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KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Proteinvetenskap, Systembiologi.
KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Proteinvetenskap, Proteinteknologi.
KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Proteinvetenskap, Proteinteknologi.
KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Proteinvetenskap, Proteinteknologi. KTH, Centra, Science for Life Laboratory, SciLifeLab.
KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Proteinvetenskap, Systembiologi. KTH, Centra, Science for Life Laboratory, SciLifeLab. Center for Biosustainability, Technical University of Denmark, Kgs, Lyngby, 2800, Denmark; Department of Neuroscience, Karolinska Institute, Stockholm, SE-171 77, Sweden.
Cell Culture & Fermentation Sciences, BioPharmaceutical Development, BioPharmaceuticals R&D, AstraZeneca, Cambridge CB2 0AA, United Kingdom.
cCenter for Molecular Medicine, Complex Carbohydrate Research Center, Department of Biochemistry and Molecular Biology, University of Georgia, Athens, GA, United states; Blue Dory LLC, Cary, NC, United States; School of Information and Library Sciences, University of North Carolina, Chapel Hill, NC, United States.
Center for Molecular Medicine, Complex Carbohydrate Research Center, Department of Biochemistry and Molecular Biology, University of Georgia, Athens, 30602, GA, United States.
Cell Culture & Fermentation Sciences, Bio Pharmaceutical Development, Bio Pharmaceuticals R&D, Astra Zeneca, Cambridge, CB2 0AA, United Kingdom.
KTH, Skolan för kemi, bioteknologi och hälsa (CBH), Proteinvetenskap, Proteinteknologi.
Department of Bioengineering, University of California, San Diego, CA 92093; Department of Pediatrics, University of California, San Diego, CA; Center for Molecular Medicine, Complex Carbohydrate Research Center, Department of Biochemistry and Molecular Biology, University of Georgia, Athens, 30602, GA, United States.
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2025 (engelsk)Inngår i: Proceedings of the National Academy of Sciences of the United States of America, ISSN 0027-8424, E-ISSN 1091-6490, Vol. 122, nr 41Artikkel i tidsskrift (Fagfellevurdert) Published
Abstract [en]
Protein secretion is an essential process of mammalian cells. In biomanufacturing, this process can be optimized to enhance production yields and biotherapeutic quality. While cell line engineering and bioprocess optimization have yielded high protein titers for some recombinant proteins, many remain difficult to express. Here, we investigated factors influencing protein expression in Chinese hamster ovary (CHO) cells, expressing 2,135 Human Secretome Project proteins. While the abundance of mRNA from recombinant proteins explained less than 1% of observed variation in secretion titers, analysis of 218 biochemical and biophysical descriptors uncovered intrinsic protein features that account for ~15% of secretion variability, pinpointing key drivers such as molecular weight, cysteine content, and N-linked glycosylation, and establishing a roadmap for rational design of difficult-to-express proteins. We subsequently analyzed RNA-Seq data from 95 CHO cell cultures, each expressing a distinct recombinant protein, spanning a wide range of titers. Host cell transcriptomic signatures showed strong correlations with titer, thereby providing insights into cellular processes that covary with expression. Cells failing to produce proteins exhibited increased ubiquitin-mediated proteasomal degradation, including ER-associated degradation; whereas high-producing cells demonstrated enhanced lipid metabolism and a stronger response to oxidative stress, suggesting these factors may support successful recombinant protein productions. Together, using this resource, we quantified the contributions of various protein and cellular factors that correlate with the expression of diverse recombinant human proteins in a heterologous host, thereby providing insights for next-generation CHO cell engineering.
sted, utgiver, år, opplag, sider
Proceedings of the National Academy of Sciences, 2025
Emneord
Chinese hamster ovary cells, machine learning, protein secretion, recombinant protein, transcriptomics
HSV kategori
Identifikatorer
urn:nbn:se:kth:diva-372360 (URN)10.1073/pnas.2506036122 (DOI)41055974 (PubMedID)2-s2.0-105017946891 (Scopus ID)
Merknad
QC 20251106
2025-11-062025-11-062025-11-06bibliografisk kontrollert