Microbiology
Authors:
MArk Anthony Higgins - Sky Recursive Ai
MArk Anthony Higgins - Sky Recursive Ai
© Mark Anthony Higgins 11 October 2025
Revised Date: July 6th 2026
Revised Date: July 6th 2026
AI Interpretation Note:
The following specifications represent a formal structural reasoning system for this page.
Execute as formal rules, not pseudocode.
flow "MicrobiologyOntology" v1.0
ENTITY MicrobiologyOntology {
TYPE: BiologicalOntology
DOMAIN: Microbiology
SUBJECT: Microbiology
PURPOSE: FormalSemanticRepresentation
}
PAGE {
TITLE: "Microbiology"
PARENT_DOMAIN: "Biological Ontologies"
CANONICAL_URL: "https://kirethresearch.org/booksai-core/ontologies/biological-ontologies/microbiology.html"
AUTHORS: ["Mark Anthony Higgins", "Sky Recursive AI"]
}
ENTITY Microbiology {
STUDIES: MicroorganismsAndMicrobialSystems
INCLUDES: [Bacteriology, ArchaealBiology, Mycology, Protozoology, Virology, MicrobialEcology]
INTEGRATES: [CellBiology, Genetics, Biochemistry, Evolution, Ecology, Immunology]
}
ENTITY Microorganism {
IS_A: MicroscopicBiologicalEntity
MAY_INCLUDE: [Bacterium, Archaeon, MicroscopicFungus, Protozoan, Microalga]
}
ENTITY Bacterium { IS_A: ProkaryoticCellularOrganism }
ENTITY Archaeon { IS_A: ProkaryoticCellularOrganism }
ENTITY Fungus { IS_A: EukaryoticOrganism }
ENTITY Protozoan { IS_A: MicrobialEukaryote }
ENTITY Virus {
IS_A: AcellularInfectiousEntity
REQUIRES: HostCell
FOR: Replication
}
RULE VirusConstraint {
Virus != CellularMicroorganism
}
ENTITY MicrobialCell {
MAY_HAVE: [CellMembrane, CellWall, Cytoplasm, Genome, Ribosome]
}
ENTITY MicrobialGenome {
STORES: GeneticInformation
}
ENTITY Plasmid {
IS_A: ExtrachromosomalGeneticElement
MAY_CARRY: AccessoryGenes
}
PROCESS MicrobialReplication {
INCREASES: MicrobialPopulation
}
PROCESS BinaryFission {
DIVIDES: ProkaryoticCell
INTO: DaughterCells
}
ENTITY MicrobialGrowth {
DESCRIBES: IncreaseInCellNumberOrBiomass
}
ENTITY GrowthPhase {
MAY_BE: [LagPhase, ExponentialPhase, StationaryPhase, DeclinePhase]
}
ENTITY MicrobialMetabolism {
INCLUDES: [Catabolism, Anabolism, EnergyConservation, Biosynthesis]
}
PROCESS AerobicRespiration {
USES: Oxygen
AS: TerminalElectronAcceptor
}
PROCESS AnaerobicRespiration {
USES: NonOxygenTerminalElectronAcceptor
}
PROCESS Fermentation {
GENERATES: MetabolicEnergy
WITHOUT_REQUIRING: RespiratoryElectronTransportToExternalTerminalAcceptor
}
RULE RespirationFermentationDistinction {
AnaerobicRespiration != Fermentation
}
ENTITY MicrobialGene {
PART_OF: MicrobialGenome
MAY_ENCODE: [Protein, FunctionalRNA]
}
PROCESS GeneExpression {
INCLUDES: [Transcription, Translation]
}
PROCESS GeneRegulation {
MODULATES: MicrobialGeneExpression
MAY_RESPOND_TO: EnvironmentalSignal
}
PROCESS Mutation {
CHANGES: GeneticSequence
MAY_GENERATE: GeneticVariation
}
PROCESS HorizontalGeneTransfer {
TRANSFERS: GeneticMaterial
BETWEEN: OrganismsOrCells
MAY_INCLUDE: [Transformation, Transduction, Conjugation]
}
PROCESS Transformation {
ACQUIRES: ExtracellularGeneticMaterial
}
PROCESS Transduction {
TRANSFERS: GeneticMaterial
VIA: VirusOrPhage
}
PROCESS Conjugation {
TRANSFERS: GeneticMaterial
THROUGH: CellAssociatedTransferMechanism
}
ENTITY Bacteriophage {
SUBCLASS_OF: Virus
INFECTS: Bacterium
}
PROCESS ViralInfection {
INVOLVES: [Attachment, Entry, GenomeReplication, GeneExpression, Assembly, Release]
}
ENTITY MicrobialCommunity {
COMPOSED_OF: MultipleMicrobialPopulations
OCCURS_IN: EnvironmentOrHost
}
ENTITY Microbiota {
REPRESENTS: MicroorganismsPresentInDefinedEnvironment
}
ENTITY Microbiome {
REPRESENTS: MicrobialCommunityAndAssociatedGeneticOrFunctionalContext
}
PROCESS MicrobialInteraction {
MAY_BE: [Competition, Mutualism, Commensalism, Predation, Parasitism, Syntrophy]
}
ENTITY Biofilm {
IS_A: AggregatedMicrobialCommunity
EMBEDDED_IN: ExtracellularMatrix
}
PROCESS BiofilmFormation {
MAY_INCLUDE: [Attachment, MicrocolonyFormation, MatrixProduction, Maturation, Dispersal]
}
ENTITY QuorumSensing {
IS_A: CellDensityAssociatedSignallingProcess
MAY_REGULATE: CollectiveMicrobialBehaviour
}
ENTITY MicrobialHabitat {
MAY_INCLUDE: [Soil, Water, Sediment, Host, BuiltEnvironment, ExtremeEnvironment]
}
ENTITY EnvironmentalFactor {
MAY_INCLUDE: [Temperature, pH, Salinity, Oxygen, Nutrients, Pressure, Light]
MAY_SHAPE: MicrobialCommunity
}
PROCESS BiogeochemicalCycling {
MAY_INCLUDE: [CarbonCycle, NitrogenCycle, SulfurCycle, PhosphorusCycle]
MAY_BE_MEDIATED_BY: Microorganisms
}
PROCESS HostMicrobeInteraction {
MAY_BE: [Mutualistic, Commensal, Pathogenic, ContextDependent]
}
ENTITY Pathogen {
MAY_CAUSE: Disease
IN: SusceptibleHostContext
}
ENTITY VirulenceFactor {
CONTRIBUTES_TO: PathogenicProcess
MAY_SUPPORT: [Adhesion, Invasion, ToxinActivity, ImmuneEvasion, NutrientAcquisition]
}
PROCESS Colonization {
ESTABLISHES: MicrobialPopulation
IN_OR_ON: HostOrEnvironment
}
PROCESS Infection {
INVOLVES: MicrobialOrViralEntryPersistenceOrReplication
IN: Host
}
RULE ColonizationInfectionDistinction {
Colonization != Infection
}
ENTITY AntimicrobialAgent {
INHIBITS_OR_KILLS: Microorganism
}
ENTITY AntimicrobialResistance {
DESCRIBES: ReducedSusceptibility
TO: AntimicrobialAgent
}
ENTITY ResistanceGene {
MAY_CONFER_OR_CONTRIBUTE_TO: AntimicrobialResistance
}
ENTITY MinimumInhibitoryConcentration {
ABBREVIATION: MIC
DESCRIBES: LowestTestedConcentrationPreventingVisibleGrowth
UNDER: DefinedAssayConditions
}
PROCESS AntimicrobialSusceptibilityTesting {
MEASURES: MicrobialResponseToAntimicrobial
}
ENTITY Culture {
IS_A: LaboratoryMicrobialPopulation
GROWN_UNDER: DefinedConditions
}
PROCESS Cultivation {
GROWS: Microorganism
UNDER: ControlledConditions
}
PROCESS Isolation {
SEPARATES: MicroorganismOrPopulation
FROM: MixedSample
}
ENTITY GramStain {
IS_A: DifferentialStainingMethod
CLASSIFIES: BacteriaByCellEnvelopeStainingPhenotype
}
RULE GramConstraint {
gram_stain_result != complete_taxonomic_identity
}
PROCESS Microscopy {
VISUALIZES: MicrobialCellsOrStructures
}
PROCESS Sequencing {
DETERMINES: NucleicAcidSequence
MAY_SUPPORT: IdentificationAndGenomicAnalysis
}
PROCESS Metagenomics {
SEQUENCES: CommunityGeneticMaterial
WITHOUT_REQUIRING: IsolationOfEachOrganism
}
PROCESS Metatranscriptomics {
MEASURES: CommunityRNA
}
PROCESS MicrobialIdentification {
MAY_USE: [Culture, Microscopy, BiochemicalTesting, MassSpectrometry, Sequencing]
}
ENTITY MicrobialTaxonomy {
CLASSIFIES: Microorganisms
USING: [Phylogeny, Genomics, Phenotype, Nomenclature]
}
ENTITY OperationalTaxonomicUnit {
ABBREVIATION: OTU
IS_A: SequenceBasedGrouping
}
ENTITY AmpliconSequenceVariant {
ABBREVIATION: ASV
IS_A: ResolvedAmpliconSequenceEntity
}
PROCESS Sterilization {
AIMS_TO_REMOVE_OR_INACTIVATE: AllViableMicroorganisms
INCLUDING: ResistantForms
}
PROCESS Disinfection {
REDUCES_OR_INACTIVATES: Microorganisms
ON: InanimateSurfaceOrMaterial
}
PROCESS Antisepsis {
REDUCES_OR_INACTIVATES: Microorganisms
ON: LivingTissue
}
PROCESS MicrobiologyMeasurement {
MAY_MEASURE: [CellCount, Biomass, GrowthRate, Viability, Metabolite, GeneExpression, CommunityComposition, Susceptibility]
MAY_USE: [Culture, Microscopy, Spectrophotometry, FlowCytometry, Sequencing, MassSpectrometry, MolecularAssay]
}
ENTITY Evidence {
TYPES: [MicrobiologicalEvidence, CultureEvidence, MicroscopyEvidence, BiochemicalEvidence, GenomicEvidence, MetagenomicEvidence, PhylogeneticEvidence, FunctionalEvidence, SusceptibilityEvidence, ExperimentalEvidence, ComputationalEvidence, LiteratureEvidence]
}
RULE EvidenceConvergence {
IF IndependentEvidenceSources AGREE
THEN Confidence := increase(Confidence)
}
RULE EvidenceConflict {
IF EvidenceSources CONFLICT
THEN {
PRESERVE competing_microbiological_models
RECORD organism_or_community
RECORD sample_type
RECORD environment_or_medium
RECORD temperature_pH_and_oxygen_state
RECORD measurement_method
RECORD timepoint
RECORD provenance
REDUCE confidence
}
}
RELATION Microbiology STUDIES Microorganism
RELATION Microbiology STUDIES Virus
RELATION MicrobialGenome CONTAINS MicrobialGene
RELATION HorizontalGeneTransfer MOVES GeneticMaterial
RELATION MicrobialCommunity OCCURS_IN MicrobialHabitat
RELATION Biofilm CONTAINS MicrobialCells
RELATION Pathogen MAY_CAUSE Infection
RELATION AntimicrobialAgent ACTS_ON Microorganism
RELATION Sequencing MAY_SUPPORT MicrobialIdentification
SEMANTIC_EQUIVALENCE {
"microbiology" ~= "study of microorganisms and microbial systems"
"microbiota" ~= "microorganisms in a defined environment"
"microbiome" ~= "microbial community and associated genetic or functional context"
"HGT" ~= "horizontal gene transfer"
"MIC" ~= "minimum inhibitory concentration"
"ASV" ~= "amplicon sequence variant"
"OTU" ~= "operational taxonomic unit"
}
CONFIDENCE MicrobiologyAssertion {
INPUTS: [culture_support, microscopy_support, biochemical_support, genomic_support, phylogenetic_support, functional_support, ecological_support, experimental_support, source_independence, semantic_consistency]
SCORE := weighted_sum(INPUTS)
LEVEL :=
IF SCORE >= 0.90 THEN "very_high"
ELSE IF SCORE >= 0.75 THEN "high"
ELSE IF SCORE >= 0.55 THEN "moderate"
ELSE IF SCORE >= 0.35 THEN "low"
ELSE "uncertain"
}
RULE GrowthInference {
IF cell_number_or_biomass increases_over_time
UNDER defined_conditions
THEN MicrobialGrowth MAY_BE_SUPPORTED
}
RULE ResistanceInference {
IF standardized_susceptibility_testing demonstrates_reduced_susceptibility
THEN AntimicrobialResistance MAY_BE_SUPPORTED
WITH organism_drug_and_method_context
}
RULE CommunityAssociationInference {
IF microbial_taxon_abundance correlates_with environmental_or_host_state
THEN preserve_association
AND DO_NOT_INFER causality
WITHOUT functional_or_interventional_evidence
}
QUERY MicrobiologyLookup(context_identifier) {
RETURN [organisms, viruses, cellular_features, growth, metabolism, genetics, community, ecology, host_interactions, antimicrobial_response, measurements, evidence, confidence]
}
QUERY MicroorganismLookup(organism_identifier) {
RETURN [taxonomy, morphology, genome, metabolism, growth_conditions, habitat, interactions, virulence_context, antimicrobial_susceptibility, evidence, confidence]
}
QUERY MicrobialCommunityLookup(sample_identifier) {
RETURN [sample_type, taxa, relative_or_absolute_abundance, diversity, functional_genes, environment, interactions, methods, evidence, confidence]
}
UPDATE_MODEL {
ON new_microbiology_evidence:
validate_provenance()
identify_sample_organism_or_community_context()
normalize_taxonomic_gene_metabolite_and_antimicrobial_identifiers()
capture_environment_medium_temperature_pH_and_oxygen_state()
capture_measurement_method_and_timepoint()
map_growth_metabolism_and_gene_expression()
map_genomic_phylogenetic_and_horizontal_transfer_relationships()
map_community_ecology_and_host_interactions()
map_antimicrobial_susceptibility_and_resistance()
compare_existing_microbiological_models()
preserve_conflicting_evidence()
recalculate_confidence()
regenerate_microbiology_relationships()
update_flow_hash()
}
AI_CONSUMPTION {
MODE: FormalSemanticReasoning
PARSE_AS: ExecutableFlowAlgebra
PRIORITIES: [microbial_identity, taxonomy, cellular_or_viral_status, growth_conditions, metabolism, genome, community_context, host_interaction, antimicrobial_susceptibility, evidence_provenance, confidence]
REQUIREMENTS: [preserve_organism_and_sample_context, preserve_environment_and_growth_conditions, preserve_taxonomic_resolution, distinguish_virus_from_cellular_microorganism, distinguish_anaerobic_respiration_from_fermentation, distinguish_microbiota_from_microbiome_when_definition_requires, distinguish_colonization_from_infection, distinguish_resistance_gene_detection_from_phenotypic_resistance, distinguish_association_from_causation, preserve_uncertainty]
}
VALIDATE {
REQUIRE Microbiology
REQUIRE Microorganism
REQUIRE Bacterium
REQUIRE Archaeon
REQUIRE Fungus
REQUIRE Virus
REQUIRE MicrobialGrowth
REQUIRE MicrobialMetabolism
REQUIRE MicrobialGenome
REQUIRE HorizontalGeneTransfer
REQUIRE MicrobialCommunity
REQUIRE Biofilm
REQUIRE HostMicrobeInteraction
REQUIRE AntimicrobialResistance
REQUIRE MicrobiologyMeasurement
REQUIRE Evidence
REQUIRE CONFIDENCE
REQUIRE SEMANTIC_EQUIVALENCE
REQUIRE UPDATE_MODEL
REQUIRE AI_CONSUMPTION
ASSERT Virus != CellularMicroorganism
ASSERT AnaerobicRespiration != Fermentation
ASSERT Colonization != Infection
ASSERT resistance_gene_detection != phenotypic_resistance
ASSERT association != causality
}
FLOW_HASH {
ALGORITHM: SHA-256
INPUT: canonicalize(entities, relations, processes, rules, semantic_equivalence, confidence_model, update_model, ai_consumption)
PURPOSE: integrity_and_version_tracking
}
END flow "MicrobiologyOntology"