Xiaoqian Xin1, Youwei Xu2, Hu Shi3, Xiaowen Liu1. 1. Clinical Translational Center for Targeted Drug, School of Medicine, Jinan University, Guangzhou 510632, China. 2. Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai 201210, China. 3. School of Chemistry and Chemical Engineering, Institute of Molecular Science, Shanxi University, Taiyuan 030006, China.
Abstract
The stability of protein structures and biological functions at normal temperature is closely linked with the universal aqueous environment of organisms. Preserving bioactivities of proteins in hyperthermia water would expand their functional capabilities beyond those in native environments. However, only a limited number of proteins derived from hyperthermophiles are thermostable at elevated temperatures. Triggered by this, here we describe a general method to stabilize mesophilic proteins in hyperthermia water. The mesophilic proteins, protected by amphiphilic polymers with multiple binding sites, maintain their secondary and tertiary structures after incubation even in boiling water. This approach, outside the conventional environment for bioactivities of mesophilic proteins, provides a general strategy to dramatically increase the Tm (melting temperature) of mesophilic proteins without any changes to amino sequences of the native proteins. Current work offers a new insight with protein stability engineering for potential application, including vaccine storage and enzyme engineering.
The stability of protein structures and biological functions at normal temperature is closely linked with the universal aqueous environment of organisms. Preserving bioactivities of proteins in hyperthermia water would expand their functional capabilities beyond those in native environments. However, only a limited number of proteins derived from hyperthermophiles are thermostable at elevated temperatures. Triggered by this, here we describe a general method to stabilize mesophilic proteins in hyperthermia water. The mesophilic proteins, protected by amphiphilic polymers with multiple binding sites, maintain their secondary and tertiary structures after incubation even in boiling water. This approach, outside the conventional environment for bioactivities of mesophilic proteins, provides a general strategy to dramatically increase the Tm (melting temperature) of mesophilic proteins without any changes to amino sequences of the native proteins. Current work offers a new insight with protein stability engineering for potential application, including vaccine storage and enzyme engineering.
Most organisms only survive at low or moderate temperatures in aqueous environment, as these temperatures are the optimal working conditions for mesophilic proteins. High temperatures can induce denaturation and aggregation of mesophilic proteins (Chang and Bowie, 2014; Leuenberger et al., 2017; Mahler et al., 2009; Watson et al., 2018), limiting the boundary of their functions. Stabilizing proteins out of their native physiological environments would generate extraordinary achievements. Proteins as biocatalyst retain their functions at higher temperatures than their physiological temperatures would yield higher reaction rates (Arnold and Volkov, 1999; Ni et al., 2018; Schoene et al., 2014; Vieille and Zeikus, 2001). Preserving protein vaccines current with cold-chain requirement at room or higher temperatures for longer duration would extend the vaccine potency in developing countries (Levin et al., 2007; Ohtake et al., 2011; Wang et al., 2012). In addition, enhancing the thermostability of proteins at elevated temperatures probably provides the clue that the living system could be different from the current standard on the earth (Lopez-Garcia et al., 2015; Martin et al., 2008; Rothschild and Mancinelli, 2001). Despite their great potential application and years of effort, there has been very limited strategies to stabilize mesophilic proteins out of their native environments without structure and function compromised (Kazlauskas, 2018).A minority of thermophilic proteins from extremophilic organisms (e.g. archaea) could retain their structures and functions at elevated temperatures (Razvi and Scholtz, 2006; Rothschild and Mancinelli, 2001). In addition, a single or multiple mutations can enhance the thermostability of the artificial engineered proteins (Imanaka et al., 1986; Matthews et al., 1987) by sequence comparison of the mesophilic proteins and their thermophilic counterparts, nevertheless confining to the engineering of proteins that related with their thermophilic counterparts. Chemical engineering methodologies, including covalent conjugation or non-covalent encapsulation, are also useful for protein stabilization. Protein saccharides/PEG conjugates can lead to an enhancement of protein functionality beyond normal physicochemical conditions (pH, temperature, and stress) for proteins (Akhtar and Ding, 2017; Baker et al., 2018; Cummings et al., 2014; Mensink et al., 2017). Protein complexes fabricated by self-assembly of proteins with amphiphilic polyanhydrides, carboxymethylcellulose, or surfactants could also improve their stability in pharmaceutical or beverage applications (Akram et al., 2017; Satish et al., 2019; Torres et al., 2007; Wagoner and Foegeding, 2017). Although these excipients stabilize proteins, long-term stabilization of mesophilic proteins in hyperthermal water remains a significant challenge.Mirrored by the sequence analysis of thermophilic proteins (Razvi and Scholtz, 2006; Vieille and Zeikus, 2001) and principle of de novo protein design (Huang et al., 2016; Koepnick et al., 2019; Moffet and Hecht, 2001; Thomas and Elcock, 2004), several subunits within proteins, such as hydrophobic interactions, hydrogen bonds, and ion pairs, are documented to play dominant roles for the protein thermostability (Liu et al., 2016; Monteith et al., 2015; Mossuto et al., 2011; Scirè et al., 2008; Xiao et al., 2013). Considering that polymers could be synthesized at similar molecular scale and mimicked the diverse binding sites as that of proteins, an artificial polymer with the balanced hydrophobic or hydrogen-bond binding sites may enhance its interactions with mesophilic proteins (Hannink et al., 2001; Ke et al., 2019; Lawrence et al., 2014; Ma et al., 2020). Inspired by this, we proposed that potential binding sites (hydrophobic chains and hydrophilic groups) collectively fused in one amphiphilic polymer might strengthen their interactions with mesophilic proteins for thermal protection. For the purpose, we synthesized a series of amphiphilic polymers (PxMy) with PEG and C18 chains for encapsulation and protection of mesophilic proteins; the optimal amphiphilic polymers (P1M5, P1M10) with balanced hydrophobic chains and hydrophilic groups could stabilize mesophilic proteins with retained secondary and tertiary structures in hyperthermal water, presenting a general method to stabilize mesophilic proteins with promising applications, such as vaccine storage without cold-chain requirement and enzyme engineering at high temperatures.
Results and discussion
Preparation of amphiphilic polymers to encapsulate proteins
We tested a diverse of mesophilic proteins with different characteristics, including BSA (BSA, isoelectric point 5.82, MW 66.4 kDa), transferrin (TRF, isoelectric point 6.7, MW 75.2 kDa), myohemoglobin (MB, isoelectric point 7.2, MW 17.1 kDa), and insulin (INS, isoelectric point 5.22, MW 5.8 kDa) (Figure 1A). We synthesized a series of amphiphilic polymers anchored with hydrophobic and hydrophilic binding sites (Liu et al., 2011). Various densities of PEG (PEG: monomer = 2:1, 1:1, 1:2, 1:5, 1:10, respectively) were conjugated to the hydrophobic polymers (poly(maleic anhydride-alt-1-octadecene), PMHC18) to tailor the hydrophilicity of polymers, generating amphiphilic polymers (P2M1, P1M1, P1M2, P1M5, and P1M10) (Figures 1B, S1, and S2). After the conjugation, these polymers were anchored with potential binding sites including hydrophobic C18 chains to tailor the hydrophobicity for protein compaction and stabilization and hydrophilic PEG chains to shield and stabilize proteins. These binding sites are hypothesized to enhance their non-covalent interactions with mesophilic proteins by a chaperone-like effect (Figure 1C), thus protecting mesophilic proteins from denaturation and aggregation at elevated temperatures (Figure 1D).
Figure 1
Interactions of amphiphilic polymers with mesophilic proteins
(A) The protein surfaces are analyzed and displayed chemically heterogeneous—BSA (PDB: 3V03), TRF (PDB: 4X1B), MB (PDB: 1DWS), and INS (PDB: 3I3Z) obtained from the Protein Data Bank. Blue, neutral hydrophilic; red, hydrophobic; orange, positively charged; purple, negatively charged. Molecular weight (MW), number of amine acids (AAs), theoretical pI (pI), and aliphatic index (AI) are retrieved from Expasy using ProtParam tool.
(B) Amphiphilic polymers with varied hydrophilicity and hydrophobicity.
(C) Graphical representation showing amphiphilic polymers function as chaperone-like effect to interact with proteins and stabilize proteins.
(D) Thermal stabilization of amphiphilic polymers offering with mesophilic proteins in hyperthermal water.
Interactions of amphiphilic polymers with mesophilic proteins(A) The protein surfaces are analyzed and displayed chemically heterogeneous—BSA (PDB: 3V03), TRF (PDB: 4X1B), MB (PDB: 1DWS), and INS (PDB: 3I3Z) obtained from the Protein Data Bank. Blue, neutral hydrophilic; red, hydrophobic; orange, positively charged; purple, negatively charged. Molecular weight (MW), number of amine acids (AAs), theoretical pI (pI), and aliphatic index (AI) are retrieved from Expasy using ProtParam tool.(B) Amphiphilic polymers with varied hydrophilicity and hydrophobicity.(C) Graphical representation showing amphiphilic polymers function as chaperone-like effect to interact with proteins and stabilize proteins.(D) Thermal stabilization of amphiphilic polymers offering with mesophilic proteins in hyperthermal water.We initially experimentally examined if these amphiphilic polymers could encapsulate mesophilic proteins. BSA as the first model protein and PxMy amphiphilic polymers (x = 2, 1; y = 1, 2, 5, 10) were cosolubilized in deionized water for encapsulation of BSA, purified by dialysis and lyophilized. All five polymers (P2M1, P1M1, P1M2, P1M5, and P1M10) showed high encapsulation efficiency (EE) and loading content (LC) of BSA (Figures S3A and S3B). Transmission electron microscopy (TEM) and dynamic light scattering (DLS) measurements revealed that PxMy@BSA form nanocomplexes with diameter around 20 nm (Figures S3C and S6). Fourier transform infrared spectroscopy (FTIR) (Eyles et al., 2000; Kong and Yu, 2007) of PxMy@BSA showed amide I at 1655 cm−1, amide II band at 1535 cm−1, amide band A at 3500 cm−1, and amide band B at 3065 cm−1 (Figures 2A and S4), respectively. The characteristic peaks of PxMy@BSA and their relative intensities are consistent with that of native BSA, indicating unvaried structures of BSA after encapsulation with amphiphilic polymers. In addition, narrower peak half-widths for P1M5@BSA and P1M10@BSA were observed compared with that of native BSA, signifying more stable helices (Barth, 2007; Kong et al., 2018) possibly due to the protein intermolecular crowding and confinement generated from polymer encapsulation.
Figure 2
Thermostabilization of PxMy offering to mesophilic protein
(A) FTIR spectrums for native BSA (red), P1M5 (black), and P1M5@BSA (blue) without thermal treatment. The bands at 1653, 1535, 3500, and 3065 cm−1 correspond to amide I, amide II, amide A, and amide B groups in BSA.
(B) Visualization of BSA and PxMy@BSA after incubating in elevated temperature water.
(C–F) Cryo-EM images of BSA and P1M5@BSA after 25°C and 100°C treatment. (C) P1M5@BSA-25°C, (D) P1M5@BSA-100°C, (E) BSA-25°C, (F) BSA-100°C. Images (C), (D), and (E) were acquired under magnification of 120,000, whereas image (F) was acquired under magnification of 3,400. Particles of BSA and P1M5@BSA are indicated in red circles; aggregation of BSA alone after 100°C treatment is indicated with cyan arrow.
(G) Temperature-dependent FUCD spectrums for BSA, P2M1@BSA, P1M1@BSA, P1M2@BSA, P1M5@BSA, and P1M10@BSA, indicating changes of peak intensities in response to thermal treatment from 25°C (blue) to 100°C (red).
(H) Fluorescence intensity of BSA (red), P2M1@BSA (orange), P1M1@BSA (yellow), P1M2@BSA (green), P1M5@BSA (blue), and P1M10@BSA (purple) after thermal treatment from 25°C to 100°C (λew = 345 nm, λex = 280 nm). Data are shown as mean ± s.d. (n = 3). (∗∗∗P < 0.001).
(I) Temperature-dependent NUCD spectrums of BSA and P1M5@BSA, indicating changes of tertiary structures in response to thermal treatment.
Amphiphilic polymers stabilize proteins in hyperthermia water
To test our hypothesis whether PxMy polymers are capable of stabilizing mesophilic proteins in hyperthermia water, we redissolved the five lyophilized PxMy@BSA samples in deionized water, and all samples were then heated for 5 min at each temperature (from 25°C to 100°C) with the intervals of 5°C. P1M5@BSA and P1M10@BSA sustained the transparent state (Figure 2B) and unchanged FTIR (P1M5@BSA as representative; Figure S5) along with the incubation in elevated temperature water, indicating the thermostability. In addition, cryo-electron microscope (Cryo-EM) revealed similar morphology for freshly prepared P1M5@BSA and 100°C-incubated P1M5@BSA (Figures 2C and 2D). In contrast, native BSA, P2M1@BSA, and P1M1@BSA displayed emulsion state (Figure 2B) and transformational morphologies (BSA as representative; Figures 2E, 2F, and S6) at high temperatures, implying denaturation and aggregation of proteins.Thermostabilization of PxMy offering to mesophilic protein(A) FTIR spectrums for native BSA (red), P1M5 (black), and P1M5@BSA (blue) without thermal treatment. The bands at 1653, 1535, 3500, and 3065 cm−1 correspond to amide I, amide II, amide A, and amide B groups in BSA.(B) Visualization of BSA and PxMy@BSA after incubating in elevated temperature water.(C–F) Cryo-EM images of BSA and P1M5@BSA after 25°C and 100°C treatment. (C) P1M5@BSA-25°C, (D) P1M5@BSA-100°C, (E) BSA-25°C, (F) BSA-100°C. Images (C), (D), and (E) were acquired under magnification of 120,000, whereas image (F) was acquired under magnification of 3,400. Particles of BSA and P1M5@BSA are indicated in red circles; aggregation of BSA alone after 100°C treatment is indicated with cyan arrow.(G) Temperature-dependent FUCD spectrums for BSA, P2M1@BSA, P1M1@BSA, P1M2@BSA, P1M5@BSA, and P1M10@BSA, indicating changes of peak intensities in response to thermal treatment from 25°C (blue) to 100°C (red).(H) Fluorescence intensity of BSA (red), P2M1@BSA (orange), P1M1@BSA (yellow), P1M2@BSA (green), P1M5@BSA (blue), and P1M10@BSA (purple) after thermal treatment from 25°C to 100°C (λew = 345 nm, λex = 280 nm). Data are shown as mean ± s.d. (n = 3). (∗∗∗P < 0.001).(I) Temperature-dependent NUCD spectrums of BSA and P1M5@BSA, indicating changes of tertiary structures in response to thermal treatment.Far UV circular dichroism (FUCD) (Greenfield, 2006; Kelly et al., 2005) were then devoted to study the structural information of BSA and PxMy@BSA post-incubation at different temperatures. The FUCD spectrums for PxMy@BSA at 25°C without heating performed unimpaired negative characteristic peaks at 208 nm/222 nm and positive characteristic peak at 192 nm (Figure 2G; blue spectrums), in consistent with that of native BSA. This observation further demonstrated that BSA encapsulated with PxMy polymers exhibited the same structural characteristics as native BSA under ambient conditions (25°C, 1 atm.), agreeing well with the FTIR results in Figures 2A and S4, explaining that encapsulation, subsequent lyophilization, and redissolution had negligible influence on the secondary structures. However, increasing the temperature from 25°C to 100°C saw obvious differential intensity for BSA and PxMy@BSA with spectral characteristic at 192 nm, characteristic at 208 nm/222 nm (Figures 2G and S7A). The optimal P1M5@BSA and P1M10@BSA exhibited remarkable stability of secondary structures at elevated temperatures, as evidenced by stable intensity of the ɑ-helical characteristic peaks at 208 nm/222 nm and stable intensity of β-sheets at characteristic peak 216 nm. Meanwhile, corresponding characteristic peaks of native BSA, P2M1@BSA, P1M1@BSA, and BSA with protective agent glycerin (Figures 2G and S7B) showed a dramatically reduction. This demonstrated that P1M5 and P1M10 amphiphilic polymers hold much better thermal protection effect than classic protective agent, glycerin. Furthermore, the stable fluorescence emission at 345 nm from P1M5@BSA and P1M10@BSA (Figure 2H) derived from Trp residue, which is extremely sensitive to its surrounding microenvironment (Friedrichs, 1997), were detected after incubating at elevated temperatures, indicating reserved tertiary structures of BSA. Near UV circular dichroism (NUCD) for optimal P1M5@BSA (Figure 2I) also demonstrated the maintained tertiary structures, as evidenced by similar spectrums at 263 nm and 268 nm, referring to the asymmetry around disulfide bridges and the microenvironment of the tryptophan residue (Sun et al., 2005).
Retained structures after incubating with hyperthermia water
Closed examinations were undertaken on the BSA and PxMy@BSA to quantitatively analyze the temperature-dependent properties induced by thermal energy. The optimal P1M5@BSA retained its original secondary structures in hyperthermal water as reveled in the tendency chart (Figure 3A). Specifically, the total ɑ-helical contents of native BSA was dropped by 66.1% (0.56 at 25°C to 0.19 at 70°C) in 70°C water, a concomitant increase of 188.9% β-sheets and 73.9% unordered contents (Table S2), whereas hyperthermia did not impact too much on the turn subunits. In contrast, only 6.7% and 5.8% reduction of ɑ-helical contents were observed for P1M5@BSA and P1M10@BSA in 70°C water (Tables S6-S7). Significantly, 91.1% reduction of ɑ-helical for native BSA was detected in 100°C water; meanwhile, only a slight of ɑ-helices from P1M5@BSA (20% reduction) and P1M10@BSA (25% reduction) were transformed in 100°C water (Tables S2, S6, and S7). From these analyses it was evident that P1M5@BSA and P1M10@BSA had efficient protection of their secondary (Figures 3A and S8 and Tables S2–S7) and tertiary structures (Figures 2H and 2I) in hyperthermal environments, even in boiling water, opening the window to potential activities retention of mesophilic proteins beyond those in normal physiological conditions.
Figure 3
Temperature-dependent properties and long-term protection effect of P1M5 and P1M10 with mesophilic protein
(A) Secondary structure contents of P1M5@BSA deconvoluted from FUCD spectrums using DichroWeb Service after various thermal treatment. The ordinate showed the proportion of various secondary structures to the total protein structures.
(B–D) Time evolution of root-mean-square deviation (RMSD) of BSA, BSA + C18, and BSA + C18 + PEG exposed in the external electric fields with different temperature, 298 K (blue) and 398 K (red), respectively.
(E) Temperature-dependent FUCD spectrums for PEG1-PMH5@BSA and PEG1-PMH10@BSA, indicating changes of peak intensities in response to thermal treatment from 25°C (blue) to 100°C (red).
(F) Plots of fraction denatured (fD) of BSA and PxMy@BSA to temperatures. Data are calculated from FUCD to draw a two-state model of denaturation and fitted with sigmoid functions (solid lines).
(G) Plots of mean residue ellipticity at 208 nm (to determine retained structure) against time after treatment for 0 to 24 h in 100°C water. BSA (black), P1M5@BSA (pink), and P1M10@BSA (red). Data in 10 min are shown in the inset.
(H) FUCD spectrums of BSA, P1M5@BSA, and P1M10@BSA after treatment from 0 (blue) to 24 h (pale yellow) in 100°C water.
Temperature-dependent properties and long-term protection effect of P1M5 and P1M10 with mesophilic protein(A) Secondary structure contents of P1M5@BSA deconvoluted from FUCD spectrums using DichroWeb Service after various thermal treatment. The ordinate showed the proportion of various secondary structures to the total protein structures.(B–D) Time evolution of root-mean-square deviation (RMSD) of BSA, BSA + C18, and BSA + C18 + PEG exposed in the external electric fields with different temperature, 298 K (blue) and 398 K (red), respectively.(E) Temperature-dependent FUCD spectrums for PEG1-PMH5@BSA and PEG1-PMH10@BSA, indicating changes of peak intensities in response to thermal treatment from 25°C (blue) to 100°C (red).(F) Plots of fraction denatured (fD) of BSA and PxMy@BSA to temperatures. Data are calculated from FUCD to draw a two-state model of denaturation and fitted with sigmoid functions (solid lines).(G) Plots of mean residue ellipticity at 208 nm (to determine retained structure) against time after treatment for 0 to 24 h in 100°C water. BSA (black), P1M5@BSA (pink), and P1M10@BSA (red). Data in 10 min are shown in the inset.(H) FUCD spectrums of BSA, P1M5@BSA, and P1M10@BSA after treatment from 0 (blue) to 24 h (pale yellow) in 100°C water.
Structure-function relationship
The structure-function relationship of amphiphilic polymers and their thermal stabilization effect was investigated. All-atom classical molecular dynamics (MD) simulations of complexes (BSA with and without PEG or/and C18 fragment, respectively) were performed in Amber18 package to study the stability of protein backbone under the different temperatures (Bondanza et al., 2020; Jia et al., 2020). Final 100 ns trajectories were used for further analysis. MD of BSA alone in 100°C showed large root-mean-square deviation (RMSD) of ∼4.0 Å in comparison with ∼1.9 Å at 25°C, indicating that structural stability decreased at 100°C (Figure 3B). However, incorporation of C18 fragments into the system could significantly suppress the RMSD value of BSA at 100°C (deviation of ∼3.5 Å), signifying that C18 fragments had the effect of stabilizing protein at high temperature (Figure 3C). Combinatorially incorporating C18 and PEG fragments into the BSA, RMSD value of the protein could further decrease at 100°C (deviation of ∼3.3 Å), which indicates synergistic hyperthermia protection by C18 and PEG for BSA (Figure 3D). The experimental results also verified that PEG densities anchored on the polymers significantly impacted the stabilization effect; P2M1@BSA and P1M1@BSA with PEG densities to polymers at 100% and 50% were inclined to denature and aggregate under the treatment of hyperthermia (Figure 2G; middle and right of the first row), as high densities of hydrophilic PEG chains within the polymers (P2M1, P1M1) would weaken the stabilization of hydrophobic C18. In contrast, P1M5@BSA and P1M10@BSA with optimal PEG densities to polymers at 20% and 10% (Figure 2G; middle and right of the second row) performed much more efficient thermal protection for BSA. In addition, the C18 chains also play a dominant responsibility to the stabilization function of amphiphilic polymers, evidenced by the polymers without C18 chains (PEG1-PMH5, PEG1-PMH10) that they had negligible protection effect (Figure 3E) as that of P1M5 and P1M10 polymers.In order to further investigate the binding properties between proteins and polymers, the binding free energy calculations were performed by the molecular mechanics/generalized born surface area (MM/GBSA) method. At 298 K, the binding free energies of C18, PEG, and C18 + PEG are −34.2 Kcal/mol, −210.6 Kcal/mol, and −104.6 Kcal/mol, respectively. Meanwhile, at 398 K, the binding free energies of C18, PEG, and C18 + PEG are −33.9 Kcal/mol, −258.7 Kcal/mol, and −106.4 Kcal/mol, respectively (Figure S9 and Table S8). Those results indicate that PEG has higher binding tendency with protein but C18 with lower binding tendency at both 298 K and 398 K conditions. However, from the decomposition analysis, C18 and PEG binding to protein will dramatically disturb the region functions of 126–144 (Majorek et al., 2012); C18 + PEG without such region functions disordered will help to maintain protein functions, which is in agreement with our experimental data.
Thermodynamics investigation and protective duration
We then applied a two-state model by drawing plots of fraction denatured (fD) against temperature to assess denaturation thermodynamics correlated with protein unfolding and denaturation. The denaturation curve of native BSA happened in a narrow temperature range (around 66°C; Figure 3F), suggesting a radical denaturation and aggregation process. In contrast, P1M5@BSA and P1M10@BSA exhibited a slow gradient pre-transition baseline below 100°C, referring to nearly intact secondary and tertiary structures. Specifically, native BSA, P2M1@BSA, P1M1@BSA, P1M2@BSA, P1M5@BSA, and P1M10@BSA had half denaturation Tm of 65.4°C, 62.3°C, 77.5°C, 127.1°C, 181.6°C, and 171.5°C (Table S9), respectively. As shown, P1M5@BSA and P1M10@BSA could greatly improve the thermostability for BSA by increasing Tm, which were 116.2°C and 106.1°C higher than that of native BSA. It is also suggested that hydrophilic PEG had synthetic effect to stabilize mesophilic proteins as described in Figures 2G and 3E, by tailoring the ratios of hydrophilic and hydrophobic units. To obtain the optimal protection of mesophilic proteins, the PEG should be a well-balanced design. Thermodynamic analysis uncovered intrinsic reasons for the increased thermostability of P1M5@BSA and P1M10@BSA in hyperthermal water. Remarkably, for P1M5@BSA and P1M10@BSA, the thermostability was rooted in a large reduced conformational entropy ΔSm (33.9 and 33.3 JK−1mol−1) and enthalpy ΔHm (6.2 and 5.7 kJ mol−1) (Kazlauskas, 2018), compared with that of native BSA, P2M1@BSA, and P1M1@BSA (Figure S10 and Table S9). Meanwhile, the thermal protection of P1M2@BSA between them was as shown in Figures 2B and 2G and Table S9. We rationalize this as the high confinement and shielding abilities generated from the balanced hydrophobic effect of C18 and hydrophilic effect of PEG for P1M5@BSA and P1M10@BSA. Simultaneously, the non-covalent interactions are not strong enough to alter the secondary and tertiary structures of proteins.In light of the thermal protection of P1M5 and P1M10 offering with mesophilic proteins, the protective duration was evaluated. P1M5@BSA and P1M10@BSA were incubated in water of 55°C, 65°C, 75°C, and 100°C for different periods. P1M5@BSA and P1M10@BSA even with 24 h of treatment at 55°C showed no observable alteration of secondary structures (Figures S11A and S11D). On the contrary, 41.1% reduction of ɑ-helices and 111.1% increment of β-sheets for native BSA were observed within 12 h of incubation at 55°C. In addition, native BSA was almost completely denatured with 1-h incubation at 65°C and 4-min' incubation at 75°C, whereas P1M5@BSA and P1M10@BSA showed long-term thermostability at these two high temperatures (Figures S11B, S11E, S11C, and S11F). Surprisingly, when P1M5@BSA and P1M10@BSA were incubated in boiling water for 24 h, 33.0% and 32.7% BSA maintained their structures; their half-denatured time in 100°C water was 6.64 h and 8.24 h (Figures 3G and 3H). In contrast, native BSA denatured in a very short time after incubation in 100°C water, with half denatured time of 50.8 s. We then investigated the long-term protective action of selected P1M5 at the room temperature. P1M5@BSA solutions retained the structural integrity of BSA in 2 weeks, whereas native BSA had a great loss of their 29.5% original structure in 2 weeks (Figure S12). This could be a great beneficial for the vaccine storage, as vaccine invalidates easily at room temperature and requires cold-chain transportation (Levin et al., 2007; Ohtake et al., 2011).
General protection effect to mesophilic proteins
Given the efficient thermal protection of the amphiphilic polymers for BSA, we then investigated if this could be a general method to protect mesophilic proteins in hyperthermal water. Essential proteins for mankind with various sizes and surface characteristics (insulin, myoglobin and transferrin), were also encapsulated by P1M5. All proteins encapsulated by P1M5 showed stable FUCD spectrums (Figures 4A–4F) and increased Tm (Table S10) after incubating in hyperthermal water, indicating the thermostability of P1M5@TRF, P1M5@MB, and P1M5@INS. Specifically, only 16.8%, 42.5%, and 11.4% secondary structures of P1M5@TRF, P1M5@MB, and P1M5@INS changed after incubating for 5 min, 1 h, and 2 h, respectively in boiling water (Figure S13). Interestingly, the Tm for P1M5@TRF increased to 326.6°C, compared with 78.4°C that of native TRF. In short, these results showed that P1M5 could greatly preserve the structures of mesophilic proteins under extreme conditions, regardless of their size, hydrophilicity, and electronegativity, providing a general method to stabilize mesophilic proteins in hyperthermal water.
Figure 4
Thermal protection effect of P1M5 offering with other mesophilic proteins
(A) Temperature-dependent FUCD spectrums for TRF and P1M5@TRF after incubating for 5 min in hyperthermal water from 30°C (blue) to 100°C (red).
(B) Plots of free energy (ΔGD) of denatured TRF against temperatures, showing transition region for TRF (black) and P1M5@TRF (red). Solid lines represent linear regression used to extract thermodynamic parameters.
(C) Temperature-dependent FUCD spectrums for MB and P1M5@MB after incubating for 1 h in hyperthermal water from 30°C (blue) to 100°C (red).
(D) Plots of free energy (ΔGD) of denatured MB against temperatures, showing transition region for MB (black) and P1M5@MB (red). Solid lines represent linear regression used to extract thermodynamic parameters.
(E) Temperature-dependent FUCD spectrums for INS and P1M5@INS after incubating for 2 h in hyperthermal water from 30°C (blue) to 100°C (red).
(F) Plots of free energy (ΔGD) of INS denaturation against temperature, showing transition region for INS (black) and P1M5@INS (red). Solid lines represent linear regression used to extract thermodynamic parameters.
Thermal protection effect of P1M5 offering with other mesophilic proteins(A) Temperature-dependent FUCD spectrums for TRF and P1M5@TRF after incubating for 5 min in hyperthermal water from 30°C (blue) to 100°C (red).(B) Plots of free energy (ΔGD) of denatured TRF against temperatures, showing transition region for TRF (black) and P1M5@TRF (red). Solid lines represent linear regression used to extract thermodynamic parameters.(C) Temperature-dependent FUCD spectrums for MB and P1M5@MB after incubating for 1 h in hyperthermal water from 30°C (blue) to 100°C (red).(D) Plots of free energy (ΔGD) of denatured MB against temperatures, showing transition region for MB (black) and P1M5@MB (red). Solid lines represent linear regression used to extract thermodynamic parameters.(E) Temperature-dependent FUCD spectrums for INS and P1M5@INS after incubating for 2 h in hyperthermal water from 30°C (blue) to 100°C (red).(F) Plots of free energy (ΔGD) of INS denaturation against temperature, showing transition region for INS (black) and P1M5@INS (red). Solid lines represent linear regression used to extract thermodynamic parameters.
Conclusions
In summary, our finding affords a general method to stabilize mesophilic proteins in hyperthermal water with retention of their secondary and tertiary structures. PEG and C18 chains anchored on the polymers impact the stabilization effect for mesophilic proteins. A wide range of mesophilic proteins encapsulated by the optimal amphiphilic polymers (P1M5 and P1M10) show dramatically increased Tm compared with native counterparts. It is anticipated that the ultra-strong thermal stabilization method for mesophilic proteins presents great potential applications for protein translational application, including pharmaceutical vaccine storage free from cold-chain requirement and enzyme engineering at high temperatures.
Limitations of the study
In this study, we developed a general method to improve the thermostabilization of proteins. Specifically, we rationally designed and synthesized polymers that could self-assemble with proteins by analyzing the hydrophilicity, hydrophobicity, and electrostatic potential of proteins' surface. The polymer@protein complex obtained after self-assembly could significantly improve the structural stability and biological function stability of proteins in hyperthermal water. However, this protein protection method still needs more data to support its protection of protein biological activity in hyperthermal water, and the actual transformation of this method still needs further research.
Methods
All methods can be found in the accompanying transparent methods supplemental file.
STAR★Methods
Resource availability
Lead contact
Further information and requests should be directed to the lead contact, Doctor Xiaowen Liu (xwliu231@jnu.edu.cn).
Materials availability
Materials are available from the corresponding authors on request.
Data and code availability
This study did not generate computer code. All data and analytical methods are available in the main text or in Supplemental information.
Method details
Materials
Poly(maleic anhydride-alt-1-octadecene) (PMHC18, MW 30∼50 kDa), poly(ethylene-alt-maleic anhydride) (PMH, MW 100∼500 kDa), N-(3-dimethylaminopropyl)-N’-ethylcarbodiimide hydrochloride crystalline (EDC), holo-transferrin human (TRF), and myoglobin (MB) were purchased from Sigma-Aldrich. mPEG-NH2 (MW ∼5 kDa) was purchased from Bomei Biotech. Co. Ltd. (Zhejiang, China). Recombinant human insulin (20 IU/mg) was purchased from Lijing Biochemical Technology Co. Ltd. (Shenzhen, China). Deuterated chloroform (CDCl3) and bovine serum albumin (BSA) were purchased from J&K Scientific Ltd. BCA protein assay kit was obtained from Thermo Fisher Scientific Inc.
Analysis of proteins
Mesophilic proteins were analyzed with PyMOL (version 2.3.3). Crystal structures of BSA, TRF, MB, and INS—3V03 (Majorek et al., 2012), 4X1B (Wang et al., 2015), 1DWS (Chu et al., 2000), and 3I3Z (Timofeev et al., 2010), respectively—were obtained from the Protein Data Bank (PDB). PyMOL was used to simplify protein surfaces as neutral hydrophilic, hydrophobic, positively charged, or negatively charged patches (Hagemans et al., 2015). The Swiss-Prot/TrEMBL accession number obtained from corresponding protein database file—P02769 (BSA), P02787 (TRF), P68082 (MB) and P01308 (INS) —were used to retrieve protein related information (molecular weight, number of amino acids, theoretical pI, and aliphatic index) on Expasy by ProtParam tool (Chen et al., 2008).
Characterization of polymers, proteins, and polymer@protein
1H NMR
All lyophilized polymers were required to be dissolved in deuterated chloroform (CDCl3) and introduced into NMR tubes of 5 mm outer diameter. 1H NMR was performed by means of a Bruker DRX 300 NMR spectrometer (Karlsruhe, Germany) according to the standard pulse programs provided with the spectrometer (Figure S2).
Protein concentration determined by BCA
The protein concentrations in various polymer@protein complexes were determined with the BCA kit (Smith et al., 1985). The encapsulation efficiency (EE) and the loading content (LC) of polymer@ protein were then calculated using Equations (1) and (2), and an average 80%–90% of EE and 35%–45% of LC were achieved (Figures S3A and S3B).
Dynamic light scattering
Hydrodynamic diameters (Dh) of BSA and PxMy@BSA complexes in aqueous solution were determined by DLS. The DLS measurements were taken on a Nano S Zetasizer Nano Series instrument (Malvern, UK). The test temperature of the instrument was set to 25°C, and the equilibrium time was run for 120 s before each test. Each sample was tested for 6 times. The size of PxMy@BSA complexes determined was about 15–20 nm (Figure S3C).
Fourier transform infrared spectroscopy
FTIR was performed to study the secondary structures of proteins (Barth, 2007; Kong and Yu, 2007). Solutions of BSA and PxMy@BSA (BSA concentration, 1 mg/mL, 1 mL) with or without incubating at 100°C for 5 minutes were lyophilized before the FTIR test (Figures S4 and S5). The potassium bromide (KBr) tablets were made at mass ratio of 1: 100 (infrared sample: KBr), and then the KBr tablets were scanned on the sample stage. FTIR spectrums of the samples between wavelength 4000 cm−1 and 700 cm−1 were accumulated from 25 scans with a resolution of 2 cm−1, data interval of 0.5 cm−1, and a scan speed at 0.2 cm/s on a Frontier FTIR spectroscope (Perkin Elmer, USA). The bandwidth was 2 cm−1.
Transmission electron microscopy
The morphology of the complexes was examined by TEM (JEOL, Japan). BSA or P1M5@BSA solution containing 0.3 mg/mL BSA with or without incubating at 100°C for 5 minutes was dropped onto a carbon-coated copper grid for three or four times and air-dried before observation at an acceleration voltage of 96 kV. As shown in Figure S6, after treatment in 100°C water, denatured BSA displayed a different morphology due to protein aggregation at high temperatures, whereas P1M5@BSA sustained the dispersive particle size around 20 nm.
Cryo-electron microscope
BSA or P1M5@BSA solution containing 0.3 mg/mL BSA with or without incubating at 100°C for 5 minutes. Then an FEI Vitrobot Mark IV plunger (FEI) was used for preparation of frozen-hydrated specimens. Three and half microlitres of BSA or P1M5@BSA was placed onto Quantifoil Cu R1.2/1.3 glow discharged 300 mesh holey carbon grids, which were then blotted for 3 seconds with blot force −1 to remove the excess solution before they were flash frozen in liquid ethane. The Vitrobot chamber was operated at constant 4°C and 100% humidity during blotting. The grids were transferred and stored in liquid nitrogen before data acquisition. Images were acquired on a 200 keV FEI Titan Krios electron microscope equipped with a Falcon3 direct electron counting camera at a nominal magnification of X120,000 (corresponding to a calibrated sampling of 1.25 Å per physical pixel). The images of BSA treated after 100°C were acquired under magnification of X3,400.
Far ultraviolet circular dichroism spectroscopy
FUCD spectrums were collected to investigate the secondary structures of proteins (Greenfield, 2006). The concentration of protein used to perform FUCD was determined by the lowest concentration at which it could receive integral circular dichroism signal. In this article, the concentrations used for BSA, TRF, MB, and INS were set at 0.3, 0.25, 0.2, and 0.2 mg/mL, respectively. The samples were kept in 1 mm quartz cuvettes at 25°C. FUCD spectrums were then collected on a Chirascan spectrometer (Applied Photophysics, UK) over a wavelength range of 190 to 260 nm for BSA and TRF and a wavelength range of 185 to 260 nm for MB and INS with 1 nm step. FUCD spectrums were deconvoluted to evaluate contents of secondary structure using the DichroWeb Service (UK) (Brogan et al., 2018), by converting the original excel file into a corresponding txt file and then submitting it to the server for calculation (Tables S2–S7). NRMSD represents the difference between the measured FUCD signal and the system fitted FUCD signal. NMRSD<0.05 is considered reasonable.
Fluorescence spectroscopy
BSA endogenous fluorescence intensity was evaluated using a multifunctional microplate reader system (BioTek). Protein solutions (1μM, 200 μL) were added to 96-well plates and excited at an excitation wavelength of 280 nm. Emission spectrums were collected at wavelength of 345 nm. Measurements were conducted at room temperature, and each sample was tested for three times.Near ultraviolet circular dichroism (NUCD) spectroscopy. NUCD spectrums of BSA samples were to explain the changes of tertiary structures (Sun et al., 2005). The concentration of protein used to detect NUCD spectra was determined by about five times of FUCD. BSA and P1M5@BSA (BSA concentration, 1 mg/mL, 2 mL) were incubated for five minutes in 37, 55, 65, 75, and 100°C water. All samples were then placed at room temperature overnight, and NUCD spectrums were collected on a Chirascan spectrometer (Applied Photophysics, UK) over a wavelength range of 250 to 320 nm for BSA with 1 nm step. The samples were run in 1 cm quartz cuvettes at 25°C.
Photograph of polymer@ protein complexes
To visualize protein aggregation in hyperthermia water, BSA and PxMy@BSA solutions (BSA, 1mg/mL, 200 μL) were incubated for 5 min with a metal bath in 37, 55, 65, 75, and 100°C water, respectively. Samples were then transferred to a 96-well plate and photographed, with the horizontal axis representing different samples (BSA, P2M1@BSA, P1M1@BSA, P1M2@BSA, P1M5@BSA, and P1M10@BSA) and the vertical axis representing different temperatures.
Molecular dynamics simulations
First of all, fragment unit parameters of C18, PEG, and C18+PEG were prepared based on Gaussian 09 software with b3lyp/6-31+g∗ level. Secondly, we built a box with the size of 80Å×80Å×80Å. The protein was added into the box and made sure the protein was located at the box center. After above steps, polymer fragments were randomly added into box. The all-atom classical molecular dynamics (MD) simulations were carried out with the Amber18 package. Force field parameters for C18 and PEG fragments were generated at the B3LYP/6-31+g(d) optimized geometry by the Gaussian 09 package. Amber ff14SB and Tip3p water parameters were selected to describe the protein and water molecules. During MD simulations, energy minimizations were performed using a combination of steepest descent and conjugate gradient algorithms. The periodic boundary conditions were used at the time step of 2 fs. All simulations were performed in the NPT ensemble. The minimum distance between solute and the periodic box edge was set to be 10 Å. All bonds involving hydrogens were fixed with the SHAKE algorithm. The temperature was kept constant using a Langevin thermostat at 300 K with a collision frequency of 2 ps-1. The pressure was controlled by a Berendsen barostat at 1 bar with a relaxation time of 1 ps. The electrostatic term was computed using the Particle-Mesh-Ewald summation method. The cutoff algorithm was set as 10 Å. Finally, in current study, total 300 ns trajectory was collected for each system.
Synthesis of polymers
Amphiphilic polymers (P2M1, P1M1, P1M2, P1M5, and P1M10) were synthesized following our precious protocol (Liu et al., 2011) with a slight modification by grafting reaction of anhydride groups on PMHC18 with PEG-NH2 as described in Figure S1. Specifically, for polymers (P2M1 and P1M1) with high-density PEG chains, poly (maleic anhydride-alt-1-octadecene) (PMHC18) dissolved in dichloromethane was first reacted with mPEG-NH2 for 12 h (5 kDa, PEG: MHC18 monomer=2:1, 1:1 respectively) in the presence of 4 eq. triethylamine, and then 3 eq. N-(3-Dimethylaminopropyl)-N′-ethylcarbodiimide hydrochloride (EDC) was added to activate the generating carboxyl group and reacted for another 12 h. For polymers (P1M2, P1M5, and P1M10) with lower PEG chain densities, PMHC18 dissolved in dichloromethane were reacted with mPEG-NH2 for 24 h (5 kDa, PEG: MHC18 monomer=1:10, 1:5 and 1:2, respectively) in the presence of 4 eq. triethylamine. All the reaction solutions were then blown-dry by nitrogen. The obtained white solid products were reconstituted with deionized water, wherein the polymers with lower PEG densities required a slight of DMSO as cosolvent. The amphiphilic polymer solutions were then dialyzed against water using a 14 kDa cut-off membrane and then lyophilized. The final products were marked as PxMy with x units of PEG and y monomer units of PMHC18 (e.g. P1M10 represented a copolymer with 1 units of PEG and 10 monomer units of PMHC18). The actual PEGylation ratios were determined by NMR analysis (Figure S2 and Table S1).PEG1-PMH5 and PEG1-PMH10 without C18 chains were analogously synthesized following the synthesis procedure of PxMy.
Preparation of polymer@protein complexes
PxMy@BSA complexes
The amphiphilic polymers (P2M1, P1M1, P1M2, P1M5, and P1M10) were respectively dissolved in deionized water and dropwise added to the BSA solution with mass ratios of 2:1 (polymers: BSA). After stirring for 2 h, the solutions were dialyzed against water using a 100 kDa cut-off membrane to remove unbound proteins or polymers and then lyophilized for storage.
P1M5@TRF complexes
P1M5@TRF complexes were prepared following abovementioned BSA encapsulation procedure.
P1M5@MB complexes
P1M5@MB complexes were prepared following abovementioned BSA encapsulation procedure with a slight modification; here P1M5@MB complexes were purified by dialysis with a 30 kDa cut-off membrane.
P1M5@INS complexes
Insulin was dissolved in 10 mM hydrochloric acid (pH 2.0), and the pH was subsequently adjusted to 8.0. The P1M5 aqueous solution was dropwise added to the insulin solution at mass ratios of 2:1 (polymers: insulin). After stirring for 2 h, the solution was dialyzed against water using a 14 kDa cut-off membrane to remove unbound insulin or polymers and lyophilized for storage.
PEG1-PMH5@BSA/ PEG1-PMH10@BSA complexes
The amphiphilic polymers (PEG1-PMH5 and PEG1-PMH10) were respectively dissolved in deionized water and dropwise added to the BSA solution with mass ratios of 2:1 (polymers: BSA). After stirring for 2 h, the solution was dialyzed against water using a 100 kDa cut-off membrane to remove unbound proteins or polymers and lyophilized for storage.
Thermal stabilization of PxMy@complexes
The BSA concentrations of the five samples (P2M1@BSA, P1M1@BSA, P1M2@BSA, P1M5@BSA, and P1M10@BSA) and control group (native BSA) were quantified to 0.3 mg/mL, and then these six groups were packed into EP tubes (500 μL/tube), in quadruplicate. These samples were incubated for 5 min at each temperature on a metal bath from 25°C to 100°C with intervals of 5°C. All samples were then placed at room temperature overnight, the secondary structures studied by FUCD (Figures S7A and S8) and fluorescence intensity at 345 nm of BSA were determined to confirm the optimal polymer with thermal protection of BSA. The BSA in 10% and 50% glycerin (10% and 50% represent the volume ratios of glycerin to water solution) were set as positive control groups (Gekko and Timasheff, 1981) (Figure S7B).PEG1-PMH5@BSA and PEG1-PMH10@BSA without C18 chain were treated the same as PxMy@BSA to study the structure-function relationship.
Thermal denaturation thermodynamics
Thermodynamic indexes were evaluated by applying a two-state model by drawing fraction denatured (fD) to the denaturation temperature (Brogan et al., 2018). Briefly, the denaturation process is described as an equilibrium between the denatured state (D) and the native state (N) at each temperature, where the ratio of each state is defined as the equilibrium constant for denaturation (KD). KD was calculated by using established methodology as described in the following. fD for BSA was determined by the intensity of characteristic peak of FUCD at 208 nm (Characteristic peaks for TRF, MB, and INS were at 208 nm, 222 nm, and 208 nm, respectively);fwhere yN is defined as the intensity of the 208 nm peak in the native state, and yD is the intensity of the 208 nm peak in the denatured state. This allows for the expression of KD; thus KD = fD/(1−fD), where the Gibbs free energy of denaturation (ΔGD) can be determined:ΔGΔGD was plotted as a function of temperature, and the transition region was fitted using linear regression. When ΔGD = 0, the whole process was in equilibrium according to the two-state model, giving the following formula:ΔGFrom these plots, the entropy (ΔSm) and enthalpy (ΔHm) at the half-denaturation temperature (Tm) were evaluated according to the slope and the y-intercept, and the half-denaturation temperature was evaluated from the x-axis intercept.
Long-term stabilization of PxMy@BSA at elevated temperatures
The long-term protection effect for the optimal polymer (P1M5 and P1M10) was evaluated. The BSA concentrations of P1M5@BSA, P1M10@BSA, and the control group (BSA) were quantified to 0.3 mg/mL, then these three paralleled groups were packed into EP tubes (500 μL/tube). These samples were incubated on a metal bath at temperatures of 55°C, 65°C (Tm of BSA), 75°C, and 100°C, respectively. For thermal treatment at 55°C and 65°C, samples were incubated for 5, 10, 20, and 40 min and 1, 1.5, 2, 3, 4, 5, 6, 8, 10, 12, and 24 h, respectively. For thermal treatment at 75°C and 100°C, samples were incubated for 10, 20, and 40 seconds; 1, 1.5, 2, 2.5, 3, 4, 5, 6, 8, 10, 20, and 40 min; and 1, 1.5, 2, 3, 4, 5, 6, 7, 8, 10, 12, and 24 h, respectively. All samples were then placed at room temperature overnight, and the secondary structures of each sample were determined by circular dichroism spectroscopy (Figures S11A–S11C). The remaining secondary structures after different period's incubation at each temperature were calculated from plot of [θ]208nm-t (Figures S11D–S11F); for example, the remaining secondary structures after 24 h of incubation at 100°C were calculated using the following formula:The secondary structure maintained (%) = ([θ]The half-denatured time in100°C water was obtained from Figure 3F by taken point [θ]208nm(100°C, 0h)/2 on the vertical axis and extended it to intersect the curve [θ]208nm-t at 100°C; the abscissa of the intersection is the required value.
Long-term storage of P1M5@BSA at room temperature
To investigate the long-term storage of proteins for optimal polymer (P1M5), we stored the P1M5@BSA at room temperature for extended periods. The BSA concentration of P1M5@BSA and the control group (BSA) was adjusted to 0.3 mg/mL and then were packed into 50 mL EP tubes (20 mL/tube). These samples were stored at room temperature; the remaining secondary structures after 1, 2, 3, 4, 5, 6, 7, 14, 21, 30, 45, and 60 days of storage were evaluated by circular dichroism spectroscopy (Figures S12A and S12B).
Thermal stabilization of P1M5 for other mesophilic proteins
To explore whether this could be a general method for thermal protection of mesophilic proteins, the protective effect of P1M5 on TRF, MB, and INS in hyperthermal water were evaluated in a similar way as BSA. The concentration of native TRF and P1M5@TRF was adjusted to 0.25 mg/mL and treated for 5 min with a metal bath at each temperature from 30°C to 100°C at intervals of 10°C. The concentration of native MB and P1M5@MB was adjusted to 0.2 mg/mL and treated for 1 h with a metal bath at each temperature from 30°C to 100°C at intervals of 10°C. The concentration of native INS and P1M5@INS was adjusted to 0.2 mg/mL and treated for 2 h with a metal bath at each temperature from 30°C to 100°C at intervals of 10°C. After the thermal treatment, all samples were then placed at room temperature overnight, and the secondary structures of proteins were determined by circular dichroism spectroscopy over a wavelength range of 190–260 nm (TRF), 185–260 nm (MB), and 185–260 nm (INS). The secondary structures changed at each temperature was calculated from Figure S13 using the following formula (100°C) as example (characteristic peaks for TRF, MB, and INS were at 208 nm, 222 nm, and 208 nm, respectively):The secondary structure changed at 100°C (%) = (([θ]
Statistical analysis
All results are expressed as mean ± s.d., mean ± s.e.m. as indicated, processed by Origin version 2018 for Windows (Origin Software, USA). Comparisons among all groups were evaluated using one-way ANOVA by Graph-Pad Prism version 7.0 for Windows (GraphPad Software, USA), and P < 0.05 was considered to be statistically significant. The statistical details of experiments can be found in the legends of Figures 2, S3, and S7.
Authors: Jurry M. Hannink; Jeroen J. L. M. Cornelissen; Joan A. Farrera; Philippe Foubert; Frans C. De Schryver; Nico A. J. M. Sommerdijk; Roeland J. M. Nolte Journal: Angew Chem Int Ed Engl Date: 2001-12-17 Impact factor: 15.336
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Authors: Stefanie L Baker; Aravinda Munasinghe; Hironobu Murata; Ping Lin; Krzysztof Matyjaszewski; Coray M Colina; Alan J Russell Journal: Biomacromolecules Date: 2018-08-22 Impact factor: 6.988