the floating aquatic water hyacinth (eichhorniacrassipes ......ahmed, h. rasha.1, badawi, h. mona.2,...
TRANSCRIPT
International Journal of Engineering Science and Computing, December 2018 19406 http://ijesc.org/
The Floating Aquatic Water Hyacinth (Eichhorniacrassipes) is a Multi-
uses Macrophyte for Fuel Ethanol Production and Pathogen Control
Ahmed, H. Rasha.1, Badawi, H. Mona.
2, Ali, S. A.
3, Fayez, M.
4
Department of Microbiology
Faculty of Agriculture, Cairo University, Giza, Egypt
Abstract
Water hyacinth is among the potential solutions to reduce the problems of climate changes and shortage of oil. It is a
lignocellulosic biomass that can be utilized for reducing sugar production and thus further for bioethanol production.
Physico/chemical properties were evaluated to create a full overview on the water hyacinth structure. Box BehnKen Design was
used to evaluate the treatment conditions (NaOHconcentration, reaction time and temperature). Production of bioethanol and
antimicrobial potential were examined. The chemical profile of the macrophyte showed the respective percentages of 19.9 %
cellulose and 22.2 % hemicellulose. The nutritive potential indicated the presence of Ca, Mg, K, and P as 14.9, 4.6, 11.3 and 5.2
%, respectively. The combined interaction between pretreatment and enzyme mixture (celluclast 1.5 L and novozyme 188), afford
the most promising glucose production of 184.0 mg g-1
DM. The highest bioethanol yield of 4.1 g l-1
was produced by
Saccharomyces cerevisiaeThermosacc and 0.10 M NaOH at 111°C for 120 min. The antimicrobial potential of ethanol and
chloroform extracts of the WHB indicated that Staphylococcus aureusATCC 25923 was the most susceptible with inhibition zone
diameters (IZD) of 11.8-21.5 mm. The fungal candidates Macrophominaphaseoliand Rhizocotoniasolani, severely injured as well
due to the weed extracts, respective IZDs f 16.0 and 9.5 mm were measured.
Key words: Water hyacinth, Box BehnKen Design, Saccharification, Fermentation, Bioethanol, Antimicrobial activity.
Introduction
Increasing demand of global energy consumption,
mainly used by heavy industries, is a necessity to search for
new energy resources. Among the major economic problems
facing Egypt is importing petrol and its derivatives. To restrict
dependence on these valuable sources, bioethanol as an
untraditional energy supply could successfully be used.
Bioethanol, a kind of biomass energy, is an alternative fuel for
gasoline, clean, safe and renewable resource (Bayrakci and
Koçar, 2014).
Traditional production of bioethanol is mainly from
sugar, including starchy biomaterials, which is called first-
generation bioethanol. However, this causes competition
between food and biomass energy sources. Hence,
lignocellulosic materials are considered more attractive
renewable resources for ethanol production owing to their
easy availability and relatively low cost (Zhao and Xia, 2010).
The water hyacinth (Eichhorniacrassipes) is a free
floating aquatic macrophyte originated in the Amazon in
South America. Due to its fast growth and the robustness of its
seeds, it causes problems encompassing physical interference
with fishing, obstruction of shipping routes and losses of water
in irrigation systems due to high evaporation and interference
with hydroelectric schemes and increased sedimentation by
trapping silt particles. It also restricts the possibilities of
fishing from the shore with baskets or lines (Aboul-Eneinet
al., 2014; Rezaniaet al., 2016). Attempts to control the weed
have caused high costs and lab requirements, leading to
nothing but temporary removal of it. Fortunately, its high
content of hemicellulose (30 - 35% of dry weight) can provide
hemicellulosic sugars for bioconversion to bioethanol
(Bayrakci and Kocar, 2014).
Actually, the conversion of the water hyacinth
biomass (WHB) to bioethanol comprises three essential steps;
pre- treatment, saccharification and fermentation. Native
lignocellulosic biomass is generally recalcitrant to mechanical
microbial degradation, thus rendering it difficult to extract
fermentable sugars. Hence, delignification substantially
improves the enzymatic saccharification of the biomass. It has
been proved that pretreatment of WHB with sodium hydroxide
is an effective delignification strategy (Gangulyet al., 2013).
The main factors that affect the whole process include
substrate quantity, chemicals concentration, incubation time,
reaction temperature and enzyme load (Das et al., 2015).
To cope with the on-going research attempts in this
context, the overall objective of the present work was to
investigate the main composition of water hyacinth and to
optimize conditions for efficient pretreatment and
saccharification to facilitate the enzyme action to guarantee
the prospective bioethanol yield production. This is
besidesassessing the antimicrobial effects of the extractive
compounds from this macrophyte.
Materials and Methods
Water hyacinth (Eichhorniacrassipes) biomass
(WHB) was sampled from unpolluted district of Kom Hamada
at Behera governorate. The leaves and stalks were washed in
tap water, sun-dried, brought to the lab and further dried
overnight at 70 °C. The dried biomass was milled to reduce
the size to approximately 4mm prior to pre- treatment.
Representative samples of WHB were chemically analyzed
adopting the procedures of Gunnarsson and Petersen (2007)
and Akinwandeet al. (2013).
Research Article Volume 8 Issue No.12
International Journal of Engineering Science and Computing, December 2018 19407 http://ijesc.org/
Successive steps of hydrolysis and fermentation
processes were executed to assess their viability for
production of bioethanol in a cost-effective manner through
utilization of pretreated water hyacinth hydrolysate as the sole
carbon source for yeast fermentation. The general process
description is shown in Figure (1).
Alkali pretreatment of WHB
The WHB was delignated by pretreatment with
sodium hydroxide using conditions optimized in the lab. After
cooling, samples pH was neutralized by sulfuric acid (72%).
To secure the highest delignification rate that guarantee the
maximum sugar production yields in the obtained hydrolysate,
the Box BehnKen Design (BBD) of Aswathy et al. (2010) and
Das et al. (2015)was used.
Based on the BBD, all the 18 possible sodium
hydroxide concentration (conc.), temperature and reaction
time interactions were assessed for sugar production. This was
done using a portion of 0.5 g dry weight WHB treated with 10
ml NaOH in concentrations of 0.10 - 1.0 M, at the temperature
range of 100 - 121 °C for reaction times varied from 30 to 120
min. The hydrolysates of the 18 treatments were centrifuged at
4400 rpm for 20 min. at 4 °C.The supernatants were
neutralized by H2SO4 (72%) to pH 6.8 ± 0.2. Up to 0.3 - 0.5
ml aliquots were taken to measure the monosaccharides in the
hydrolysatesthen filtered through centrifugal filters (VWR
Centrifugal Filter, Modified PES 10 KD, 500 µl, VWR,
Germany). Finally, the samples were maintained at -20 °C
before analysis by HPLC.The reminder volumes of the
hydrolysates were used to determine the total di-oligo- poly
saccharides.
Fig. (1). Schematic representation of hydrolysis-simultaneous saccharification and fermentation of WHB.
Determination of saccharide contents
To 10 ml hydrolysate, 348 µl sulfuric acid (72%) was added,
the mixture was autoclaved at 121 °C for 1 h. An aliquot of 3
ml mixture was neutralized by barium carbonate and
centrifuged at 4400 rpm for 20 min at 20 °C. The supernatant
was filtered through cellulose filter and examined by HPLC
for glucose and xylose production (Sluiter et al., 2012). The
solid residue was used, as well, for further analysis.
Enzyme saccharification of WHB
The pretreated WHB was tested in the enzyme
saccharification process by using two commercial enzymes,
celluclast 1.5L (cellulase enzyme) and novozyme 188 (β-
glucosidase enzyme), both manufactured by Novozymes, A/S,
Bagsværd, Denmark, Those treated WHBs, in 50 ml capacity
Falcon tubes, received 50 mM sodium citrate buffer.
Thereafter, 1.1 ml (v/w) celluclast 1.5 L enzyme was added
followed by 0.11 ml (v/w) novozyme 188 enzyme. To prevent,
as possible, any microbial contamination for the solid fraction
during saccharification, few drops of sodium azide were
added. The mixture was incubated under shaking at 150 rpm
for 72 hr. at 50 °C. Representative samples from the
supernatants were HPLC analyzed (Selig et al., 2008).
Samples (0.3 - 0.5 ml) were heated at 95 °C for 6 min to
denature the enzymes and then filtered through centrifugal
filters. Samples were maintained at -20 °C before analysis by
HPLC.
Simultaneous saccharification and fermentation of WHB
The superior treatment interactions of the previous
hydrolysis experiments in respect to sugar production were
selected for simultaneous saccharification and fermentation of
the raw WHB. Those treatment interactions (NaOH conc. x
temperature x reaction time) were 1) 0.10 M x 111 °C x 120
min and 2) 0.55 M x 111 °C x 75 min. An amount of 0.5 g dry
weight WHB was treated with 10 ml NaOH and exposed to
the above mentioned conditions. The pH of the alkaline
pretreated WHB was adjusted by H2SO4 (72%) to pH 4.8 ± 0.2
under sterile conditions.
Washing &drying
Water hyacinth
Feedstock analysis
5 % (w/v) D.WWHB
Pretreatment
Centrifugation
Saccharification and Fermentation
Bio-waste Liquid
Ethanol
International Journal of Engineering Science and Computing, December 2018 19407 http://ijesc.org/
The inoculum was prepared by cultivating 0.01 g
dried yeast SaccharomycescerevisiaeThermosacc strain in 10
ml working volume of fermentation medium of the following
composition (gl-1
): (NH4)2SO4, 1.0; KH2PO4, 2.0;
MgSO4.7H2O, 1.0; yeast extract, 3.0; bacto-peptone, 3.0; and
0.05 M, sodium citrate buffer at a pH of 4.8±0.2
(Rohowsky, 2013; Ali 2015).Cultures were incubated at 38 °C
for 18 h. The harvested growth was centrifuged at 4400 rpm at
4 °C for 20 min. The cell biomass was washed twice free of
any metabolites with di-ionized water. The cell biomass was
then diluted with glucose-free fermented medium. The
mixture of celluclast 1.5 L and novozyme 188 enzymes
together with the yeast cell biomass was added under sterile
conditions to the previously prepared water hyacinth
hydrolysate. Incubation took place at 38 °C for 110 h at 150
rpm (Figure 2). At regular intervals; 1, 2, 4, 6, 12, 18, 24, 48,
72 and 110 h. 0.5 ml hydrolysate samples were carefully
taken. Samples were transferred to tightly closed Eppendorf
plastic tubes and centrifuged at 4400 rpm for 20 min. The
supernatants were filtered through 10 KD plates and the
filtrates were injected into HPLC for ethanol determination.
The efficiency of glucose bioconversion into ethanol was
estimated adopting the following formula (Lee et al., 2007).
Fig. (2) Plastic syringes simulating anaerobic condition system applied for WHB fermentation.
Antimicrobial activity of WHB extracts
1- Preparation of the microphyte extracts
Extraction of the milled plant material was carried
out by cold percolation method using chloroform and ethanol
as extracting solvents following the protocol of Baralet al.
(2011). Removal of the solvent from the extracts was done
using rotary vacuum evaporator and the concentrated extracts
were stored at 4 °C. Two working solutions of the extracts (5
and 10%) were prepared in dimethyl sulfoxide (DMSO). The
yield of respective extract was calculated as: percentage yield
(%) = dry weight of extract / dry weight of sample x 100.
2- Preparation of microbial cultures
Six different clinical bacterial (Salmonella
typhimuriumATCC 14028, Staphylococcus aureusATCC
25923, Bacillus cereus ATCC 33018, Pseudomonas
aeroginosa ATCC 9027, Escherichia coli O157
93111andListeria monocytogenesATCC 7644) and seven
fungal (Aspergillusniger NRRL 326, Aspergillusflavus NRRL
1957, Candida albicans ATCC 10231, Fusariumoxysporum,
Fusariummonilfarum, Rhizocotoniasolaniand
Macrophominaphaseoli) strains were experimented for the
antimicrobial potentials of the plant. Colonies (24 h.)
developed on tryptone glucose yeast extract agar, TGYE
(Kiang et al., 2013) for bacteria and those of fungi (5-day old)
on sabouraud dextrose agar, SD (Chandrasekaran and
Venkatesalu, 2004) were picked up for inocula preparation in
broth media.
3- Antimicrobial activity assay
Well diffusion method (Baralet al., 2011) using
TGYE and SD agar media was adopted to detect the
antibacterial and antifungal properties of the crude extracts.
Freshly prepared inocula of test microorganisms were spread
on agar plates. Wells of 5 mm diameter were bored on the agar
culture media using sterile cork bores. In each well, 0.5 ml of
either plant extract concentration was dispensed with the help
of micropipette. Plates were incubated at 35 °C for 24 h for
bacterial strains and at 25 °C for 5 days for fungal candidates.
Zone of inhibition (ZOI) as indicated by clear zone of
microbial growth was measured. The solvent used as a
negative control was dispensed at the plate center.
Statistical analysis
Response Surface Methodology (RSM) was
implemented by Box-Behnken model to build an experimental
design for solving multivariate equations and investigate the
interaction effects of pretreatment conditions. The design of
experiment and statistical analysis was made by
STATGRAPHICS® Centurion XVVersion 15.2.05 to develop
the experimental model and estimate the co-efficient of the
second-order-polynomial.
Results
Compositional profile of untreated WHB
The proximate composition of the untreated raw
WHB showed that the aquatic weed is rich in cellulose,
1g glucose 0.51g ethanol + 0.488 g CO2 (= 51% mass based conversion)
1 C6H12O6 2 C2H5OH + 2 CO2
International Journal of Engineering Science and Computing, December 2018 19407 http://ijesc.org/
0.1Time
120.0 121.0100.0
Glu
cose
aft
er p
re A
cid
mg/
g D
M
Main Effects Plot for Glucose after pre Acid
2.1
2.5
2.9
3.3
3.7
4.1
Conc1.0 30.0
TempNaOH conc. (M) Time (min.) Temp. (°C)
mg
g-1
DM
hemicellulose and lignin representing 19.9, 22.2 and 16.2% of
dry biomass respectively. Estimates of 24.0% crude protein
and 20.0% crude fiber were scored as well. Carbon and
nitrogen percentages were 34.3 and 3.8 with C/N ratio of 9.03.
The high content of ash (16.8%) indicates the richness of the
plant in minerals. The nutrient level varied from 2.1 to 14.9%,
calcium was the highest and sodium the lowest. Heavy metals
(Cr, Cu, Ni, and Zn) were detected in rather low quantities not
exceeding 0.05%.
Alkali pretreatment of WHB
The interaction of the independent factors (sodium
hydroxide concentration, temperature, reaction time) affecting
the pretreatment efficiency of WHB was determined using
Box-BehnkenDesign (BBD). The different combinations of
the three variables developed by BBD tested for
saccharification of WHB and corresponding sugar yields are
given in Table (1).
Table 1. Box-Behnken experiment design matrix for optimization of saccharification of pretreated WHB
Pretreatment conditions Sugar yield after
pretreatment
Sugar yield after enz.
saccharification
Total sugar yield
NaOH Conc. Temp. Time Glucose Xylose Glucose Xylose Glucose Xylose
(M) (°C) (min) (mg g-1
Dry weight WH)
0.10 100 75 2.3 12.5 167.5 26.1 169.9 38.6
0.10 111 30 3.4 34.1 122.9 6.8 126.3 40.9
0.10 111 120 2.5 17.0 181.5 27.0 184.0 44.0
0.10 121 75 2.1 13.5 171.3 26.1 173.4 39.6
0.55 100 30 3.3 30.1 170.1 25.4 173.3 55.4
0.55 100 120 3.2 33.8 160.3 22.6 163.5 56.4
0.55 111 75 3.6 35.3 169.2 20.2 172.8 55.6
0.55 111 75 3.5 34.8 171.0 19.3 174.4 54.1
0.55 111 75 4.7 48.9 169.3 18.9 174.0 67.8
0.55 111 75 3.7 35.0 165.3 20.1 168.9 55.1
0.55 111 75 3.6 33.1 168.6 20.0 172.2 53.1
0.55 111 75 2.5 14.4 168.6 26.2 171.2 40.6
0.55 121 30 2.6 26.9 152.3 11.3 154.9 38.2
0.55 121 120 3.7 33.5 160.5 17.2 164.2 50.7
1.00 100 75 0.0 0.0 160.3 15.9 160.3 15.9
1.00 111 30 2.5 26.6 168.5 20.4 171.0 47.0
1.00 111 120 2.9 27.1 164.0 17.6 166.8 44.7
1.00 121 75 2.6 25.7 165.8 18.4 168.4 44.1
Figure (3) illustrates that the maximum glucose yield
of 4.71 mg g-1
DM was produced using the interaction model
of 0.55 M NaOH, 111°C for 75 min. The interaction impact of
the process parameter on the total sugar yield due to
saccharification of WHB is also expressed using a three
dimensional plot. This response surface curve is plotted to
understandthe combination effect of the variables and, as well,
for identifying the optimum level of each parameter for
attaining the maximal sugar yield. At the low alkali
concentration and temperature, relatively low glucose yield
was produced (Figure 4).
Fig. 3. Glucose production (mg g-1
DM) from pretreated WHB under the optimum conditions of NaOH concentration,
temperature and reaction time.
Maximum yield= 4.71
Factor Low High Optimum
Conc. 0.10 1 0.55
Time 30 120 111
Temp. 100 121 120
International Journal of Engineering Science and Computing, December 2018 19407 http://ijesc.org/
Xyl
ose
afte
r pre
Aci
d m
g/g
DM
Estimated Response SurfaceTime=30.0
0 0.2 0.4 0.6 0.8 1Conc
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124
Temp
0
10
20
30
40
50
Xylose after pre Acid
0.0
4.0
8.0
12.0
16.0
20.0
24.0
28.0
32.0
36.0
40.0
44.0
NaOH conc. (M) Temp. (°C)
mg
g-1
DM
Fig. 4.Response surface plot showing the effects of NaOH level and temperature interaction on glucose yield
Raising the NaOH level in the system simultaneously with
elevating the temperature resulted in increases in sugar
quantity. A slight dip in the yield was recorded at higher alkali
concentration. This might be attributed to feedback inhibition
of the system.
A satisfactory xylose yield of 48.91 mg g-1
DM was
achieved in the triple system of NaOH (0.55 M), temperature
(111 °C) and reaction time of 75 min. The lowest xylose yield
of < 10 mg g-1
DM was obtained with 1.0 M NaOH (Fig. 5).
Fig. 5.Response surface plot showing the effects of NaOH level and temperature interaction after 30 min. onxylose
concentration
Enzymatic saccharification of solid fraction WHB
Effects of the interactionsamong the three
independent factors on enzymatic saccharification of solid
water hyacinth component were also experimented adopting
the Box Behnken full factorial design. The maximum glucose
yield of 181.50 mg g-1
DM was secured with NaOH
concentration of 0.10 M together with temperature of 111 °C
for 120 min. The response surface plot (Figure 6) indicates
that gradual reduction in glucose amounts were scored as the
alkali concentration in the reaction medium increased, i.e. the
higher the alkali level the lower the sugar yield.
Akin to glucose, the behavior of xylose production
changed with NaOH level. The combination of 0.10 M NaOH,
111 °C and 120 min. deemed the superior for the optimum
sugar yield of 27.00 mg g-1
DM (Figure 7). The sugar amounts
steadily decreased as the alkali concentration increased. The
lowest yield (< 16 mg g-1
DM) was recorded at 1.0 M NaOH.
Glu
cose
after
pre
Aci
d m
g/g
DM
Estimated Response SurfaceTime=120.0
0 0.2 0.4 0.6 0.8 1Conc
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Temp
0
1
2
3
4
5
Glucose after pre Acid
0.0
0.4
0.8
1.2
1.6
2.0
2.4
2.8
3.2
3.6
4.0
4.4
NaOH conc. (M) Temp. (°C)
mg
g-1
DM
Maximum yield (4.71 mg g-1
)
120 min.
Maximum yield (48.9 mg g-1
)
30 min.
International Journal of Engineering Science and Computing, December 2018 19407 http://ijesc.org/
Fig. 6.Response surface plot demonstrating the interaction effect on glucose production from saccharification of WHB
solid residue.
Fig. 7.Effects of NaOH concentration and temperature on xylose production after 120 min. of WHB enzyme
saccharification
Simultaneous alkali-pretreatment and enzymatic
saccharification of the WHB solid fraction
The amounts of sugar produced from the solid
component of the WHB after the alkali pretreatment
simultaneously with enzyme saccharification were estimated
using the BBD. A total glucose pool of 184.0 mg g-1
DM
resulted from the optimal interaction pattern of 0.10 M
(NaOH), 111 °C and 120 min. The response surface plot is
illustrated in Figure (8). Glucose amounts in the reaction
medium proportionally decreased as sodium hydroxide
concentration increased. Temperature changes had no effect in
this respect.
Xyl
ose
afte
r Enz
Sac
ch 7
2h m
g/g
DM
Estimated Response SurfaceTime=120.0
0 0.2 0.4 0.6 0.8 1Conc
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Temp
12
16
20
24
28
32
Xylose after Enz Sacch 72h
12.0
14.0
16.0
18.0
20.0
22.0
24.0
26.0
28.0
30.0
32.0
34.0
36.0NaOH conc. (M)
mg
g-1
DM
Temp. (°C)
Maximum yield (27.0 mg g-1
)
120 min.
Glu
cose
after
Enz
Sacc
h 7
2h m
g/g
DM
Estimated Response SurfaceTime=120.0
0 0.2 0.4 0.6 0.8 1Conc
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Temp
140
150
160
170
180
190
Glucose after Enz Sacch 72h
160.0
161.0
162.0
163.0
164.0
165.0
166.0
167.0
168.0
169.0
170.0
171.0
172.0NaOH conc. (M)
Temp. °C
mg
g-1
DM
Maximum yield (181.5 mg g-1
)
120 min.
International Journal of Engineering Science and Computing, December 2018 19407 http://ijesc.org/
Fig. 8. Response surface plot illustrating the effects of NaOH concentration, temperature and reaction time interaction on
glucose yield (mg g-1
DM).
The optimal xylose quantity of 67.80 mg g-1
DM was
obtained at the combined condition of 0.55 M NaOH, 111 °C
at the 75 min-interval (Figure 9). The sugar production
decreased with raising the concentration of NaOH. An obvious
increase in sugar yield was found with elevating the reaction
temperature.
Table (2) summarizes the results of ANOVA table
partitions showing the variability in the total glucose and
xylose into separate pieces for each of the effects. The
statistical significance of the model is determined by F-test
ANOVA, a p-value less than 0.05, indicating that they are
significantly different from zero at the 95.0% confidence
level. The interaction between the concentration of NaOH and
temperature effects have p-values less than 0.05 for total
glucose, indicating that they are significantly different from
zero at the 95.0% confidence level. In contrast, the main effect
of interaction between the concentration of NaOH and time of
pretreatment has lower p-value than the other parameters.
Fig. 9. The interaction effects of alkaline concentration and temperature on xylose production.
Table 2. Analysis of variance for total glucose and xylose
Total glucose Total xylose
Source of
variation
D.f. Sum of
Squares
Mean
Square
F-
value
P-
Value
D.f. Sum of
Squares
Mean
Square
F-
value
P-
Value
NaOH conc. (A)
Temperature (B)
Time (C)
AB
AC
BC
Exp. Error
Total (corr.)
R-squared
1 21.10 21.10 0.24 0.64 1 16.14 16.14 0.16 0.70
1 4.76 4.76 0.05 0.82 1 5.22 5.22 0.05 0.83
1 351.13 351.13 3.94 0.08 1 25.52 25.52 0.25 0.63
1 955.43 955.43 10.72 0.01 1 7.19 7.19 0.07 0.80
1 5.20 5.20 0.06 0.81 1 184.53 184.53 1.82 0.21
1 91.58 220.87 1.03 0.34 1 33.36 33.36 0.33 0.58
8 713.18 89.15 8 812.15 101.52
17 2446.90 17
70.85 61.37
Glu
cose
Tot
al m
g/g
DM
Estimated Response SurfaceTime=120.0
0 0.2 0.40.6 0.8 1
Conc
100104
108112
116120
124
Temp120
140
160
180
200
Glucose Total
120.0
130.0
140.0
150.0
160.0
170.0
180.0
NaOH conc. (M)
mg
g-1
DM
Maximum yield (184.0 mg g-1
)
120 min.
Temp. (°C)
TempXylo
se T
otal
mg/
g D
M
Estimated Response SurfaceTime=120.0
0 0.2 0.4 0.6 0.8 1Conc
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25
35
45
55
65
Xylose Total
25.0
35.0
45.0
55.0
65.0
NaOH conc. (M)
mg
g-1
DM
Temp. (°C)
Maximum yield (67.80 mg g-1
)
120 min.
International Journal of Engineering Science and Computing, December 2018 19406 http://ijesc.org/
In addition, the R-squared statistic indicates that the model as
fitted explains 70.85% and 61.37% of the variability in total
glucose and xylose, respectively. The standard error of the
estimate shows the standard deviation of the residuals to be
9.44 for total glucose and 10.08 for total xylose.
Ethanol production from pretreated WHB
Production of ethanol along 100 hr. from the
pretreated- and Saccharomyces cerevisiaeThermosacc
received- WHB was evaluated under two experimental
conditions. Figure (10) indicates that the fermentation model
of 0.10 M NaOH at 111 °C for 120 min was more favorable
for ethanol accumulation compared to the other model of 0.55
M NaOH, 111 °C and 75 min. Ethanol estimates were 4.1 - 4.3
g l-1
for the former and 3.5 - 3.8 g l-1
for the latter. For both
models, storms of ethanol production were noticed as early as
< 18 h up to ca. 24 h, then the production rate maintained
almost constant till the end of the fermentation period.
Considerably lower amounts of ethanol (1.3 - 1.7 g l-1
) were
scored for hot water-pretreated WHB in presence of S.
cerevisiae. The efficiency of glucose bioconversion into
ethanol is expressed as percentage (Figure 11). The calculated
efficiencies were the highest (72.8 and 57.0 %) within the
earlier reaction period (12 h) for the respective fermentation
models of 0.10 M NaOH, 111 °C, 120 min and 0.55 M NaOH,
111 °C, 75 min. No conspicuous changes in bioconversion
efficiencies were observed with time of fermentation.
Fig. 10.Ethanol production from pretreated WHB hydrolysate by Saccharomyces cerevisiaeThermosacc in two
experimental models
Fig. 11.Efficiency of glucose bioconversion into ethanol of WHB in presence of Saccharomyces cerevisiaeThermosacc of the
two fermentation models
Glu
cose
bio
-co
nver
sio
nef
fici
ency
(%
)
) )
International Journal of Engineering Science and Computing, December 2018 19406 http://ijesc.org/
Antimicrobial activities of WHB extracts
The antimicrobial potential of ethanol and
chloroform extracts of the water hyacinth was assessed
adopting the well diffusion method (Table 3). Among the
pathogenic bacterial candidates, Staphylococcus aureusATCC
25923seemed the most susceptible to both extracts. Raising
the concentration of either solvents from 5 to 10 % had no
obvious influence on growth of the bacterium. Average
inhibition zone diameters (IZD) of 21.5 and 11.8 mm were
measured for ethanol and chloroform extracts respectively.
Both Listeria monocytogenesATCC 7644 and Salmonella
typhimuriumATCC 14028 inhibited only at 5 % ethanol
extract with respective IZDs of 6.3 and 1.7 mm. Pseudomonas
aeroginosa ATCC 9027was the only pathogen that resisted all
the water hyacinth extracts tested. Fungal pathogens exhibited
better tolerance patterns towards both extracts.
Aspergillusflavus NRRL 1957 deemed the inferior fungus in
respect to its ability to grow in presence of the weed extracts.
Ethanol extract of 10 % appeared the most toxic against A.
flavusshowing IZD of 26.0 mm. Lower mortality patterns
expressed in 16.0 and 9.5 mm IZDs were measured for
Macrophominaphaseoliat 5 % chloroform and
Rhizocotoniasolaniat 10% ethanol. Other fungal members
grew nicely in presence of all tested extracts with no visible
growth inhibition. Irrespective of tested pathogens, the
macrophyte ethanol extracts showed greater bioactivity
compared to those of chloroform.
Table 3. Antimicrobial potentials (IZDs in mm) of water hyacinth ethanol and chloroform extracts
Strains Ethanol (%) Chloroform (%)
5 10 5 10
Bacterial pathogens
Bacillus cereus ATCC 33018 - 18.7 - -
Escherichia coli O157 93111 - - - -
Listeria monocytogenesATCC 7644 6.3 - - -
Pseudomonas aeroginosa ATCC 9027 - - - -
Salmonella typhimuriumATCC 14028 1.7 - - -
Staphylococcus aureusATCC 25923 21.5 20.8 11.8 11.8
Fungal pathogens
Aspergillusflavus NRRL 1957 - 26.0 20.2 19.8
Aspergillusniger NRRL 326 - - - -
Candida albicans ATCC 10231 - - - -
Fusariumoxysporum - - - -
Fusariummonilfarum - - - -
Macrophominaphaseoli - - 16.0 -
Rhizocotoniasolani - 9.5 - -
-, no measurable inhibition
Discussion
Fossil fuels are being used carelessly by humankind
and this type of energy cannot supply all the energy
requirements. Replacing fossil fuels with renewable energy
sources significantly satisfies the increasing energy demands.
Bioethanol has been produced from waste biomass resulted
from agricultural and forest industries such as corn cobs,
sugarcane bagasse, wheat straw, rice straw and wood chips
(Mishimaet al., 2008; Gonçalveset al.,2013 and Ali, 2015).
Instead of terrestrial plants, those of aquatic nature are the next
promising renewable energy source.
The water hyacinth (Eichhorniacrassipes) is a water
weed, called Ward EL Nile, is wide spread in the River Nile of
Egypt and covers vast areas of its surface. Previous studies on
ethanol production from water hyacinth adopted
saccharification with subsequent fermentation of the generated
sugars (separated saccharification and fermentation mode), but
the simultaneous saccharification and fermentation (SSF) have
rarely been applied even though SSF has a high possibility for
improving both the production and economical efficiencies
through reduction of by-product inhibition and the number of
reaction tanks (Mishimaet al., 2008; Rezaniaet al., 2016).
The major target of the present study is to evaluate
the chemical pretreatment of water hyacinth followed by
enzymatic saccharification. Efforts have been given to the
appropriate conditions leading to sufficient delignification to
attain the prospective sugar yield; emphasis was directed
finally toward bioethanol production.
Indeed, the water hyacinth (WH) has an excellent
ability to take up nutrients and other chemicals from its
environment, and the chemical composition of the plant
depends strongly on its medium (Gunnarsson and Petersen,
2007). The proximate composition of the studied WH
authenticates this observation where its chemical profile
appeared different from that reported in a number of previous
investigations (Table 4). Beside the backbone components of
saccharification and fermentation processes (lignin, cellulose,
hemicellulose), the levels of crude protein and crude fiber are
of special concern. The high quantity of crude protein (24.0 %
DM) proves that it is favorable for ruminant feeding and is
comparable to common leguminous fodder crops available in
Egypt. So, it is considered a valuable supplement for animals
fed on low quality crop residues. The crude fiber (20.0 % DM)
estimated in the present study is consistent with the range of
16.3 - 22.7 % DM reported by Poddaret al.(1991),Akinwande
et al. (2013) and Maliket al.(2016) for different water hyacinth
samples. The high crude fiber content indicates the high
digestibility of the weed.
The ash content of the studied water hyacinth (16.81
% DM) is comparable to that (15.98 % DM) obtained by
Akinwandeet al. (2013), this is however lower than 19.01 %
DM found by Okoyeet al. (2002) and 29.56 % DM of Mako
and Akinwande (2012). Such high content of ash is probably
International Journal of Engineering Science and Computing, December 2018 19407 http://ijesc.org/
due to accumulation of minerals absorbed from water. Since
the normal ash amount of most legume grass forages is about
9.0 % DM, the high level of ash indicates the availability of
minerals to livestock-fed water hyacinth. The weed contained
higher levels of lignin, calcium, magnesium potassium and
phosphorous than those reported by Poddaret al.
(1991),Akinwandeet al. (2013) and Maliket al. (2016). In
contrast, the estimated amounts of cellulose, hemicellulose
and ash were much lower. The aquatic macrophyte naturally
absorbs pollutants including toxic chemicals like lead and
others believed to be carcinogenic in concentrations 10,000
times than in the surrounding water (Smolyakov 2012; Vidya
and Girish 2014; Rezaniaet al., 2016). The heavy metals Cr,
Cu, Ni and Zn were present in the examined water hyacinth
samples in concentrations of≤ 0.05 % DM.
Table 4. Proximate analysis of the investigated water hyacinth in comparison with that of other sources
Parameter
(% on DM basis)
Present
study
de Vasconcelos
et al. (2016)
Maliket
al.
(2016)
Vidya
and
Girish
(2014)
Akinwande et
al. (2013)
Ruan et
al.
(2016)
Poddar
et al.
(1991)
Lignin 16.2 – 12.9 – 2.8 8.6 9.9
Cellulose 19.9 – 24.6 – 25.2 24.5 25.6
Hemicellulose 22.2 – 26.1 – 16.5 34.1 18.4
Crude protein 24.0 15.9 13.9 – 10.0 – 16.3
Crude fiber 20.0 – 21.4 – 22.7 – 16.3
Ash 16.8 – 24.2 24.2 15.0 1.5 16.4
Carbon 34.3 – – – – – –
Nitrogen 3.8 – – 1.5 – – 2.8
C/N ratio 9.0 – – – – – –
Calcium 14.9 0.11 3.03 – 3.1 – 2.3
Magnesium 4.6 – 2.01 – 0.6 – –
Potassium 11.3 – 1.02 0.20 4.13 – 2.4
Phosphorus 5.1 0.03 – 0.06 0.3 – 0.5
–, no determined
The pretreated WHB with sodium hydroxide (0.55
M) at 111°C for 75 min produced the highest quantity of
glucose (4.71 mg g-1
DM) indicating the conversion of the
weed biomass cellulose into sugar. Yield of the latter
decreased at higher alkali concentration; an observation might
be attributed to feedback inhibition of the system. These
findings are in agreement with those of Hendriks and Zeeman
(2009) and Abdel- Fattah and Abdel-Naby (2012). Actually,
the alkali pretreatment depends on the lignin content of the
materials. As mentioned by Gangulyet al. (2012), the
mechanism of alkali hydrolysis is saponification of
intermolecular ester bonds cross linking xylan hemicelluloses
and other components, e.g.lignin and other hemicellulose. The
porosity of the lignocellulosic materials increases with the
removal of the cross links. Dilute NaOH (0.5 %) treatment of
lignocellulosic materials causes swelling, leading to an
increase in internal surface area, a decrease in the degree of
polymerization, a decrease in crystallinity, separation of
structural linkages between lignin and carbohydrates, and
disruption of the lignin structure. A delignification efficiency
of 50 – 70 % due to alkali pretreatment of water hyacinth was
recorded.
The acid hydrolysis of water hyacinth is needed to
produce xylose, arabinose, glucose and acetic acid by cleavage
of the β - 1, 4 linkages of glucose or xylose monomers, acetyl
groups (Haanet al., 2007). The concentrated acid may be
successful for producing high yields of sugar. This process
typically involves the use of 60 - 90 % sulfuric acid, mild
temperatures and moderate pressures. The primary advantage
of the concentrated acid is the high sugar recovery efficiency,
which can be on the order of > 90 % for both xylose and
glucose sugars (Badger, 2002). On the other hand, acid
hydrolysis processes have several disadvantages due to
formation of toxic compounds, such as furfural, hydroxyl-
methyl furfural, acetic acid, formic acid, levulinic acid, etc.
which inhibit the fermentation. The use of lime to neutralize
acid has the disadvantage of significant loss of sugar in the
form of gypsum. However, such processes could be replaced
by highly economical chromatographic separations with acid
recycling (Gangulyet al., 2012).
Simultaneous pretreatment and enzyme
saccharification of the solid fraction of WHB resulted in
considerably high yields of sugar of > 180 mg g-1
DM for the
optimal alkali level, temperature and reaction time interaction
model. It is expected that the cellulose- degrading enzyme
mixture of celluclast 1.5 L and novozyme 188 removed some
of the inhibiting byproducts and hence promotion of
saccharification occurs. The addition of enzymes to pretreated
water hyacinth to enhance the enzymatic hydrolysis of
cellulose has also been reported by other investigators (Chen
et al., 2008; Zhenget al., 2009). Interestingly, sugars yield in
the enzymatic hydrolysate overcame that obtained by alkaline
hydrolysis, suggesting that the cellulose and starch in the
WHB were sufficiently hydrolyzed by cellulases in the
enzymatic hydrolysis stage.
The common yeast Saccharomyces cerevisiae has
been employed for fermentation of hexose sugars in the
hydrolysate. After a thorough survey of literature on different
processes of hydrolysis and fermentation (Aswathyet al.,
2010; Liu and Lu, 2011; Gangulyet al., 2012), a principle
mode had been tried in the present study to develop a simple
and cost effective process for better recovery of ethanol from
International Journal of Engineering Science and Computing, December 2018 19407 http://ijesc.org/
the water hyacinth (WH) on laboratory scale. The adopted
simultaneous saccharification and fermentation (SSF)
represents a single step process in which fermentable sugar get
released by enzymatic hydrolysis of WH and are
simultaneously exploited by yeasts for fermentation in the
same medium. A maximum of 4.5 g l-1
of ethanol was
produced in this process. Similar to this, Aswathyet al. (2010)
reported that ethanol production from the WHB hydrolysate
was low and the maximal ethanol yield was 4.25 g l-1
.
Mishimaet al. (2008) obtained an ethanol yield of 0.14 g l-1
dry substrate through SSF of pretreated water hyacinth using
commercial cellulose and S. cerevisiae. This dismal
insignificant yield of ethanol is due to the presence of
inhibitory products in the hydrolysate. Such products, furfural
and hydroxyl furfurals in particular, cause intense inhibition of
ethanol formation. Those substances block the yeast central
enzymes acting in the process like hexokinase,
phosphofructokinase and trio-phosphate dehydrogenase (Das
et al., 2015). Hence, if the hydrolysate is detoxified, a higher
ethanol yield may be expected.
Since S.cerevisiae ferments only hexoses, this
probably accounts for low ethanol yield production. Due to
high content of hemicellulose (22.24 %) and low level of
cellulose (19.92 %) estimated in the present study and
respective quantities of 48 and 18 % obtained by Nigam
(2002) and though the enzymatic hydrolysis might release
both hexoses and pentoses, the presence of high xylonase
producing organisms such as Aspergillusnigerand /
orTrichodermareesei(Aswathyet al., 2010) is unavoidable to
magnify the ethanol production pool. In this context, up to
18 g l-1
ethanol has been produced by pentose fermenting
yeasts on water hyacinth acid hydrolysate (Nigam, 2002). The
bioethanol production efficiency calculated as percentage of
glucose conversion recorded values of 72.8 and 57.0 %.
Actual values could be even higher, as any residual lignin or
other compounds were not analyzed.
A vast array of plants has been used as potential
sources of a great number of medicines. The traditional
medicine using plant extracts still providing health services for
> 80% of the world`s population (WHO, 1993; Krishnaiahet
al. 2011). On the contrary to the chemically synthetic drugs,
antimicrobials of plant origin have no side effects and possess
massive therapeutic potential to heal many infectious diseases
(Baralet al., 2011). A part of the present study have been dealt
with the antibacterial and antifungal capacities of water
hyacinth- ethanol and –chloroform extracts towards a number
of pathogenic bacterial and fungal strains adopting the well
diffusion method. The macrophyte extracts, in general, had a
good potential against Staphylococcus aureus ATCC 25923
and Aspergillusflavus NRRL 1957. On the other hand, the
weed extracts showed less activity against Bacillus cereus
ATCC 33018, Listeriamonocytogenes ATCC 7644,
Salmonellatyphimurium ATCC 14028,
Macrophominaphaseoli and Rhizocotoniasolani. Ethanol
extracts seemed more active than chloroform ones. Shanabet
al. (2010) reported that the crude methanolic extract of water
hyacinth exhibited antibacterial activities against both the
Gram positive bacteria; Bacillus subtilis and Streptococcus
faecalis; and the Gram negative bacteriumEscherichia coli. In
addition, Candida albicans (yeast) was inhibited. In contrast,
the fungal strains of Aspergillusflavus and Aspergillusniger
were not inhibited by the crude extract of water hyacinth.
Here, Baralet al. (2011) mentioned that the presence
of more pharmacologically active compounds in ethanol
extracts is presumed to be responsible for the high potency
recorded than chloroform extracts. Alcohol extracts provide a
more complete extraction, including less polar compounds and
many of these extracts have been found to possess
antimicrobial properties (Rios and Recio, 2005). In addition,
Nostroet al. (2000) demonstrated the effects of different
extractives on the activity of bioactive molecules on various
microorganisms and came to the conclusion of greater potency
of ethanol extracts than those of chloroform. Ethanol solvent
is known with its ability to release more antimicrobials from
plants including tannins, polyphenols, terpenoids, saponins,
xanthoxyllines, totarol, quassinoids, lactones, flavones and
phenones, while chloroform extracts contain only
anthocyanins, starches, tannins, saponins, polypeptides and
lectins(Cowan, 1999). In general, variations in the
effectiveness of the extracts towardsdifferent microorganisms
depend upon the chemical composition of extracts and
membrane permeability of microbes for chemicals and their
metabolism (Baralet al., 2011). Results of the present study
indicate that water hyacinth may be useful for developing
alternative compounds to treat infections caused by some
antibiotic-resistant pathogens. It is suggested, as well, that
these biologically active substances may be used together with
known drugs in the developing of pharmacological agents
against various hazardous pathogens.
Conclusions
Finally, it could be concluded that: a) the water
hyacinth is one of most abundant and untapped macrophyte,
that considered as a promising biomass for bioethanol
production when the fermentation process is fully optimized,
b) to earn a significant improvement of bioethanol production
preferably integrates co-fermentation using pentose
fermenting organisms for alcohol fermentation along with
Saccharomyces, c) the antimicrobial activity against some
pathogenic bacteria and fungi supports using this weed in
pharmaceutical and biological control purposes. The main
issue in biological process is that it is time – consuming, eco-
friendly and leads to energy savings. We must look through to
the biological process to preserve the environment and protect
our planet which is increasingly under threat. Additionally, the
devastation of this aquatic macrophyte characterized by good
antimicrobial properties enables us to prepare and satisfy our
pharmaceutical product’s needs.
Acknowledgements
The authors are grateful to the Straubing Center of
Science, TU München for financing a part of this study during
a 2- month stay of MrsRasha H. Ahmed at Chair of Chemistry
of Biogenic Resources, Straubing Center of Science, TU
München, Germany.
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