Evidence map›Paper›PMID 35924931›Full record

ArticleApplied and environmental microbiology2022

Genome-Scale Metabolic Modeling Combined with Transcriptome Profiling Provides Mechanistic Understanding of Streptococcus thermophilus CH8 Metabolism.

Martin H Rau, Paula Gaspar, Maiken Lund Jensen, Asger Geppel, Ana Rute Neves, Ahmad A Zeidan

Open access · hybridAbstract read
In one paragraph

Article in Applied and environmental microbiology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing papers in PubMed
1.1field-weighted citation impact, top 23% 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

13 citing papers in PubMed, 14 citations in OpenAlex.

  1. Article
  2. Review
  3. Article
  4. Review
  5. Host interactions ofApplied and environmental microbiology · 2025
    Article
  6. Article
  7. Review
  8. Review
  9. Reconstruction and Analysis of a Genome-Scale Metabolic Model ofInternational journal of molecular sciences · 2024
    Article
  10. Article
  11. Review
  12. Article
  13. 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 1 institution in 1 country.

Martin H RauSystems Biology, R&D Discovery, Chr. Hansen A/S, Hørsholm, Denmark.ORCID 0000-0001-5098-3453
Paula GasparSystems Biology, R&D Discovery, Chr. Hansen A/S, Hørsholm, Denmark.
Maiken Lund JensenSystems Biology, R&D Discovery, Chr. Hansen A/S, Hørsholm, Denmark.
Asger GeppelBiochemical Assays, Global Assay Development, Chr. Hansen A/S, Hørsholm, Denmark.
Ana Rute NevesSystems Biology, R&D Discovery, Chr. Hansen A/S, Hørsholm, Denmark.
Ahmad A ZeidanSystems Biology, R&D Discovery, Chr. Hansen A/S, Hørsholm, Denmark.ORCID 0000-0001-9984-5625
Chr. Hansen (Denmark) · DK

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Streptococcus thermophilus is a lactic acid bacterium adapted toward growth in milk and is a vital component of starter cultures for milk fermentation. Here, we combine genome-scale metabolic modeling and transcriptome profiling to obtain novel metabolic insights into this bacterium. Notably, a refined genome-scale metabolic model (GEM) accurately representing S. thermophilus CH8 metabolism was developed. Modeling the utilization of casein as a nitrogen source revealed an imbalance in amino acid supply and demand, resulting in growth limitation due to the scarcity of specific amino acids, in particular sulfur amino acids. Growth experiments in milk corroborated this finding. A subtle interdependency of the redox balance and the secretion levels of the key metabolites lactate, formate, acetoin, and acetaldehyde was furthermore identified with the modeling approach, providing a mechanistic understanding of the factors governing the secretion product profile. As a potential effect of high expression of arginine biosynthesis genes, a moderate secretion of ornithine was observed experimentally, augmenting the proposed hypothesis of ornithine/putrescine exchange as part of the protocooperative interaction between S. thermophilus and Lactobacillus delbrueckii subsp.

Indexed as

Lactobacillus delbrueckiiStreptococcus thermophilusAcetaldehydeAmino AcidsAnimalsFermentationGene Expression ProfilingLactic AcidMilkNitrogenOrnithineYogurtAcetaldehydeAmino AcidsLactic AcidNitrogenOrnithinefood fermentationgenome-scale metabolic modelingmicrobial biotechnologymicrobial metabolismRNA-SeqStreptococcus thermophilus

Identifiers

PMID35924931
PMCPMC9477255
OpenAlexW4289844212

What OpenQuestion holds

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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.