Evidence map›Paper›PMID 40749792›Full record

ArticleJournal of advanced research2026

Global genomics of Lactococcus lactis: horizontal gene transfer and intergenic variation drive multiple domestication and dairy adaptation.

Weicheng Li, Jiaqi Sun, Qiong Wu, Lai-Yu Kwok, Gaifang Dong, Zhihong Sun

Erratum issuedAbstract read
In one paragraph

Article in Journal of advanced research, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

2 citing papers in PubMed.

  1. Menaquinone biosynthesis inEngineering microbiology · 2026
    Review
  2. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

6 authors.

Weicheng LiKey Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, PR China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, PR China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot, PR China; Collaborative Innovative Center for Lactic Acid Bacteria and Fermented Dairy Products, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, PR China.
Jiaqi SunKey Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, PR China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, PR China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot, PR China.
Qiong WuKey Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, PR China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, PR China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot, PR China.
Lai-Yu KwokKey Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, PR China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, PR China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot, PR China; Collaborative Innovative Center for Lactic Acid Bacteria and Fermented Dairy Products, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, PR China.
Gaifang DongCollege of Computer and Information Engineering, Inner Mongolia Agricultural University, Hohhot 010011, PR China.
Zhihong SunKey Laboratory of Dairy Biotechnology and Engineering, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, PR China; Key Laboratory of Dairy Products Processing, Ministry of Agriculture and Rural Affairs, Inner Mongolia Agricultural University, Hohhot, PR China; Inner Mongolia Key Laboratory of Dairy Biotechnology and Engineering, Inner Mongolia Agricultural University, Hohhot, PR China; Collaborative Innovative Center for Lactic Acid Bacteria and Fermented Dairy Products, Ministry of Education, Inner Mongolia Agricultural University, Hohhot, PR China. Electronic address: sunzhihong78@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionLactococcus lactis is a crucial lactic acid bacterium of great economically significance for cheese product. The species exhibits wildly distribution and significant genetic diversity, yet the underlying drivers of its differentiation remain elusive.

objectivesLactococcus lactis, exhibits complex genetic diversity, yet the mechanisms driving its differentiation and niche adaptation remain poorly understood.

methodsThis study assembled a genome dataset of 1008 isolates of Lactococcus lactis from six major habitats across five continents. And combined with public database data, used population genomics and function genomics to analysis the population structure and adaptation.

resultsTo elucidate its population structure and domestication history, 1008 genomes from six diverse habitats across five continents were analyzed, revealing two major genetic branches subdivided into ten distinct lineages. Phylogenomic and ancestral analyses support a multiple domestication model, with the ancestral plant-associated lineage (L6) diversified into dairy-adapted lineages (L8-L10) through extensive horizontal gene transfer, primarily facilitated by mobile genetic elements. Notably, intergenic regions (IGRs) critically influence phenotypic diversity and genetic structure, underscoring the functional significance of non-coding sequences in microbial adaptation. Pan-genome analysis highlights extensive accessory gene and IGR diversity, with habitat-specific enrichments: dairy lineages are enriched in mobile genetic elements and carbohydrate-active enzymes, while plant isolates show reduced genetic exchange. A machine learning framework integrating single nucleotide polymorphisms, genes, and IGRs accurately predicts isolate-specific fermentation traits, enabling efficient industrial strain selection.

conclusionThese findings redefine non-coding regions as key drivers of microbial domestication and provide a genomic framework to optimize Lactococcus lactis for dairy fermentation and biotechnology, bridging ecological adaptation with applied innovation.

Indexed as

Adaptation, PhysiologicalDNA, IntergenicDomesticationGene Transfer, HorizontalGenome, BacterialLactococcus lactisCheeseGenetic VariationGenomicsPhylogenyDNA, IntergenicGene migrationIntergenic regionLactic acid bacteriaMobile genetic elementPopulation genomics

Identifiers

PMID40749792
PMCPMC13131403

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Registered trials

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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.