ABSTRACT
Several different lignocellulosic biomass of
agricultural origin hold remarkable potential for conversion into commodity
products presenting dual advantage of sustainable resource supply and
environmental quality. There is generally an increasing demand for amino acids
especially L-glutamic acid as growth promoting factor, as well as flavour
enhancer in foods. The present study was an investigation on comparative
L-glutamic acid production by wild-type and a mutant strain of Corynebacterium glutamicum (CGNTA) using rice husk pretreated with
1.0M H2SO4 and 1.0M KOH. The acid-treated and alkali-treated rice husk with high
carbohydrate content of 64.25% and 76.37% respectively as determined, were used
for the production of glutamic acid by submerged fermentation. The acid-treated
and alkali-treated rice husk at concentration of 4% gave the highest glutamic
acid yield of 27.84g/L and 15.72g/L respectively with the developed mutant
strain (CGNTA) under predetermined optimum fermentation conditions (30oC, pH 7.0, 4% substrate
concentration and 7% inoculum size). In contrast, lower yields of 10.40g/L and
9.08g/L respectively were obtained with the wild type strain under similar
optimum culture conditions. Out of four parameters optimized, all were found to
significantly (p˂0.05) influence glutamate production from both the acid and
alkali-treated rice husk by the CGNTA. Similarly, all parameters except variation in the concentrations of
the acid and alkali-treated rice husk (p˂0.05) were found to be significant on
the performance of the wild-type strain in glutamate production. Acid-treated
rice husk hydrolysate was determined to be a better substrate for L-glutamate
production by the CGNTA mutant than the wild type strain of C.
glutamicum. The mutant strain (CGNTA) developed could, therefore, be
useful in the industrial production
of glutamic acid using rice husk as substrate pretreated with acid. This may
perhaps form the basis of starting a microbial L-glutamate production industry
from rice husk as substrate in this locality and Nigeria as a whole.
vi
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TABLE OF CONTENTS
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Page
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Title
Page------------------------------------------------------------------------------------------------
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i
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Declaration----------------------------------------------------------------------------------------------
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ii
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Certification--------------------------------------------------------------------------------------------
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iii
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Acknowledgement-------------------------------------------------------------------------------------
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iv
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Dedication-----------------------------------------------------------------------------------------------
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v
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Abstract-------------------------------------------------------------------------------------------------
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vi
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Table of
Contents----------------------------------------------------------------------------------
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vii-xi
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List of Tables------------------------------------------------------------------------------------------
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xii
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List of
Figures----------------------------------------------------------------------------------------
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xiii
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List of Plates------------------------------------------------------------------------------------------
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xiv
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CHAPTER
ONE--------------------------------------------------------------------------------------
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1
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1.0 INTRODUCTION-------------------------------------------------------------------------------
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1
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1.1
Background---------------------------------------------------------------------------------------
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1-4
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1.2
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Statement of Research Problem--------------------------------------------------------------
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4--
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5
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1.3
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Justification of the Study----------------------------------------------------------------------
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5--
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8
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1.4
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Aim of the Study---------------------------------------------------------------------------------
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8
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1.5
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Objectives of the Study-------------------------------------------------------------------------
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8
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1.6
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Research Hypothesis----------------------------------------------------------------------------
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9
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CHAPTER TWO-------------------------------------------------------------------------------------
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10
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2.0 LITERATURE
REVIEW--------------------------------------------------------------------
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--10
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2.1 Amino Acids--------------------------------------------------------------------------------------
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10-11
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2.2
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Production of Amino Acids--------------------------------------------------------------------
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11-15
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2.3. Raw materials for the Production of Amino
Acids---------------------------------------
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15-18
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2.4
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Discovery of L-Glutamic Acid-----------------------------------------------------------------
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18-19
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vii
2.5
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Chemistry of
L-Glutamic Acid-----------------------------------------------------------------
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21
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2.6
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Importance
of L-Glutamic Acid----------------------------------------------------------------
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22
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2.6.1
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Sources and uses of glutamic acid-------------------------------------------------------------
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22-23
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2.6.2
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Biomedical uses of L-glutamic
acid-----------------------------------------------------------
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23-25
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2.6.3
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Commercial Benefits of Glutamic Acid------------------------------------------------------
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25-26
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2.7
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Industrially
Important Microorganisms for Glutamic Acid Production--------------
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26-28
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2.8
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Fermentation Media for Glutamic
Acid Production--------------------------------------
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28-30
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2.9
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Mutagenesis----------------------------------------------------------------------------------------
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31-32
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2.10. The Genus Corynebacterium-----------------------------------------------------------------
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33
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2.10.1
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Taxonomy---------------------------------------------------------------------------------------
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33
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2.10.2
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Genomics----------------------------------------------------------------------------------------
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33-34
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2.10.3
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Features, growth characteristics and uses of Corynebacterium--------------------------
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34-36
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2.11 Corynebacterium
glutamicum-----------------------------------------------------------------
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36
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2.11.1
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Strain information------------------------------------------------------------------------------
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36-37
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2.11.2
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Regulation of L-Glutamic acid production with Corynebacterium glutamicum------
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37-38
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2.12 Industrial Methods for Recovery and Purification of
Glutamic acid----------------------
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40
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2.12.1
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Filtration and Centrifugation of Fermented
Broth-----------------------------------------
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40
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2.12.2
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Preparation of
Resin----------------------------------------------------------------------------
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40
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2.12.3
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Packing the
Column----------------------------------------------------------------------------
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40
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2.12.4
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Separation Process by Ion-Exchange
Column----------------------------------------------
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41
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2.12.5
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Crystallization of L- Glutamic
Acid----------------------------------------------------------
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41
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CHAPTER
THREE-----------------------------------------------------------------------------------
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42
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3.0 MATERIALS AND
METHOD-----------------------------------------------------------------
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42
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3.1 Experimental Design------------------------------------------------------------------------------
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42
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3.2 Collection of Samples-----------------------------------------------------------------------------
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42
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viii
3.3
Treatment of the Rice Husk (Substrate Pre-treatment) --------------------------------43
3.3.1
Alkaline Pre-treatment of Rice Husk--------------------------------------------------------43
3.3.2
Acidic Pre-treatment of Rice Husk----------------------------------------------------------43
3.4 Proximate Analyses of the Pre-Treated Rice
Husk--------------------------------------44
3.4.1
Determination of Moisture
Content---------------------------------------------------------44
3.4.2
Determination of Ash Content (AC)
-------------------------------------------------------44
3.4.3
Determination of Crude Fibre Content (CFb)
--------------------------------------------45
3.4.4
Determination of Crude Fat (CF) ----------------------------------------------------------45
3.4.5
Determination of Crude protein (CP)
-----------------------------------------------------46-47
3.4.6
Determination of Carbohydrate (CHO)
---------------------------------------------------47
3.5 Isolation and Characterization of Corynebacterium glutamicum--------------------47
3.5.1
Media preparation for Isolation of Corynebacterium
glutamicum --------------------47-48
3.5.2
Isolation of Corynebacterium glutamicum------------------------------------------------49
3.5.3
Identification of Corynebacteriumglutamicum-------------------------------------------49-54
3.6 Screening of the C. glutamicum Isolates for Glutamic Acid Production------------54
3.6.1
Screening Medium ----------------------------------------------------------------------------54
3.6.2
Preliminary Screening of the
Isolates------------------------------------------------------54-56
3.6.3 Standard curve of L-glutamic
acid------------------------------------------------------56
3.7 Production of Regulatory Mutant of the Selected
C. glutamicum Isolate----------58
3.7.1
Mutation with Nitrous
Acid-----------------------------------------------------------------58
3.7.2
Isolation of Regulatory Mutants Using a Toxic analogue
------------------------------58
3.8 Glutamic Acid Production from Rice Husk by
Submerged Fermentation--------59
3.8.1
Inoculum preparation
------------------------------------------------------------------------59
3.8.2
Basal Medium---------------------------------------------------------------------------------59
3.8.3:
Shake Flask
Fermentation------------------------------------------------------------------59
ix
3.9
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Parameters
Optimization for L-glutamate Production--------------------------------
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60
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3.9.1
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Effects of Substrate Concentration of Glutamic Acid
Production---------------------
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60
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3.9.2
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Effects of Temperature on Glutamic Acid
Production-----------------------------------
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60
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3.9.3
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Effects of pH on Glutamic Acid
Production-----------------------------------------------
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61
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3.9.4
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Effects of Inoculum Size on Glutamic Acid
Production---------------------------------
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61
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3.10
Analytical Methods for Glutamic Acid Detection--------------------------------------
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61
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3.10.1 Identification of the Glutamic Acid
Produced-------------------------------------------
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61
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3.10.2 Purity
Determination------------------------------------------------------------------------
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62
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3.11
Statistical Analyses---------------------------------------------------------------------------
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62
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CHAPTER
FOUR----------------------------------------------------------------------------------
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63
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4.0 RESULTS----------------------------------------------------------------------------------------
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63
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4.1
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Proximate
Compositions of the Acid-treated and Alkali-treated Rice Husk-------
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63
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4.2
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Bacterial
Strain Isolation and Identification----------------------------------------------
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63
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4.3
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Screening
for Glutamic Acid
Production--------------------------------------------------
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63-64
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4.4
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Random
Mutagenesis Using Nitrous
Acid-------------------------------------------------
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69
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4.5
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Determination
of Optimum Conditions Affecting L-Glutamic Acid
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Production by Wild-Type Strain of C. glutamicum-------------------------------------------
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69
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4.5.1
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Effect of Substrates Concentration on Glutamic Acid
Production----------------------
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69
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4.5.2
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Effect of Temperature on Glutamic Acid
Production-------------------------------------
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69
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4.5.3
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Effect of Inoculum Size on Glutamic Acid
Production-----------------------------------
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69
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4.5.4
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Effects of Initial pH on Glutamic Acid
Production----------------------------------------
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70
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4.6
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Optimization
of parameters for L-glutamic acid production by mutant------------
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76
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4.6.1
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Growth curve of mutant-----------------------------------------------------------------------
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76
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4.6.2
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Effect of different concentrations of treated
rice husk substrate for glutamic
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acid production by the mutant (CGNTA) -----------------------------------------------------------
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76
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4.6.3 Influence of temperature on glutamic acid
production by the mutant (CGNTA) ------
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76
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4.6.4
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Effect of pH on glutamic acid production by the
mutant (CGNTA) ---------------------
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76
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x
4.6.5 Effect of inoculum size on glutamic acid
production by the mutant (CGNTA)
--------77
4.7. Comparative Production of Glutamic Acid by the
Mutant and Wild-Type
Strains of C. glutamicum Under Optimum
Parameters--------------------------------------83
4.8. Purity Determination of the Produced
L-Glutamic Acid-------------------------------83
CHAPTER
FIVE-------------------------------------------------------------------------------------87
5.0 DISCUSSION-------------------------------------------------------------------------------------87-94
CHAPTER SIX---------------------------------------------------------------------------------------95
6.0 CONCLUSION AND RECOMMENDATIONS------------------------------------------95
6.1
CONCLUSION----------------------------------------------------------------------------------95
6.2
RECOMMENDATIONS----------------------------------------------------------------------96
REFERENCES---------------------------------------------------------------------------------------97-103
xi
LIST OF
TABLES
Table Title Page
4.1 Proximate Compositions of the
Treated Rice Husk Substrates-------------------------------65
4.2 Cultural, Microscopic and
Biochemical Characteristics of the Isolates---------------------66
4.3 Occurrence of Corynebacterium glutamicum in Various Soil Samples Collected
from
Samaru Village, Zaria----------------------------------------------------------------------------67
4.4 Screening for L-Glutamic Acid
Production by the C. glutamicumaIsolates
----------------68
4.5 Comparative Glutamic Acid
Production (g/L) by Mutant and Wild Strains of
C. glutamicum from
Acid-treated Rice Husk Hydrolysates under Optimum
Fermentation
Conditions-------------------------------------------------------------------------------84
4.6 Comparative Glutamic Acid
Production (g/L) by Mutant and Wild Strains of
C. glutamicum from
Alkali-treated Rice Husk Hydrolysates under Optimum
Fermentation
Conditions-------------------------------------------------------------------------------85
xii
LIST OF FIGURES
Figure Title Page
2.1 L-Glutamic Acid Chemical
Structure------------------------------------------------------------20
2.2 Regulation of L-Glutamic acid
biosynthesis in Corynebacterium glutamicum------------39
3.1 Standard curve of L-glutamic acid---------------------------------------------------------------57
4.1 Influence of different substrates
concentrations (w/v %) on glutamic acid
production
by wild-type C. glutamicum--------------------------------------------------------------72
4.2 Effect of incubation temperature
on glutamic acid production by
wild-type
C.glutamicum--------------------------------------------------------------------------------73
4.3 Effect of inoculum size on
glutamic acid production by wild-type C. glutamicum-------74
4.4 Effect of initial pH on glutamic
acid production by wild-type C. glutamicum-------------75
4.5 Trend of mutant (CGNTA) growth
observed at 600 nm after every 8hours------------------78
4.6 Effect of different
concentrations of treated rice husk for the production of
Glutamic
acid by CGNTA at 30oC and 96
hours of incubation time-------------------------------79
4.7 Effect of different temperature
on the production of Glutamic acid with
4%
substrate by CGNTA and 96 hours of incubation
time------------------------------------------80
4.8 Effect of pH for the production
of Glutamic acid with 4% substrate by CGNTA at
30oC and 96
hours of incubation
time----------------------------------------------------------------81
4.9 Influence of various sizes of
inoculum for hyper production of Glutamic acid from
(CGNTA) with 4%
substrate for 96 hours of fermentation period at 30oC and pH
7-----------82
xiii
LIST OF
PLATES
Plate Title Page
I Phenotypic Variations between the
Wild-type and Regulatory mutant strains of
C. glutamicum-------------------------------------------------------------------------------------------71
II Spots of Glutamic acid on TLC
plate for purity determination--------------------------------86
xiv
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CHAPTER
ONE
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1.0
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INTRODUCTION
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1.1
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Background
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Corynebacterium
glutamicum is a rod-shaped Gram-positive
aerobic bacterium, which can be found
in soil, sewages, vegetables, and fruits (Eggeling and Bott, 2005). This
bacterium is capable of utilizing various sugars as well as organic acids
(Blombach and Seibold, 2010). Among others, C.
glutamicum has the ability to metabolize glucose, fructose, and sucrose as
well as lactate, pyruvate, and acetate (Blombach and Seibold, 2010);
additionally, C. glutamicum has the
ability to grow on mixtures of different carbon sources with a monoauxic growth
(Wendisch et al., 2000) as opposed to
diauxic growth observed for many other microorganisms such as Escherichia coli and Bacillus subtilis. Only a few exceptions
have been reported as in the case of glucose-ethanol or acetate-ethanol
mixtures, where preferential substrate utilization was observed (Zahoor et al., 2012). Since its discovery, C. glutamicum has become an
indispensable microorganism for the biotechnological industry (Wendisch, 2014).
With the development of amino acid market, a new era for the production of these
amino acids by many companies and academic associations have enthusiastically
arisen with the start of research and development in this field to increase the
rate of amino acid production. This technological race has expedited the
expansion of amino acid production by various methods. Thus, almost all the
amino acids can be produced by any of the four methods which include; chemical
synthesis, protein hydrolysis, enzymatic synthesis and fermentation. However,
industrially, the most advantageous and economical method used for amino acids
manufacture is microbial
1
method, that is fermentation
(Ikeda, 2003). For almost fifty years, amino acids have been produced through
fermentation (Rastegari et al.,
2013). Out of ten non-essential amino acids, glutamic acid is second to alanine
in priority due to that it stands first in the list as it is commercially very
important amino acid used as flavor enhancer in foods (Javaid et al., 2012).
Among all biochemical methods, fermentation is the
most economical, practical and eco-friendly means of producing glutamic acid,
with low temperature requirement and the possibility of using cheaper carbon
sources such as agricultural residues (Ekwealor and Obeta, 2005).
Microorganisms have regulatory mechanisms to control the quantities and
qualities of enzymes that are involved in the synthesis of amino acids.
Therefore, it is necessary to use these regulatory mechanisms in order to get
the mass production of the target amino acid. Moreover the titre of amino acid
increases if the enzymes involved in the production of the required amino acid
are found in large amounts under workable situations. For this purpose, strains
of microorganisms are improved using several techniques to make this process
possible (Kothari, 2009).
Microorganisms employed for amino acid production
are categorized into four groups; including the wild-type, auxotrophic,
regulatory and auxotrophic regulatory mutants. The species of Corynebacterium or Brevibacterium are widely used for glutamic acid production (Choi et al., 2004). Similarly, their mutant
strains that are auxotrophic or resistant to certain chemicals result in
enhanced production of glutamic acid (Anastassiadis, 2007).
2
In most developing countries including
Nigeria, hundred thousand tons of agricultural residues are produced annually
(Khan et al., 2006). These residues
can be utilized as substrates for generation of different value-added products
such as amino acids. Rice husk is one of the highly utilized residues which
have a perceptible amount of reducing and non-reducing carbohydrates.
Rice husk is the outer covering of rice that is separated from the
starchy endosperm during the first stage of milling. It is rich in vitamin B,
minerals, fiber, high level of carbohydrates and proteins (Sramkova et al., 2009). It is an agricultural
waste that is produced as bulks in rice milling. It can also be used as
cheapest source of energy for fermentation. Rice husk also contains about 10%
of paddy and accessible in large amounts in major rice developing regions of
the world (Ambreen et al., 2006).
Pre-treatment of rice husk, increases the availability of cellulose
which can be hydrolyzed to glucose by microorganisms (Shafaghat et al., 2010).
L-Glutamate has a distinctive taste, known as
“umami” that is not sweet, sour, salty, nor bitter (Nakamura et al., 2006) and is mainly used as a
flavouring agent or enhancer. Globally, about 1.8 million tons of monosodium
glutamate is produced annually by fermentation using coryneform bacteria
(Nakamura et al., 2006). L-glutamate
is a non-essential amino acid and is recently reported to act as
neurotransmitter (Hawkins, 2009).
Corynebacterium glutamicum is a biotin auxotroph that secretes L-glutamic acid in response to biotin limitation; this
process is employed in industrial L-glutamic acid production. Fatty acid ester
surfactants such as Tween 40 and Tween 80 as well as
3
penicillin also induce L-glutamic
acid secretion, even in the presence of biotin (Nottebrock et al., 2003). However, the mechanism of glutamic acid secretion
remains unclear.
1.2. Statement of Research Problem
There is generally an increasing demand for amino
acids especially L-glutamic acid as growth promoting factor, as well as flavour
enhancer in foods. This is of great importance worldwide (Wendisch, 2014)
One of the major problems affecting large scale
synthesis and utilization of L-glutamic acid is the cost of raw materials or
chemicals used (Nampoothri et al.,
2002). The process is also tedious, and non-economical probably due to process
inefficiency as a result of undesirable product formation due to side reactions
(Mahmood, 1996). The use of chemicals used exerts serious health risks due to
their mutagenicity and carcinogenicity as opposed to the use of microorganisms
(Ahmed et al., 2013). Chemical
synthesis of amino acid also produces a racemic (DL-glutamate) mixture, which
requires additional optical resolution, since the amino acid in the L-isomeric
form is the active form (Wendisch, 2014). Similarly, when chemicals are used
for glutamic acid production, certain special vessels/ containers may be needed
to avoid damage of the fermentor due to chemical corrosiveness usually
accompanied by great economic loss (Hermann, 2003). Another disadvantage of
using chemicals for amino acids production is the need for neutralizing agent
where acidic or alkaline solutions are used in order to bring the pH to near
neutrality. Hence, the need for microbial synthesis of amino acids including
L-glutamic acid.
4
Strikingly, utilization of
expensive media for the microbial production of L- glutamic acid is often not
cost effective. This in turn affects the market price of this particular amino
acid worldwide (Mostafa and Ahmed, 2006).
The wild-type strains of C. glutamicum lack the ability to utilize the pentose fractions of
lignocellulosic hydrolysates. Similarly, the intracellular accumulation of
L-glutamic acid as opposed to the industrial need (secretion) is a common
characteristic of the wild-type strains of C.
glutamicum; which in turn affects the quantity of the L- glutamic acid
produced by a wild strain of the Corynebacterium
glutamicum (Nakamura et al.,
2007)
Production of L-glutamic acid in Nigeria using the abundant agricultural
residues as raw materials through fermentation processes will reduce the high
importation cost and boost local industrial utilization which in turn has
positive impact on the foreign exchange and economy of the country.
1.3 Justification of the Study
The search for new biological materials to be used as drugs and
pharmaceuticals, flavours and food additives, resulted in a phenomenal growth
of industrial Microbiology on one side, and fermentation engineering on the
other hand. The increased industrial utilization of biological processes
suggest that biotechnology will be the major growth industry in near future and
this will affect the lives and welfare of people all over the world (Vijayalakshmi and Sarvamangala,
2011).
Apart from the role of microorganisms in the
production of drugs and pharmaceuticals, it was observed that biotransformation
could also be utilised for the production of food and feed materials including
amino acids such as L-lysine and L-glutamic acid (Shagufta,
5
2014). In the field of food
Microbiology, the role of microorganisms in the preservation of raw and cooked
food materials and improvement of flavours and colours has been fully
established. However, with the establishment of the role of growth promoting
substances such as vitamins, amino acids and gibberellins, much attention is
now focussed on the utilization of microorganisms and their enzymes to produce
these valuable substances. A large number of microbial strains were developed
for the industrial production of these useful organics and the help of
fermentation process came to the advantage of mankind (Shafaghat, 2010).
The demand of L-glutamate is still increasing in the field of foods,
animal feeds, pharmaceuticals and chemicals. To meet these increasing and
diversified demands, there is still room for strain improvement based on the
knowledge of microbial physiology (Rastegari et al., 2013). Furthermore, studies on process optimization,
especially for lowering the expense of carbon and energy sources are also
desirable (Adnan et al., 2011).
L-glutamate may be produced either by isolation
from natural materials (originally from the hydrolysis of animal or plant
proteins) or by chemical, microbial or enzymatic synthesis. Although, the
chemical synthesis of amino acid also produces a racemic (DL-glutamate)
product, the amino acid in the L-isomeric form is required in all its
applications. This technical problem is overcome by the microbial synthesis of
L-glutamate, which however, gives rise to optically pure L-glutamate. This
therefore makes the process advantageous over the synthetic one (Shafaghat,
2010).
It is also known that the wild-type of Corynebacterium glutamicum lacks ability
to utilize the pentose fractions of lignocellulosic hydrolysates, but on the
contrary, its certain mutants
6
are able to grow with the
pentoses such as xylose as well as with arabinose as sole sources of carbon and
energy on media containing acidic rice straw (Damisa et al., 2008) or wheat husk hydrolysates for the production of
L-glutamate. This may reveal that acid hydrolysates of agricultural wastes
materials may provide an alternative feedstock for large scale amino acid
production.
The success in industrial production of glutamic
acid stimulated further interest in finding strains capable of over-producing
glutamic acid and other amino acids as well. For the extracellular production
of a desired amino acid, changes in cellular metabolism and/or regulatory
controls are required (Pasha et al.,
2011).
Most amino acids are produced nowadays by the use of mutants that
contain a combination of auxotrophic and regulatory mutants (Wendisch, 2007).
Even more prolific amino acid-producing strains have been obtained by
eliminating the ability of the organism to degrade the product and by providing
cell permeability in favour of excretion of the end product (Nakamura et al., 2007).
Interestingly, certain local materials such as
sugarcane baggase, cassava, wheat bran, rice husk and maize cobs have shown
promising ability to substitute the expensive media used in the L-glutamate
production as substrates (Jyothi et al.,
2005). Thus, this helps to significantly reduce the level of environmental land
pollution that usually results from dumping of such wastes, and also save a lot
of costs.
This research is therefore aimed to explore the local bacterial flora (Corynebacterium glutamicum) and to develop and isolate regulatory mutants resistant
to feedback inhibition for an
increased yield of L-glutamate. In addition, special emphasis will also be
given on
7
the exploration of the locally
available raw material (rice husk) for the process design in the laboratory production
of L-glutamate. Hence, this study was undertaken to utilize rice husk as carbon
and energy sources, and 4-fluoroglutamate – a toxic analogue of L-glutamate to
produce glutamic acid by liquid state fermentation.
1.4 Aim of the Study
The aim of this study was to isolate Corynebacterium glutamicum from soil and
compare the level of L-glutamic acid produced by mutant and wild-type strains
of the isolate using rice husk as substrate.
1.5 Objectives of the Study
The
objectives of this study were to
1.
Determine the proximate composition of the
pre-treated rice husk substrate.
2.
Isolate and Characterize Corynebacterium glutamicum from
Different Soil Samples Using Conventional Cultural and Biochemical Methods.
3.
Screen the Corynebacterium
glutamicum isolates for L-glutamic acid production.
4.
Produce Regulatory Mutant Strains
of the C. glutamicum Isolate with the
Best Potential for L-glutamic acid Production.
5.
Determine the Effects of Various
Optimization Parameters on the Production of L-glutamic acid.
6.
Produce L-glutamic acid from the
Pre-treated Rice Husk Using the Wild-type and the Regulatory Mutant of the C. glutamicum.
7.
Determine the Qualitative
Characteristics of the glutamic acid Produced using Industrial glutamic acid as
Control.
1.6 Research Hypothesis
H0 = 0: The level of L-glutamic acid production by the mutant and wild-type
strains of C. glutamicum is the same for all treatments under all conditions.
HA ≠ 0: The level of L-glutamic
acid production by the mutant and wild-type strains of C. glutamicum is not the
same for all treatments under all conditions.
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