Open Access Article
Jing Lia,
Suan Shi
b,
Sushil Adhikaria and
Maobing Tu*c
aDepartment of Biosystems Engineering, Auburn University, AL 36849, USA
bHawaii Natural Energy Institute, University of Hawaii, Honolulu, HI 96822, USA
cDepartment of Biomedical, Chemical and Environmental Engineering, University of Cincinnati, Cincinnati, OH 45221, USA. E-mail: tumg@ucmail.uc.edu; Tel: +1 513 556 2259
First published on 4th January 2017
A large number of degradation compounds are formed during biomass pretreatment and they significantly inhibit the efficiency of biomass conversion to biofuels. Of those identified potential inhibitors, aromatic aldehydes play an important role in inhibition activity. Hence the effect of 13 aromatic aldehydes on acetone–butanol–ethanol (ABE) fermentation was assessed at four concentrations in the present work. It was found that the inhibition severity was affected by the ortho substituents (OH > OCH3 > CHO) and strongly related to the position of hydroxyl group instead of the number of hydroxyl groups. The ortho-hydroxyl group significantly contributed to the aromatic aldehyde inhibition. The ortho-substituted 2-hydroxybenzaldehyde caused at least 20-fold stronger inhibition than meta- and para-substituted analogues of 3- and 4-hydroxybenzaldehydes. The presence of ortho-hydroxyl group can form an intramolecular hydrogen bond with carbonyl hydrogen and potentially increase the cell membrane permeability and electrophilicity. Quantitative structure–activity relationship (QSAR) analysis was used to establish a correlation between inhibition activity (IC50) and physicochemical descriptors. A strong correlation was observed between IC50 and the energy of the highest occupied molecular orbital EHOMO.
CH, CHO, OH and OCH3) attached to the benzene ring. Several model compounds were selected to be added into pure sugar fermentation, which aims to determine their potential inhibition on microbial fermentation. Ezeji et al.8 reported 3 g L−1 furfural or HMF was not inhibitory to C. beijerinckii BA101, instead they had a stimulation effect on cell growth and an improvement on ABE production was observed when furfural and HMF was up to 2 g L−1. They found ferulic acid and p-coumaric acid higher than 1 g L−1 exhibited complete inhibition on cell growth and ABE production. Cho et al.9 investigated 6 phenolic compounds (p-coumaric acid, ferulic acid, 4-hydroxybenzoic acid, vanillic acid, syringaldehyde, and vanillin) on butanol fermentation by Clostridium beijerinckii. They found little or no butanol was produced in the presence of 1 g L−1 of each compound. Cao et al.10 found the growth of T. thermosaccharolyticum W16 and hydrogen production were stimulated by 5 g L−1 sodium acetate and negatively affected by further increasing concentration. On the contrary, the fermentation was completely inhibited by adding 1.8 g L−1 syringaldehyde. Of these studies, the phenolic compounds had a significant inhibition on microbial growth and fermentation. Phenolic aldehydes and ketones mainly generated from lignin were considered more inhibitory than sugar-derived inhibitors.11 Although significant efforts have been made to demonstrate the effect of potential inhibitors on model fermentation, the comprehensive understanding of influence of chemical structure on microbial fermentation is lacking, particularly on ABE production. Our previous work found the aromatic aldehydes resulted in the most inhibitory impact on lactic acid fermentation.12 That is one of the reasons why we selected aromatic aldehydes to further assess their influence on butanol fermentation.
Considerable progress has been made to evaluate the impact of potential inhibitors but little is known about the mechanism of inhibition. Effective evidence is lacking although the hydrophobicity has been reported to correlate with phenol toxicity. The phenols were most likely responsible for increasing the fluidity of membrane and consequently affected the membrane permeability.11,13,14 The complexity of prehydrolysates made the study of mechanism much difficult. Quantitative structure–activity relationships (QSAR) analysis is helpful to address this issue. Although it has been successfully used in pharmacology and environmental toxicity assessment,15–18 little attention was paid in the field of biofuels production from biomass. The biological toxicity can be understood by association chemical structural properties with their inhibition activities, through which we can also predict their inhibition towards microbial fermentation. The molecular descriptors typically used for QSAR include octanol/water partition coefficient (log
P), energy of the lowest unoccupied molecular orbital (ELUMO), energy of the highest occupied molecular orbital (EHOMO), molar refractivity (MR), dipole moment (u), and electrophilicity index (ω).19,20
In the present study we selected 13 aromatic aldehydes and added them individually into butanol fermentation by C. acetobutylicum. The objectives of this work were (1) to understand the effects of aromatic aldehydes structure (substitution group, hydroxyl group position and amount of hydroxyl group) on ABE fermentation; and (2) to establish relationship between physicochemical properties and inhibition towards butanol fermentation.
50% butanol production inhibition concentration (IC50) was calculated to quantify the inhibition effect of the thirteen compounds. Butanol production was found to be linearly related to the concentrations of tested aromatic aldehydes. IC50 represents the concentration of aromatic aldehydes resulting in final butanol concentration 50% of control and the four concentrations of test compounds were selected to cover this point. The lower the value of IC50, the higher is the inhibition of aromatic aldehydes.
P) and molecular refractivity were calculated by MarvinSketch. ELUMO, EHOMO, dipole moment (u) and partial charge of the carbonyl carbon in aromatic aldehyde (C′carb) were estimated by Gauss 9.0 and GaussView 5.0. The molecular electrophilicity index (ω) was calculated as described previously.12 Correlations between physiochemical parameters and inhibition activity were carried out by regression analysis using Origin 8.5. The statistical values include: n the number of observations, s the standard error of the estimate, r2 the coefficient of determination, F Fisher statistic, and p the significance. A value of p < 0.05 indicated that the correlation was significant.
| Compounds | Concentration (mM) | Cbutanola (g L−1) | CABEb (g L−1) | Ybutanolc (g g−1) | YABEd (g g−1) | Qbutanole (g L−1 h−1) | Tsf (h) |
|---|---|---|---|---|---|---|---|
| a Cbutanol butanol concentration at 96 h.b CABE ABE concentration at 96 h.c Ybutanol butanol yield at 96 h (g butanol per g original glucose).d YABE ABE yield at 96 h (g butanol per g original glucose).e Qbutanol volumetric butanol productivity at exponential phase.f Ts fermentation start time.g The data were presented as mean value ± standard deviation. | |||||||
| Control | 0.00 | 9.80 ± 0.36 | 13.74 ± 0.45 | 0.17 ± 0.01 | 0.24 ± 0.01 | 0.25 ± 0.02 | 0 |
| Benzaldehyde | 5.0 | 10.59 ± 0.34 | 15.15 ± 0.55 | 0.18 ± 0.00 | 0.25 ± 0.00 | 0.23 ± 0.01 | 12 |
| 7.5 | 9.85 ± 0.50 | 14.21 ± 0.52 | 0.18 ± 0.01 | 0.25 ± 0.01 | 0.21 ± 0.01 | 24 | |
| 10.0 | 7.52 ± 0.74 | 10.86 ± 0.78 | 0.13 ± 0.01 | 0.18 ± 0.01 | 0.16 ± 0.02 | 36 | |
| 12.5 | 0.79 ± 0.17 | 0.91 ± 0.31 | 0.01 ± 0.00 | 0.02 ± 0.01 | 0.07 ± 0.01 | 72 | |
| 2-Hydroxybenzaldehyde | 0.1 | 9.61 ± 0.06 | 13.12 ± 0.13 | 0.17 ± 0.00 | 0.24 ± 0.01 | 0.25 ± 0.01 | 12 |
| 0.25 | 9.90 ± 0.14 | 13.55 ± 0.15 | 0.18 ± 0.01 | 0.25 ± 0.01 | 0.25 ± 0.00 | 12 | |
| 0.35 | 5.98 ± 0.60 | 8.19 ± 0.61 | 0.11 ± 0.01 | 0.15 ± 0.02 | 0.10 ± 0.00 | 36 | |
| 0.5 | 2.76 ± 0.60 | 3.85 ± 0.91 | 0.05 ± 0.01 | 0.07 ± 0.02 | 0.08 ± 0.00 | 48 | |
| 2,3-Dihydroxybenzaldehyde | 0.1 | 9.54 ± 0.02 | 13.60 ± 0.12 | 0.17 ± 0.00 | 0.24 ± 0.01 | 0.19 ± 0.01 | 12 |
| 0.25 | 8.25 ± 0.56 | 11.65 ± 0.79 | 0.15 ± 0.02 | 0.21 ± 0.02 | 0.13 ± 0.00 | 24 | |
| 0.35 | 1.17 ± 0.08 | 1.48 ± 0.01 | 0.02 ± 0.00 | 0.03 ± 0.00 | 0.05 ± 0.00 | 60 | |
| 0.5 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | >96 | |
| 2,4-Dihydroxybenzaldehyde | 1.0 | 9.74 ± 0.15 | 13.78 ± 0.20 | 0.16 ± 0.00 | 0.23 ± 0.00 | 0.15 ± 0.00 | 0 |
| 1.25 | 8.94 ± 0.03 | 12.86 ± 0.18 | 0.15 ± 0.01 | 0.21 ± 0.00 | 0.10 ± 0.00 | 0 | |
| 1.5 | 2.50 ± 0.08 | 2.86 ± 0.19 | 0.04 ± 0.00 | 0.05 ± 0.01 | 0.11 ± 0.01 | 12 | |
| 2.0 | 1.18 ± 0.05 | 1.30 ± 0.04 | 0.02 ± 0.00 | 0.02 ± 0.00 | 0.03 ± 0.00 | 48 | |
| 2,3,4-Trihydroxybenzaldehyde | 0.25 | 9.86 ± 0.07 | 13.74 ± 0.07 | 0.17 ± 0.00 | 0.23 ± 0.00 | 0.19 ± 0.01 | 12 |
| 0.5 | 8.83 ± 0.03 | 12.03 ± 0.05 | 0.15 ± 0.00 | 0.20 ± 0.00 | 0.12 ± 0.00 | 12 | |
| 1.0 | 4.41 ± 0.18 | 6.13 ± 0.15 | 0.08 ± 0.00 | 0.10 ± 0.00 | 0.07 ± 0.00 | 36 | |
| 1.5 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | >96 | |
| 3-Hydroxybenzaldehyde | 5.0 | 9.75 ± 0.27 | 13.80 ± 0.30 | 0.17 ± 0.00 | 0.24 ± 0.00 | 0.20 ± 0.01 | 12 |
| 7.5 | 9.41 ± 0.47 | 13.90 ± 0.54 | 0.16 ± 0.00 | 0.24 ± 0.00 | 0.16 ± 0.01 | 24 | |
| 8.5 | 5.44 ± 0.06 | 7.48 ± 0.00 | 0.09 ± 0.00 | 0.13 ± 0.00 | 0.12 ± 0.00 | 36 | |
| 10.0 | 2.88 ± 0.41 | 3.62 ± 0.62 | 0.05 ± 0.01 | 0.06 ± 0.01 | 0.08 ± 0.01 | 48 | |
| 3,5-Dihydroxybenzaldehyde | 2.5 | 9.40 ± 0.41 | 13.76 ± 0.43 | 0.16 ± 0.01 | 0.23 ± 0.01 | 0.16 ± 0.00 | 12 |
| 5.0 | 9.05 ± 0.32 | 13.37 ± 0.39 | 0.15 ± 0.01 | 0.22 ± 0.01 | 0.10 ± 0.00 | 12 | |
| 7.5 | 0.00 ± 0.00 | 0.02 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 72 | |
| 8.5 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | >96 | |
| 3,4,5-Trihydroxybenzaldehyde | 1.0 | 7.81 ± 0.43 | 11.08 ± 0.68 | 0.14 ± 0.01 | 0.19 ± 0.02 | 0.16 ± 0.01 | 24 |
| 2.5 | 6.65 ± 0.21 | 9.37 ± 0.30 | 0.12 ± 0.01 | 0.17 ± 0.01 | 0.14 ± 0.00 | 36 | |
| 5.0 | 3.16 ± 0.10 | 4.07 ± 0.16 | 0.06 ± 0.00 | 0.07 ± 0.00 | 0.11 ± 0.00 | 48 | |
| 10.0 | 0.15 ± 0.20 | 0.16 ± 0.22 | 0.003 ± 0.00 | 0.003 ± 0.00 | 0.02 ± 0.00 | 84 | |
| 4-Hydroxybenzaldehyde | 2.5 | 9.23 ± 0.05 | 13.26 ± 0.00 | 0.16 ± 0.00 | 0.23 ± 0.00 | 0.16 ± 0.00 | 0 |
| 5.0 | 6.64 ± 0.05 | 9.19 ± 0.18 | 0.11 ± 0.00 | 0.16 ± 0.00 | 0.08 ± 0.00 | 0 | |
| 10.0 | 5.74 ± 0.08 | 8.20 ± 0.37 | 0.10 ± 0.00 | 0.14 ± 0.00 | 0.08 ± 0.00 | 12 | |
| 15.0 | 4.40 ± 0.81 | 6.02 ± 0.26 | 0.08 ± 0.01 | 0.10 ± 0.02 | 0.07 ± 0.01 | 24 | |
| Vanillin | 2.5 | 7.00 ± 0.21 | 9.43 ± 0.58 | 0.12 ± 0.00 | 0.17 ± 0.01 | 0.17 ± 0.01 | 0 |
| 5.0 | 6.00 ± 0.52 | 8.23 ± 0.79 | 0.10 ± 0.01 | 0.14 ± 0.01 | 0.07 ± 0.01 | 0 | |
| 15.0 | 4.85 ± 0.30 | 6.69 ± 0.73 | 0.09 ± 0.01 | 0.12 ± 0.00 | 0.06 ± 0.00 | 12 | |
| 25.0 | 0.25 ± 0.07 | 0.24 ± 0.07 | 0.004 ± 0.00 | 0.004 ± 0.01 | 0.01 ± 0.01 | 36 | |
| o-Vanillin | 0.5 | 10.77 ± 0.43 | 15.45 ± 0.68 | 0.19 ± 0.00 | 0.27 ± 0.01 | 0.20 ± 0.01 | 12 |
| 0.65 | 3.77 ± 0.05 | 4.62 ± 0.04 | 0.07 ± 0.00 | 0.09 ± 0.00 | 0.10 ± 0.00 | 36 | |
| 0.7 | 1.05 ± 0.53 | 1.43 ± 0.56 | 0.03 ± 0.01 | 0.02 ± 0.01 | 0.08 ± 0.04 | 72 | |
| 0.8 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | >96 | |
| 2-Methoxybenzaldehyde | 2.5 | 9.74 ± 0.06 | 13.75 ± 0.10 | 0.17 ± 0.01 | 0.25 ± 0.01 | 0.21 ± 0.00 | 12 |
| 3.5 | 9.86 ± 0.14 | 13.97 ± 0.34 | 0.18 ± 0.00 | 0.25 ± 0.00 | 0.20 ± 0.01 | 12 | |
| 5.0 | 7.80 ± 0.82 | 10.94 ± 0.67 | 0.14 ± 0.01 | 0.19 ± 0.01 | 0.17 ± 0.02 | 48 | |
| 6.0 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 0.00 ± 0.00 | 84 | |
| o-Phthalaldehyde (OPA) | 12.5 | 8.72 ± 0.32 | 12.33 ± 0.90 | 0.15 ± 0.01 | 0.21 ± 0.02 | 0.17 ± 0.00 | 12 |
| 15.0 | 7.48 ± 0.25 | 11.11 ± 0.54 | 0.13 ± 0.00 | 0.19 ± 0.01 | 0.12 ± 0.00 | 24 | |
| 17.5 | 5.36 ± 0.32 | 8.04 ± 0.53 | 0.09 ± 0.01 | 0.14 ± 0.01 | 0.08 ± 0.01 | 24 | |
| 20.0 | 3.59 ± 0.01 | 5.31 ± 0.00 | 0.06 ± 0.00 | 0.09 ± 0.00 | 0.07 ± 0.00 | 36 | |
The glucose control without adding any inhibitors produced 9.8 g L−1 butanol at 96 h with butanol yield of 0.17 g g−1 glucose and the butanol production rate at the exponential phase was 0.25 g L−1 h−1. The benzaldehyde did not inhibit the butanol production at 5.0 and 7.5 mM, but resulted in an extension of fermentation start time from 0 h (control) to 12 and 24 h respectively. When it increased to 10.0 and 12.5 mM the final butanol concentration was reduced by 25% and 92% and the fermentation start time extended to 36 and 72 h respectively. Meanwhile, the butanol production rate was decreased accordingly (30% and 70% at 10.0 and 12.5 mM respectively). Similarly, addition of 3-hydroxybenzaldehyde and 4-hydroxybenzaldehyde did not or lightly inhibit final butanol production at low concentration (3-hydroxybenzaldehyde at 5.0 and 7.5 mM and 4-hydroxybenzaldehyde at 2.5 and 5.0 mM), but significantly reduced final butanol concentration and productivity when the concentration reached high levels (3-hydroxybenzaldehyde at 8.5 and 10.0 mM and 4-hydroxybenzaldehyde at 10.0 and 15.0 mM) and gradually extended the fermentation start time. In the case of vanillin, 3,5-dihydroxybenzaldehyde, 3,4,5-trihydroxybenzaldehyde and 2-methoxybenzaldehyde, butanol yield and productivity were decreased at lower concentration and the fermentation start time was increased dramatically. Moreover, addition of 2,4-dihydroxybenzaldehyde at 1.0 and 1.25 mM and 2,3,4-trihydroxybenzaldehyde at 0.25 and 0.5 mM did not lead to reduction on butanol yield but lightly dropped on productivity. While when the concentration of them slightly increase to 2.0 and 1.5 mM, both butanol yield and butanol production rate considerably dropped by 88% and 100% of control respectively, indicating a strong inhibition of these two hydroxybenzaldehydes. An even more strong inhibition was observed by addition of 2-hydroxybenzaldehyde, 2,3-dihydroxybenzaldehyde and o-vanillin. At 0.1 and 0.25 mM, 2-hydroxybenzaldehyde and 2,3-dihydroxybenzaldehyde did not inhibit final butanol yield, but the butanol productivity was found to be reduced (17% reduction at 0.1 mM and 48% reduction at 0.25 mM) as well as the fermentation start time was extended to 12 h and 24 h by adding 2,3-dihydroxybenzaldehyde at 0.1 mM and 0.25 mM. When the concentration was only further increased to 0.5 mM, 2-hydroxybenzaldehyde inhibited the fermentation by decreasing butanol yield to 29% of control and butanol productivity to 32% of control; 2,3-dihydroxybenzaldehyde terminated the fermentation with no production of butanol. Likewise, o-vanillin partially inhibited the fermentation at 0.65 and 0.7 mM but completely stopped the butanol production at 0.8 mM. Interestingly, o-vanillin and benzaldehydehyde were observed to slightly improve butanol yield by 12% and 6% at 0.5 and 5.0 mM respectively. The similar results were reported by our previous work and literature,8,21,22 it was found that the fuels and chemicals production could be enhanced by furfural, HMF and vanillin at low concentrations. In the case of o-phthalaldehyde (OPA), it decreased the butanol yield by 12% when the concentration was as high as 12.5 mM and further decreased it by 65% with the concentration increasing to 20 mM. It was different from that in lactic acid fermentation which resulted in a very strong inhibition.12 This difference was probably due to that difference strain and media used in two processes.
Aromatic aldehyde derived from lignin is a large group of degradation compounds found in lignocellulosic prehydrolysates. The species of these aromatic monomers depends on the type of pretreatment and the H/G/S ratio of lignin present in the feedstocks. Benzaldehyde with various numbers of hydroxyl groups and methoxyl groups attached to different positions in benzene ring were identified in biomass hydrolysates from a variety of pretreatments.4,7,23 Vanillin was reported to be at high concentration in corn stover, poplar and pine hydrolysates. The corn stover hydrolysates contains higher amount of 4-hydroxybenzaldehyde than hydrolysates of poplar and pine.4 Some of these identified compounds were investigated in this work. The other compounds that have not been reported to be present in hydrolysates were also investigated in this study. This was aimed to achieve a comprehensive understanding on the effect of chemical structure on their inhibition behavior.
In order to quantify the inhibition effect of aromatic aldehydes, 50% butanol production inhibition concentration (IC50) was calculated. It was defined as the inhibitor concentration at which the final butanol concentration was 50% of glucose control. Fig. 6 showed the IC50 value of tested compounds. The lower the value, the higher is the inhibitory effect. Interestingly, it was observed that all the compounds contained ortho-hydroxyl group had a very low IC50 value ranging from 0.29 to 1.47 mM, which were lower than any other aromatic aldehydes, indicating high inhibition activity. Similar observations have been reported recently on phenolic aldehyde inhibition on yeast fermentation.26 This severe inhibition was probably due to the ortho-hydroxyl group forming intramolecular hydrogen bond within the aromatic aldehydes and thus, it potentially increased cell membrane permeability and electrophilicity. The strong inhibition caused by ortho –OH is also observed by other researchers. Friedman et al.27 investigated the activity of 35 benzaldehydes, 34 benzoic acids and 1 benzoic acid methyl ester on Campylobacter jejuni, Escherichia coli, Listeria monocytogenes, and Salmonella enterica and they found that nine of the ten compounds which were most active against four microbes contained ortho-hydroxyl group. In addition, it was found that compounds with OH groups were more active than that with OCH3 groups. A similar finding was reported by Larsson et al.28 and they noticed vanillin at 0.2 g L−1 was slightly inhibitory to ethanol formation and cell growth while o-vanillin at the same concentration resulted in complete inhibition.
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3
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1.29 On the other hand, the acid production varied with the addition of different compounds and was not found in any trend with compounds at different concentrations. This was caused by the two phases involved in ABE fermentation, named acidogenic phase and solventogenic phase. The butyric acid accumulated during acidogenic phase and then re-entered into cells to form butanol at solventogenic phase,30,31 resulting in a peak concentration of butyric acid. The final acid concentration with adding certain compound is recorded at 96 h in this assay could be in acidogenic phase or solventogenic phase due to the delay caused by the compound. As a result, the determined acid concentration was potentially affected by both the enzymes activity in acidogenic and solventogenic phases, which could increase or decrease the acid concentration in either direction.
The finding of inhibition effect of aromatic aldehydes and the significant contribution of ortho-hydroxyl group to aromatic aldehydes inhibition could be used to suggest essential improvement on biofuels production. It has an important implication in detoxifying biomass hydrolysates, from which the cost-effective method could be developed. Meanwhile, generating less aldehydes is critical criteria when considering pretreatment types and conditions. The phenolic aldehydes and ketones have been observed to be favored at oxidative acid conditions23 while the alkaline pretreatment tends to further oxidize the aldehydes/ketones to their corresponding acids. In addition, different microbes exhibit various tolerance to degradation compounds, this study indicated choosing aldehydes-resistant butanol producing bacteria or developing gene modified strains would be beneficial to improve the butanol fermentation from lignocellulosic biomass.
| Compounds | log P |
ELUMO (eV) | EHOMO (eV) | Dipole (debye) | MR | ω | C′carb | IC50 (mM) |
|---|---|---|---|---|---|---|---|---|
| Benzaldehyde | 1.69 | −0.88 | −10.09 | 4.53 | 32.64 | 3.27 | 0.431 | 12.83 |
| 2-Hydroxybenzaldehyde | 2.03 | −0.91 | −9.61 | 6.53 | 34.62 | 3.18 | 0.471 | 0.41 |
| 2,3-Dihydroxybenzaldehyde | 1.73 | −1.09 | −9.23 | 6.75 | 36.60 | 3.27 | 0.458 | 0.29 |
| 2,4-Dihydroxybenzaldehyde | 1.73 | −0.83 | −9.70 | 5.91 | 36.60 | 3.13 | 0.485 | 1.47 |
| 2,3,4-Trihydroxybenzaldehyde | 1.43 | −1.11 | −9.25 | 0.79 | 38.58 | 3.30 | 0.469 | 0.87 |
| 3-Hydroxybenzaldehyde | 1.38 | −1.06 | −9.47 | 4.65 | 34.62 | 3.30 | 0.414 | 9.23 |
| 3,5-Dihydroxybenzaldehyde | 1.08 | −0.92 | −9.44 | 6.04 | 36.60 | 3.15 | 0.404 | 5.68 |
| 3,4,5-Trihydroxybenzaldehyde | 0.78 | −1.17 | −9.56 | 5.05 | 38.58 | 3.43 | 0.410 | 3.62 |
| 4-Hydroxybenzaldehyde | 1.38 | −0.85 | −9.62 | 5.99 | 34.62 | 3.12 | 0.452 | 11.35 |
| Vanillin | 1.22 | −1.01 | −9.14 | 6.41 | 41.09 | 3.17 | 0.435 | 6.95 |
| o-Vanillin | 1.87 | −1.05 | −9.10 | 7.76 | 41.09 | 3.20 | 0.458 | 0.63 |
| 2-Methoxybenzaldehyde | 1.53 | −0.87 | −9.45 | 7.09 | 39.11 | 3.10 | 0.471 | 3.91 |
| o-Phthalaldehyde | 1.40 | −1.40 | −10.31 | 7.11 | 39.23 | 3.85 | 0.419 | 18.41 |
| Equation no. | Regression | n | r2 | s | F | p |
|---|---|---|---|---|---|---|
| 1 | IC50 = −1.766 log P + 9.1927 |
11 | 0.01 | 6.05 | 0.08 | 0.78 |
| 2 | IC50 = −6.9183ELUMO − 0.4703 | 11 | 0.04 | 5.97 | 0.35 | 0.57 |
| 3 | IC50 = −13.169EHOMO − 118.59 | 11 | 0.76 | 3.00 | 27.96 | <0.001 |
| 4 | IC50 = 0.4159dipole + 4.3555 | 11 | 0.02 | 6.02 | 0.18 | 0.68 |
| 5 | IC50 = −0.7756MR + 35.809 | 11 | 0.14 | 5.65 | 1.42 | 0.26 |
| 6 | IC50 = 14.813ω − 41.978 | 11 | 0.29 | 5.13 | 3.64 | 0.09 |
| 7 | IC50 = −110.93Ccarb + 55.322 | 11 | 0.22 | 5.37 | 2.55 | 0.14 |
Regression analysis showed log
P, ELUMO, dipole moment, molecular refractivity (MR), ω, and C′carb did not have a linear relationship to the inhibition (Table 3). log
P is a global parameter which measures the hydrophobicity of a molecule.32 We found a good linear correlation between inhibition constant and log
P in lactic acid fermentation.12 However, it was not the case in butanol fermentation, and 2,3-dihydroxybenzaldehyde exhibited the highest inhibition with log
P value of 1.73, which did not show the highest hydrophobicity. This difference was probably caused by the different microorganisms and fermentation media, and the diffusion of compounds through cell membrane might not be the dominant step when the inhibitors interact with biological objects in butanol fermentation process.
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