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Sci Rep December 2023 PMID 38071246

Comprehensive modeling of cell culture profile using Raman spectroscopy and machine learning.

Hiroki Tanemura, Ryunosuke Kitamura, Yasuko Yamada, Masato Hoshino, Hirofumi Kakihara, Koichi Nonaka

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Mentions

9
Peak: 3 in Aug 2025
across 3 sources since Dec 2023

Extended reach

3,444
potential audience

Total likes

3

Video views

48

Mentions per month

Dec 2023 – Dec 2025

Where it's discussed

  • X / Twitter6 posts
  • YouTube2 videos
  • News1 articles

AI synopsis

What people are saying

The overall tone shows a general appreciation of the research's innovative approach, with posts referencing specific techniques like Raman spectroscopy and machine learning, and emphasizing keywords such as 'comprehensive modeling' and 'bioprocess.' Words like 'scientific reports' and hashtags highlight a professional recognition of the study's importance, but the discussions are somewhat brief and limited in depth.

AgreementModerate agreement

Most discussions recognize the publication as a valuable contribution to biotechnology and cell culture monitoring, suggesting general agreement with its significance.

InterestModerate interest

The discussions reflect moderate interest, with hashtags emphasizing technology and bioprocessing, but limited detailed reactions or critiques.

EngagementModerate engagement

Posts include retweets and brief mentions, indicating some engagement but lacking in-depth analysis or new ideas.

ImpactModerate impact

The repeated references to scientific journals and techniques imply awareness of the research’s impact, though discussions remain surface-level.

Abstract in brief

  • The study focuses on developing an automated, accurate method for monitoring metabolites in CHO cell cultures using Raman spectroscopy combined with machine learning techniques, which helps ensure quality in antibody drug production.
  • Researchers used Python-based automation, including Bayes optimization and various modeling techniques like linear regression, ridge regression, XGBoost, and neural networks, to improve the accuracy and speed of measuring multiple components.
  • This approach enables continuous, real-time tracking of over 100 culture parameters, enhancing process control, optimization, and efficiency in pharmaceutical manufacturing.
Read the full abstract

Top posts

Most liked on X and Bluesky
CHO Cell Papers
@CHOculturePaper · X

Nov 26, 2025 · 1 like · 1 share · 62 followers View post →
CHO Cell Papers
@CHOculturePaper · X

Comprehensive modeling of cell culture profile using Raman spectroscopy and machine learning. Scientific reports(2023) #CHOcells #Bioprocess https://t.co/wscdFyHEjj

Aug 24, 2025 · 1 like · 62 followers View post →
Paul Lopez
@lopezunwired · X

Comprehensive modeling of cell culture profile using Raman spectroscopy and machine learning https://t.co/eVeUJn1d7I #MachineLearning #NatureJournal #AI https://t.co/cIv55HYmBX

Dec 9, 2023 · 1 share · 2,486 followers View post →
The Raman Room
@ramanroom · X

RT @CHOculturePaper:

Dec 1, 2025 · 1 share · 353 followers View post →
The Raman Room
@ramanroom · X

RT @lopezunwired: Comprehensive modeling of cell culture profile using Raman spectroscopy and machine learning https://t.co/eVeUJn1d7I #Mac…

Dec 15, 2023 · 1 share · 353 followers View post →
CHO Cell Papers
@CHOculturePaper · X

Comprehensive modeling of cell culture profile using Raman spectroscopy and machine learning. Scientific reports(2023) #Biotechnology #Science https://t.co/wscdFyHEjj @grokの解説⬇️

Aug 29, 2025 · 62 followers View post →

All mentions

The Raman Room
@ramanroom · X

RT @CHOculturePaper:

Dec 1, 2025 · 1 share · 353 followers View post →
CHO Cell Papers
@CHOculturePaper · X

Nov 26, 2025 · 1 like · 1 share · 62 followers View post →
CHO Cell Papers
@CHOculturePaper · X

Comprehensive modeling of cell culture profile using Raman spectroscopy and machine learning. Scientific reports(2023) #Biotechnology #Science https://t.co/wscdFyHEjj @grokの解説⬇️

Aug 29, 2025 · 62 followers View post →
CHO Cell Papers
@CHOculturePaper · X

Comprehensive modeling of cell culture profile using Raman spectroscopy and machine learning. Scientific reports(2023) #CHOcells #Bioprocess https://t.co/wscdFyHEjj

Aug 24, 2025 · 1 like · 62 followers View post →
The Raman Room
@ramanroom · X

RT @lopezunwired: Comprehensive modeling of cell culture profile using Raman spectroscopy and machine learning https://t.co/eVeUJn1d7I #Mac…

Dec 15, 2023 · 1 share · 353 followers View post →
Paul Lopez
@lopezunwired · X

Comprehensive modeling of cell culture profile using Raman spectroscopy and machine learning https://t.co/eVeUJn1d7I #MachineLearning #NatureJournal #AI https://t.co/cIv55HYmBX

Dec 9, 2023 · 1 share · 2,486 followers View post →
Machine Learning-driven Optimization of Culture Conditions and ...
News

doi: 10.1038/s41598- 023-49257-0. 99. Grzesik P, Warth SC. One-time optimization of advanced T cell culture media using a machine learning ...

Aug 14, 2025 View →