Paper · 2025 · Soil Biology and Biochemistry

Unlocking soil health: Are microbial functional genes effective indicators?

Jiyu Jia; Ron de Goede; Yizan Li; et al.

7
claims
8
verbatim quotes
61
citations
3
research areas
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Open access · cc-by

Abstract

Soil microbial community plays crucial roles in promoting soil functions and maintaining soil health. Microbial functional gene abundances are actively involved in soil processes which supports soil functions and wider soil health. However, their suitability as indicators to assess soil health is still debatable. In this study, we sampled soils from a 10-year long-term fertilization experiment in a wheat-maize cropping system on the North China Plain. The treatment included no fertilizer (Control), chemical fertilizers only (NPK), NPK + organic manure, NPK + straw, and NPK + manure + straw. We quantified seventeen functional genes involved in carbon ( cbbL, GH31 ), nitrogen ( nifH, ureC, chiA, A-amoA, B-amoA, narG, nirK, nirS, norB and nosZ ), and phosphorus ( gltA, bpp, phoD, phoC, pqqC ) cycling. These genes were correlated with a suite of soil properties representing indicators of carbon (total carbon, organic carbon, and permanganate oxidizable carbon, α-1,4 glucosidase and carbon dioxide emission), nitrogen (total nitrogen, inorganic nitrogen, β-N-acetylglucosaminidase, and nitrous oxide emission), and phosphorous (available phosphorus, acid and alkaline phosphatase) pools/cycling. Soil microbial functional genes exhibited high coefficients of variation and strong sensitivity to fertilization treatments, while showing low variability among replicates within the same treatment. The abundances of functional genes, especially GH31, cbbL, B-amoA, chiA, phoC , and phoD were strongly correlated with their proxy indicators of carbon, nitrogen and phosphorus cycling. In addition, organic fertilization enhanced carbon and nutrients relevant functional gene abundances, generating positive effects on maize yield. These results indicate that microbial functional genes are sensitive to organic inputs and could provide a more detailed and mechanistic understanding of soil processes than conventional indicators by capturing the biochemical processes that govern nutrient dynamics. Our study underscores the potential of microbial functional genes as sensitive and valuable indicators for advancing soil health assessments and management practices. • Microbial functional genes were related to carbon and nutrient cycling. • Functional genes and proxy indicators for soil processes were highly correlated. • Functional genes were more sensitive to fertilization than proxy indicators. • Models showed strong relationships between functional genes and crop yield.

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Claims 7

Associationobservedoriginal resultmeasured

Claim · model-written summary

Abundances of GH31, cbbL, B-amoA, chiA, phoC and phoD functional genes were strongly correlated with proxy indicators of carbon, nitrogen and phosphorus cycling.

Gene
GH31, cbbL, B-amoA, chiA, phoC , and phoDe1
Outcome
abundances of functional genese1

Not reportedTaxonDirection

Verbatim

e1

“The abundances of functional genes, especially GH31, cbbL, B-amoA, chiA, phoC , and phoD were strongly correlated with their proxy indicators of carbon, nitrogen and phosphorus cycling”

✓ located verbatim in the source · abstract, characters 1405–1589 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Soil microbial functional genes showed high coefficients of variation.

Outcome
coefficients of variatione2
Direction
highe2

Not reportedTaxon

Verbatim

e2

“Soil microbial functional genes exhibited high coefficients of variation and strong sensitivity to fertilization treatments, while showing low variability among replicates within the same treatment”

✓ located verbatim in the source · abstract, characters 1206–1403 · show in text ↑
Associationobservedoriginal resultmeasured

Claim · model-written summary

Soil microbial functional genes showed strong sensitivity to fertilization treatments.

Treatment
fertilization treatmentse2
Outcome
sensitivitye2

Not reportedTaxonDirection

Verbatim

e2

“Soil microbial functional genes exhibited high coefficients of variation and strong sensitivity to fertilization treatments, while showing low variability among replicates within the same treatment”

✓ located verbatim in the source · abstract, characters 1206–1403 · show in text ↑
Observationobservedoriginal resultmeasured

Claim · model-written summary

Soil microbial functional genes showed low variability among replicates within the same treatment.

Outcome
variability among replicatese2
Direction
lowe2

Not reportedTaxon

Verbatim

e2

“Soil microbial functional genes exhibited high coefficients of variation and strong sensitivity to fertilization treatments, while showing low variability among replicates within the same treatment”

✓ located verbatim in the source · abstract, characters 1206–1403 · show in text ↑
Associationobservedoriginal resultmeasured

Claim · model-written summary

Models showed strong relationships between functional genes and maize crop yield.

Taxon
maizeZea mayse3
Gene
functional genese4
Outcome
relationships between functional genes and crop yielde4

Not reportedDirection

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e4

“Models showed strong relationships between functional genes and crop yield”

✓ located verbatim in the source · abstract, characters 2410–2484 · show in text ↑
e3

“In addition, organic fertilization enhanced carbon and nutrients relevant functional gene abundances, generating positive effects on maize yield”

✓ located verbatim in the source · abstract, characters 1591–1735 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Organic fertilization had positive effects on maize yield.

Taxon
maizeZea mayse3
Treatment
organic fertilizatione3
Outcome
maize yielde3
Direction
positive effectse3

Not reportedComparator

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Zea mays
Zea mays · TaxonAkwugo · CC BY-SA 4.0 · Wikimedia Commons ↗

Verbatim

e3

“In addition, organic fertilization enhanced carbon and nutrients relevant functional gene abundances, generating positive effects on maize yield”

✓ located verbatim in the source · abstract, characters 1591–1735 · show in text ↑
Intervention effectobservedoriginal resultpositivemeasured

Claim · model-written summary

Organic fertilization enhanced carbon and nutrient-related functional gene abundances.

Treatment
organic fertilizatione3
Outcome
carbon and nutrients relevant functional gene abundancese3
Direction
enhancede3

Not reportedTaxonComparator

Verbatim

e3

“In addition, organic fertilization enhanced carbon and nutrients relevant functional gene abundances, generating positive effects on maize yield”

✓ located verbatim in the source · abstract, characters 1591–1735 · show in text ↑

fertilization · molecular: expression · Zea mays (maize)Positive and negative results

12 papers: 11 positive, 1 negative or no effect

10 papers in the same direction as this paper · 1 in the opposite direction

  1. no effect
  2. positive
  3. positive

8 papers more in this group

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fertilization · yield · Zea mays (maize)Positive and negative results

3,908 papers: 3,485 positive, 423 negative or no effect

3,484 papers in the same direction as this paper · 338 in the opposite direction · 85 reporting no difference from an alternative

  1. positive
  2. negative
  3. no effect

3,904 papers more in this group

See all 3,908 papers →

Claims are grouped by organism, treatment and what was measured or targeted. A paper counts as positive when any of its claims in the group is positive.