Chemometrics application in biotech processes: assessing comparability across processes and scales. Issue 9 (16th June 2014)
- Record Type:
- Journal Article
- Title:
- Chemometrics application in biotech processes: assessing comparability across processes and scales. Issue 9 (16th June 2014)
- Main Title:
- Chemometrics application in biotech processes: assessing comparability across processes and scales
- Authors:
- Rathore, Anurag S.
Mittal, Shachi
Pathak, Mili
Mahalingam, Velu - Abstract:
- <abstract abstract-type="main" id="jctb4428-abs-0001"> <title>Abstract</title> <sec id="jctb4428-sec-0001" sec-type="section"> <title>BACKGROUND</title> <p id="jctb4428-para-0001">Assessment of process comparability is often required across different phases of manufacturing (Phase I vs Phase II vs Phase III vs Commercial) as well as other key activities during product commercialization (process scale‐up, technology transfer, process improvement). In this work, chemometrics was applied to compare two versions of a biotech process and identify process steps where significant differences exist as well as the parameters that cause these differences.</p> </sec> <sec id="jctb4428-sec-0002" sec-type="section"> <title>RESULTS</title> <p id="jctb4428-para-0002">The dataset used in this analysis consists of data from 229 manufacturing batches. Partial least squares has been used for modeling the data. Scatter plots and variable importance plots have been used for evaluating comparability. Process parameters identified as significant by using chemometrics have been compared against those identified from process characterization using traditional lab scale experimental studies. The comparison has been followed by discussion on the pros and cons of the two approaches. To our knowledge this is the first time that such a comparison has been published for biotech processing.</p> </sec> <sec id="jctb4428-sec-0003" sec-type="section"> <title>CONCLUSIONS</title> <p id="jctb4428-para-0003">The<abstract abstract-type="main" id="jctb4428-abs-0001"> <title>Abstract</title> <sec id="jctb4428-sec-0001" sec-type="section"> <title>BACKGROUND</title> <p id="jctb4428-para-0001">Assessment of process comparability is often required across different phases of manufacturing (Phase I vs Phase II vs Phase III vs Commercial) as well as other key activities during product commercialization (process scale‐up, technology transfer, process improvement). In this work, chemometrics was applied to compare two versions of a biotech process and identify process steps where significant differences exist as well as the parameters that cause these differences.</p> </sec> <sec id="jctb4428-sec-0002" sec-type="section"> <title>RESULTS</title> <p id="jctb4428-para-0002">The dataset used in this analysis consists of data from 229 manufacturing batches. Partial least squares has been used for modeling the data. Scatter plots and variable importance plots have been used for evaluating comparability. Process parameters identified as significant by using chemometrics have been compared against those identified from process characterization using traditional lab scale experimental studies. The comparison has been followed by discussion on the pros and cons of the two approaches. To our knowledge this is the first time that such a comparison has been published for biotech processing.</p> </sec> <sec id="jctb4428-sec-0003" sec-type="section"> <title>CONCLUSIONS</title> <p id="jctb4428-para-0003">The study further demonstrates the usefulness of chemometrics in defining process comparability and in gathering process understanding from analysis of manufacturing data to supplement traditional lab‐scale experimentation. © 2014 Society of Chemical Industry</p> </sec> </abstract> … (more)
- Is Part Of:
- Journal of chemical technology & biotechnology. Volume 89:Issue 9(2014:Sep.)
- Journal:
- Journal of chemical technology & biotechnology
- Issue:
- Volume 89:Issue 9(2014:Sep.)
- Issue Display:
- Volume 89, Issue 9 (2014)
- Year:
- 2014
- Volume:
- 89
- Issue:
- 9
- Issue Sort Value:
- 2014-0089-0009-0000
- Page Start:
- 1311
- Page End:
- 1316
- Publication Date:
- 2014-06-16
- Subjects:
- Biotechnology -- Periodicals
Chemistry, Technical -- Periodicals
Chemical engineering -- Periodicals
Industries -- Environmental aspects -- Periodicals
660 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1097-4660 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1002/jctb.4428 ↗
- Languages:
- English
- ISSNs:
- 0268-2575
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4957.089000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 3412.xml