SparCC co-occurrence networking reveals intracommunity dynamics of the microbiome following colorectal surgery

Zachary A Ziegert1, Alexander Troester2, Julia Frebault2

  • 1Division of Basic & Translation Research, Department of Surgery, University of Minnesota Medical School, Minneapolis, Minnesota, USA.

Microbiology Spectrum
|February 24, 2026
PubMed

Insights

This study used co-occurrence networking to analyze the gut microbiome after colonoscopy and colorectal surgery. Network analysis revealed potential roles for specific bacteria in surgical recovery and wound healing.

Area of Science:

  • Microbiome research
  • Systems biology
  • Surgical outcomes

Background:

  • The intestinal microbiota is crucial for post-surgical healing, but antibiotics may disrupt it.
  • Previous studies assessed microbiome changes after colonoscopy and colorectal surgery using 16S rRNA sequencing.
  • The translational utility of co-occurrence networking for understanding these changes requires further investigation.

Purpose of the Study:

  • To investigate the translational utility of SparCC co-occurrence networking to uncover biologically relevant patterns in the gut microbiome.
  • To identify hub species and interpret network topological parameters in the context of recovery following different surgical procedures.
  • To explore potential roles of specific bacterial genera in wound healing and post-surgical recovery.

Main Methods:

  • Utilized 16S rRNA amplicon sequencing of stool samples from patients undergoing colonoscopy, non-resectional, or resectional colorectal surgery.
  • Applied SparCC co-occurrence networking and NetCoMi to calculate network topological parameters and identify hub species.
  • Employed permutational statistical tests to compare network parameters and assess similarity among cohorts and time points.

Main Results:

  • Network similarity generally aligned with beta diversity changes, except in the resectional cohort where networks were statistically indistinguishable.
  • Hub species centrality measures showed less similarity than expected by chance, correlating with increased edge density and modularity, suggesting microbiome re-stabilization.
  • Identified *Enterocloster* and *Ruthenibacter* as hub species during recovery, potentially indicating novel roles in wound healing. *Streptococcus* and *Blautia* showed consistent positive associations, suggesting a prophylactic strategy.

Conclusions:

  • Co-occurrence networking provides a framework for interpreting ecological dynamics in the microbiome post-intervention.
  • Network parameters like edge density and modularity may reflect microbiome re-stabilization after surgery.
  • Identified potential novel roles for *Enterocloster* and *Ruthenibacter* in wound healing and suggested commensal bacteria abundance as a potential prophylactic strategy.

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