref ref-type="bibr" rid="B43">Niwa et al., 2009</xref>).</p>
</sec>
<sec id="s3-4-2">
<title>3.4.2 Molecular weights and amino acid preferences</title>
<p>As with other features, the Class IV clients, which are limited to those with molecular weights less than approximately 70 kD and can fit within the chaperonin cavity, exhibit a weak yet significant enrichment in alanine/glycine residues. On average, the Ala/Gly enrichment corresponded to six additional alanine or glycine residues in a 300&#xa0;amino acid protein (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>).</p>
</sec>
<sec id="s3-4-3">
<title>3.4.3 Structural preferences</title>
<p>A bioinformatic analysis revealed specific structural tendencies among the Class IV clients, with nearly half (25/57) of them displaying the TIM-barrel fold (c.1 in SCOP database terminology), which has been proposed as the preferred folding topology for GroE interactors (<xref ref-type="bibr" rid="B31">Houry et al., 1999</xref>; <xref ref-type="bibr" rid="B36">Kerner et al., 2005</xref>). Other fold classes, such as the FAD/NAD(P)-binding domain (c.3), the PLP-dependent transferase-like fold (c.67), and the thiolase fold (c.95), were also overrepresented in Class IV, but to a lesser extent than the TIM-barrel fold proteins. Strikingly, all of the fold classes overrepresented among the Class IV members are aggregation-prone folds, as characterized in the global aggregation assay under chaperone-free conditions (<xref ref-type="bibr" rid="B43">Niwa et al., 2009</xref>).</p>
</sec>
<sec id="s3-4-4">
<title>3.4.4 Functional preferences</title>
<p>Approximately 70% of Class IV clients are metabolic enzymes, with six of them (DapA, ASD, MetK, FtsE, HemB, and KdsA) being essential for the viability of <italic>E. coli</italic> (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>). If these are the only essential clients of GroE, creating an <italic>E. coli</italic> strain that is not dependent on GroE should be possible by complementing these six genes; <italic>e.g.,</italic> the conversion of GroE-dependency (<xref ref-type="bibr" rid="B38">Masters et al., 2009</xref>; <xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>). A viable <italic>groE</italic>-knockout <italic>E. coli</italic> strain would provide an answer to the question of why GroE is essential for cell viability.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<title>4 Determinants that define the chaperonin GroEL dependency</title>
<p>After the <italic>in vivo</italic> obligate GroE clients have been identified, the next challenge is to distinguish the determinants that define such GroE dependence. Although these determinants are not yet fully understood, some attempts are introduced here.</p>
<sec id="s4-1">
<title>4.1 Factors associated with GroE dependency</title>
<p>Several attempts have been made to distinguish GroE clients from other proteins, by bioinformatics and experimental approaches (<xref ref-type="bibr" rid="B38">Masters et al., 2009</xref>; <xref ref-type="bibr" rid="B54">Tartaglia et al., 2010</xref>; <xref ref-type="bibr" rid="B2">Azia et al., 2012</xref>). The identification of <italic>in vivo</italic> obligate GroE clients raises the question about the key factors that define the GroE dependency. So far, various approaches have been used to extract the characteristics of the GroE clients. Although they were not sufficient to enable the development of a highly accurate predictor, the following are some factors that are associated with GroE clients. At the amino acid sequence level, bioinformatic approaches were conducted to identify &#x201c;binding motifs&#x201d; of GroE clients using sequence patterns similar to the GroES mobile loop segment that binds GroEL (<xref ref-type="bibr" rid="B10">Chaudhuri and Gupta, 2005</xref>; <xref ref-type="bibr" rid="B50">Stan et al., 2005</xref>). Many other indicators have been proposed as features of GroE clients. The studies that used GFP as an artificial GroE client revealed that highly frustrated regions, wherein not all interactions in the native state are optimized energetically, and increased contact order in the client are associated with greater GroE dependence (<xref ref-type="bibr" rid="B5">Bandyopadhyay et al., 2017</xref>, <xref ref-type="bibr" rid="B6">2019</xref>). Also, we note that the features that identify the GroE dependency of a given protein do not necessarily translate broadly to <italic>in vivo</italic> clients. For example, contact order did not distinguish <italic>in vivo</italic> clients from other <italic>E. coli</italic> proteins (<xref ref-type="bibr" rid="B44">Noivirt-Brik et al., 2007</xref>).</p>
</sec>
<sec id="s4-2">
<title>4.2 Converting the GroE dependency of a protein</title>
<p>One way to explore the factors that determine GroE dependence is to convert a protein that is not a GroE client into a GroE client. The Class IV orthologs (MetK, DeoA and YcfH) in the GroE-lacking organism <italic>Ureaplasma urealyticum</italic> fold into the native state in GroE-depleted <italic>E. coli</italic> cells (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>; <xref ref-type="bibr" rid="B25">Georgescauld et al., 2014</xref>). Among them, the MetK ortholog in <italic>Ureaplasma urealyticum</italic> (<italic>Uu</italic>MetK), which shares 45% identity with <italic>E. coli</italic> MetK (<italic>Ec</italic>MetK), has been investigated to decode the determinants for the GroE requirement (<xref ref-type="bibr" rid="B33">Ishimoto et al., 2014</xref>). <italic>Uu</italic>MetK does not require GroE during the folding process in <italic>E. coli</italic> (<xref ref-type="bibr" rid="B21">Fujiwara et al., 2010</xref>; <xref ref-type="bibr" rid="B23">Fujiwara and Taguchi, 2012</xref>). Analyses of chimeric or randomly mutagenized <italic>Uu</italic>MetK genes expressed in GroE-depleted <italic>E. coli</italic> revealed that multiple independent point mutations or even single mutations were sufficient to change from the GroE-independent <italic>Uu</italic>MetK to the GroE-dependent <italic>Uu</italic>MetK, suggesting that subtle differences determine the GroE-dependency. The locations of the mutations in <italic>Uu</italic>MetK were spread out throughout the open reading frame. Notably, the GroE-dependency was well correlated with the tendency of the mutant proteins to form protein aggregates during folding (<xref ref-type="bibr" rid="B33">Ishimoto et al., 2014</xref>). Combined with the recent finding that point mutations can convert an aggregation-prone GroE client into a GroE-independent folder (Taguchi et al. unpublished), the differences between GroE clients and non-GroE clients would be subtle, suggesting that they could be interconvertible (<xref ref-type="fig" rid="F1">Figure 1B</xref>).</p>
</sec>
</sec>
<sec id="s5">
<title>5 Implications in protein evolution: GroE might be required for &#x201c;newcomer&#x201d; proteins</title>
<p>The identification of the obligate GroE clients revealed that more than 70% (42 out of 57) are likely to be involved in metabolic reactions. What is the relationship between GroE and metabolic enzymes? A bioinformatics analysis of the metabolic pathways revealed that, as the GroE dependency increases, the clients are more laterally distributed in the metabolic network (<xref ref-type="bibr" rid="B53">Takemoto et al., 2011</xref>). In addition, a comparative genome analysis showed that the degree of conservation of GroE clients decreases with the GroE dependence, and the Class I GroE clients are most conserved as compared to other GroE client classes (<xref ref-type="bibr" rid="B53">Takemoto et al., 2011</xref>).</p>
<p>These findings could be discussed in the context of protein evolution. Most protein mutations have a negative effect since the protein stability is, in general, marginal (<xref ref-type="bibr" rid="B59">Tokuriki et al., 2008</xref>). It has been proposed that chaperones play a role in facilitating protein evolution by buffering the destabilizing mutations that cause misfolding (<xref ref-type="bibr" rid="B46">Rutherford and Lindquist, 1998</xref>). This concept, which was originally developed from studies on Hsp90 (<xref ref-type="bibr" rid="B46">Rutherford and Lindquist, 1998</xref>), has been extended to GroE (<xref ref-type="bibr" rid="B17">Fares et al., 2002</xref>; <xref ref-type="bibr" rid="B60">Tokuriki and Tawfik, 2009</xref>; <xref ref-type="bibr" rid="B7">Bogumil and Dagan, 2012</xref>). Directed evolution experiments revealed that GroE overexpression could buffer the destabilizing mutations, thereby promoting the folding of compromised proteins to improve their enzyme activities (<xref ref-type="bibr" rid="B60">Tokuriki and Tawfik, 2009</xref>; <xref ref-type="bibr" rid="B63">Wyganowski et al., 2013</xref>). Indeed, the evolved enzymes in GroE-overexpressing <italic>E. coli</italic> gained aggregation-prone properties and were converted to GroE-dependent proteins (<xref ref-type="bibr" rid="B60">Tokuriki and Tawfik, 2009</xref>), consistent with the MetK case described above (<xref ref-type="bibr" rid="B33">Ishimoto et al., 2014</xref>). Therefore, the role of GroE in buffering the aggregation-prone mutations helps the destabilized proteins to function in the cellular environment. The buffering effect would allow the destabilized proteins to exhibit novel cellular functions in a chaperone-dependent manner, eventually contributing to the molecular evolution of the protein (<xref ref-type="bibr" rid="B53">Takemoto et al., 2011</xref>).</p>
<p>The possible evolutional role of GroE prompted us to investigate whether GroE clients are conserved among species. If the obligate GroE clients (Class IV) have evolutionarily acquired some function or other traits more recently by mutations of existing proteins than other proteome members, then we would expect that the GroE clients are not conserved. So far, an extensive survey to identify <italic>in vivo</italic> obligate GroE-dependent clients has only been conducted in <italic>E. coli.</italic> For verification, we await a study to identify the <italic>in vivo</italic> clients in other bacteria, at the level of that in <italic>E. coli.</italic>
</p>
</sec>
<sec id="s6">
<title>6 Future perspectives</title>
<p>Even though there have been great breakthroughs in highly accurate protein structure prediction, as represented by AlphaFold2 (<xref ref-type="bibr" rid="B34">Jumper et al., 2021</xref>) and rational <italic>de novo</italic> protein design (<xref ref-type="bibr" rid="B32">Huang et al., 2016</xref>), we still do not fully understand the protein folding process. One of the obstacles is protein aggregation. Protein aggregation is a notorious problem when handling proteins and has often been ignored as an unwanted side reaction in protein folding. The chaperone studies unveiled the previously unrecognized role of aggregation-prone proteins in the protein world. Since Anfinsen demonstrated the basic principle of protein folding (<xref ref-type="bibr" rid="B1">Anfinsen, 1973</xref>), extensive efforts to elucidate the protein folding mechanism have been performed for more than half a century (<xref ref-type="bibr" rid="B14">Dill and MacCallum, 2012</xref>). However, the &#x201c;folding&#x201d; mechanisms of &#x201c;recalcitrant&#x201d; proteins, which are not spontaneously folded under chaperone-free conditions, remain enigmatic. Most physicochemical methods such as stopped-flow kinetic experiments and calorimetric measurements are not amenable to aggregated proteins. Approaches to tackle the &#x201c;folding&#x201d; mechanisms of recalcitrant proteins are necessary to understand the wide spectrum of protein folding in the cell.</p>
</sec>
</body>
<back>
<sec id="s7">
<title>Author contributions</title>
<p>HT and AK-T Conceived the review. HT finalized the review.</p>
</sec>
<sec id="s8">
<title>Funding</title>
<p>This work was supported by MEXT Grants-in-Aid for Scientific Research (Grant Numbers JP26116002, JP18H03984, JP20H05925 to HT).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Anfinsen</surname>
<given-names>B. C.</given-names>
</name>
</person-group> (<year>1973</year>). <article-title>Principles that govern the folding of protein chains</article-title>. <source>Science</source> <volume>181</volume>, <fpage>223</fpage>&#x2013;<lpage>230</lpage>. <pub-id pub-id-type="doi">10.1126/science.181.4096.223</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Azia</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Unger</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Horovitz</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>What distinguishes GroEL substrates from other <italic>Escherichia coli</italic> proteins?</article-title> <source>FEBS J.</source> <volume>279</volume>, <fpage>543</fpage>&#x2013;<lpage>550</lpage>. <pub-id pub-id-type="doi">10.1111/j.1742-4658.2011.08458.x</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balchin</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Hayer-Hartl</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hartl</surname>
<given-names>F. U.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>
<italic>In vivo</italic> aspects of protein folding and quality control</article-title>. <source>Science</source> <volume>353</volume>, <fpage>aac4354</fpage>. <pub-id pub-id-type="doi">10.1126/science.aac4354</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balchin</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Hayer-Hartl</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Hartl</surname>
<given-names>F. U.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Recent advances in understanding catalysis of protein folding by molecular chaperones</article-title>. <source>FEBS Lett.</source> <volume>594</volume>, <fpage>2770</fpage>&#x2013;<lpage>2781</lpage>. <pub-id pub-id-type="doi">10.1002/1873-3468.13844</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bandyopadhyay</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Goldenzweig</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Unger</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Adato</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Fleishman</surname>
<given-names>S. J.</given-names>
</name>
<name>
<surname>Unger</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Local energetic frustration affects the dependence of green fluorescent protein folding on the chaperonin GroEL</article-title>. <source>J. Biol. Chem.</source> <volume>292</volume>, <fpage>20583</fpage>&#x2013;<lpage>20591</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M117.808576</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bandyopadhyay</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Mondal</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Unger</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Horovitz</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Contact order is a determinant for the dependence of GFP folding on the chaperonin GroEL</article-title>. <source>Biophys. J.</source> <volume>116</volume>, <fpage>42</fpage>&#x2013;<lpage>48</lpage>. <pub-id pub-id-type="doi">10.1016/J.BPJ.2018.11.019</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bogumil</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Dagan</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Cumulative impact of chaperone-mediated folding on genome evolution</article-title>. <source>Biochemistry</source> <volume>51</volume>, <fpage>9941</fpage>&#x2013;<lpage>9953</lpage>. <pub-id pub-id-type="doi">10.1021/bi3013643</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Castillo</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Gra&#xf1;a-Montes</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ventura</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>The aggregation properties of <italic>Escherichia coli</italic> proteins associated with their cellular abundance</article-title>. <source>Biotechnol. J.</source> <volume>6</volume>, <fpage>752</fpage>&#x2013;<lpage>760</lpage>. <pub-id pub-id-type="doi">10.1002/biot.201100014</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chapman</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Farr</surname>
<given-names>G. W.</given-names>
</name>
<name>
<surname>Usaite</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Furtak</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Fenton</surname>
<given-names>W. A.</given-names>
</name>
<name>
<surname>Chaudhuri</surname>
<given-names>T. K.</given-names>
</name>
<etal/>
</person-group> (<year>2006</year>). <article-title>Global aggregation of newly translated proteins in an <italic>Escherichia coli</italic> strain deficient of the chaperonin GroEL</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>103</volume>, <fpage>15800</fpage>&#x2013;<lpage>15805</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0607534103</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chaudhuri</surname>
<given-names>T. K.</given-names>
</name>
<name>
<surname>Gupta</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Factors governing the substrate recognition by GroEL chaperone: A sequence correlation approach</article-title>. <source>Cell Stress Chaperones</source> <volume>10</volume>, <fpage>24</fpage>&#x2013;<lpage>36</lpage>. <pub-id pub-id-type="doi">10.1379/CSC-64R1.1</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>D. H.</given-names>
</name>
<name>
<surname>Madan</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Weaver</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Schr&#xf6;der</surname>
<given-names>G. F.</given-names>
</name>
<name>
<surname>Chiu</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Visualizing GroEL/ES in the act of encapsulating a folding protein</article-title>. <source>Cell</source> <volume>153</volume>, <fpage>1354</fpage>&#x2013;<lpage>1365</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2013.04.052</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Clark</surname>
<given-names>G. W.</given-names>
</name>
<name>
<surname>Tillier</surname>
<given-names>E. R. M.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Loss and gain of GroEL in the mollicutes</article-title>. <source>Biochem. Cell Biol.</source> <volume>88</volume>, <fpage>185</fpage>&#x2013;<lpage>194</lpage>. <pub-id pub-id-type="doi">10.1139/O09-157</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Deuerling</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Schulze-Specking</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Tomoyasu</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Mogk</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Bukau</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Mogk</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Trigger factor and DnaK cooperate in folding of newly synthesized proteins</article-title>. <source>Nature</source> <volume>400</volume>, <fpage>693</fpage>&#x2013;<lpage>696</lpage>. <pub-id pub-id-type="doi">10.1038/23301</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dill</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>MacCallum</surname>
<given-names>J. L.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>The protein-folding problem, 50 years on</article-title>. <source>Science</source> <volume>338</volume>, <fpage>1042</fpage>&#x2013;<lpage>1046</lpage>. <pub-id pub-id-type="doi">10.1126/science.1219021</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dobson</surname>
<given-names>C. M.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Protein folding and misfolding</article-title>. <source>Nature</source> <volume>426</volume>, <fpage>884</fpage>&#x2013;<lpage>890</lpage>. <pub-id pub-id-type="doi">10.1038/nature02261</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Endo</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Kurusu</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Identification of <italic>in vivo</italic> substrates of the chaperonin GroEL from Bacillus subtilis</article-title>. <source>Biosci. Biotechnol. Biochem.</source> <volume>71</volume>, <fpage>1073</fpage>&#x2013;<lpage>1077</lpage>. <pub-id pub-id-type="doi">10.1271/bbb.60640</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fares</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Ruiz-Gonz&#xe1;lez</surname>
<given-names>M. X.</given-names>
</name>
<name>
<surname>Moya</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Elena</surname>
<given-names>S. F.</given-names>
</name>
<name>
<surname>Barrio</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Endosymbiotic bacteria: GroEL buffers against deleterious mutations</article-title>. <source>Nature</source> <volume>417</volume>, <fpage>398</fpage>. <pub-id pub-id-type="doi">10.1038/417398a</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fayet</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Ziegelhoffer</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Georgopoulos</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>1989</year>). <article-title>The groES and groEL heat shock gene products of <italic>Escherichia coli</italic> are essential for bacterial growth at all temperatures</article-title>. <source>J. Bacteriol.</source> <volume>171</volume>, <fpage>1379</fpage>&#x2013;<lpage>1385</lpage>. <pub-id pub-id-type="doi">10.1128/jb.171.3.1379-1385.1989</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ferbitz</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Maier</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Patzelt</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Bukau</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Deuerling</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Ban</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Trigger factor in complex with the ribosome forms a molecular cradle for nascent proteins</article-title>. <source>Nature</source> <volume>431</volume>, <fpage>590</fpage>&#x2013;<lpage>596</lpage>. <pub-id pub-id-type="doi">10.1038/nature02899</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Figueiredo</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Klunker</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Ang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Naylor</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Kerner</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Georgopoulos</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2004</year>). <article-title>Functional characterization of an archaeal GroEL/GroES chaperonin system: Significance of substrate encapsulation</article-title>. <source>J. Biol. Chem.</source> <volume>279</volume>, <fpage>1090</fpage>&#x2013;<lpage>1099</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M310914200</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fujiwara</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Ishihama</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Nakahigashi</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Soga</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>A systematic survey of <italic>in vivo</italic> obligate chaperonin-dependent substrates</article-title>. <source>EMBO J.</source> <volume>29</volume>, <fpage>1552</fpage>&#x2013;<lpage>1564</lpage>. <pub-id pub-id-type="doi">10.1038/emboj.2010.52</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fujiwara</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Filamentous morphology in GroE-depleted <italic>Escherichia coli</italic> induced by impaired folding of FtsE</article-title>. <source>J. Bacteriol.</source> <volume>189</volume>, <fpage>5860</fpage>&#x2013;<lpage>5866</lpage>. <pub-id pub-id-type="doi">10.1128/JB.00493-07</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fujiwara</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Mechanism of methionine synthase overexpression in chaperonin-depleted <italic>Escherichia coli</italic>
</article-title>. <source>Microbiol. (N Y)</source> <volume>158</volume>, <fpage>917</fpage>&#x2013;<lpage>924</lpage>. <pub-id pub-id-type="doi">10.1099/mic.0.055079-0</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Genevaux</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Keppel</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Schwager</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Langendijk-Genevaux</surname>
<given-names>P. S.</given-names>
</name>
<name>
<surname>Hartl</surname>
<given-names>F. U.</given-names>
</name>
<name>
<surname>Georgopoulos</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>
<italic>In vivo</italic> analysis of the overlapping functions of DnaK and trigger factor</article-title>. <source>EMBO Rep.</source> <volume>5</volume>, <fpage>195</fpage>&#x2013;<lpage>200</lpage>. <pub-id pub-id-type="doi">10.1038/sj.embor.7400067</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Georgescauld</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Popova</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Gupta</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Bracher</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Engen</surname>
<given-names>J. R.</given-names>
</name>
<name>
<surname>Hayer-Hartl</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>GroEL/ES chaperonin modulates the mechanism and accelerates the rate of TIM-barrel domain folding</article-title>. <source>Cell</source> <volume>157</volume>, <fpage>922</fpage>&#x2013;<lpage>934</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2014.03.038</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Glass</surname>
<given-names>J. I.</given-names>
</name>
<name>
<surname>Lefkowitz</surname>
<given-names>E. J.</given-names>
</name>
<name>
<surname>Glass</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Heiner</surname>
<given-names>C. R.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>E. Y.</given-names>
</name>
<name>
<surname>Cassell</surname>
<given-names>G. H.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>The complete sequence of the mucosal pathogen Ureaplasma urealyticum</article-title>. <source>Nature</source> <volume>407</volume>, <fpage>757</fpage>&#x2013;<lpage>762</lpage>. <pub-id pub-id-type="doi">10.1038/35037619</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hayer-Hartl</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bracher</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Hartl</surname>
<given-names>F. U.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>The GroEL-GroES chaperonin machine: A nano-cage for protein folding</article-title>. <source>Trends Biochem. Sci.</source> <volume>41</volume>, <fpage>62</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1016/j.tibs.2015.07.009</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hirtreiter</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Calloni</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Forner</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Scheibe</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Puype</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Vandekerckhove</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2009</year>). <article-title>Differential substrate specificity of group I and group II chaperonins in the archaeon Methanosarcina mazei</article-title>. <source>Mol. Microbiol.</source> <volume>74</volume>, <fpage>1152</fpage>&#x2013;<lpage>1168</lpage>. <pub-id pub-id-type="doi">10.1111/J.1365-2958.2009.06924.X</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Horovitz</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Reingewertz</surname>
<given-names>T. H.</given-names>
</name>
<name>
<surname>Cu&#xe9;llar</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Valpuesta</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Chaperonin mechanisms: Multiple and (Mis)Understood?</article-title> <source>Annu. Rev. Biophys.</source> <volume>51</volume>, <fpage>115</fpage>&#x2013;<lpage>133</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-biophys-082521-113418</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Horwich</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Low</surname>
<given-names>K. B.</given-names>
</name>
<name>
<surname>Fenton</surname>
<given-names>W. A.</given-names>
</name>
<name>
<surname>Hirshfield</surname>
<given-names>I. N.</given-names>
</name>
<name>
<surname>Furtak</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>Folding <italic>in vivo</italic> of bacterial cytoplasmic proteins: Role of GroEL</article-title>. <source>Cell</source> <volume>74</volume>, <fpage>909</fpage>&#x2013;<lpage>917</lpage>. <pub-id pub-id-type="doi">10.1016/0092-8674(93)90470-B</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Houry</surname>
<given-names>W. A.</given-names>
</name>
<name>
<surname>Frishman</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Eckerskorn</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Lottspeich</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Hartl</surname>
<given-names>F. U.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Identification of <italic>in vivo</italic> substrates of the chaperonin GroEL</article-title>. <source>Nature</source> <volume>402</volume>, <fpage>147</fpage>&#x2013;<lpage>154</lpage>. <pub-id pub-id-type="doi">10.1038/45977</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname>
<given-names>P. S.</given-names>
</name>
<name>
<surname>Boyken</surname>
<given-names>S. E.</given-names>
</name>
<name>
<surname>Baker</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>The coming of age of de novo protein design</article-title>. <source>Nature</source> <volume>537</volume>, <fpage>320</fpage>&#x2013;<lpage>327</lpage>. <pub-id pub-id-type="doi">10.1038/nature19946</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ishimoto</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Fujiwara</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Niwa</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Conversion of a chaperonin GroEL-independent protein into an obligate substrate</article-title>. <source>J. Biol. Chem.</source> <volume>289</volume>, <fpage>32073</fpage>&#x2013;<lpage>32080</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M114.610444</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jumper</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Evans</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Pritzel</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Green</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Figurnov</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ronneberger</surname>
<given-names>O.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Highly accurate protein structure prediction with AlphaFold</article-title>. <source>Nature</source> <volume>596</volume>, <fpage>583</fpage>&#x2013;<lpage>589</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-021-03819-2</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kanno</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Koike-Takeshita</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Yokoyama</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Mitsuoka</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Cryo-EM structure of the native GroEL-GroES complex from thermus thermophilus encapsulating substrate inside the cavity</article-title>. <source>Structure</source> <volume>17</volume>, <fpage>287</fpage>&#x2013;<lpage>293</lpage>. <pub-id pub-id-type="doi">10.1016/j.str.2008.12.012</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kerner</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Naylor</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Ishihama</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Maier</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Chang</surname>
<given-names>H. C.</given-names>
</name>
<name>
<surname>Stines</surname>
<given-names>A. P.</given-names>
</name>
<etal/>
</person-group> (<year>2005</year>). <article-title>Proteome-wide analysis of chaperonin-dependent protein folding in <italic>Escherichia coli</italic>
</article-title>. <source>Cell</source> <volume>122</volume>, <fpage>209</fpage>&#x2013;<lpage>220</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2005.05.028</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Koike-Takeshita</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Shimamura</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Yokoyama</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Yoshida</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Leu309 plays a critical role in the encapsulation of substrate protein into the internal cavity of GroEL</article-title>. <source>J. Biol. Chem.</source> <volume>281</volume>, <fpage>962</fpage>&#x2013;<lpage>967</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M506298200</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Masters</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Blakely</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Coulson</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>McLennan</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Yerko</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Acord</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Protein folding in <italic>Escherichia coli</italic>: The chaperonin GroE and its substrates</article-title>. <source>Res. Microbiol.</source> <volume>160</volume>, <fpage>267</fpage>&#x2013;<lpage>277</lpage>. <pub-id pub-id-type="doi">10.1016/j.resmic.2009.04.002</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McLennan</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Masters</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>GroE is vital for cell-wall synthesis</article-title>. <source>Nature</source> <volume>392</volume>, <fpage>139</fpage>. <pub-id pub-id-type="doi">10.1038/32317</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Niwa</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Chadani</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Shotgun proteomics revealed preferential degradation of misfolded <italic>in vivo</italic> obligate GroE substrates by lon protease in <italic>Escherichia coli</italic>
</article-title>. <source>Molecules</source> <volume>27</volume>, <fpage>3772</fpage>. <pub-id pub-id-type="doi">10.3390/molecules27123772</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Niwa</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Fujiwara</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Identification of novel <italic>in vivo</italic> obligate GroEL/ES substrates based on data from a cell-free proteomics approach</article-title>. <source>FEBS Lett.</source> <volume>590</volume>, <fpage>251</fpage>&#x2013;<lpage>257</lpage>. <pub-id pub-id-type="doi">10.1002/1873-3468.12036</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Niwa</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Kanamori</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ueda</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Global analysis of chaperone effects using a reconstituted cell-free translation system</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>109</volume>, <fpage>8937</fpage>&#x2013;<lpage>8942</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1201380109</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Niwa</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Ying</surname>
<given-names>B.-W.</given-names>
</name>
<name>
<surname>Saito</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Takada</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ueda</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2009</year>). <article-title>Bimodal protein solubility distribution revealed by an aggregation analysis of the entire ensemble of <italic>Escherichia coli</italic> proteins</article-title>. <source>Proc. Natl. Acad. Sci. U. S. A.</source> <volume>106</volume>, <fpage>4201</fpage>&#x2013;<lpage>4206</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0811922106</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Noivirt-Brik</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Unger</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Horovitz</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Low folding propensity and high translation efficiency distinguish <italic>in vivo</italic> substrates of GroEL from other <italic>Escherichia coli</italic> proteins</article-title>. <source>Bioinformatics</source> <volume>23</volume>, <fpage>3276</fpage>&#x2013;<lpage>3279</lpage>. <pub-id pub-id-type="doi">10.1093/BIOINFORMATICS/BTM513</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Richter</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Haslbeck</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Buchner</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>The heat shock response: Life on the verge of death</article-title>. <source>Mol. Cell</source> <volume>40</volume>, <fpage>253</fpage>&#x2013;<lpage>266</lpage>. <pub-id pub-id-type="doi">10.1016/j.molcel.2010.10.006</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rutherford</surname>
<given-names>S. L.</given-names>
</name>
<name>
<surname>Lindquist</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>Hsp90 as a capacitor for morphological evolution</article-title>. <source>Nature</source> <volume>396</volume>, <fpage>336</fpage>&#x2013;<lpage>342</lpage>. <pub-id pub-id-type="doi">10.1038/24550</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sakikawa</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Makino</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yoshida</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>On the maximum size of proteins to stay and fold in the cavity of GroEL underneath GroES</article-title>. <source>J. Biol. Chem.</source> <volume>274</volume>, <fpage>21251</fpage>&#x2013;<lpage>21256</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.274.30.21251</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schwarz</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Adato</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Horovitz</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Unger</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Comparative genomic analysis of mollicutes with and without a chaperonin system</article-title>. <source>PLoS One</source> <volume>13</volume>, <fpage>e0192619</fpage>. <pub-id pub-id-type="doi">10.1371/JOURNAL.PONE.0192619</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shimamura</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Koike-Takeshita</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Yokoyama</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Masui</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Murai</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Yoshida</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2004</year>). <article-title>Crystal structure of the native chaperonin complex from Thermus thermophilus revealed unexpected asymmetry at the cis-cavity</article-title>. <source>Structure</source> <volume>12</volume>, <fpage>1471</fpage>&#x2013;<lpage>1480</lpage>. <pub-id pub-id-type="doi">10.1016/j.str.2004.05.020</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stan</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Brooks</surname>
<given-names>B. R.</given-names>
</name>
<name>
<surname>Lorimer</surname>
<given-names>G. H.</given-names>
</name>
<name>
<surname>Thirumalai</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Identifying natural substrates for chaperonins using a sequence-based approach</article-title>. <source>Protein Sci.</source> <volume>14</volume>, <fpage>193</fpage>&#x2013;<lpage>201</lpage>. <pub-id pub-id-type="doi">10.1110/PS.04933205</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Chaperonin GroEL meets the substrate protein as a &#x201c;load&#x201d; of the rings</article-title>. <source>J. Biochem.</source> <volume>137</volume>, <fpage>543</fpage>&#x2013;<lpage>549</lpage>. <pub-id pub-id-type="doi">10.1093/jb/mvi069</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Reaction cycle of chaperonin GroEL via symmetric &#x201c;football&#x201d; intermediate</article-title>. <source>J. Mol. Biol.</source> <volume>427</volume>, <fpage>2912</fpage>&#x2013;<lpage>2918</lpage>. <pub-id pub-id-type="doi">10.1016/j.jmb.2015.04.007</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Takemoto</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Niwa</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Difference in the distribution pattern of substrate enzymes in the metabolic network of <italic>Escherichia coli</italic>, according to chaperonin requirement</article-title>. <source>BMC Syst. Biol.</source> <volume>5</volume>, <fpage>98</fpage>. <pub-id pub-id-type="doi">10.1186/1752-0509-5-98</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tartaglia</surname>
<given-names>G. G.</given-names>
</name>
<name>
<surname>Dobson</surname>
<given-names>C. M.</given-names>
</name>
<name>
<surname>Hartl</surname>
<given-names>F. U.</given-names>
</name>
<name>
<surname>Vendruscolo</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Physicochemical determinants of chaperone requirements</article-title>. <source>J. Mol. Biol.</source> <volume>400</volume>, <fpage>579</fpage>&#x2013;<lpage>588</lpage>. <pub-id pub-id-type="doi">10.1016/j.jmb.2010.03.066</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Teter</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Houry</surname>
<given-names>W. A.</given-names>
</name>
<name>
<surname>Ang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Tradler</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Rockabrand</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Fischer</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>1999</year>). <article-title>Polypeptide flux through bacterial Hsp70: DnaK cooperates with trigger factor in chaperoning nascent chains</article-title>. <source>Cell</source> <volume>97</volume>, <fpage>755</fpage>&#x2013;<lpage>765</lpage>. <pub-id pub-id-type="doi">10.1016/S0092-8674(00)80787-4</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thirumalai</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Lorimer</surname>
<given-names>G. H.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>Chaperonin-mediated protein folding</article-title>. <source>Annu. Rev. Biophys. Biomol. Struct.</source> <volume>30</volume>, <fpage>245</fpage>&#x2013;<lpage>269</lpage>. <pub-id pub-id-type="doi">10.1146/annurev.biophys.30.1.245</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thirumalai</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Lorimer</surname>
<given-names>G. H.</given-names>
</name>
<name>
<surname>Hyeon</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Iterative annealing mechanism explains the functions of the GroEL and RNA chaperones</article-title>. <source>Protein Sci.</source> <volume>29</volume>, <fpage>360</fpage>&#x2013;<lpage>377</lpage>. <pub-id pub-id-type="doi">10.1002/pro.3795</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>To</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Whitehead</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Tarbox</surname>
<given-names>H. E.</given-names>
</name>
<name>
<surname>Fried</surname>
<given-names>S. D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Nonrefoldability is pervasive across the <italic>E. coli</italic> proteome</article-title>. <source>J. Am. Chem. Soc.</source> <volume>143</volume>, <fpage>11435</fpage>&#x2013;<lpage>11448</lpage>. <pub-id pub-id-type="doi">10.1021/JACS.1C03270</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tokuriki</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Stricher</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Serrano</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Tawfik</surname>
<given-names>D. S.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>How protein stability and new functions trade off</article-title>. <source>PLoS Comput. Biol.</source> <volume>4</volume>, <fpage>e1000002</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pcbi.1000002</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tokuriki</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Tawfik</surname>
<given-names>D. S.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Chaperonin overexpression promotes genetic variation and enzyme evolution</article-title>. <source>Nature</source> <volume>459</volume>, <fpage>668</fpage>&#x2013;<lpage>673</lpage>. <pub-id pub-id-type="doi">10.1038/nature08009</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vorderw&#xfc;lbecke</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kramer</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Merz</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Kurz</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Rauch</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Zachmann-Brand</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2004</year>). <article-title>Low temperature or GroEL/ES overproduction permits growth of <italic>Escherichia coli</italic> cells lacking trigger factor and DnaK</article-title>. <source>FEBS Lett.</source> <volume>559</volume>, <fpage>181</fpage>&#x2013;<lpage>187</lpage>. <pub-id pub-id-type="doi">10.1016/S0014-5793(04)00052-3</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Weiss</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Jebara</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Nisemblat</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Azem</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Dynamic complexes in the chaperonin-mediated protein folding cycle</article-title>. <source>Front. Mol. Biosci.</source> <volume>3</volume>, <fpage>80</fpage>. <pub-id pub-id-type="doi">10.3389/FMOLB.2016.00080</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wyganowski</surname>
<given-names>K. T.</given-names>
</name>
<name>
<surname>Kaltenbach</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tokuriki</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>GroEL/ES buffering and compensatory mutations promote protein evolution by stabilizing folding intermediates</article-title>. <source>J. Mol. Biol.</source> <volume>425</volume>, <fpage>3403</fpage>&#x2013;<lpage>3414</lpage>. <pub-id pub-id-type="doi">10.1016/j.jmb.2013.06.028</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Horwich</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Sigler</surname>
<given-names>P. B.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>The crystal structure of the asymmetric GroEL-GroES-(ADP)7 chaperonin complex</article-title>. <source>Nature</source> <volume>388</volume>, <fpage>741</fpage>&#x2013;<lpage>750</lpage>. <pub-id pub-id-type="doi">10.1038/41944</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ying</surname>
<given-names>B. W.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Kondo</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ueda</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Co-translational involvement of the chaperonin GroEL in the folding of newly translated polypeptides</article-title>. <source>J. Biol. Chem.</source> <volume>280</volume>, <fpage>12035</fpage>&#x2013;<lpage>12040</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M500364200</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ying</surname>
<given-names>B. W.</given-names>
</name>
<name>
<surname>Taguchi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Ueda</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Co-translational binding of GroEL to nascent polypeptides is followed by post-translational encapsulation by GroES to mediate protein folding</article-title>. <source>J. Biol. Chem.</source> <volume>281</volume>, <fpage>21813</fpage>&#x2013;<lpage>21819</lpage>. <pub-id pub-id-type="doi">10.1074/jbc.M603091200</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>