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
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DOI:10.1371/journal.pgen.1001107The genomic GC-content of bacteria varies dramatically, from less than 20% to more than 70%
GC-low METPO 42.65-57.0% genome-composition context
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.
Edge evidence
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moderate mutation bias
contributes to
GC content
RO:0002326Moderate mutation-bias balance contributes to continuous genome-wide GC composition.
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DOI:10.3389/fmicb.2024.1412318The GC% of genomes depends in part on the mutation rates between each nucleotide
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GC low
is a
GC content
rdfs:subClassOfGC low is a quantitative bin of the GC-content phenotype.
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DOI:10.1371/journal.pgen.1001107The genomic GC-content of bacteria varies dramatically, from less than 20% to more than 70%
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DNA repair defect
causes
mutational spectrum
biolink:causesDefects in DNA repair genes (MMR, BER, HR) create distinctive bacterial mutational signatures.
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DOI:10.1038/s41467-023-42916-wdefects in DNA repair create distinctive mutational signatures
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cytosine deamination / C>T bias
contributes to
AT-enriching mutation spectrum
RO:0002326Cytosine deamination and the resulting C>T transitions contribute to an AT-enriching bacterial mutation spectrum.
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DOI:10.1038/s41467-023-42916-wcytosine to thymine (C > T) was typically the most common mutation type identified
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AT-enriching mutation spectrum
associated with
GC content
biolink:associated_withAT-enriching C>A/T and depleted C>G mutation spectra are associated with continuous genome-wide G+C content.
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DOI:10.1038/s41467-023-42916-wGenomic G + C content exhibited a negative correlation with proportion of C > A/T mutations
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DNA replication/repair enzyme bias
contributes to
GC content
RO:0002326Biases of DNA replication/repair enzymes and inter-nucleotide mutation rates contribute to genomic GC percent.
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DOI:10.3389/fmicb.2024.1412318enzymes involved in DNA replication and/or repair are known to present biases
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AT-enriching mutation spectrum
is a
mutational spectrum
rdfs:subClassOfThe AT-enriching C>A/T spectrum is a mutational-spectrum context connecting cytosine-deamination bias to bacterial DNA-repair mutational signatures.
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DOI:10.1038/s41467-023-42916-wcontext-dependent patterns of base substitutions termed mutational signatures, which combine to form a mutational spectrum
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Provenance
- Identifier source
- METPO (2026-06-12)
- Definition source
DOI:10.1038/nrg2358
Parent traits (1)
Synonyms (1)
- GC_42.65_57.0
kg-microbe context
Matched 1 kg-microbe node via direct_metpo.
METPO:1000429[-2.626, -2.012, +2.413, +3.679, …]
Nearest neighbors in embedding space
- environment temperature range mid4 0.407
- environment temperature range mid2 0.399
- environment temperature range mid3 0.395
- environment pH range low 0.391
- environment temperature range low 0.391
- environment pH range mid2 0.387
- environment temperature range mid1 0.387
- environment pH range mid1 0.386
Deep research
# 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.
Canonical examples
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Bacillus nakamurai
NCBITaxon:1793963DOI:10.1099/ijsem.0.001135
Curation history
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SEEDED_FROM_METPO · seed_from_metpo
imported from data/raw/metpo.owl (CLASS)
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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.
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GROUND_CAUSAL_PREDICATES · claude
Grounded 2 causal-edge predicate_id field(s) via mappings/predicate_grounding.tsv (METPO:2000202×1, rdfs:subClassOf×1).
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ENRICH_CAUSAL_GRAPH · claude
Added 4 evidence-backed generic edges (5 new nodes) from the deep-research report.
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GROUND_CAUSAL_PREDICATES · claude
Grounded 2 causal-edge predicate_id field(s) via mappings/predicate_grounding.tsv (biolink:causes×1, biolink:associated_with×1).
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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.
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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.
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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.
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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.
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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.
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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.
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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.