<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1665-2738</journal-id>
<journal-title><![CDATA[Revista mexicana de ingeniería química]]></journal-title>
<abbrev-journal-title><![CDATA[Rev. Mex. Ing. Quím]]></abbrev-journal-title>
<issn>1665-2738</issn>
<publisher>
<publisher-name><![CDATA[Universidad Autónoma Metropolitana, División de Ciencias Básicas e Ingeniería]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1665-27382014000100009</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Development of a phenomenological kinetic model for butanol production using Clostridium beijerinckii]]></article-title>
<article-title xml:lang="es"><![CDATA[Construcción de un modelo cinético fenomenológico para la producción de butanol usando Clostridium beijerinckii]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Velázquez-Sánchez]]></surname>
<given-names><![CDATA[H.I.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Montes-Horcasitas]]></surname>
<given-names><![CDATA[M.C.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Aguilar-López]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Instituto Politécnico Nacional Centro de Investigación y Estudios Avanzados ]]></institution>
<addr-line><![CDATA[México D.F.]]></addr-line>
<country>México</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2014</year>
</pub-date>
<volume>13</volume>
<numero>1</numero>
<fpage>103</fpage>
<lpage>112</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1665-27382014000100009&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1665-27382014000100009&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1665-27382014000100009&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[At the present work the construction of an unstructured kinetic model guided by a phenomenological perspective was carried out to reproduce and simulate experiments regarding butanol production by Clostridium beijerinckii considering the ABE metabolic pathway reported for this genre as a biochemical basis for it. Fit and parametric sensitivity analyzes were performed to ensure the model could reproduce experimental kinetics at an overall correlation coeffcient of 0.9882 and determined its high sensitivity thereof to the determination of the specific cell growth and death rates (µmaxX and k d) butanol production (µmaxBut) and biomass / substrate yield calculation (Y X/Sg). Finally, in silico batch analyzes were conducted at 60, 100, 150 and 200 g / L of initial glucose concentration values obtaining final butanol titers of 12.97, 13.95, 14.2 and 14.3 g / L respectively, which are consistent with the reported in the literature for in vitro experiments.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[En el presente trabajo se llevó a cabo la construcción de un modelo cinético no estructurado desde la perspectiva fenomenológica para reproducir y simular experimentos de producción de butanol por Clostridium beijerinckii tomando como base bioquímica la ruta metabólica ABE reportada para este género. Se realizaron análisis de ajuste y sensibilidad paramétricos los cuales permitieron que el modelo reprodujera cinéticas experimentales con un coeficiente de correlación global de 0.9882 y determinaron la alta sensibilidad del mismo a la determinación de las velocidades específicas de crecimiento y muerte celular (µmaxX y k d), producción de butanol (µmaxBut) y a el cálculo del rendimiento biomasa / sustrato (Y X/Sg). Finalmente se condujo un análisis in silico de cinéticas en lote a 60, 100, 150 y 200 g/L de glucosa inicial prediciéndose valores de concentración de butanol final de 12.97, 13.95, 14.2 y 14.3 g/L respectivamente, demostrando ser consistentes con lo reportado en la literatura para experimentos in vitro.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[modeling]]></kwd>
<kwd lng="en"><![CDATA[biofuels]]></kwd>
<kwd lng="en"><![CDATA[Clostridium]]></kwd>
<kwd lng="en"><![CDATA[butanol]]></kwd>
<kwd lng="en"><![CDATA[phenomenological]]></kwd>
<kwd lng="es"><![CDATA[modelado]]></kwd>
<kwd lng="es"><![CDATA[biocombustibles]]></kwd>
<kwd lng="es"><![CDATA[Clostridium]]></kwd>
<kwd lng="es"><![CDATA[butanol]]></kwd>
<kwd lng="es"><![CDATA[fenomenológico]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  	    <p align="justify"><font face="verdana" size="4">Art&iacute;culos de investigaci&oacute;n </font></p>     <p align="justify">&nbsp;</p>      <p align="center"><font face="verdana" size="4"><b>Development of a phenomenological kinetic model for butanol production using <i>Clostridium beijerinckii</i></b></font></p>     <p align="center">&nbsp;</p>  	    <p align="center"><b><font face="verdana" size="3">Construcci&oacute;n de un modelo cin&eacute;tico fenomenol&oacute;gico para la producci&oacute;n de butanol usando<i> Clostridium beijerinckii</i></font></b></p>     <p align="center">&nbsp;</p>  	    <p align="center"><b><font face="verdana" size="2">H.I. Vel&aacute;zquez&#45;S&aacute;nchez, M.C. Montes&#45;Horcasitas and R. Aguilar&#45;L&oacute;pez<sup>1</sup>*</font></b><font face="verdana" size="2"></font></p>     <p align="justify">&nbsp;</p>      <p align="justify"><font face="verdana" size="2"><i>Centro de Investigaci&oacute;n y Estudios Avanzados del Instituto Polit&eacute;cnico Nacional. Av. Instituto Polit&eacute;cnico Naciona</i><i>l</i> <i>No. 2508, Colonia San Pedro Zacatenco, 07360, Ciudad de M&eacute;xico D.F., M&eacute;xico. </i>*<i>Corresponding author. E&#45;mail</i>: <a href="mailto:raguilar@cinvestav.mx">raguilar@cinvestav.mx</a><i>, Tel. 57&#45;47&#45;38&#45;00 Ext. 4307.</i></font></p>     ]]></body>
<body><![CDATA[<p align="justify">&nbsp;</p>      <p align="justify"><font face="verdana" size="2">Received June 11, 2013.    <br> </font><font face="verdana" size="2">Accepted October 14, 2013.</font></p>     <p align="justify">&nbsp;</p>     <p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>  	    <p align="justify"><font face="verdana" size="2">At the present work the construction of an unstructured kinetic model guided by a phenomenological perspective was carried out to reproduce and simulate experiments regarding butanol production by <i>Clostridium beijerinckii</i> considering the ABE metabolic pathway reported for this genre as a biochemical basis for it. Fit and parametric sensitivity analyzes were performed to ensure the model could reproduce experimental kinetics at an overall correlation coeffcient of 0.9882 and determined its high sensitivity thereof to the determination of the specific cell growth and death rates (<i>&micro;<sub>maxX</sub></i> and <i>k<sub>d</sub></i>) butanol production (<i>&micro;<sub>maxBut</sub></i>) and biomass / substrate yield calculation (<i>Y<sub>X/Sg</sub></i>). Finally, <i>in silico</i> batch analyzes were conducted at 60, 100, 150 and 200 g / L of initial glucose concentration values obtaining final butanol titers of 12.97, 13.95, 14.2 and 14.3 g / L respectively, which are consistent with the reported in the literature for <i>in vitro</i> experiments.</font></p>      <p align="justify"><font face="verdana" size="2"><b>Keywords:</b> modeling, biofuels, <i>Clostridium</i>, butanol, phenomenological.</font></p>     <p align="justify">&nbsp;</p>      <p align="justify"><font face="verdana" size="2"><b>Resumen</b></font></p>  	    <p align="justify"><font face="verdana" size="2">En el presente trabajo se llev&oacute; a cabo la construcci&oacute;n de un modelo cin&eacute;tico no estructurado desde la perspectiva fenomenol&oacute;gica para reproducir y simular experimentos de producci&oacute;n de butanol por <i>Clostridium beijerinckii</i> tomando como base bioqu&iacute;mica la ruta metab&oacute;lica ABE reportada para este g&eacute;nero. Se realizaron an&aacute;lisis de ajuste y sensibilidad param&eacute;tricos los cuales permitieron que el modelo reprodujera cin&eacute;ticas experimentales con un coeficiente de correlaci&oacute;n global de 0.9882 y determinaron la alta sensibilidad del mismo a la determinaci&oacute;n de las velocidades espec&iacute;ficas de crecimiento y muerte celular (<i>&micro;<sub>maxX</sub></i> y<i> k<sub>d</sub></i>), producci&oacute;n de butanol (<i>&micro;<sub>maxBut</sub></i>) y a el c&aacute;lculo del rendimiento biomasa / sustrato (<i>Y<sub>X/Sg</sub></i>). Finalmente se condujo un an&aacute;lisis <i>in silico</i> de cin&eacute;ticas en lote a 60, 100, 150 y 200 g/L de glucosa inicial predici&eacute;ndose valores de concentraci&oacute;n de butanol final de 12.97, 13.95, 14.2 y 14.3 g/L respectivamente, demostrando ser consistentes con lo reportado en la literatura para experimentos <i>in vitro</i>.</font></p>  	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2"><b>Palabras clave:</b> modelado, biocombustibles, <i>Clostridium</i>, butanol, fenomenol&oacute;gico.</font></p>  	    <p align="justify">&nbsp;</p> 	    <p align="justify"><font size="2" face="verdana"><a href="/pdf/rmiq/v13n1/v13n1a9.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>     <p align="justify">&nbsp;</p>     <p align="justify"><font face="verdana" size="2"><b>References</b></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Chen, Y., Zhou, T., Liu, D., Li, An., Xu, S., Liu, Q., Li, B. and Ying, H. (2013). Production of Butanol from Glucose and Xylose with Immobilized Cells of <i>Clostridium acetobutylicum. Biotechnology and Bioprocess Engineering 18</i>, 234&#45;241.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575471&pid=S1665-2738201400010000900001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Chong, W. (2010). Acetone&#45;Butanol&#45;Ethanol Fermentation by Engineered <i>Clostridium beijerinckii</i> and <i>Clostridium tyrobutyricum</i>. Food Science and Technology PhD Thesis, Ohio State University, USA.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575473&pid=S1665-2738201400010000900002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Ezeji, T., Qureshi, N. and Blaschek, H. P. (2007). Butanol Production From Agricultural Residues: Impact of Degradation Products on <i>Clostridium beijerinckii</i> Growth and Butanol Fermentation. <i>Biotechnology and Bioengineering 97&#45;6</i>, 1460&#45;1469.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575475&pid=S1665-2738201400010000900003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Gottwald, M. and Gottschalk, G. (1985). The Internal pH of <i>Clostridium acetobutylicum</i> and its Effect on the Shift from Acid to Solvent Formation. <i>Archives of Microbiology 143</i>, 42&#45;46.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575477&pid=S1665-2738201400010000900004&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Grosfils, A., Wouwer, A. V. and Bogaerts, P. (2007). On a general model structure for macroscopic biological reaction rates. <i>Journal of Biotechnology 130</i>, 253&#45;264.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575479&pid=S1665-2738201400010000900005&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Gunawan, R., Cao, Y., Petzold, L. and Doyle, F.J. (2005). Sensitivity Analysis of Discrete Stochastic Systems. <i>Biophysical Journal 88</i>, 2530&#45;2540.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575481&pid=S1665-2738201400010000900006&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Haus, S., Jabbari, S., Millat, T., Janssen, H., Fischer, R&#45;J., Bahl, H., King, J. R. and Wolkenhauer, O. (2011). A systems biology approach to investigate the effect of pH&#45;induced gene regulation on solvent production by <i>Clostridium acetobutylicum</i> in continuous culture. <i>BMC Systems Biology 5</i>, 5&#45;10.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575483&pid=S1665-2738201400010000900007&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Lee, S. Y., Park, J. H., Jang, S. H., Nielsen, L. K., Kim, J. and Jung, K. S. (2008). Fermentative Butanol Production by Clostridia. <i>Biotechnology and Bioengineering 101&#45;2</i>, 20&#45;228.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575485&pid=S1665-2738201400010000900008&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Letisse, F., Lindley, N.D. and Roux, G. (2003). Development of a Phenomenological Modeling Approach for Prediction of Growth and Xanthan Gum Production Using <i>Xanthomonas campestris. Biotechnology Progress 19</i>, 822&#45;827.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575487&pid=S1665-2738201400010000900009&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Levenspiel, O. (1980). The Monod Equation: A Revisit and a Generalization to Product Inhibition Situations. <i>Biotechnology and Bioengineering 22&#45;8</i>, 1671&#45;1687.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575489&pid=S1665-2738201400010000900010&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Mayank, R., Ranjan, A., and Moholkar, V. S. (2012). Mathematical models of ABE fermentation: review and analysis. <i>Critical Reviews in Biotechnology</i>, 1&#45;29.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575491&pid=S1665-2738201400010000900011&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Qureshi, N., Ezeji, T.C., Ebener, J., Dien, B.S., Cotta, M.A. and Blaschek, H.P. (2008). Butanol production by <i>Clostridium beijerinckii</i>. Part I. Use of acid and enzyme hydrolyzed corn fiber. <i>Bioresources Technology 99</i>, 5915&#45;5922.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575493&pid=S1665-2738201400010000900012&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Qureshi, N., Saha, B.C., J. and Cotta, M.A. (2007). Butanol production from wheat stray hydrolysate using <i>Clostridium beijerinckii</i>. <i>Bioprocess Biosystems Engineering 30</i>, 419&#45;427.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575495&pid=S1665-2738201400010000900013&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Sweere, A. P. J., Giesselbach, J. R., Barendse, de Krieger, R., Honderd, G. and Luyben, K. C. A. M. (1988). Modelling the dynamic behaviour of Saccharomyces cerevisiae and its application in control experiments. <i>Applied Microbiology and Biotechnology 28</i>, 116&#45;127.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575497&pid=S1665-2738201400010000900014&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">Tejada, A. (2007). <i>Estad&iacute;stica para ciencias sociales, del comportamiento y de la salud</i>. 3&ordf; Edici&oacute;n, CENGAGE Learning, Mexico.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=8575499&pid=S1665-2738201400010000900015&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>      ]]></body><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhou]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[An.]]></given-names>
</name>
<name>
<surname><![CDATA[Xu]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[Q.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Ying]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Production of Butanol from Glucose and Xylose with Immobilized Cells of Clostridium acetobutylicum]]></article-title>
<source><![CDATA[Biotechnology and Bioprocess Engineering]]></source>
<year>2013</year>
<volume>18</volume>
<page-range>234-241</page-range></nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chong]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<source><![CDATA[Acetone-Butanol-Ethanol Fermentation by Engineered Clostridium beijerinckii and Clostridium tyrobutyricum]]></source>
<year>2010</year>
</nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ezeji]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Qureshi]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Blaschek]]></surname>
<given-names><![CDATA[H. P.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Butanol Production From Agricultural Residues: Impact of Degradation Products on Clostridium beijerinckii Growth and Butanol Fermentation]]></article-title>
<source><![CDATA[Biotechnology and Bioengineering]]></source>
<year>2007</year>
<volume>97</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>1460-1469</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gottwald]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Gottschalk]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[The Internal pH of Clostridium acetobutylicum and its Effect on the Shift from Acid to Solvent Formation]]></article-title>
<source><![CDATA[Archives of Microbiology]]></source>
<year>1985</year>
<volume>143</volume>
<page-range>42-46</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Grosfils]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Wouwer]]></surname>
<given-names><![CDATA[A. V.]]></given-names>
</name>
<name>
<surname><![CDATA[Bogaerts]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[On a general model structure for macroscopic biological reaction rates]]></article-title>
<source><![CDATA[Journal of Biotechnology]]></source>
<year>2007</year>
<volume>130</volume>
<page-range>253-264</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gunawan]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Cao]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Petzold]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Doyle]]></surname>
<given-names><![CDATA[F.J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Sensitivity Analysis of Discrete Stochastic Systems]]></article-title>
<source><![CDATA[Biophysical Journal]]></source>
<year>2005</year>
<volume>88</volume>
<page-range>2530-2540</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Haus]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Jabbari]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Millat]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Janssen]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Fischer]]></surname>
<given-names><![CDATA[R-J.]]></given-names>
</name>
<name>
<surname><![CDATA[Bahl]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[King]]></surname>
<given-names><![CDATA[J. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Wolkenhauer]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A systems biology approach to investigate the effect of pH-induced gene regulation on solvent production by Clostridium acetobutylicum in continuous culture]]></article-title>
<source><![CDATA[BMC Systems Biology]]></source>
<year>2011</year>
<volume>5</volume>
<page-range>5-10</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[S. Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Park]]></surname>
<given-names><![CDATA[J. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Jang]]></surname>
<given-names><![CDATA[S. H.]]></given-names>
</name>
<name>
<surname><![CDATA[Nielsen]]></surname>
<given-names><![CDATA[L. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Kim]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Jung]]></surname>
<given-names><![CDATA[K. S.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Fermentative Butanol Production by Clostridia]]></article-title>
<source><![CDATA[Biotechnology and Bioengineering]]></source>
<year>2008</year>
<volume>101</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>20-228</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Letisse]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Lindley]]></surname>
<given-names><![CDATA[N.D.]]></given-names>
</name>
<name>
<surname><![CDATA[Roux]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Development of a Phenomenological Modeling Approach for Prediction of Growth and Xanthan Gum Production Using Xanthomonas campestris]]></article-title>
<source><![CDATA[Biotechnology Progress]]></source>
<year>2003</year>
<volume>19</volume>
<page-range>822-827</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Levenspiel]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[The Monod Equation: A Revisit and a Generalization to Product Inhibition Situations]]></article-title>
<source><![CDATA[Biotechnology and Bioengineering]]></source>
<year>1980</year>
<volume>22</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>1671-1687</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mayank]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Ranjan]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Moholkar]]></surname>
<given-names><![CDATA[V. S.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Mathematical models of ABE fermentation: review and analysis]]></article-title>
<source><![CDATA[Critical Reviews in Biotechnology]]></source>
<year>2012</year>
<page-range>1-29</page-range></nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Qureshi]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Ezeji]]></surname>
<given-names><![CDATA[T.C.]]></given-names>
</name>
<name>
<surname><![CDATA[Ebener]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Dien]]></surname>
<given-names><![CDATA[B.S.]]></given-names>
</name>
<name>
<surname><![CDATA[Cotta]]></surname>
<given-names><![CDATA[M.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Blaschek]]></surname>
<given-names><![CDATA[H.P.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Butanol production by Clostridium beijerinckii. Part I. Use of acid and enzyme hydrolyzed corn fiber]]></article-title>
<source><![CDATA[Bioresources Technology]]></source>
<year>2008</year>
<volume>99</volume>
<page-range>5915-5922</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Qureshi]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Saha]]></surname>
<given-names><![CDATA[B.C., J.]]></given-names>
</name>
<name>
<surname><![CDATA[Cotta]]></surname>
<given-names><![CDATA[M.A.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Butanol production from wheat stray hydrolysate using Clostridium beijerinckii]]></article-title>
<source><![CDATA[Bioprocess Biosystems Engineering]]></source>
<year>2007</year>
<volume>30</volume>
<page-range>419-427</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sweere]]></surname>
<given-names><![CDATA[A. P. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Giesselbach]]></surname>
<given-names><![CDATA[J. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Barendse, de Krieger]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Honderd]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Luyben]]></surname>
<given-names><![CDATA[K. C. A. M.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Modelling the dynamic behaviour of Saccharomyces cerevisiae and its application in control experiments]]></article-title>
<source><![CDATA[Applied Microbiology and Biotechnology]]></source>
<year>1988</year>
<volume>28</volume>
<page-range>116-127</page-range></nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tejada]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Estadística para ciencias sociales, del comportamiento y de la salud]]></source>
<year>2007</year>
<edition>3</edition>
<publisher-loc><![CDATA[Mexico ]]></publisher-loc>
<publisher-name><![CDATA[CENGAGE Learning]]></publisher-name>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
