کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1710943 1519523 2015 10 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Real-time characterisation of the harvesting process for adherent mesenchymal stem cell cultures based on on-line imaging and model-based monitoring
ترجمه فارسی عنوان
مشخص بودن زمان واقعی فرآیند برداشت برای کشت سلول های بنیادی مزانشیمال مبتنی بر تصویربرداری در خط و نظارت بر مدل
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی کنترل و سیستم های مهندسی
چکیده انگلیسی


• We model the morphological cell response to harvesting solutions.
• We assess in real-time the harvesting efficiency.
• We predict the optimal time-point to inhibit the enzymatic reaction.
• The method proposed is generic and scalable.

Determining the optimal time to inhibit the enzymatic reaction during cell harvesting is crucial to successfully detaching adherent cells from the substrate before irreversible cell damage is caused by prolonged cell exposure to the enzymes. This study aimed at developing a non-invasive methodology to determine objectively and automatically the optimal time-point at which to inhibit the enzymatic reaction during cell harvesting. The harvesting process was monitored under a microscope and image analysis was used to measure the cells' morphology (circularity) from the images. System identification techniques were used to model the cells' circularity in response to the harvesting solution and to quantify the time when the cells become circular and reach a plateau phase (inhibition time). ARX models were used to accurately model the process both in culture flasks and in a bioreactor (R2 ≥ 0.98 and 0.95 respectively) and to quantitatively determine the inhibition time. First-order Recursive-ARX models were applied to predict the inhibition time in real-time. When the model parameters converged the median error was 21 s (Min 0 s, Max 75 s). The error decreased monotonically as new data were collected. The developed approach was generic and could be applied both in flasks and in a clinical-scale bioreactor. By automating decision-making, it will be possible to create standards and reproducibility that are necessary for large scale, robust and cost-effective cell cultures with reduced cell culture variability and consistent cell batches.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Biosystems Engineering - Volume 138, October 2015, Pages 104–113
نویسندگان
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