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Predicting soil microbiome composition is possible and improves with observation scale. Bacterial and fungal communities show scale-dependent predictability, suggesting general biological scaling laws.

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Area of Science:

  • Ecology
  • Microbiology
  • Soil Science

Background:

  • Soil microorganisms are crucial for ecosystem functions.
  • Predicting soil microbiome composition across locations remains a challenge.
  • Understanding scale-dependent predictability in microbial communities is key.

Purpose of the Study:

  • To develop and test predictive models for soil bacterial and fungal community composition.
  • To investigate the influence of spatial and taxonomic scales on microbiome predictability.
  • To explore general scaling relationships in biological communities.

Main Methods:

  • Utilized multiple large-scale soil microbiome surveys.
  • Developed predictive models for bacterial and fungal community composition.
  • Validated models against independent soil microbial community data from the continental US.

Main Results:

  • Community predictability significantly depends on the scale of observation.
  • Predictability of bacterial and fungal communities increases with spatial scale.
  • Fungal community predictability also increases with taxonomic scale.

Conclusions:

  • Deterministic processes become more influential at larger scales, similar to macrobiology.
  • Biogeochemical functional groups and high-level taxa are equally predictable.
  • Soil microbiome understanding is fundamentally scale-dependent, with emerging generalities.