Comprehensive stable- isotope tracing of glucose and amino acids identifies metabolic by- products and their sources in CHO cell culture

• 成果类型: Article
• 署名作者: Gonzalez, Jacqueline E.; Naik, Harnish Mukesh; Oates, Eleanor H.; Dhara, Venkata Gayatri; Mcconnell, Brian O.; Kumar, Swetha; Betenbaugh, Michael J.; Antoniewicz, Maciek R.
• 署名单位: University of Delaware; Johns Hopkins University; University of Michigan System; University of Michigan
• 刊物名称: PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA
• ISSN/ISSBN: 0027-15113
• DOI: 10.1073/pnas.2403033121
• 发表日期: 2024-10-08
• 关键词: parallel labeling experiments; syrup-urine-disease; ortho-tyrosine; meta-tyrosine; l-phenylalanine; flux analysis; alloisoleucine; butyrate; PATHWAY; models

摘要

Mammalian cell culture processes are widely utilized for biotherapeutics production, disease diagnostics, and biosensors, and hence, should be optimized to support robust cell growth and viability. However, toxic by- products accumulate in cultures due to inefficiencies in metabolic activities and nutrient utilization. In this study, we applied comprehensive 13 C stable- isotope tracing of amino acids and glucose to two Immunoglobulin G (IgG) producing Chinese Hamster Ovary (CHO) cell lines to identify secreted by- products and trace their origins. CHO cells were cultured in media formulations missing a single amino acid or glucose supplemented with a 13 C- tracer of the missing substrate, followed by gas chromatography- mass spectrometry (GC- MS) analysis to track labeled carbon flows and identify by- products. We tracked the sources of all secreted by- products and verified the identity of 45 by- products, majority of which were derived from glucose, leucine, isoleucine, valine, tyrosine, tryptophan, methionine, and phenylalanine. In addition to by- products identified previously, we identified several metabolites including 2- hydroxyisovaleric acid, 2- aminobutyric acid, L- alloisoleucine, ketoisoleucine, 2- hydroxy- 3- methylvaleric acid, desmeninol, and 2- aminobutyric acid. When added to CHO cell cultures at different concentrations, certain metabolites inhibited cell growth while others including 2- hydroxy acids, surprisingly, reduced lactate accumulation. In vitro enzymatic analysis indicated that 2- hydroxy acids were metabolized by lactate dehydrogenase suggesting a possible mechanism for lowered lactate accumulation, e.g., competitive substrate inhibition. The 13 C- labeling assisted metabolomics pipeline developed and the metabolites identified will serve as a springboard to reduce undesirable by- products accumulation and alleviate inefficient substrate utilization in mammalian cultures used for biomanufacturing and other applications through altered media formulations and pathway engineering strategies.