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Research report: Functional annotation of Escherichia coli K-12 hdeA (UniProt P0AES9) — Acid-stress chaperone HdeA

Executive summary

The E. coli K-12 gene hdeA (UniProt P0AES9) encodes HdeA, a small periplasmic, ATP-independent, acid-activated “holdase” molecular chaperone that prevents aggregation of periplasmic proteins during transit through extremely acidic environments (e.g., stomach-like pH) and supports recovery upon return to neutral pH. HdeA is inactive as a well-folded α-helical homodimer at neutral pH and becomes active by a pH-triggered order-to-disorder transition (partial unfolding with dimer-to-monomer dissociation) that exposes hydrophobic client-binding surfaces. Multiple primary studies define an activation window centered below ~pH 3–3.5 and provide mechanistic detail (protonation of acidic residues, multistep unlocking, possible intermediate states) and experimentally supported client proteins (e.g., SurA, OppA, MalE). Recent (2024) sources emphasize that periplasmic chaperone protection is a major “investment” class in systems-level stress models (StressME) and that chaperone logic (especially HdeB for mild acidity) is being used in engineering acid-tolerant E. coli strains for bioproduction. (kim2021stressresponsiveperiplasmicchaperones pages 5-7, yu2017characterizationsofthe pages 4-7, salmon2018themechanismof pages 1-2, li2024responseofescherichia pages 5-7, qin2024characterizationofmild pages 2-3)

1) Target identity verification (gene/protein disambiguation)

The literature retrieved here consistently refers to HdeA as the periplasmic acid-stress chaperone of enteric bacteria including E. coli, functioning by acid-induced unfolding/monomerization and preventing aggregation of periplasmic proteins at very low pH. This matches the provided UniProt identity: P0AES9, HdeA family, acid stress chaperone HdeA, precursor/periplasmic protein. (kim2021stressresponsiveperiplasmicchaperones pages 5-7, yu2017characterizationsofthe pages 1-4, wu2008conservedamphiphilicfeature pages 1-2)

2) Key concepts and definitions (current understanding)

2.1 Conditionally disordered, pH-activated holdase chaperone

A key concept for HdeA is conditional disorder: it is inactive when folded and becomes active when partially unfolded/disordered under acid stress. Acid stress protonates acidic residues and destabilizes the dimer, exposing hydrophobic surfaces that bind unfolded client proteins. This is a “holdase” mode: HdeA prevents irreversible aggregation while pH is low, and clients can refold upon neutralization when HdeA releases them. (yu2017characterizationsofthe pages 1-4, dahl2015hdebfunctionsas pages 8-9, salmon2018themechanismof pages 1-2)

2.2 Compartmental context: periplasm equilibration and Donnan effect

The periplasm equilibrates rapidly with external conditions, making periplasmic proteins especially vulnerable to extracellular low pH. Under extreme acid stress, periplasmic ionic conditions can be severe; a Donnan-effect chloride surge >0.6 M has been discussed as accelerating aggregation and motivating a robust periplasmic quality-control system including HdeA/HdeB. (kim2021stressresponsiveperiplasmicchaperones pages 5-7)

2.3 Relationship to HdeB

HdeA and HdeB are closely related periplasmic chaperones, but their pH activation windows differ: HdeA primarily supports extreme acidity whereas HdeB is more active under milder acidic conditions. Reviews and primary comparative experiments commonly place HdeA activity roughly in pH 1–3 and HdeB in pH 3–5 (often ~pH 4–5). (kim2021stressresponsiveperiplasmicchaperones pages 5-7, li2024responseofescherichia pages 5-7, zhang2016comparativeproteomicsreveal pages 5-6)

3) Mechanism: activation, client binding, and recovery

3.1 pH-dependent conformational switch (dimer → monomer; order → disorder)

At neutral pH, HdeA is a well-folded dimer with a buried hydrophobic core. As pH decreases, protonation of acidic residues weakens electrostatic contacts and promotes partial unfolding and dissociation, exposing hydrophobic patches that bind client proteins. (yu2017characterizationsofthe pages 4-7, garrison2014nmr‐monitoredtitrationof pages 1-3, wu2008conservedamphiphilicfeature pages 1-2)

Multiple studies support a steep transition where HdeA becomes strongly activated only at sufficiently low pH. For example, biophysical analysis described a sharp folded-dimer to unfolded-monomer transition between pH 3 and pH 2 and a non-monotonic stability profile with maximal dimer stability near pH ~5; dissociation at pH 2.3 is endothermic with ΔH ≈ 10.6 ± 0.3 kcal/mol. (salmon2018themechanismof pages 1-2)

3.2 Acidic residues as pH sensors and “locks”

NMR-based work supports the idea that Asp/Glu neutralization progressively loosens the dimer prior to full activation and that acid sensitivity is distributed across regions rather than governed by a single residue alone. (garrison2014nmr‐monitoredtitrationof pages 1-3)

3.3 Client binding is dynamic and can shift activation to higher pH

In NMR interaction experiments with native substrates, HdeA’s structural transition occurs at ~pH 3 in substrate-free conditions, but substrate interactions can begin at higher pH depending on the substrate’s own pH-induced unfolding and exposed hydrophobic surface area. Thus, activation is not purely “protein-intrinsic”; it is coupled to client availability/denaturation. (yu2017characterizationsofthe pages 4-7)

3.4 Binding mode and stoichiometry

HdeA is proposed to behave as an amphiphilic chaperone forming heterogeneous complexes with variable stoichiometry. A reported in vitro binding plateau reached roughly ~10 HdeA molecules per substrate for OppA and MalE under the tested conditions; termini contribute to maintaining complex solubility, as truncation can lead to co-precipitation with substrates. (yu2017characterizationsofthe pages 22-25)

4) Cellular localization and physiological role in acid resistance

4.1 Localization

HdeA operates in the periplasm, where it interacts with periplasmic proteins that are prone to acid denaturation/aggregation when external pH drops. (yu2017characterizationsofthe pages 1-4, kim2021stressresponsiveperiplasmicchaperones pages 5-7)

4.2 Acid resistance phenotype

Genetic and physiological evidence indicates loss of hdeA decreases survival/viability after strong acid exposure, consistent with HdeA being a key periplasmic quality-control factor for extreme acid stress. HdeA and HdeB can have complementary roles: HdeA is more important at pH ~2, whereas HdeB provides comparatively more protection at pH ~3. (kern2007escherichiacolihdeb pages 1-1, wu2008conservedamphiphilicfeature pages 1-2)

5) Client/substrate proteins and pathway context

5.1 Named clients from targeted and global approaches

Evidence for HdeA clients includes:
- SurA, MalE, OppA: native substrates studied by NMR interaction assays during acid stress. (yu2017characterizationsofthe pages 4-7)
- Proteomics-defined client sets shared with HdeB, including SurA, BglX, DegP, DsbA, OppA, with DppA identified as HdeA-preferred in one comparative proteomics strategy; additional proteostasis-related factors (e.g., DsbC/DsbG/PpiD, proteases) are also discussed as clients or associated proteins during acid stress. (zhang2016comparativeproteomicsreveal media 0fd6de6e)

5.2 Comparative pH windows for client engagement

A key data-driven “current model” from comparative proteomics and in vivo photocrosslinking is that client engagement is pH-windowed: HdeB begins client binding at about pH ≤ 4.5, whereas HdeA begins at about pH ≤ 3.5, consistent with HdeA being reserved for more extreme acidity. (zhang2016comparativeproteomicsreveal pages 5-6, zhang2016comparativeproteomicsreveal media 0fd6de6e)

6) Recent developments and latest research (prioritizing 2023–2024)

6.1 2024 review synthesis: mechanism + applications

A 2024 narrative review summarizes HdeA/HdeB as periplasmic chaperones with distinct operative pH ranges (HdeA ~pH 1–3; HdeB ~pH 3–5), emphasizing ATP-independent anti-aggregation activity and positioning these chaperones within broader E. coli acid-stress response systems and industrial/bioprocess relevance (e.g., organic acid production). (Publication date: Aug 2024; URL: https://doi.org/10.3390/microorganisms12091774) (li2024responseofescherichia pages 5-7, li2024responseofescherichia pages 7-9)

6.2 2024 systems biology: StressME explicitly includes periplasmic chaperone protection

A 2024 systems-level modeling framework (StressME) integrates acid, oxidative, and thermal stress response models, explicitly noting that the acid-stress module (AcidifyME) includes periplasmic chaperone protection mechanisms and that E. coli uses periplasmic chaperones HdeA/HdeB to prevent periplasmic protein aggregation under acidic conditions. (Publication date: Feb 2024; URL: https://doi.org/10.1371/journal.pcbi.1011865) (zhao2024stressmeunifiedcomputing pages 2-3)

6.3 2024 real-world implementation: engineered mild-acid-tolerant strain leveraging periplasmic chaperone logic

A 2024 study characterizing an engineered acid-tolerant strain (SC3124) used a synthetic module including gadE + hdeB + sodB + katE to improve performance under mild acid (tested at pH 6.0). Quantitatively, final OD600 at pH 6.0 was reported as 131% and 124% of the parent strain measured at pH 6.8 and pH 6.0, respectively; in a lysine-production background, lysine yield increased to 115% (pH 6.0) and 118% (pH 6.8) in 1.3 L bioreactors. This does not directly manipulate hdeA, but it demonstrates contemporary exploitation of periplasmic chaperone mechanisms in applications, with HdeB chosen for the mild-acid regime where it is more efficient than HdeA. (Publication date: Jul 2024; URL: https://doi.org/10.3390/microorganisms12081565) (qin2024characterizationofmild pages 2-3, qin2024characterizationofmild pages 1-2)

7) Current applications and real-world implementations

7.1 Industrial strain robustness and reduced neutralization costs

Recent reviews highlight that engineering acid resistance in E. coli can reduce the need for base addition during fermentation, supporting more economical production of acids and other chemicals. In this framing, periplasmic chaperones (HdeA/HdeB) are part of the macromolecular protection toolkit, complementing cytoplasmic pH homeostasis and membrane adaptations. (li2024responseofescherichia pages 7-9, li2024responseofescherichia pages 5-7)

7.2 Biotechnology and systems engineering

StressME provides an open-source computational platform intended to quantify multi-stress trade-offs (including chaperones in different compartments) and is positioned as useful for engineering/health applications where stress tolerance and proteome allocation are important. (zhao2024stressmeunifiedcomputing pages 2-3)

8) Expert opinions and analysis (authoritative synthesis)

Several authoritative sources converge on a mechanistic consensus: HdeA is a periplasmic, acid-activated holdase that functions through an acid-induced unfolding/monomerization that exposes client-binding hydrophobic surfaces, followed by client release and refolding upon neutralization. (kim2021stressresponsiveperiplasmicchaperones pages 5-7, salmon2018themechanismof pages 1-2, li2024responseofescherichia pages 5-7)

A key expert-level nuance is that HdeA activation is multifactorial: not only pH, but also client unfolding propensity and binding can modulate the apparent activation threshold (i.e., clients can engage at higher pH than HdeA’s intrinsic unfolding midpoint). This supports a view of HdeA as part of a coordinated, pH-graded periplasmic proteostasis network rather than a simple binary pH sensor. (yu2017characterizationsofthe pages 4-7, zhang2016comparativeproteomicsreveal pages 5-6)

9) Statistics and quantitative data (selected)

10) Visual evidence (pH windows and client interactions)

Cropped figure panels from Zhang et al. (2016, PNAS; https://doi.org/10.1073/pnas.1606360113; publication date: Sep 2016) summarize: (i) distinct in vivo pH windows for HdeA vs HdeB client binding, (ii) pH-dependent conformational activation readouts, and (iii) aggregation suppression assays for representative clients. (zhang2016comparativeproteomicsreveal media 0fd6de6e, zhang2016comparativeproteomicsreveal media 47f2f7db, zhang2016comparativeproteomicsreveal media 36fdf8a6, zhang2016comparativeproteomicsreveal media e77930f4, zhang2016comparativeproteomicsreveal media 2eeccf45)

11) Summary annotation statement (for functional annotation pipelines)

hdeA (P0AES9) encodes a periplasmic, ATP-independent acid-stress chaperone (holdase) that is inactive as a folded dimer at neutral pH and becomes active at extreme acidity by dissociation and partial unfolding (conditionally disordered activation). In the activated state, HdeA binds diverse acid-denatured periplasmic client proteins (including SurA, OppA, MalE among others identified by proteomics), preventing irreversible aggregation; upon neutralization, HdeA releases clients enabling refolding. HdeA is crucial for survival under stomach-like pH and functions with the related chaperone HdeB, which acts at higher (less acidic) pH. (yu2017characterizationsofthe pages 1-4, salmon2018themechanismof pages 1-2, zhang2016comparativeproteomicsreveal pages 5-6)


Evidence table

Claim/Topic Key details Evidence type Source (authors, year, journal) URL Notes/quantitative values
Core function HdeA (UniProt P0AES9) is the periplasmic acid-stress chaperone of E. coli K-12; it is a small (~11 kDa) ATP-independent holdase that prevents acid-denatured periplasmic proteins from aggregating and assists refolding after pH neutralization. It is inactive as a folded dimer at neutral pH and active in acid as a partially unfolded monomer/disordered state. (kim2021stressresponsiveperiplasmicchaperones pages 5-7, yu2017characterizationsofthe pages 1-4, li2024responseofescherichia pages 5-7) Review + primary Kim et al., 2021, Front. Mol. Biosci.; Yu et al., 2017, Biochemistry; Li et al., 2024, Microorganisms https://doi.org/10.3389/fmolb.2021.678697; https://doi.org/10.1021/acs.biochem.7b00724; https://doi.org/10.3390/microorganisms12091774 Functional window mainly pH 1–3 for HdeA; ATP-independent anti-aggregation chaperone.
Activation mechanism and pH thresholds Acidification protonates acidic residues, destabilizing electrostatic contacts and the dimer interface; HdeA undergoes dimer-to-monomer transition plus partial unfolding/order-to-disorder conversion, exposing hydrophobic client-binding patches. In substrate-free conditions, major activation occurs around pH ~3 to 2; HdeA is largely inactive above ~pH 3–4 and strongly active below ~pH 3–3.5. Mild acid can transiently stabilize the dimer near pH ~5, with a sharp folded-dimer to unfolded-monomer transition between pH 3 and 2. (yu2017characterizationsofthe pages 4-7, garrison2014nmr‐monitoredtitrationof pages 1-3, dahl2015hdebfunctionsas pages 8-9, salmon2018themechanismof pages 1-2, wu2008conservedamphiphilicfeature pages 1-2) Primary structural/biophysical Yu et al., 2017, Biochemistry; Garrison & Crowhurst, 2014, Protein Sci.; Dahl et al., 2015, JBC; Salmon et al., 2018, J. Mol. Biol.; Wu et al., 2008, Biochem. J. https://doi.org/10.1021/acs.biochem.7b00724; https://doi.org/10.1002/pro.2402; https://doi.org/10.1074/jbc.m114.612986; https://doi.org/10.1016/j.jmb.2017.11.002; https://doi.org/10.1042/bj20071682 HdeA active mainly pH 1–3; HdeB activates earlier (~pH 4.5) and HdeA later (≤3.5) in comparative studies.
Localization HdeA acts in the periplasm, the compartment that rapidly equilibrates with external acidity and is therefore vulnerable to acid-induced protein unfolding/aggregation. (kim2021stressresponsiveperiplasmicchaperones pages 5-7, yu2017characterizationsofthe pages 1-4) Review + primary Kim et al., 2021, Front. Mol. Biosci.; Yu et al., 2017, Biochemistry https://doi.org/10.3389/fmolb.2021.678697; https://doi.org/10.1021/acs.biochem.7b00724 Matches UniProt precursor/periplasmic annotation for P0AES9.
Client proteins Experimentally discussed native/periplasmic clients include SurA, MalE, OppA by NMR interaction studies; comparative proteomics identified common or preferred clients including SurA, BglX, DegP, DsbA, OppA, plus proteostasis factors such as DsbC, DsbG, PpiD, DegQ, Tsp, PtrA. DppA was HdeA-preferred in the 2016 proteomics study. (yu2017characterizationsofthe pages 4-7, zhang2016comparativeproteomicsreveal media 0fd6de6e) Primary NMR + proteomics Yu et al., 2017, Biochemistry; Zhang et al., 2016, PNAS https://doi.org/10.1021/acs.biochem.7b00724; https://doi.org/10.1073/pnas.1606360113 Broad client scope focused on acid-unfolding periplasmic proteins; ~80% of identified clients were common to HdeA and HdeB.
Stoichiometry / binding mode HdeA binds substrates as a heterogeneous, amphiphilic, dynamic complex rather than a single rigid stoichiometric complex. Reported binding plateau reached roughly 10 HdeA molecules per substrate for OppA and MalE under assay conditions. Termini help maintain complex solubility; deletion mutants can still bind but show reduced solubility/co-precipitation. (yu2017characterizationsofthe pages 22-25, yu2017characterizationsofthe pages 1-4) Primary NMR/mechanistic Yu et al., 2017, Biochemistry https://doi.org/10.1021/acs.biochem.7b00724 Approximate plateau stoichiometry ~10:1 (HdeA:substrate), likely reflecting in vitro excess rather than physiological fixed stoichiometry.
Periplasmic chloride / Donnan effect Extreme acid stress in the periplasm is worsened by a Donnan-effect chloride surge, reported to exceed 0.6 M Cl-, which accelerates protein aggregation and helps explain the need for HdeA/HdeB periplasmic chaperones. (kim2021stressresponsiveperiplasmicchaperones pages 5-7) Review Kim et al., 2021, Front. Mol. Biosci. https://doi.org/10.3389/fmolb.2021.678697 Useful physiological context for why HdeA is highly expressed and acid-essential.
Genetic phenotype / acid resistance role hdeA mutants show reduced survival/viability after low-pH exposure; loss of HdeA function gives a strongly acid-sensitive phenotype. HdeA is a major chaperone at pH ~2, while HdeB contributes more at pH 3; both contribute to optimal acid survival in vivo. (kern2007escherichiacolihdeb pages 1-1, wu2008conservedamphiphilicfeature pages 1-2, kern2007escherichiacolihdeb pages 7-8, kim2021stressresponsiveperiplasmicchaperones pages 5-7) Primary genetics/biochemistry + review Kern et al., 2007, J. Bacteriol.; Wu et al., 2008, Biochem. J.; Kim et al., 2021, Front. Mol. Biosci. https://doi.org/10.1128/jb.01522-06; https://doi.org/10.1042/bj20071682; https://doi.org/10.3389/fmolb.2021.678697 HdeA is especially important under stomach-like pH 1–3; complementation with both HdeA/HdeB gave better restoration than either alone in comparative studies.
Operon / regulation hdeAB forms an operon on the acid fitness island. Expression is regulated by acid-response pathways including EvgSA→YdeO and is increased via Crl through RpoS; HdeA is reported as the 6th most abundant stationary-phase protein. (kim2021stressresponsiveperiplasmicchaperones pages 5-7) Review/regulatory synthesis Kim et al., 2021, Front. Mol. Biosci. https://doi.org/10.3389/fmolb.2021.678697 Strong stationary-phase abundance underscores central role in acid preparedness.
2016 proteomics pH windows In vivo photocrosslinking/proteomics defined distinct client-binding windows: HdeB begins binding at pH ≤4.5, whereas HdeA begins at pH ≤3.5. Aggregation assays at pH 2 showed HdeA more effective than HdeB for some clients; both improved soluble SurA at pH 2. (zhang2016comparativeproteomicsreveal pages 5-6, zhang2016comparativeproteomicsreveal media 0fd6de6e) Primary proteomics/aggregation assays Zhang et al., 2016, PNAS https://doi.org/10.1073/pnas.1606360113 Assay details reported include SurA:chaperone 1:1 at pH 2 and in vivo crosslinking after pH 2.3 for 30 min plus 365 nm UV for 15 min.
Quantitative thermodynamics / structural switch HdeA self-association shows nonmonotonic pH dependence, with maximum dimer stability near pH ~5; enthalpy for dimer→monomer dissociation at pH 2.3 was reported as 10.6 ± 0.3 kcal/mol. Protonation of Glu37 contributes to activation, and a low-populated partially folded intermediate may participate in unfolding/function. (salmon2018themechanismof pages 1-2) Primary biophysics Salmon et al., 2018, J. Mol. Biol. https://doi.org/10.1016/j.jmb.2017.11.002 Supports updated mechanistic view that activation is multistep, not a simple binary switch.
2024 acid-stress review & engineering stats Recent review reiterates HdeA as the extreme-acid periplasmic chaperone (pH 1–3) and highlights engineering of acid resistance for industrial strains. Quantitative engineering examples summarized in the review include 336.3-fold survival increase and 113.6% increase in D-lactic acid titer via HypB/HypC engineering, and 4509.6-fold survival increase at pH 4.0 via rffG overexpression; these are acid-resistance context metrics rather than HdeA-specific interventions. (li2024responseofescherichia pages 5-7, li2024responseofescherichia pages 7-9) 2024 review / application synthesis Li et al., 2024, Microorganisms https://doi.org/10.3390/microorganisms12091774 Useful for applied context: HdeA/HdeB are part of the acid-resistance toolkit leveraged in strain design, though the cited quantitative gains here are not direct hdeA overexpression data.
2024 StressME mention StressME integrates the prior AcidifyME acid-stress framework and explicitly includes periplasmic chaperone protection mechanisms, noting that HdeA/HdeB are major contributors to acid-response proteome allocation in E. coli. (zhao2024stressmeunifiedcomputing pages 2-3) 2024 computational model Zhao et al., 2024, PLOS Comput. Biol. https://doi.org/10.1371/journal.pcbi.1011865 Provides systems-level support that periplasmic chaperones are major acid-stress investment classes, though no HdeA-only quantitative coefficient is given in the excerpt.
2024 engineered strain SC3124 metrics In an engineered acid-tolerant strain (SC3124), a synthetic module containing gadE + hdeB + sodB + katE improved mild-acid performance. Final OD600 at pH 6.0 was 131% and 124% of parent MG1655 measured at pH 6.8 and pH 6.0, respectively. When transferred to a lysine-production background, the module increased lysine yield to 115% (pH 6.0) and 118% (pH 6.8) versus parent strain in 1.3-L bioreactors. (qin2024characterizationofmild pages 2-3, qin2024characterizationofmild pages 1-2) 2024 engineering / transcriptomics Qin et al., 2024, Microorganisms https://doi.org/10.3390/microorganisms12081565 Directly demonstrates modern exploitation of periplasmic acid-chaperone logic in strain engineering; uses HdeB rather than HdeA because the target regime was mild acid (pH 5–6 / tested at pH 6.0).
Current annotation summary Functional annotation for P0AES9 / hdeA: acid-activated periplasmic holdase chaperone, member of HdeA family, precursor exported to periplasm; protects acid-labile periplasmic proteins during extreme acid stress, then releases clients on neutralization for refolding. (kim2021stressresponsiveperiplasmicchaperones pages 5-7, yu2017characterizationsofthe pages 1-4, li2024responseofescherichia pages 5-7) Integrated from review + primary Kim et al., 2021; Yu et al., 2017; Li et al., 2024 https://doi.org/10.3389/fmolb.2021.678697; https://doi.org/10.1021/acs.biochem.7b00724; https://doi.org/10.3390/microorganisms12091774 Best-supported primary role is protein quality control in the acidic periplasm, not catalysis or transport.

Table: This table condenses the core functional annotation of E. coli HdeA (UniProt P0AES9), including mechanism, localization, regulation, client proteins, and quantitative findings. It also highlights recent 2024 systems and engineering context relevant to acid-stress biology.

References

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  20. (zhang2016comparativeproteomicsreveal media 2eeccf45): Shuai Zhang, Dan He, Yi Yang, Shixian Lin, Meng Zhang, Shizhong A. Dai, and Peng R. Chen. Comparative proteomics reveal distinct chaperone–client interactions in supporting bacterial acid resistance. Proceedings of the National Academy of Sciences, 113:10872-10877, Sep 2016. URL: https://doi.org/10.1073/pnas.1606360113, doi:10.1073/pnas.1606360113. This article has 40 citations and is from a highest quality peer-reviewed journal.

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Artifacts

Citations

  1. kim2021stressresponsiveperiplasmicchaperones pages 5-7
  2. salmon2018themechanismof pages 1-2
  3. yu2017characterizationsofthe pages 4-7
  4. yu2017characterizationsofthe pages 22-25
  5. zhao2024stressmeunifiedcomputing pages 2-3
  6. li2024responseofescherichia pages 5-7
  7. qin2024characterizationofmild pages 2-3
  8. yu2017characterizationsofthe pages 1-4
  9. wu2008conservedamphiphilicfeature pages 1-2
  10. dahl2015hdebfunctionsas pages 8-9
  11. zhang2016comparativeproteomicsreveal pages 5-6
  12. kern2007escherichiacolihdeb pages 1-1
  13. li2024responseofescherichia pages 7-9
  14. qin2024characterizationofmild pages 1-2
  15. kern2007escherichiacolihdeb pages 7-8
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