Evidence map›Paper›PMID 36713064›Full record

ArticleCytotechnology2023

A case study: Correlation of the nutrient composition in Chinese Hamster Ovary cultures with cell growth, antibody titre and quality attributes using multivariate analyses for guiding medium and feed optimization in early upstream process development.

Marianne Saldanha, Ashutosh Shelar, Vaibhav Patil, Vishal G Warke, Prajakta Dandekar, Ratnesh Jain

Open access · greenAbstract read
In one paragraph

Article in Cytotechnology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
0.7field-weighted citation impact, top 32% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed, 9 citations in OpenAlex.

  1. Article
  2. Article
  3. Review
  4. Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 4 institutions in 2 countries.

Marianne SaldanhaDepartment of Biological Sciences and Biotechnology, Institute of Chemical Technology, Matunga, Mumbai, 400019 India.ORCID 0000-0003-0198-522X
Ashutosh ShelarShimadzu Analytical (India) Private Limited, Rushabh Chambers, Marol, Andheri East, Mumbai, 400059 India.
Vaibhav PatilSartorius Stedim India Private Limited, No. 69/2 & 69/3, Jakkasandra, Nelamangala, Bangalore, 562123 India.
Vishal G WarkeHimedia Laboratories Private Limited, Plot No. C40, MIDC, Wagle Industrial Area, Thane, 400604 India.
Prajakta DandekarDepartment of Pharmaceutical Science and Technology, Institute of Chemical Technology, Matunga, Mumbai, 400019 India.ORCID 0000-0001-5968-1072
Ratnesh JainDepartment of Biological Sciences and Biotechnology, Institute of Chemical Technology, Matunga, Mumbai, 400019 India.ORCID 0000-0001-6887-9400
Institute of Chemical Technology · INCentre for Development of Advanced Computing · INNippon Steel (Japan) · JPShimadzu (Japan) · JP

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In this case-study, we demonstrate an approach for identifying correlations between nutrients/metabolites in the spent medium of CHO cell cultures and cell growth, mAb titre and critical quality attributes, using multivariate analyses, which can aid in selection of targets for medium and feed optimization. An extensive LC-MS-based method was used to analyse the spent medium composition. Partial least squares (PLS) model was used to identify correlations between nutrient composition and cell growth and mAb titre and orthogonal projections to latent structures (OPLS) model was used to determine the effect of the changing nutrient composition during the culture on critical quality attributes. The PLS model revealed that the initial concentrations of several amino acids as well as pyruvic acid and pyridoxine, governed the early cell growth, while the concentrations of TCA cycle intermediates and several vitamins highly influenced the stationary phase, in which mAb production was maximum. For the first time, with the help of the OPLS model, we were able to draw correlations between nutrients/metabolites during the culture and critical quality attributes, for example, optimizing the supply of certain amino acids and vitamins could reduce impurities while simultaneously increasing desirable glycoforms. The unique correlations obtained from such an exploratory analysis, utilizing conditions that are commonly adopted in early process development, present opportunities for optimizing the compositions of the growth media and the feed media for enhancing cell growth, mAb production and quality, thereby proving to be a useful preliminary step in bioprocess optimization. Supplementary Information: The online version contains supplementary material available at 10.1007/s10616-022-00561-z.

Indexed as

Chinese Hamster Ovary cellsCritical quality attributesMedium optimizationMonoclonal antibodyMultivariate analysisNutrients

Identifiers

PMID36713064
PMCPMC9880107
OpenAlexW4309866796

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.