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Machine Learning and Single-Cell Technology Combined to Drive High-Performance Cell Line Development

Machine Learning and Single-Cell Technology Combined to Drive High-Performance Cell Line Development

cell lines
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OneCyte, which focuses on high-throughput single-cell analysis and cell line development technologies, and Kemp Proteins, which specializes in protein engineering and expression solutions, signed a strategic partnership agreement to deliver cell line development services for biopharmaceutical companies.

The collaboration brings together OneCyte’s proprietary single-cell platform for high-throughput and high-speed clone selection with Kemp Proteins’ molecular engineering capabilities, including its machine learning–driven platform, PROTiQ™.

Biopharma companies continue to face significant challenges in cell line development, including long development cycles, suboptimal yields, and high failure rates, particularly for novel and complex molecules, according to Konstantinos Tsioris, PhD, co-founder and president of OneCyte. These challenges can delay regulatory timelines and slow the progression of therapies into the clinic.

The OneCyte-Kemp partnership addresses these pain points by integrating predictive in silico design with rapid and high throughput experimental validation, say officials at both companies. As part of the workflow, amino acid sequences are evaluated using Kemp’s PROTiQ platform to assess developability risks, identify sequence liabilities, and generate structural insights.

The optimized candidates are then paired with OneCyte’s high-performance cell line development platform, which reportedly enables identification of elite clones with higher productivity.

Unlike traditional, rigid development workflows, this integrated approach is designed to adapt quickly to the evolving needs of new therapeutic modalities, notes Tsioris.

“By combining our single-cell technology with Kemp’s deep expertise in protein expression, we are confident that we can address the hardest challenges associated with new modalities, delivering faster timelines and industry-leading titers,” he continues.

“OneCyte’s class-leading single-cell technology, stacked on top of our molecular design and expression capabilities, will provide a powerful and differentiated solution for our global biopharma customers,” says Michael Keefe, CEO of Kemp Proteins.