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Peer-reviewedCC BY 4.0Frontiers in Microbiology

A validated sequence difference ratio framework distinguishes intrahost evolution from superinfection in Helicobacter pylori mixed infections

  1. 1Health Science Center, Ningbo University
  2. 2Laboratory of Helicobacter Pylori Section, Professional Committee of Clinical Microbiology, Chinese Society for Microbiology, Ningbo University
  3. 3Department of Gastrology, Ninghai First Hospital

Abstract

Background: The inability to quantitatively distinguish endogenous within-host evolution (mutation, homologous recombination, and heterologous recombination) from superinfection as the origin of intrahost Helicobacter pylori genetic diversity remains a critical bottleneck constraining precision therapeutics.

Methods: We developed a novel gene-based sequence difference ratio (SDR) framework utilizing single-nucleotide polymorphism counts and percentile-derived regional reference ranges to quantitatively classify the origins of mixed infections, including homologous and heterologous recombination (interspecies horizontal gene transfer). A dual-hospital cohort (34 patients, 114 flagellar isolates; 28 patients, 152 housekeeping isolates) was enrolled after excluding those with recent antibiotic or acid-suppressant exposure. Isolates were recovered using a patented single-colony culture system (US 18/278,425; EP 21927415.6) to eliminate conventional streaking bias. The model was validated using phylogenetic analysis, hierarchical clustering, and geographical divergence assessment.

Results: The SDR framework achieved the first dedicated quantitative classification of five distinct H. pylori mixed infection mechanisms: mutation, homologous recombination, heterologous recombination, combined mutation–homologous recombination, and superinfection. Flagellar gene profiling identified a 51.5% mixed infection rate (17/33), with mutations as the dominant pattern (82.4%, 14/17); recombination involved the conserved flagellar genes flgE and flaA . Housekeeping gene analysis yielded a 14.8% superinfection rate (4/27), including the first documented triple-strain case; recombination involved the conserved housekeeping genes atpA and yphC . Strain H42 exhibited heterologous recombination in trpC (SDR 23.89–25.66%), providing the first nucleotide-resolution evidence of cross-species genetic exchange. Convergent mutations in fliD and mutY indicated niche-specific selective pressure. SDR thresholds were strongly correlated with evolutionary distance.

Conclusion: We report the first validated quantitative framework for distinguishing intrahost microbial evolution (mutation, homologous recombination, and heterologous recombination) from superinfection in H. pylori . These findings challenge the long-standing single-strain therapeutic paradigm, and this scalable approach lays a universal foundation for the precise management of infectious diseases.

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BibTeX
@article{gu2026validated,
  title = {{A validated sequence difference ratio framework distinguishes intrahost evolution from superinfection in Helicobacter pylori mixed infections}},
  author = {Haiying Gu and Zhouhong Shi and Weiqin Chen and Weiwei Ye and Cheng Zhang and Airu Li},
  journal = {Frontiers in Microbiology},
  year = {2026},
  month = oct,
  doi = {10.3389/fmicb.2026.1948969},
  url = {https://www.frontiersin.org/articles/10.3389/fmicb.2026.1948969/full},
  note = {CC BY 4.0},
}
RIS
TY  - JOUR
TI  - A validated sequence difference ratio framework distinguishes intrahost evolution from superinfection in Helicobacter pylori mixed infections
AU  - Haiying Gu
AU  - Zhouhong Shi
AU  - Weiqin Chen
AU  - Weiwei Ye
AU  - Cheng Zhang
AU  - Airu Li
PY  - 2026
DA  - 2026/10/06
JO  - Frontiers in Microbiology
DO  - 10.3389/fmicb.2026.1948969
UR  - https://www.frontiersin.org/articles/10.3389/fmicb.2026.1948969/full
AB  - Background: The inability to quantitatively distinguish endogenous within-host evolution (mutation, homologous recombination, and heterologous recombination) from superinfection as the origin of intrahost Helicobacter pylori genetic diversity remains a critical bottleneck constraining precision therapeutics.  Methods: We developed a novel gene-based sequence difference ratio (SDR) framework utilizing single-nucleotide polymorphism counts and percentile-derived regional reference ranges to quantitatively classify the origins of mixed infections, including homologous and heterologous recombination (interspecies horizontal gene transfer). A dual-hospital cohort (34 patients, 114 flagellar isolates; 28 patients, 152 housekeeping isolates) was enrolled after excluding those with recent antibiotic or acid-suppressant exposure. Isolates were recovered using a patented single-colony culture system (US 18/278,425; EP 21927415.6) to eliminate conventional streaking bias. The model was validated using phylogenetic analysis, hierarchical clustering, and geographical divergence assessment.  Results: The SDR framework achieved the first dedicated quantitative classification of five distinct H. pylori mixed infection mechanisms: mutation, homologous recombination, heterologous recombination, combined mutation–homologous recombination, and superinfection. Flagellar gene profiling identified a 51.5% mixed infection rate (17/33), with mutations as the dominant pattern (82.4%, 14/17); recombination involved the conserved flagellar genes flgE and flaA . Housekeeping gene analysis yielded a 14.8% superinfection rate (4/27), including the first documented triple-strain case; recombination involved the conserved housekeeping genes atpA and yphC . Strain H42 exhibited heterologous recombination in trpC (SDR 23.89–25.66%), providing the first nucleotide-resolution evidence of cross-species genetic exchange. Convergent mutations in fliD and mutY indicated niche-specific selective pressure. SDR thresholds were strongly correlated with evolutionary distance.  Conclusion: We report the first validated quantitative framework for distinguishing intrahost microbial evolution (mutation, homologous recombination, and heterologous recombination) from superinfection in H. pylori . These findings challenge the long-standing single-strain therapeutic paradigm, and this scalable approach lays a universal foundation for the precise management of infectious diseases.
SN  - 1664-302X
ER  -