GC low

METPO:1000429 · CLASS · REVIEWED

A GC-content phenotype with genome-wide GC composition between approximately 42.65% and 57.0% (the METPO `GC_42.65_57.0` bin; note that the upstream label 'low' does not match this mid-range numeric threshold, but the synonym is preserved as the authoritative bin definition).

Trait evidence (1)

  • DOI:10.1371/journal.pgen.1001107
    The genomic GC-content of bacteria varies dramatically, from less than 20% to more than 70%

    Verified against the open Hildebrand et al. abstract; bacterial genome-wide GC content spans the METPO 42.65-57.0% bin, whose cutpoints come from this record's METPO synonym.

GC-low METPO 42.65-57.0% genome-composition context

DOI-backed nonmechanistic graph connecting DNA-repair defects, mutational spectra, cytosine-deamination context, AT-enriching spectrum context, replication/repair enzyme bias, and moderate mutation bias to continuous genome-wide GC content and the METPO GC_42.65_57.0 bin.

NONMECHANISTIC · This genomics record is a measurement, genomic-element classification, or population-level descriptor rather than one taxon-specific protein mechanism; contextual protein nodes do not receive token UniProt examples.

GC-low METPO 42.65-57.0% genome-composition context Interactive directed graph showing evidence-backed causal relationships for GC low.

Edge evidence

  • moderate mutation bias contributes to GC content RO:0002326

    Moderate mutation-bias balance contributes to continuous genome-wide GC composition.

    • DOI:10.3389/fmicb.2024.1412318 The GC% of genomes depends in part on the mutation rates between each nucleotide Verified against the open Delgado et al. introduction; mutation rates are described as one component of genome GC percent, with selection pressures and codon-usage effects also contributing.
  • GC low is a GC content rdfs:subClassOf

    GC low is a quantitative bin of the GC-content phenotype.

    • DOI:10.1371/journal.pgen.1001107 The genomic GC-content of bacteria varies dramatically, from less than 20% to more than 70% Verified against the open Hildebrand et al. abstract; the public source supports genome-wide GC content as a continuous bacterial genome-composition measurement, while the METPO synonym supplies this bin's cutpoints.
  • DNA repair defect causes mutational spectrum biolink:causes

    Defects in DNA repair genes (MMR, BER, HR) create distinctive bacterial mutational signatures.

    • DOI:10.1038/s41467-023-42916-w defects in DNA repair create distinctive mutational signatures Verified against the open Ruis et al. abstract and results; hypermutator lineages with mutations in MMR, BER, or HR DNA-repair genes were used to extract pathway-specific bacterial signatures.
  • cytosine deamination / C>T bias contributes to AT-enriching mutation spectrum RO:0002326

    Cytosine deamination and the resulting C>T transitions contribute to an AT-enriching bacterial mutation spectrum.

    • DOI:10.1038/s41467-023-42916-w cytosine to thymine (C > T) was typically the most common mutation type identified Verified against the open Ruis et al. results; C>T was the most common mutation type in 69 of 84 bacterial single-base-substitution spectra and is discussed as potentially arising from cytosine deamination.
  • AT-enriching mutation spectrum associated with GC content biolink:associated_with

    AT-enriching C>A/T and depleted C>G mutation spectra are associated with continuous genome-wide G+C content.

    • DOI:10.1038/s41467-023-42916-w Genomic G + C content exhibited a negative correlation with proportion of C > A/T mutations Verified against the open Ruis et al. results; the spectrum-to-composition association is left on the continuous GC-content node rather than asserted as specific causation of this METPO numeric bin.
  • DNA replication/repair enzyme bias contributes to GC content RO:0002326

    Biases of DNA replication/repair enzymes and inter-nucleotide mutation rates contribute to genomic GC percent.

    • DOI:10.3389/fmicb.2024.1412318 enzymes involved in DNA replication and/or repair are known to present biases Verified against the open Delgado et al. introduction; DNA replication and repair enzyme biases are framed as mutation-rate effects that help determine genome GC percent.
  • AT-enriching mutation spectrum is a mutational spectrum rdfs:subClassOf

    The AT-enriching C>A/T spectrum is a mutational-spectrum context connecting cytosine-deamination bias to bacterial DNA-repair mutational signatures.

    • DOI:10.1038/s41467-023-42916-w context-dependent patterns of base substitutions termed mutational signatures, which combine to form a mutational spectrum Verified against the open Ruis et al. results; this connector identifies the AT-enriching C>A/T pattern as a specific bacterial mutational-spectrum context rather than a direct cause of the METPO GC_42.65_57.0 bin.

Provenance

Identifier source
METPO (2026-06-12)
Definition source
DOI:10.1038/nrg2358

Parent traits (1)

Synonyms (1)

  • GC_42.65_57.0 RELATED_SYNONYM · metpo.owl

kg-microbe context

Matched 1 kg-microbe node via direct_metpo.

  • METPO:1000429 [-2.626, -2.012, +2.413, +3.679, …]

512-dim DeepWalkSkipGramEnsmallen embedding from kg-microbe (2026-04-25).

Nearest neighbors in embedding space

Top-8 cosine-similar METPO traits from the 2026-04-25 deepwalk (512-D).

Deep research

Generated by just research-trait; source: research/traits/genomics/gc_low-deep-research-falcon.md

Unreviewed literature output — not curated TraitMech content Ontology identifiers suggested below have not been resolved against their ontologies, and some are known to be wrong. Check any CURIE against the source before using it.
# Curation report: microbial trait **GC low**

## Executive curation recommendation

The identifier must be recorded verbatim as **`METPO:1000429`**, with parent **`METPO:1000127`** and synonym **GC_42.65_57.0**. Despite the upstream label “GC low,” the supplied authoritative definition is a **mid-range whole-genome GC-content bin of approximately 42.65–57.0%**. It is therefore an assay/computational genomic-composition class, not a physiological capacity or environmental preference.

The best-supported TraitMech graph is not a direct pathway ending uniquely in this interval. Rather, it is an evolutionary chain:

**DNA damage and replication errors → DNA-repair/replication machinery → mutation spectrum → fixation through drift, selection, and recombination/gene conversion → continuous genome-wide GC content → bin assignment to `METPO:1000429`.**

Direct experimental evidence is strongest for oxidative lesions, cytosine deamination, and corresponding base-excision/very-short-patch repair systems. Evidence connecting environmental conditions, polymerase inventories, or recombination directly to this particular numeric bin is comparative and should be marked uncertain.

## 1. Trait scope and boundaries

### Operational definition

Genome-wide GC content is the fraction of genomic DNA bases that are guanine or cytosine, normally computed as `(G+C)/(A+T+G+C) × 100`. For this trait, the measured value is classified as `METPO:1000429` when it lies approximately between **42.65% and 57.0%**. Endpoint inclusion should follow the METPO implementation; it should not be inferred from the rounded prose definition.

Across bacteria, reported genome-wide GC values span approximately 13–77%. A recent analysis of **11,083 representative bacterial genomes** reported a 16–77% range and a phylogenetically constrained bimodal distribution, with peaks below 45% and above 60%. Thus, the METPO interval occupies much of the intermediate region between those modes rather than a universally “low-GC” state. More than 60% of GC variance in that study was explained at phylum level, demonstrating strong phylogenetic inertia. (teng2023genomiclegaciesof pages 1-2)

### Boundary cases to exclude

* **True low-GC/AT-rich genomes:** values below approximately 42.65% are outside this class, even though the textual label might suggest otherwise.
* **Values above 57.0%:** these are also outside the class.
* **Local GC content:** a genomic island, gene, codon position, or sliding window may lie in the interval while the whole genome does not.
* **GC3:** GC at third codon positions is strongly affected by synonymous codon usage and is not equivalent to whole-genome GC.
* **GC skew:** `(G−C)/(G+C)` measures strand asymmetry, not total GC fraction.
* **Equilibrium GC:** a value inferred from a mutation spectrum is an evolutionary expectation and need not equal observed GC.
* **Assembly artifacts:** contamination, incomplete metagenome-assembled genomes, untrimmed plasmids, and biased sequencing can shift the calculated value.
* **Within-genome heterogeneity:** horizontally acquired and accessory regions may differ from the core genome; bin assignment should use the declared whole-genome measurement protocol.

## 2. Current mechanistic understanding

Mutation is broadly biased toward AT in bacteria, but observed genomes frequently contain more GC than mutation bias alone predicts. Consequently, present understanding invokes several interacting forces: mutation generated by replication and DNA damage; repair-system specificity; selection on coding and regulatory functions; genetic drift; homologous recombination and possible GC-biased gene conversion; and lineage history. A review reports mutation-accumulation rates of approximately **0.001 mutations/genome/generation in *Escherichia coli*** and **0.008 in *Mesoplasma florum***, illustrating that both mutation rate and spectrum are lineage dependent. Mismatch-repair-deficient *E. coli* can also reverse the wild-type direction of mutation bias, indicating that repair machinery is mechanistically upstream of long-term nucleotide composition. (hershberg2015mutation—theengineof pages 6-7)

The most recent directly relevant large-scale synthesis is Teng et al. (February 2023). Its analysis of 11,083 genomes supports a model in which ancient environmental adaptation changed DNA replication and repair inventories, whose resulting mutation biases subsequently shaped GC evolution. Associated modules included base-excision repair, nucleotide-excision repair, mismatch repair, homologous recombination, nonhomologous end joining, and translesion synthesis. This is an **indirect-selection model**, not evidence that contemporary environments rapidly force genomes into a defined GC bin. (teng2023genomiclegaciesof pages 8-10, teng2023genomiclegaciesof pages 1-2, teng2023genomiclegaciesof pages 10-12)

## 3. Candidate causal-graph nodes

### Trait and measurement nodes

* **Genome-wide GC-content phenotype:** `METPO:1000429`
* **Parent genomic-composition trait:** `METPO:1000127`
* **Continuous genome-wide GC percentage:** label-only candidate; retain the numerical value and calculation method as evidence metadata.
* **GC_42.65_57.0 binning process:** label-only assay/computational node.
* **AT-biased mutation spectrum**, **GC-biased mutation spectrum**, **GC→TA transversion**, and **GC→AT transition:** label-only molecular-event nodes.

### Genes, proteins, and complexes

Taxon-independent gene symbols should remain label-only until a species-specific locus or protein accession is selected.

* **mutM** — formamidopyrimidine-DNA glycosylase; removes 8-oxoG paired with C.
* **mutY** — adenine DNA glycosylase; removes A opposite 8-oxoG.
* **mutT** — oxidized-purine nucleotide sanitizer; hydrolyses 8-oxo-dGTP and can affect mutation direction.
* **ung** — uracil-DNA glycosylase.
* **mug** — mismatch-specific uracil-DNA glycosylase.
* **vsr** — very-short-patch repair endonuclease.
* **dnaE2** — error-prone/SOS-associated DNA polymerase III alpha-subunit homolog.
* **polC** — replicative DNA polymerase III alpha subunit in specific bacterial lineages.
* **Pol V** and **DinB/Pol IV** — translesion polymerases; label-only pending taxon-specific grounding.

Showing the first 60 of 207 lines of findings; the linked file also carries the run's front matter and the prompt it was given — read the full report.

Canonical examples (1)

Organisms cited as exemplars of this trait. Taxon ids are NCBITaxon and link out to the NCBI record.

  • Bacillus nakamurai NCBITaxon:1793963 DOI:10.1099/ijsem.0.001135 Bacillus nakamurai NRRL B-41091T has 43.8 mol% genomic GC in its primary species description, wholly inside this record's authoritative 42.65-57.0% interval.

Curation history

  1. · SEEDED_FROM_METPO · seed_from_metpo

    imported from data/raw/metpo.owl (CLASS)

  2. · CURATED_CAUSAL_GRAPH · claude

    Added DOI-backed definition (derived from METPO synonym GC_42.65_57.0) and causal graph linking moderate mutation bias to this GC bin. Documented the upstream label-vs-threshold inconsistency.

  3. · GROUND_CAUSAL_PREDICATES · claude

    Grounded 2 causal-edge predicate_id field(s) via mappings/predicate_grounding.tsv (METPO:2000202×1, rdfs:subClassOf×1).

  4. · ENRICH_CAUSAL_GRAPH · claude

    Added 4 evidence-backed generic edges (5 new nodes) from the deep-research report.

  5. · GROUND_CAUSAL_PREDICATES · claude

    Grounded 2 causal-edge predicate_id field(s) via mappings/predicate_grounding.tsv (biolink:causes×1, biolink:associated_with×1).

  6. · MIGRATE_MICROBE_DOMAIN_EDGES · claude

    Re-grounded 1 causal edge(s) off microbe-domain METPO predicates (1 to confers), issue 301. The previous predicates are transitively rdfs:subPropertyOf METPO:2000001, whose rdfs:domain is METPO:1000525 (microbe), so a causal-graph subject entailed that the subject IS a microbe; CausalNodeTypeEnum has no organism member, so no such edge could ever satisfy the domain. Edge directions are unchanged - this pass only relabels and re-grounds. RO:0002234 (has output) is used where the subject is an activity, since biolink gives it the domain 'biological process or activity'; the METPO replacements are proposed in proposals/metpo_traitmech_v8 and v9 and are placeholder ids until METPO mints them.

  7. · REVIEW_GRAPH_PROTEIN_TAXON · claude

    Backfilled provenance (review issue 517) for the codex protein-taxon review tranche of 2026-08-24/25, which shipped without a per-record event. In this record the tranche: set graph scope gc_low_mid_low_gc_bin=NONMECHANISTIC with scope_notes.

  8. · ADD_CANONICAL_EXAMPLES · codex

    Resolved issue #444 after the #591 source/bin policy with 1 direct source-backed canonical example(s): Bacillus nakamurai (NCBITaxon:1793963; DOI:10.1099/ijsem.0.001135). The note retains the measured value or scopes broad-class examples to the cited branch; no paid research was used.

  9. · REVIEW_CAUSAL_EVIDENCE · codex

    Reviewed the gc_low_mid_low_gc_bin graph for issue #183: added exact snippets to GC-low evidence and 6 causal-edge evidence items, grounded 2 residual predicates, and preserved the METPO GC_42.65_57.0 interval as a nonmechanistic whole-genome GC-content classification. No paid research service was called.

  10. · CONNECT_CAUSAL_GRAPH_COMPONENTS · codex

    Resolved issue #183 graph fragmentation (2 components to 1) by adding 1 source-backed is-a connector from the AT-enriching mutation spectrum to the broader mutational-spectrum node. No paid research service was called.

  11. · ADVERSARIAL_REVIEW_REPAIR · codex

    Addressed PR #664 adversarial review issue #666: replaced the borrowed GC-content snippet on the AT-enriching-spectrum is-a connector with a direct SBS-spectrum snippet from the same source.

  12. · ADVERSARIAL_REVIEW_REPAIR · codex

    Addressed PR #664 adversarial review: replaced the copied GC-low connector snippet with exact Ruis et al. wording defining a mutational spectrum as combined context-dependent substitution signatures.