In supercritical fluid chromatography (SFC), the retention of a solute depends on the temperature, density, pressure, and cosolvent fraction. Here, we investigate how the adsorption of the cosolvent MeOH changes with pressure and temperature and how this affects the retention of several solutes. The lower the pressure, the stronger the MeOH adsorption to the stationary phase; in addition, at low pressure, perturbing the pressure results in significant changes in the amounts of MeOH adsorbed to the stationary phase. The robustness of the solute retention was lowest when operating the systems at low pressures, high temperatures, and low cosolvent fractions in the eluent. Here, we found a clear relationship between the sensitivity of MeOH adsorption to the stationary phase and the robustness of the separation system. Finally, we show that going from classical SFC to ultrahigh-performance SFC (UHPSFC), that is, separations conducted with much smaller packing diameters, results in retention factors that are more sensitive to fluctuations in the flow rate than with traditional SFC. The calculated density profiles indicate only a slight density drop over the traditional SFC column (3%, visualized as lighter → darker blue in the TOC), whereas the drop for the UHPSFC one was considerably larger (20%, visualized as dark red → light green in the TOC). The corresponding temperature drops were calculated to be 0.8 and 6.5 °C for the SFC and UHPSFC systems, respectively. These increased density and temperature drops are the underlying reasons for the decreased robustness of UHPSFC.
In supercritical fluid chromatography (SFC), the retention of a solute depends on the temperature, density, pressure, and cosolvent fraction. Here, we investigate how the adsorption of the cosolvent MeOH changes with pressure and temperature and how this affects the retention of several solutes. The lower the pressure, the stronger the MeOH adsorption to the stationary phase; in addition, at low pressure, perturbing the pressure results in significant changes in the amounts of MeOH adsorbed to the stationary phase. The robustness of the solute retention was lowest when operating the systems at low pressures, high temperatures, and low cosolvent fractions in the eluent. Here, we found a clear relationship between the sensitivity of MeOH adsorption to the stationary phase and the robustness of the separation system. Finally, we show that going from classical SFC to ultrahigh-performance SFC (UHPSFC), that is, separations conducted with much smaller packing diameters, results in retention factors that are more sensitive to fluctuations in the flow rate than with traditional SFC. The calculated density profiles indicate only a slight density drop over the traditional SFC column (3%, visualized as lighter → darker blue in the TOC), whereas the drop for the UHPSFC one was considerably larger (20%, visualized as dark red → light green in the TOC). The corresponding temperature drops were calculated to be 0.8 and 6.5 °C for the SFC and UHPSFC systems, respectively. These increased density and temperature drops are the underlying reasons for the decreased robustness of UHPSFC.
A trend seen in supercritical
fluid chromatography (SFC), as in
the transition from high-performance liquid chromatography (HPLC)
to ultrahigh-performance liquid chromatography (UHPLC), is for the
use of smaller particles to improve the efficiency and achieve better
separation performance.[1] The use of sub-2
μm particles is often referred to as ultrahigh-performance SFC
or UHPSFC. Compared with UHPLC, the pressure drop over the column
is much smaller in UHPSFC. However, because of the compressibility
of the fluid used in SFC, this additional pressure drop over the column
could result in substantially larger density and viscosity gradients
over the columns than those that are generally observed in UHPLC.[1−3] Poe et al. reported that these gradients are more pronounced in
columns packed with 3 μm-diameter particles than in those packed
with 5 μm-diameter particles.[4]In SFC, the fraction of the cosolvent in the eluent is often the
most important factor controlling the retention.[2,3,5] In a series of studies, we have investigated
several different cosolvents in several different columns, exploring
how they adsorb and how their adsorption affects the separation process
in SFC.[5−7] In these studies, we demonstrated that commonly used
cosolvents adsorb to polar stationary phases, competing with the solute
for available adsorption sites and hence affecting the solute retention
and peak shape.[6,7]The temperature and pressure
also influence the retention in SFC.[3,8,9] The solute’s solubility
increases with increasing density;[10] this
will generally result in an reduction in the retention.[11] Increased pressure results in reduced retention
because of the increasing density of the mobile phase. The effect
of increasing temperature under constant pressure is more complicated:
first, the retention increases because of decreasing mobile-phase
density, and second, the retention decreases because of the exothermic
nature of the adsorption process.[9,12]Here,
we define robustness as the measure of a system’s
capacity to remain unaffected when control parameters are perturbed.
In this study, we will use retention as a measure of the robustness
of the system, while the control parameters that are perturbed are
the temperature, pressure, and cosolvent fraction in the eluent. The
possibility of adjusting an SFC separation using both temperature
and pressure can be seen as a strength of SFC. However, this “flexibility”
may also result in a less-robust separation system that may cause
complications, for example, during scale-up[13] or in technical transfer from SFC to UHPSFC.The aim of this
study is to investigate how the robustness of SFC
separations is affected by pressure, temperature, and different co-solvent
fractions. The focus will be to investigate how methanol (MeOH) adsorption
is affected by pressure and temperature and how this adsorption affects
the robustness of the separation. This will be done by determining
MeOH adsorption to the column at several different pressures and temperatures
and by investigating how the retentions of several solutes vary with
temperature, pressure, and the amount of the cosolvent in the eluent.
Finally, the same separation conducted using SFC and UHPSFC will be
analyzed at different flow rates, with numerically calculated temperature
and density profiles over the column.
Theory
In this
study, the two-component bi-Langmuir adsorption isotherm
is used to describe cosolvent and solute adsorption. For the i-th compound in the mixture, the isotherm can be expressed
as follows[14]where K is the association
equilibrium constant, qs is the monolayer
saturation capacity, C is the mobile-phase concentration,
and q is the stationary-phase concentration.In this case, the solute adsorption and cosolvent adsorption are
described using a bi-Langmuir model, eq , while the solute retention factor at a specific concentration
of the cosolvent in the eluent can be expressed as follows[7]where F is the phase
ratio
(i.e., ratio of the stationary and mobile phases in the column). The
solute and cosolvent indices represent the solute and cosolvent bi-Langmuir
adsorption parameters, respectively.
Experimental Section
Chemicals
and Materials
Carbon dioxide (CO2, 99.99%) was
obtained from AGA Gas AB (Lidingö, Sweden),
and HPLC-grade methanol (MeOH) (>99.9%) was obtained from Sigma-Aldrich
(St. Louis, MO, USA). CO2 was a liquid in the tube and
was introduced into the SFC system via a dip tube in the cylinder.
As solutes, caffeine (>99.0%), phenanthrene (>98%), catechol
(>99%),
bromacil (>98%), and carbazole (>95%) were used; all solutes
were
obtained from Sigma-Aldrich. The solvent 1,4-dioxane (>99.0%) was
obtained from Merck (Darmstadt, Germany). The solutes are selected
as they are common stable solutes used in SFC and with suitable retentions
times in the studies of separation systems.A Kromasil diol
column (150 × 4.6 mm) with 5 μm particles (SFC column)
and a Kromasil diol column (100 × 3.0 mm) with 1.8 μm particles
(UHPSFC column) (Nouryon, Bohus, Sweden) were used. Nitrous oxide
(99.998%; Sigma-Aldrich) was used to determine the dead volume of
the columns, according to Åsberg et al.[3]The SFC system was an ACQUITY UPC2 (Waters Corporation, Milford,
MA, USA) equipped with a PDA detector. A 10 μL loop was used
for all injections. The mass flows of both the cosolvent and total
eluent were measured using a CORI-FLOW M12 Coriolis mass flow meter
(Bronkhorst High-Tech B.V., Ruurlo, Netherlands). The pressure was
measured at the inlet and the outlet of the column using two EJX530A
absolute pressure transmitters (Yokogawa Electric Corporation, Tokyo,
Japan), with the averaged pressure, we mean the average
of these measurements. The temperature was measured at 20, 50, and
80% of the column length, using three PT-100 four-wire resistance
temperature detectors (Pentronic AB, Gunnebo, Sweden) with an accuracy
of ±0.2 °C.
Procedures
The solute samples were
first prepared as
stock solutions of 1 g L–1 solute in neat MeOH.
The stock solutions were later diluted with 1,4-dioxane to a final
concentration of 0.1 g L–1 and filtered through
a 0.45 μm polytetrafluoroethylene filter before injection. The
solutes were detected at 220 nm, and 5 μL injections were made
for the SFC experiments, and 2 μL injections were made for UHPSFC
experiments. In all experiments, the column void volume was determined
by injections of N2O freshly bubbled through MeOH.The effects of temperature, pressure, and amount of the cosolvent
on the retention factor at a set flow rate of 1 mL min–1 were investigated by injecting diluted samples of caffeine or carbazole
under different conditions (see Figure ). The investigated temperature was set to 25 or 55
°C, the back-pressure regulator pressure was set to 110, 210,
or 310 bar, and the cosolvent fraction was set to 1, 2, 3, 5, 10,
15, or 20 v %.
Figure 1
Retention factors of (a) carbazole and (b) caffeine eluted
at set
back pressures of 110 (blue lines), 210 (green lines), and 310 bar
(red lines) and at set temperatures of 25 (solid lines) and 55 °C
(dashed lines). The flow rate was set to 1 mL min–1. Lines are fit to eq (see the “Experimental Section”
for more details).
Retention factors of (a) carbazole and (b) caffeine eluted
at set
back pressures of 110 (blue lines), 210 (green lines), and 310 bar
(red lines) and at set temperatures of 25 (solid lines) and 55 °C
(dashed lines). The flow rate was set to 1 mL min–1. Lines are fit to eq (see the “Experimental Section”
for more details).In the design of experiments
(DoE), presented in Figure , two designs were used per
solute, both full-factorial designs in three levels with three center
points. The concentration of the cosolvent eluent was 0.7–4.4
wt % (corresponding to the 1–5 v % set condition) in the first
design and 8.1–17.8 wt % (corresponding to the 10–20
v % set condition) in the second design. The temperature was 25–55
°C, and the back-pressure regulator pressure was 110–310
bar. As the response, the logarithm of the retention factor of caffeine
or carbazole was used. Regression models were constructed using MODDE
12 software (Sartorius Stedim Biotech, Göttingen, Germany),
after removing insignificant coefficients at a 95% confidence level
to givewhere ci is the
coefficient, P is the pressure, T is the temperature, and C is the fraction of the
modifier in the eluent (wt %). All regression models had excellent R2 and Q2 values
(see Table S1 in the Supporting Information).
Figure 3
Scaled and centered coefficients
of (a) carbazole and (b) caffeine
for the retention model from the DoE with small methanol fractions
(blue) and large methanol fractions (red) in the eluent. The standard
deviation of the retention factor in controlled perturbations of temperature
and pressure for the eluent with (c) 2.5 and (d) 13 wt % MeOH in the
eluent. P is the pressure, T is
the temperature, and C is the fraction of the modifier
in the eluent (wt %). For more information, see Table S1 in the Supporting Information.
The adsorption isotherms shown in Figure were estimated at 25 and 55 °C and
at back pressures of 110, 210, and 310 bar. The adsorption data were
determined using a combination of the recently improved elution by
a characteristic point slope (ECP-slope)[15] and the perturbation peak (PP) method;[14] the former was used for low-concentration data and the latter was
used for high-concentration data. In the PP method, 1.0 μL of
neat MeOH was injected into a column already equilibrated with eluents
containing MeOH fractions set to 1, 2, 3, 5, 10, 15, and 20 v %. In
the ECP-slope approach, 6.0 μL of neat MeOH was injected into
a column equilibrated with neat CO2. To convert the detector
response into concentration, the UV response from injections of 2,
4, and 6 μL of MeOH was fitted to eq , so that the injected mass equaled the predicted
eluted masswhere k1 and k2 are constants used in the calibration
curve.[16]
Figure 4
Adsorption
isotherm for the SFC column measured at back pressures
of 110 (blue), 210 (green), and 310 (red) bar and temperatures set
to 25 (solid lines) and 55 °C (dashed lines). (a) Adsorption
isotherm for methanol fractions of 0–0.5 wt % and (b) corresponding
full measured range. (c,d) Calculated densities with methanol fractions
corresponding to those in (a,b), respectively (see the “Experimental Section” for more details).
Figure shows the
results for the 5 μm-particle SFC column and the 1.8 μm-particle
UHPSFC column. The flow rate was set to 0.5, 1, 2, and 4 mL min–1 in the SFC experiments and to 0.25, 0.5, 0.75, 1,
and 2 mL min–1 in the UHPSFC experiments; the temperature
was set to 55 °C, and the pressure at the back-pressure regulator
was set to 110 bar.
Figure 5
Normalized retention factors of carbazole
(green) and caffeine
(blue) in UHPSFC (dashed lines) and SFC (solid lines) columns vs the
linear flow rate. The flow rate was set to 0.5, 1, 2, and 4 mL min–1 in the SFC system and 0.25, 0.5, 0.75, 1, and 2 mL
min–1 in the UHPSFC system. The back pressure was
set to 110 bar, and the temperature was set to 55 °C. The arrows
indicate measurements made at a flow rate of 1 mL min–1 (see the “Experimental Section”
for more details).
Calculations
The volumetric flow
rate was calculated
from the measured mass flow, and the density was calculated with the
Knuz and Wagner equation[17] of state implemented
in REFPROP 10,[18] using the average of the
pressure and temperature measured in the column, together with the
molar fractions of MeOH and CO2. The molar fractions were
calculated from the mass flows, according to the previously reported
method.[5,7] The mass fraction of MeOH in the eluent
was estimated from the ratio between the measured mass flow of MeOH
and the total mass flow.For robustness estimation (Figure ), the standard deviations
of retention factors (eq ) were calculated at 10 different temperatures ranging from 25 to
55 °C and at 20 different pressures from 110 to 310 bar. At each
investigated pressure and temperature, the retention factor was calculated
for 1,000,000 virtual experiments. Each virtual experiment was generated
using random perturbations of pressure, temperature, and the amount
of the cosolvent in the eluent. The variations in the pressure, temperature,
and fraction of the cosolvent in the eluent were assumed to be normally
distributed and to have standard deviations of 2 bar, 0.5 °C,
and 2.5% of the cosolvent fraction in the eluent, respectively. This
was calculated for two different cosolvent fractions, 2.5 and 13 wt
%, using the model derived for carbazole with small and large cosolvent
fractions, respectively.
Results and Discussion
This section
is organized as follows. First, in the “Solute Retentions,” we will discuss the
dependence of solute retentions on different temperatures, pressures,
and cosolvent fractions in the eluent. Then, in the “Robustness
Analysis,” we analyze the robustness of the separation system
using DoE, and in the “Adsorption of MeOH,” we discuss methanol adsorption at different pressures and
temperatures. Finally, in the “Transfer
of SFC to UHPSFC,” separations conducted using a classical
SFC column packed with 5 μm particles will be compared with
those using a UHPSFC column packed with 1.8 μm particles, at
different flow rates.
Solute Retentions
The retention
factors of carbazole
(Figure a) and caffeine
(Figure b) at back
pressures of 110, 210, and 310 bar at temperatures of 25 and 55 °C
for different MeOH fractions in the eluent are presented in Figure .In Figure , one can see that
with an increasing cosolvent fraction in the eluent, the retention
factor decreases drastically, especially if the separation is conducted
at a high temperature and low pressure. One can also observe that
the separation system is more sensitive to changes in the pressure,
temperature, and cosolvent fraction, if it is operated with a low
cosolvent fraction in the eluent. The system becomes more stable as
the fraction of the cosolvent in the eluent increases. However, the
separation system’s sensitivity to changes in the cosolvent
fraction in the eluent decreases drastically with increasing pressure
and decreasing temperature. In summary, the separation system is least
robust to fluctuation in the cosolvent fraction, if it is operated
at a low pressure and high temperature and using a small cosolvent
fraction. See Figures S1–S5 in the
Supporting Information for similar plots for phenanthrene, caffeine,
bromacil, carbazole, and catechol. These plots also include retention
data for 40 °C and set cosolvent fractions up to 20 v % MeOH.
The results presented in the Supporting Information confirm the trends
shown in Figure .The retention factor is more sensitive to pressure changes, if
the separation is conducted at low system pressures: compare the difference
in retention as the pressure increases from 110 to 210 bar with the
difference as the pressure increases from 210 to 310 bar. The same
trend is noted for temperature, with a temperature reduction from
55 to 40 °C affecting the retention more than a reduction from
40 to 25 °C does (see Figures S1–S5 in the Supporting Information).In SFC, the density is often
seen as an important factor controlling
the retention.[23,24] We have previously shown that
in many cases, the most important factor controlling the retention
is the amount of the cosolvent in the eluent and pressure and temperature
generally have a less important role.[3,8,25] The density as a function of the fraction of the
cosolvent and temperature is presented for 25 °C in Figure a and 55 °C
in Figure b.
Figure 2
Isopycnic plot
at (a) 25 and (b) 55 °C at pressures of 100–350
bar and with methanol fractions of 0–20 wt %. The red horizontal
lines represent the measured mass fractions of methanol and measured
pressures from the inlet to the outlet for the experiments run on
the SFC column. (c) (∂ρ/∂P) at temperatures of 25
(solid line), 40 (dotted line), and 55 °C (dashed line). (d)
(∂ρ/∂T) at pressures of 110 (blue line), 210 (green
line), and 310 bar (red line).
Isopycnic plot
at (a) 25 and (b) 55 °C at pressures of 100–350
bar and with methanol fractions of 0–20 wt %. The red horizontal
lines represent the measured mass fractions of methanol and measured
pressures from the inlet to the outlet for the experiments run on
the SFC column. (c) (∂ρ/∂P) at temperatures of 25
(solid line), 40 (dotted line), and 55 °C (dashed line). (d)
(∂ρ/∂T) at pressures of 110 (blue line), 210 (green
line), and 310 bar (red line).The small horizontal lines in Figure a,b show the experiments conducted. In the
most robust pressure region (310 bar in Figure a), perturbing the pressure, temperature,
or cosolvent fraction results in only a slight change in density.
In the least-robust region (110 bar in Figure b), even small changes in the pressure, temperature,
or cosolvent fraction result in substantial density changes.To better understand how the density is affected by pressure and
temperature, we present the derivative of the density with pressure
(Figure c) and temperature
(Figure d) for 2.5
wt % cosolvent in the eluent. In Figure c, we clearly see that the density changes
much more drastically with pressure, if the system is operated at
a low pressure and high temperature. As the temperature increases,
the change in density with pressure increases. In Figure d, one can observe that changing
the temperature affects the density more drastically than changing
the pressure does (compare Figure c,d). Here, the change in density with temperature
at 110 bar is several times larger than the change in density with
temperature at 210 and 310 bars.Inspecting Figure c,d and considering that density
is a major contributor to retention,
we can now clearly understand that a robust separation should be conducted
at a temperature and pressure at which small perturbations of temperature
and pressure do not cause large density variations in the mobile phase.
These regions are found at low temperatures up to around 40 °C
and at high pressures exceeding 150 bar. The exact values at which
these so-called robust regions are located depend on many factors,
such as the separation system’s response to changes in control
parameters and the demand for maximum allowed variation in the separation.
Robustness Analysis
To investigate how temperature,
pressure, and the fraction of the cosolvent in the eluent simultaneously
affect the retention factors of both carbazole (Figure a) and caffeine (Figure b), the DoE was used to build a model.Scaled and centered coefficients
of (a) carbazole and (b) caffeine
for the retention model from the DoE with small methanol fractions
(blue) and large methanol fractions (red) in the eluent. The standard
deviation of the retention factor in controlled perturbations of temperature
and pressure for the eluent with (c) 2.5 and (d) 13 wt % MeOH in the
eluent. P is the pressure, T is
the temperature, and C is the fraction of the modifier
in the eluent (wt %). For more information, see Table S1 in the Supporting Information.Because of the nonlinear nature of the solute retention as a function
of the amount of the cosolvent in the eluent, two designs were used.
The first design considers low fractions of the cosolvent in the eluent
(i.e., 0.7–4.4 wt %; Figure , blue bars) and the second design considers medium-to-high
concentrations the of co-solvent in the eluent (i.e., 8.1–17.8
wt %; Figure , red
bars). In both designs, the pressure ranged from 110 to 310 bar and
the temperature ranged from 25 to 55 °C. The retention was modeled
using eq , and scaled
and centered regression coefficients are presented graphically in Figure ; their values are
provided in Table S1 in the Supporting Information.Comparing the model for the small fraction of the modifier
(Figure , blue bars)
with
the model for the large fraction of the cosolvent (Figure , red bars), one can see that
the coefficients are generally smaller in the system operating using
larger fractions of the cosolvent in the eluent. This means that with
larger fractions of the modifier, changes in pressure, temperature,
and the amount of the cosolvent in the eluent will have smaller effects
on retention. Inspecting, Figure a, the primary factors, we can see that pressure and
the amount of the cosolvent in the eluent have approximately the same
size of impact on retentions; similar trends are also observed in Figure b. For both solutes,
temperature plays a less-important role in controlling the retention
than the pressure or the amount of cosolvent does.One difficulty
is to define whether or not a system is robust.
To study robustness, we used the retention model from the DoE to estimate
how perturbations of the temperature, pressure, and cosolvent affect
the retention, presenting the standard deviation of the estimated
retention factors. This was done by randomly generating experiments
with perturbations of the pressure, temperature, and amount of the
cosolvent in the eluent (see the “Experimental
Section” for more details). The retention factor’s
standard deviation is shown for carbazole at 2.5 wt % MeOH in the
eluent in Figure c
(using the model derived for low cosolvent fractions) and at 13 wt
% MeOH in Figure d
(using the model derived for high cosolvent fractions).The
observed standard deviations are much larger in the separation
system operated at 2.5 wt % MeOH (Figure c) in the eluent than those in the one operated
at 13 wt % MeOH (Figure d). The standard deviations at 110 bar and 55 °C are 1.27 and
0.13 at 2.5 and 13 wt % MeOH, respectively. The separation is nearly
ten times more sensitive to perturbation, if it is conducted using
the smaller fraction of MeOH in the mobile phase. From these robustness
plots, we also clearly see that the standard deviation decreases drastically
with increasing pressure and decreasing temperature. For example,
at 200 bar and 40 °C, the standard deviations are 0.154 and 0.056
at 2.5 and 13 wt % MeOH, respectively, that is, a drop in standard
deviation by more than eight times at 2.5 wt % MeOH and more than
two times at 13 wt % MeOH.
Adsorption of MeOH
The drastic decrease
in the retention
factor with small modifier fractions, as seen in Figure , cannot be explained by drastic
changes in the density because at 25 °C (Figure b), the density increases only modestly with
the increasing cosolvent fraction in the eluent at 110 bar, is more
or less constant at 210 bar, and decreases at 310 bar.Figure presents adsorption isotherms of MeOH at different pressures
and temperatures. Figure a shows the adsorption isotherm up to 0.5 wt % cosolvent,
and in Figure b, the
whole measured concentration range is shown. Inspecting the initial
part of the adsorption isotherm (Figure a), we observe that the adsorption is strongest
at a low pressure (110 bar) and high temperature (55 °C; see
the blue dashed line) and weakest at high pressure and temperature
(310 bar and 55 °C; see the red dashed line). The initial adsorption
decreases with increasing pressure at constant temperature but increases
with increasing temperature at constant pressure. Inspecting the whole
adsorption isotherm (Figure b), we can clearly see a trend for decreasing saturation (extrapolating
the maximum adsorbed amount from Figure b) with increasing temperature at constant
pressure and with decreasing pressure at constant temperature.Adsorption
isotherm for the SFC column measured at back pressures
of 110 (blue), 210 (green), and 310 (red) bar and temperatures set
to 25 (solid lines) and 55 °C (dashed lines). (a) Adsorption
isotherm for methanol fractions of 0–0.5 wt % and (b) corresponding
full measured range. (c,d) Calculated densities with methanol fractions
corresponding to those in (a,b), respectively (see the “Experimental Section” for more details).The density of the mobile phase as a function of
the eluent composition
is presented in Figure c for the low-concentration range and in Figure d for the full concentration range. Assuming
that the density controls the solubility of MeOH in the mobile phase,
a low density would probably result in a larger degree of adsorption
of MeOH on the stationary phase. The density is the lowest at 55 °C
and 110 bar, which are also the conditions under which the equilibrium
ratio is the highest (Figure a). However, the next lowest density is observed at 55 °C
and 220 bar, the conditions under which the equilibrium ratio is among
the lowest observed. Inspecting the full concentration range, up to
around 17 wt % (see Figure d), the 55 °C and 110 bar conditions result in the highest
adsorbed amount of MeOH on the stationary phase, that is, the lowest
density conditions. We also see that the 25 °C and 310 bar conditions,
which have the highest density, result in the lowest adsorption of
MeOH on the stationary phase, in good agreement with the density solubility
correlations. However, at 25 °C and 110 bar, the adsorption of
MeOH on the stationary phase is much stronger than that observed at
55 °C and 210 and 310 bar, even though the density is lower.
In other words, no clear correlation was observed between the adsorbed
amount of MeOH and the density. However, if one instead considers
the density at different pressures at a constant temperature, a clear
pattern between the adsorbed amount and density can be observed. This
clearly shows the dual nature of the temperature, as discussed in
the Introduction.From a robustness
perspective, the system should be fairly robust
in a region where the adsorption of MeOH does not drastically change.
To further investigate the relationship between solute retention and
cosolvent adsorption, the retention data presented in Figure were fitted to eq (see solid lines Figure ). In general, we found a very
good model fit to the retention, except at 110 bar and 55 °C,
at which the fit was not perfect. This is probably due to two reasons:
(i) the determined adsorption isotherm parameters, used in predicting
the retention using eq , are dependent on the temperature, pressure, and density and therefore
must be adjusted, if the system is not operated under isobaric, isopycnic,
and isothermal conditions and (ii) in this region, the density is
changing with changes in cosolvent fractions, so we expect some errors
in the determined adsorption isotherm because it was not measured
under isopycnic conditions. Furthermore, the uncertainties in the
density estimated using the equation of state implemented in REFPROP
are also larger. Tarafder et al. demonstrated that in this region,
this error can approach 10%.[26] Consequently,
this error will also give rise to errors in the estimated adsorption
isotherm, which will be manifested as errors in the retention predicted
using eq .With
the knowledge that eq can be used to estimate the retention, we can now analyze
how the cosolvent adsorption affects the robustness. To investigate
how sensitive a system is to changes in a parameter, the slope of
the retention model relative to that parameter can be used. To investigate
the sensitivity to the cosolvent fraction, the derivative of eq is as followsEquation clearly
shows that the system becomes more stable with the increasing cosolvent
fraction (i.e., the denominator becomes larger). This clearly shows
that the separation system’s sensitivity to MeOH perturbations
in the eluent decreases with an increasing amount of MeOH in the eluent,
as was also observed in Figure . This result indicates that the stronger the MeOH adsorbs
to the stationary phase, the less robust the system will be.
Transfer
of SFC to UHPSFC
The current trend in SFC
is to conduct separation using smaller packing particles. Here, this
was investigated by comparing columns packed with 5 μm versus
1.8 μm particles but having the same phase chemistry. To reduce
the pressure drop over the UHPSFC system, the 1.8 μm particles
were packed in a 100 × 3 mm column, while in the SFC system,
the 5 μm particles were packed in a 150 × 4.6 mm classical
column.Figure shows the normalized retention factors at
different linear flow rates for both the 5 μm packing (solid
lines) and 1.8 μm packing (dashed lines) at 55 °C and a
back pressure of 110 bar. The flow rate was set to 0.5, 1, 2, and
4 mL min–1 for the SFC column and 0.25, 0.5, 0.75,
1, and 2 mL min–1 for the UHPSFC column. Interestingly,
in Figure , we can
see that the retention factor is more sensitive to flow rate changes
in the UHPSFC than in the SFC column.Normalized retention factors of carbazole
(green) and caffeine
(blue) in UHPSFC (dashed lines) and SFC (solid lines) columns vs the
linear flow rate. The flow rate was set to 0.5, 1, 2, and 4 mL min–1 in the SFC system and 0.25, 0.5, 0.75, 1, and 2 mL
min–1 in the UHPSFC system. The back pressure was
set to 110 bar, and the temperature was set to 55 °C. The arrows
indicate measurements made at a flow rate of 1 mL min–1 (see the “Experimental Section”
for more details).The main difference between
SFC and UHPSFC is the pressure. The
average pressure, that is, the averaged measured inlet and outlet
pressures, over the column increases from 114 bar at the lowest flow
rate to 164 bar at the highest flow rate in the SFC system. In the
UHPSFC system, the average pressure increases from 119 to 191 bar
with the increasing flow rate. At the lowest flow rate, the pressure
drop was 13 bar over the UHPSFC column and 1.9 bar over the SFC column,
and at a flow rate of 2 mL min–1, the pressure drop
was 136 bar in the UHPSFC column and only 10 bar in the SFC column.
In the SFC column, the highest pressure drop was observed at 31 bar,
a flow rate of 4 mL min–1, and a temperature of
25 °C. To investigate how this pressure drop affects the density
and temperature profiles over the columns, these profiles were calculated
(see the “Calculations for TOC” in page S6, in the Supporting Information).In the analytical
SFC system (top system in the TOC), we had a
very small degree of radial and axial density and temperature gradients
as compared to those in the UHPSFC system (bottom system in the TOC).
In the latter system, we could only conduct the separation up to a
set flow rate of 2 mL min–1 because of the system’s
maximum pressure limit, compared with the SFC case, in which we conducted
the separation up to a set flow rate of 4 mL min–1, which is the maximum allowed flow rate of the system. In other
words, to utilize smaller packing, we are forced to use a lower back
pressure to increase the throughput at the cost of operating the system
in a more unstable region. Some practical guidelines according to
this discussion are given in the Conclusions.
Conclusions
The robustness of SFC separation conducted
at different temperatures,
pressures, and cosolvent concentrations in the eluent was discussed.Solute retention as a function of pressure, temperature, and the
amount of the cosolvent in the eluent was modeled using the DoE. With
this model, the robustness of the system, which varies with pressure,
temperature, and the amount of the cosolvent in the eluent, was studied.
In this case, the robustness was nearly ten times higher when conducting
the separation at 13 wt % MeOH in the eluent than that at 2.5 wt %.
The robustness also increased more than eight times when increasing
the pressure from 110 to 200 bar and decreasing the temperature from
55 to 40 °C.One of the most important factors controlling
the retention is
the adsorption of MeOH to the stationary phase. Here, we demonstrated
that the MeOH adsorption is strongly dependent on the pressure and
temperature without any clear correlation with the mobile-phase density.
However, the adsorption of MeOH to the stationary phase generally
decreases with increasing pressure at a constant temperature and increases
with increasing temperature at a constant pressure.Compared
with separations conducted using SFC, separations using
UHPSFC are generally less-robust because of the larger pressure drop
over the column. Calculated density profiles showed a density drop
over the column at 110 bar and 55 °C of 20% in the UHPSFC column
and 3% in the SFC column. The calculated temperature drop over the
column under the same conditions was 6.5 °C in the UHPSFC system
and only 0.8 °C in the SFC system. To reduce these gradients
and increase the robustness, the separation could be conducted at
a higher set back pressure. However, because of a higher pressure
drop over the UHPSFC column and limitations in the system pressure,
this might force the separation to be conducted at a lower flow rate.The technical transfer of separations could result in retention
factor shifts and force us to operate the system under less-robust
conditions. To mitigate this risk, we could do the following: (1)
select operational conditions for the separation systems at low temperatures
using as high a back pressure as possible and (2) select stationary
phases with column chemistries, allowing avoidance of conducting the
separation at very low cosolvent fractions.
Authors: Dennis Åsberg; Jörgen Samuelsson; Marek Leśko; Alberto Cavazzini; Krzysztof Kaczmarski; Torgny Fornstedt Journal: J Chromatogr A Date: 2015-05-11 Impact factor: 4.759