Principal component analysis revealed the key influencing factors of kombucha bacterial cellulose yield and productivity

被引:10
作者
Balasubramanian, Paramasivan [1 ]
Praharaj, Prachi Tanya [1 ]
机构
[1] Natl Inst Technol Rourkela, Dept Biotechnol & Med Engn, Bio Energy & Environm BEE Lab, Rourkela 769008, India
关键词
Kombucha; Bacterial cellulose; Fermentation; SCOBY; Principal component analysis; FERMENTATION; TEA; MICROBIOLOGY;
D O I
10.1016/j.biteb.2023.101539
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
A long-term approach for turning waste into useful products might aid in sustaining the commercialization of kombucha tea by-products. Using principal component analysis (PCA), this study sought to investigate how eleven variables affect the yield of kombucha bacterial cellulose. The input variables that were included types of tea leaves and sugar concentrations, SCOBY (symbiotic culture of bacteria and yeast) mass, kombucha starter tea, temperature, pH, and fermentation time. PCA found 75 % of data variability in the first four principal components (PCs). The correlations between the input variables were examined using the correlation centroid plot. Biplot combines the optimal loading PCA plot with the correlation centroid that revealed the high concentration of sugar contributes to high yield of bacterial cellulose. The findings provided insight into the condensed criteria as a vital hint for both academia and industry in the pursuit of a high cellulose yield in kombucha.
引用
收藏
页数:9
相关论文
共 42 条
[1]  
Abd El-Salam S. S., 2012, New York Science Journal, V5, P81
[2]   Biological, chemical and antioxidant activities of different types Kombucha [J].
Ahmed, Rania F. ;
Hikal, Mohamed S. ;
Abou-Taleb, Khadiga A. .
ANNALS OF AGRICULTURAL SCIENCE, 2020, 65 (01) :35-41
[3]   Techno-economic feasibility assessment of bacterial cellulose biofilm production during the Kombucha fermentation process [J].
Behera, Bunushree ;
Laavanya, D. ;
Balasubramanian, Paramasivan .
BIORESOURCE TECHNOLOGY, 2022, 346
[4]  
Bianchet Ritanara Tayane, 2020, Biotechnology Reports, V27, pe00502, DOI 10.1016/j.btre.2020.e00502
[5]   Component retention in principal component analysis with application to cDNA microarray data [J].
Cangelosi, Richard ;
Goriely, Alain .
BIOLOGY DIRECT, 2007, 2
[6]   Latest Advances on Bacterial Cellulose-Based Materials for Wound Healing, Delivery Systems, and Tissue Engineering [J].
Carvalho, Tiago ;
Guedes, Gabriela ;
Sousa, Filipa L. ;
Freire, Carmen S. R. ;
Santos, Helder A. .
BIOTECHNOLOGY JOURNAL, 2019, 14 (12)
[7]  
Chakravorty S., 2019, Non-alcoholic beverages, P285, DOI [DOI 10.1016/B978-0-12-815270-6.00010-4, 10.1016/B978-0-12-815270-6.00010-4]
[8]   Changes in major components of tea fungus metabolites during prolonged fermentation [J].
Chen, C ;
Liu, BY .
JOURNAL OF APPLIED MICROBIOLOGY, 2000, 89 (05) :834-839
[9]   Toxicity of therapeutic contact lenses based on bacterial cellulose with coatings to provide transparency [J].
Coelho, Fernanda ;
do Vale Braido, Guilherme Vinicius ;
Cavicchioli, Mauricio ;
Mendes, Larissa Souza ;
Specian, Sybele Saska ;
Franchi, Leonardo Pereira ;
Lima Ribeiro, Sidney Jose ;
Messaddeq, Younes ;
Scarel-Caminaga, Raquel Mantuaneli ;
Capotea, Ticiana Sidorenko O. .
CONTACT LENS & ANTERIOR EYE, 2019, 42 (05) :512-519
[10]  
Dey B, 2023, Biotic Resour, P175