Application of Chemometric Tools in the Simultaneous Production of Cellulolytic Enzymes by Penicillium roqueforti ATCC 10110 in Solid-State Fermentation

Abstract In this study, a constrained mixture design was applied to evaluate the potential of agro-industrial by-products, namely cocoa fruit shell (CFS), cocoa bean shell (CBS), and palm oil (PO) as substrates for enzyme production. A desirability function approach was employed to optimize the simultaneous production of endoglucanase (EGL), exoglucanase (EXG), and β-glucosidase (BGL) by Penicillium roqueforti ATCC 10110 under solid-state fermentation (SSF). The desirability function reached a value of 0.84, indicating successful fulfillment of the optimization criteria. The optimized substrate proportions CFS (7.5 g), CBS (1.0 g), and PO (1.5 g) resulted in enzyme activities of (5.38 IUg −1 ) for EGL, (1.01 IUg −1 ) for EXG, and (2358.75 IUg −1 for BGL). All enzymes exhibited high stability at 50 °C and at pH 4.5 and 6.0. The presence of CoSO 4 and EDTA enhanced the activities of EGL, EXG, and BGL by more than 100%. The effects of solvent addition were further analyzed using artificial neural networks based on a Kohonen Self-Organizing Map (KSOM) to identify correlations among the observed responses. Overall, the application of desirability based optimization combined with constrained mixture design proved effective in enhancing cellulase production by P. roqueforti ATCC 10110. The characterized enzymes demonstrated have shown significant potential for industrial applications. Graphical Abstract

Authors

Institutions

Publication Details

Journal
Waste and Biomass Valorization
Published
2026-02-24
DOI
https://doi.org/10.1007/s12649-026-03495-1
Primary Topic
Enzyme Catalysis and Immobilization
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Application of Chemometric Tools in the Simultaneous Production of Cellulolytic Enzymes by Penicillium roqueforti ATCC 10110 in Solid-State Fermentation

Sabryna Couto Araújo, Julieta Rangel de Oliveira, Igor Carvalho Fontes Sampaio, Eliézer Luz do Espírito Santo et al.
Waste and Biomass Valorization
Enzyme Catalysis and Immobilization
article

Application of Chemometric Tools in the Simultaneous Production of Cellulolytic Enzymes by Penicillium roqueforti ATCC 10110 in Solid-State Fermentation

Sabryna Couto Araújo, Julieta Rangel de Oliveira, Igor Carvalho Fontes Sampaio, Eliézer Luz do Espírito Santo, Márcio da Silva Souza, Nuno Avelar Nascimento, Márcia Soares Gonçalves, IASNAIA MARIA DE CARVALHO TAVARES, Erik Galvão Paranhos da Silva, Muhammad Irfan, Marcelo Franco
article en

Abstract

Abstract In this study, a constrained mixture design was applied to evaluate the potential of agro-industrial by-products, namely cocoa fruit shell (CFS), cocoa bean shell (CBS), and palm oil (PO) as substrates for enzyme production. A desirability function approach was employed to optimize the simultaneous production of endoglucanase (EGL), exoglucanase (EXG), and β-glucosidase (BGL) by Penicillium roqueforti ATCC 10110 under solid-state fermentation (SSF). The desirability function reached a value of 0.84, indicating successful fulfillment of the optimization criteria. The optimized substrate proportions CFS (7.5 g), CBS (1.0 g), and PO (1.5 g) resulted in enzyme activities of (5.38 IUg −1 ) for EGL, (1.01 IUg −1 ) for EXG, and (2358.75 IUg −1 for BGL). All enzymes exhibited high stability at 50 °C and at pH 4.5 and 6.0. The presence of CoSO 4 and EDTA enhanced the activities of EGL, EXG, and BGL by more than 100%. The effects of solvent addition were further analyzed using artificial neural networks based on a Kohonen Self-Organizing Map (KSOM) to identify correlations among the observed responses. Overall, the application of desirability based optimization combined with constrained mixture design proved effective in enhancing cellulase production by P. roqueforti ATCC 10110. The characterized enzymes demonstrated have shown significant potential for industrial applications. Graphical Abstract

Waste and Biomass Valorization
Universidade Federal da Bahia (BR), University of Sargodha (PK), Universidade Estadual de Santa Cruz (BR), Southwest Bahia State University (BR)
Coordenação de Aperfeiçoamento de Pessoal de Nível Superior, Conselho Nacional de Desenvolvimento Científico e Tecnológico, Universidade Estadual de Santa Cruz
Openalex Percentile: Top 44%
Enzyme Catalysis and Immobilization
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.