Open Access Article
Catalina
Fuentes
*ab,
Jaeyeong
Choi
ac,
Claudia
Zielke
a,
J. Mauricio
Peñarrieta
b,
Seungho
Lee
c and
Lars
Nilsson
a
aDepartment of Food Technology, Engineering and Nutrition, Faculty of Engineering, Lund University, PO Box 124, S-22100 Lund, Sweden. E-mail: catalina_csfz@hotmail.com; catalina.fuentes@food.lth.se; feelcjy@gmail.com; claudia.k.zielke@gmail.com; lars.nilsson@food.lth.se
bSchool of Chemistry, Faculty of Pure and Natural Science, Universidad Mayor de San Andres (UMSA), PO Box 330, Cota Cota 27 St., La Paz, Bolivia. E-mail: jmpenarrieta1@umsa.bo
cDepartment of Chemistry, Hannam University, Daejeon 305811, Republic of Korea. E-mail: slee@hnu.kr
First published on 14th June 2019
Asymmetric flow field-flow fractionation (AF4) is a separation technique in which a focusing/relaxation step is used after the sample is injected onto the separation channel. During the focusing/relaxation step, the sample is focused by two counter-directed flows. This allows sample components to establish a diffusion-dependent equilibrium concentration profile. The focusing step may, in some cases, cause a loss of sample due to adsorption into the accumulation wall (i.e. the membrane) or due to aggregation of the sample. In addition, the increase in sample concentration during the focusing step may prevent complete relaxation and cause overloading effects. In this study, a modified AF4 channel equipped with a frit inlet (FI-AF4) is utilized, where the sample is relaxed hydrodynamically as it enters to the channel through the frit. The main advantage of the FI-AF4 channel is to omit the focusing step. The FI-AF4 channel could also allow higher injection mass than in a conventional channel while still avoiding overloading. The purpose of the present study is to compare two channels (conventional and FI-AF4 channels) in terms of the plate height (H), resolution (Rs) and the mass recovery for analysis of a mixture of glycogen and pullulan. In addition, waxy maize (WM) starch was used to compare the mass overloading of the two channels. The results show that the type of relaxation method (i.e. focusing or hydrodynamic relaxation) had no significant effect on mass recovery. The resolution (Rs), was higher in the conventional AF4 channel than in the FI-AF4 channel for the separation of glycogen and pullulan. The results also show that it was possible to inject a higher mass of WM starch (i.e. twice the mass) onto the FI-AF4 channel, compared to a conventional AF4 channel, without observing an overloading effect.
Among the FFF sub-techniques, the most universal is the asymmetric flow field-flow fractionation (AF4). In this technique, a solid wall on the top and a permeable wall on the bottom form the separation channel. After the sample is injected onto the channel, an important step is the focusing/relaxation of sample components. In this step, the injected sample is focused into a thin band by two counter-directed flows (one from the channel inlet and the other from the channel outlet), and is relaxed (reaches an equilibrium concentration profile) below the injection point of the sample. The relaxation is achieved through the applied perpendicular crossflow, which transports sample components towards the accumulation wall i.e. the bottom of the separation channel consisting of an ultrafiltration membrane. The transport is counteracted by the diffusion of the sample components and, at steady state, a crossflow and diffusion dependent concentration profile is established. At the accumulation wall, the components are confined to a thin relatively concentrated layer. The sample components with a higher diffusion coefficient (D) are, on average, distributed farther away from the accumulation wall than components with a lower D. After the focusing/relaxation step, the separation process begins by applying a longitudinal laminar flow of a carrier liquid through the separation channel in combination with the crossflow in a perpendicular direction over the channel.2 As the flow profile along the separation channel is parabolic, the components distributed farther away from the accumulation wall travel faster downstream, and size separation is achieved.3
The focusing/relaxation step might, in some cases, cause a loss of sample due to adsorption at the accumulation wall (i.e. the membrane) or aggregation of sample components, resulting in low sample recoveries.4 One way to avoid the focusing step is to use a modified channel, based on a hydrodynamic relaxation, using a frit inlet (FI).5,6 Another advantage of the FI-AF4 channel is that the injection mass of the sample could probably be higher than in the conventional channel since high concentrations during focusing/relaxation are, to some extent, avoided. This would be beneficial in the analysis of ultra-high molar mass (>107 g mol−1) branched polymers like amylopectin, where overloading occurs already at very low injected mass in conventional AF4 channels.7,8 To avoid overloading and compromised separation, it can, thus, be necessary to inject very low sample mass. In turn, the low injected mass can complicate detection. This can especially be the case for large biopolymers, such as amylopectin, where concentration detection and molar mass determination relies on differential refractive index (dRI) detection.
After sample injection and relaxation (either focusing or hydrodynamic), the separation mechanism in the FI-AF4 channel is the same as that in a conventional AF4 channel, as described above. The difference is that, instead of having a dedicated injection port for the sample, the FI-AF4 channel has a frit through which a relatively higher carrier flow can pass. The hydrodynamic relaxation is achieved when faster frit flow meets slower sample flow, pushing the sample toward the accumulation wall.6 It has been shown that FI-AF4 can give higher separation channel mass recoveries in protein analyses.9,10 However, resolution was shown to be lower than for AF4 and analysis time was considerably longer. To date, FI-AF4 and AF4 have not been thoroughly compared for separation of hyper-branched ultra-high molar mass biopolymers such as amylopectin nor for mixtures of branched and linear biopolymers such as pullulan and glycogen.
In this study, the performance of a conventional AF4 and a FI-AF4 channel are compared in terms of the mass recovery, plate height (H) and resolution (Rs). For this purpose, we use a mixture of biopolymers, i.e. glycogen and pullulan. The two polymers have overlapping molar mass (M) range but different hydrodynamic size and structure, i.e. branched and linear, respectively. Pullulan was chosen as it is commonly used as a standard biopolymer and glycogen as it is hyper-branched, and relatively well defined. In addition, both biopolymers display high aqueous solubility. Furthermore, the overloading effect as a result of injected mass is investigated in both conventional AF4 and FI-AF4 channels using waxy maize (WM) starch which is, due to its ultra-high molar mass and hyper-branched structure, well-known for being sensitive to overloading effects in AF4.7,8
The effect of sample concentration in the mixtures of glycogen and pullulan was studied by mixing the solutions at different volume ratios, which correspond to their respective mass/mass ratios that are shown in Table 1. The injection volume of the mixtures, in all cases, was 50 μL, which corresponds to sample mass shown in Table 1. For the rest of the analysis, the samples were mixed at the ratio of 1
:
4 (w/w).
| Ratio glycogen/pullulan (w/w) | Glycogen (μg) | Pullulan (μg) |
|---|---|---|
1.00 : 6.00 |
25 | 150 |
1.00 : 5.00 |
25 | 125 |
1.00 : 4.00 |
25 | 100 |
1.00 : 2.00 |
25 | 50 |
1.00 : 1.00 |
25 | 25 |
1.00 : 0.50 |
25 | 12.5 |
1.00 : 0.25 |
25 | 6.25 |
The WM sample was prepared as described elsewhere,12 with a minor difference in the dilution step: the sample solution of 1 mg mL−1 was diluted using the carrier liquid at 100 °C to various concentrations of 0.125, 0.25, 0.33, 0.50 and 0.75 mg mL−1. The sample with 1 mg mL−1 was injected without dilution. The injection volume of the sample in all cases was 10 μL, corresponding to sample mass from 1.25 to 10 μg.
The frit inlet (FI) AF4 channel (Wyatt Technology) was also trapezoidal with the same shape and dimensions as the conventional AF4 channel. The FI of the channel was 3.2 mm at the inlet end of the polycarbonate top of the channel. The spacer had a nominal thickness of 350 μm with a sample inlet canal of 4.0 mm × 1 mm between the frit and sample flow.
In both channels, the ultra-filtration membrane forming the accumulation wall was a regenerated cellulose membrane with a nominal cut-off of 10 kDa (Merck Millipore, Bedford, MA, USA). The performance of the AF4 system, regarding size separation and molar mass determination was checked with bovine serum albumin (BSA) solution (1 mg mL−1, w/v) according to the procedure described elsewhere.13
![]() | (1) |
For the analysis of waxy maize starch (WM), Qout was kept constant at 1.5 mL min−1, while the sample injection into the channel was performed at a flow rate of 0.2 mL min−1 for 4 min. Again, in the case of FI-AF4, this time represents the initial relaxation time with the initial crossflow rate (Qc0) kept constant.
For the conventional AF4 channel, after injection, a 4 min focusing/relaxation was performed at the focusing flow rate of Qc0. The crossflow rate was programmed to decay exponentially according to the following equation:
![]() | (2) |
The elution started at Qc0 of 2.5 mL min−1, which was decreased exponentially over time to 0.13 mL min−1 (t1/2 = 4 min), and then was maintained constant for 23 min. The channel was flushed without any crossflow for 10 min before the next injection. It has been shown in previous studies that, for a successful separation in FI-AF4, the ratio of the sample inlet flow rate (Qs) to the frit flow rate (Qf), i.e. Qs/Qf, must be either less or equal to 0.05 to minimize band broadening during hydrodynamic relaxation.4,6,10 For this reason, the Qs/Qf used for the analysis of WM was close to 0.05, which means that it should be near to complete hydrodynamic relaxation.
![]() | ||
| Fig. 1 Crossflow programming profiles used for studying the effect of initial crossflow rate (Qc0) in FI-AF4 (a) and AF4 (b) following eqn (1) and (2), respectively. | ||
Q out was kept constant at 1 and 0.2 mL min−1 for the conventional AF4 channel and the FI-AF4 channel, respectively. In the conventional AF4 channel, the sample was injected at a flow rate of 0.2 mL min−1 for 4 min. In the FI-AF4 channel, Qs = Qout.
To examine the effect of the relaxation time on the mass recovery, plate height (H) and resolution (Rs), Qc0 was kept constant for 2, 4 and 6 min, respectively, before Qc started decaying. For the conventional AF4 channel, this time corresponds to the focusing/relaxation step. In the case of FI-AF4, this time corresponds to the hydrodynamic relaxation time. After that, the elution started according to the programing conditions described in Table 1, where the Qcf was kept constant for 10 min. The channel was then flushed without any crossflow for 10 min before the next injection.
The comparison between AF4 and FI-AF4 was summarized using a projection to latent structures (PLS) regression by means of partial least square analysis (Matlab R2017b, v.9.3.0.713579, The MathWorks, Inc., USA). The input variables were: initial crossflow (Qc0), relaxation time and channel flow (Qout). The output variables were: resolution (Rs) and mass recovery (%).
![]() | (3) |
![]() | (4) |
![]() | (5) |
![]() | (6) |
b is the average of the peak widths. Assuming a peak is Gaussian with the standard deviation, σ, the peak width at the half-height (w1/2h) is 2.354σ, and Rs can be determined by![]() | (7) |
:
4 to 1
:
6, the tr of peak maxima of glycogen and pullulan in the mixture remained constant at 17.7 min and 34.0 min, respectively. Similar results were observed for the FI-AF4 channel (Fig. 2(c and d)), i.e. peak maximum tr for glycogen injected alone at 11.8 min and peak maximum tr for pullulan injected alone was 34.8 min (MALS signals). The peak maximum tr for glycogen gradually increases as the relative content of pullulan increases in the mixture, while the peak maximum tr of pullulan gradually decreases with increasing relative content of the glycogen in the mixture. Similarly, to the AF4-results, at mass ratio 1
:
4 to 1
:
6, the peak maxima of tr for glycogen and pullulan, in the mixture, remain constant.
The shift in tr of the peak maxima from the MALS and dRI signals in the mixtures, compared with the individual polymers (i.e. glycogen and pullulan) was also observed in our previous work.11 It was suggested, that this effect could likely be due to interactions between the polymer molecules, which may influence the relaxation, and establishment of a concentration profile. Consequently, retention times would also be affected. Polymer interactions would be particularly important during the focusing/relaxation step in the analysis as this generates a sample zone of higher concentration than the original sample. In the current study, the same behaviour was observed when the focusing/relaxation step was omitted using the FI-AF4 channel. To ensure that these changes in peak maxima are not due to incomplete resolution in the separation, a deconvolution analysis of the fractograms of the mixtures was performed (data not shown). However, the same tendency of shifts was observed in the deconvoluted fractograms.
Incompatibility of different polymers in solution is well known, especially at somewhat higher concentrations. The incompatibility eventually leads to segregative phase separation, in which the different phases are enriched in one of the polymers. For mixtures of non-ionic polymers in aqueous solution, as in the current study, segregation is the rule and the tendency towards segregation becomes stronger with increasing molar mass of either of the polymer components.17 Relatively small repulsive interaction between the different polymers, or differences in the polymer–solvent interaction, will result in segregation. A classic example of segregation is the mixture of dextran and poly(ethylene oxide), which has been widely used for the partition of biological polymers.18
In the current study, the chemical differences between the polymers are subtler, i.e. both polymers are glucans but with differently linked glucose units. In addition, pullulan is linear while glycogen is hyper-branched (average degree of branching = 7.4–9.2).19 Segregation is reported to happen in non-ionic polymer mixtures of pullulan and dextran, which have some similarity to the current case as the mixture contains a linear and a branched glucan.20 Segregation was observed at higher polymer molar mass: Mw ≥ 2.6 × 105 g mol−1 for pullulan and Mw ≥ 6.2 × 105 g mol−1 for dextran. These weight-average molar mass values are lower than for the pullulan (Mw = 2.1 × 105 g mol−1) and glycogen (Mw = 2.9 × 105 g mol−1) used in the current study. Thus, the shift in tr could be related to an incompatibility of the polymers in the mixture, which influences the elution when the concertation is increased in the sample zone.
Fig. 3 shows the mass recovery (a–b), plate height (c–d), and resolution (e–f) determined for a mixture of glycogen and pullulan in the AF4 and FI-AF4 channels as a function of the initial crossflow rate (Qc0). In the AF4 channel (Fig. 3a), at Qc0 of 0.5 mL min−1, the mass recoveries were 90% and 95%, at focus times of 2 and 4 min, respectively. As Qc0 increases, the mass recovery decreases somewhat, to about 85%. In the FI-AF4 channel (Fig. 3b), all sample recoveries are higher and no significant changes were observed with Qc0 or the relaxation time. It should be noted that the mass recoveries in the FI-AF4 channel (about 105%) are higher than those in the conventional AF4 channel.
In Fig. 3c–f, no data is shown for the focus/relaxation time of 2 min as no separation between the glycogen and pullulan was observed in either channel (elution occurred as one broad peak). In the AF4 channel (Fig. 3c), as Qc0 increases, the plate height (H) of the first peak (corresponding to glycogen red line Fig. 2a) increases (from 0.20 to 0.75), while that of the second peak (corresponding to pullulan blue line Fig. 2a) decreases (from 0.30 to 0.05). In the FI-AF4 channel (Fig. 3d), no separation between glycogen and pullulan was observed at Qc0 = 1.5 mL min−1. In addition, as Qc0 increases, the plate height of both peaks decreased (from 0.9 to 0.75 and from 0.1 to 0.04 for the glycogen and pullulan, respectively).
In Fig. 3e and f, the resolution increases with increasing Qc0 in both channels (from 0.7 to 1.9 and from 0.4 to 0.9 in the conventional AF4 and FI-AF4 channels, respectively). At the same Qc0, the resolution in the AF4 channel was higher (almost twice) than the resolution in the FI-AF4 channel. No significant differences in Rs were observed for 4–6 min relaxation time in both channels.
To summarize the results for the comparison between AF4 and FI-AF4, a PLS analysis was performed. The PLS analysis is used to find a linear regression model by projecting the input variables and the output variables to a new space. Hence, from this model allows to make general predictions on how output variables are influenced by input variables. The PLS plot is shown in Fig. 6. It is possible to conclude that the percentage of mass recovery (%) is higher when using the FI-AF4 channel in comparison with the conventional AF4 channel. Furthermore, there is an opposite relationship between mass recovery (%) and Qout. The Rs is higher in the AF4 channel in comparison with the FI-AF4 channel, and it seems that there is a correlation (r2 = 0.63) between the relaxation time and resolution (Rs).
![]() | ||
| Fig. 7 Effect of overloading on WM. Fractograms show the MALS signal at 90° scattering angle of WM from conventional AF4 channel (a) and FI-AF4 channel (b). | ||
For the FI-AF4 channel, the results are shown in Fig. 7b. The tr of peak maxima remains constant until a concentration of 0.50 mg mL−1 (i.e. injected mass of 5.0 μg) and the slope in rrmsvs. tr also remains unchanged, suggesting there exists no significant overloading. Additionally, it can be observed that even when the higher injected amounts cause overloading (i.e. shift in peak maxima) the selectivity on rrms remains higher compared to AF4. Thus, even though overloading occurs its consequences seems less severe in FI-AF4.
In addition, overloading is observed starting at 0.75 mg mL−1 (i.e. injected mass of 7.5 μg). In short, the sample injection mass was twice as high in the FI-AF4 channel as the mass injected in the AF4 channel, without observed overloading.
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