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[HTML][HTML] Integrating omics data in genome-scale metabolic modeling: a methodological perspective for precision medicine
Recent advancements in omics technologies have generated a wealth of biological data.
Integrating these data within mathematical models is essential to fully leverage their …
Integrating these data within mathematical models is essential to fully leverage their …
Genome-scale metabolic network models: From first-generation to next-generation
Over the last two decades, thousands of genome-scale metabolic network models (GSMMs)
have been constructed. These GSMMs have been widely applied in various fields, ranging …
have been constructed. These GSMMs have been widely applied in various fields, ranging …
Machine learning for the advancement of genome-scale metabolic modeling
Constraint-based modeling (CBM) has evolved as the core systems biology tool to map the
interrelations between genotype, phenotype, and external environment. The recent …
interrelations between genotype, phenotype, and external environment. The recent …
Convergence of resistance and evolutionary responses in Escherichia coli and Salmonella enterica co-inhabiting chicken farms in China
Sharing of genetic elements among different pathogens and commensals inhabiting same
hosts and environments has significant implications for antimicrobial resistance (AMR) …
hosts and environments has significant implications for antimicrobial resistance (AMR) …
From genotype to phenotype: computational approaches for inferring microbial traits relevant to the food industry
When selecting microbial strains for the production of fermented foods, various microbial
phenotypes need to be taken into account to achieve target product characteristics, such as …
phenotypes need to be taken into account to achieve target product characteristics, such as …
Integrative analysis with microbial modelling and machine learning uncovers potential alleviators for ulcerative colitis
J Zhu, J Yin, J Chen, M Hu, W Lu, H Wang, H Zhang… - Gut …, 2024 - Taylor & Francis
Ulcerative colitis (UC) is a challenging form of inflammatory bowel disease, and its etiology
is intricately linked to disturbances in the gut microbiome. To identify the potential alleviators …
is intricately linked to disturbances in the gut microbiome. To identify the potential alleviators …
The use of machine learning for image analysis artificial intelligence in clinical microbiology
BL Burns, DD Rhoads, A Misra - Journal of clinical microbiology, 2023 - journals.asm.org
The growing transition to digital microbiology in clinical laboratories creates the opportunity
to interpret images using software. Software analysis tools can be designed to use human …
to interpret images using software. Software analysis tools can be designed to use human …
Whole-genome sequencing and gene sharing network analysis powered by machine learning identifies antibiotic resistance sharing between animals, humans and …
Anthropogenic environments such as those created by intensive farming of livestock, have
been proposed to provide ideal selection pressure for the emergence of antimicrobial …
been proposed to provide ideal selection pressure for the emergence of antimicrobial …
Whole-cell modeling of E. coli colonies enables quantification of single-cell heterogeneity in antibiotic responses
Antibiotic resistance poses mounting risks to human health, as current antibiotics are losing
efficacy against increasingly resistant pathogenic bacteria. Of particular concern is the …
efficacy against increasingly resistant pathogenic bacteria. Of particular concern is the …
Understanding antimicrobial resistance using genome-scale metabolic modeling
The urgent necessity to fight antimicrobial resistance is universally recognized. In the search
of new targets and strategies to face this global challenge, a promising approach resides in …
of new targets and strategies to face this global challenge, a promising approach resides in …