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Cation exchange chromatography, as a commonly used separation and purification technique in biopharmaceutical manufacturing, is often employed for downstream processes to separate target monoclonal antibodies from their charge variants. For samples with complex and poorly resolved charge variant profiles, the collection solely based on ultraviolet detection does not provide specific compositional information for individual charge variants, making it challenging to determine the range of pooled fractions directly. Subsequent laborious fractionation analysis is then required to guide collection according to production requirements. A mechanistic model for the cation exchange chromatography process of the target monoclonal antibody's critical components was established, and it was employed to assist in product collection. The model accurately predicted the elution peak shapes of the modeled variants, with a root mean square error between predicted and actual values below 0.009. In comparison to the online ultraviolet-based collection method, the model-assisted collection method not only visualized the chromatographic process but also increased the relative productivity by fourfold while ensuring compliance rate.
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| 科 Family | 属数 Number of genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) | 属 Genus | 种数 Number of species | 占总种数比例 Percentage of total species (%) |
|---|---|---|---|---|---|---|
| 鹅膏菌科Amanitaceae | 2 | 11 | 5.26 | 鹅膏菌属 Amanita | 10 | 4.78 |
| 小菇科 Mycenaceae | 2 | 12 | 5.74 | 丝盖伞属 Inocybe | 5 | 2.39 |
| 多孔菌科 Polyporaceae | 8 | 14 | 6.70 | 蜡蘑属 Laccaria | 5 | 2.39 |
| 红菇科 Russulaceae | 3 | 23 | 11.00 | 小皮伞属 Marasmius | 6 | 2.87 |
| 小菇属 Mycena | 11 | 5.26 | ||||
| 光柄菇属 Pluteus | 5 | 2.39 | ||||
| 红菇属 Russula | 17 | 8.13 | ||||
| 栓菌属 Trametes | 5 | 2.39 |
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