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authorMunyoki Kilyungi2025-12-23 12:06:06 +0300
committerMunyoki Kilyungi2026-01-13 12:02:49 +0300
commit1ca7e679b834ccaf53a3243d0e1c2f3f9e8d56d8 (patch)
tree514c544706986f3edd0b3f53a89113e334a0b9a3
parentc42933e8f474d8d14eac387d5a94da6f52210629 (diff)
downloadgn-transform-databases-1ca7e679b834ccaf53a3243d0e1c2f3f9e8d56d8.tar.gz
Snake case gn/gnt/gnc identifiers.
Signed-off-by: Munyoki Kilyungi <me@bonfacemunyoki.com>
-rwxr-xr-xexamples/classification.scm114
-rwxr-xr-xexamples/dataset-metadata.scm216
-rwxr-xr-xexamples/genbank.scm20
-rwxr-xr-xexamples/genelist.scm190
-rwxr-xr-xexamples/generif-old.scm241
-rwxr-xr-xexamples/generif.scm22
-rwxr-xr-xexamples/genotype.scm61
-rwxr-xr-xexamples/phenotype.scm48
-rwxr-xr-xexamples/strains.scm26
-rwxr-xr-xexamples/tissue.scm3
10 files changed, 346 insertions, 595 deletions
diff --git a/examples/classification.scm b/examples/classification.scm
index 3024af6..8951c85 100755
--- a/examples/classification.scm
+++ b/examples/classification.scm
@@ -27,67 +27,67 @@
 (define-transformer classification-scheme-species
   (tables (Species))
   (schema-triples
-   (gnc:ResourceClassificationScheme a skos:ConceptScheme)
-   (gnc:ResourceClassificationScheme skos:prefLabel "GeneNetwork Classification Scheme For Resources")
-   (gnc:ResourceClassificationScheme xkos:numberOfLevels "3")
-   (gnc:ResourceClassificationScheme xkos:levels "( gnc:DatasetType gnc:Set gnc:Species )")
-   (gnc:DatasetType a xkos:ClassificationLevel)
-   (gnc:DatasetType skos:prefLabel "The Type of a Dataset which can be a ProbeSet, Genotype, or Phenotype")
-   (gnc:DatasetType xkos:depth "1")
-   (gnc:DatasetType skos:member gnc:Probeset)
-   (gnc:DatasetType skos:member gnc:Genotype)
-   (gnc:DatasetType skos:member gnc:Phenotype)
-   (gnc:Probeset skos:prefLabel "mRNA Assay Datasets")
-   (gnc:Probeset skos:altLabel "ProbeSet")
-   (gnc:Genotype skos:prefLabel "Genotype")
-   (gnc:Genotype skos:altLabel "DNA Markers and SNPs")
-   (gnc:Phenotype skos:prefLabel "Phenotype")
-   (gnc:Phenotype skos:altLabel "Traits and Cofactors")
-   (gnc:Species a xkos:ClassificationLevel)
-   (gnc:Species skos:prefLabel "The species in which this resource belongs")
-   (gnc:Species xkos:depth "3")
-   (gnc:Species xkos:specializes gnc:Set))
-  (triples "gnc:Species"
+   (gnc:resource_classification_scheme a skos:ConceptScheme)
+   (gnc:resource_classification_scheme skos:prefLabel "GeneNetwork Classification Scheme For Resources which are either defines as a dataset, an inbred group, or a species.")
+   (gnc:resource_classification_scheme xkos:numberOfLevels "3")
+   (gnc:resource_classification_scheme xkos:levels "( gnc:dataset_type gnc:set gnc:species )")
+   (gnc:dataset_type a xkos:ClassificationLevel)
+   (gnc:dataset_type skos:prefLabel "The Type of a Dataset which can be a ProbeSet, Genotype, or Phenotype")
+   (gnc:dataset_type xkos:depth "1")
+   (gnc:dataset_type skos:member gnc:probeset)
+   (gnc:dataset_type skos:member gnc:genotype)
+   (gnc:dataset_type skos:member gnc:phenotype)
+   (gnc:probeset skos:prefLabel "mRNA Assay Datasets")
+   (gnc:probeset skos:altLabel "ProbeSet")
+   (gnc:genotype skos:prefLabel "Genotype")
+   (gnc:genotype skos:altLabel "DNA Markers and SNPs")
+   (gnc:phenotype skos:prefLabel "Phenotype")
+   (gnc:phenotype skos:altLabel "Traits and Cofactors")
+   (gnc:species a xkos:ClassificationLevel)
+   (gnc:species skos:prefLabel "The species in which this resource belongs")
+   (gnc:species xkos:depth "3")
+   (gnc:species xkos:specializes gnc:set))
+  (triples "gnc:species"
     (set skos:member
          (string->identifier "" (remap-species-identifiers (field Species Fullname))
-                             #:separator ""
-                             #:proc string-capitalize-first))))
+                             #:separator "_"
+                             #:proc string-downcase))))
 
 (define-transformer classification-scheme-set
   (tables (InbredSet))
   (schema-triples
-   (gnc:Set a xkos:ClassificationLevel)
-   (gnc:Set skos:prefLabel "The Type of Set, Ie InbredSet/OutbredSet that a resource can belong to")
-   (gnc:Set xkos:depth "2")
-   (gnc:Set xkos:generalizes gnc:Species))
-  (triples "gnc:Set"
+   (gnc:set a xkos:ClassificationLevel)
+   (gnc:set skos:prefLabel "The Type of Set, Ie InbredSet/OutbredSet that a resource can belong to")
+   (gnc:set xkos:depth "2")
+   (gnc:set xkos:generalizes gnc:species))
+  (triples "gnc:set"
     (set skos:member
          (string->identifier
           "set" (field InbredSet Name InbredSetName)
-          #:separator ""
-          #:proc string-capitalize-first))))
+          #:separator "_"
+          #:proc (lambda (x) x)))))
 
 (define-transformer species
   (tables (Species))
   (schema-triples
    (gnt:family a owl:ObjectProperty)
-   (gnt:family rdfs:domain gnc:Species)
+   (gnt:family rdfs:domain gnc:species)
    (gnt:family skos:definition "This resource belongs to this family")
-   (gnt:shortName a owl:ObjectProperty)
-   (gnt:shortName rdfs:domain gnc:Species)
-   (gnt:shortName skos:definition "The short name of a given resource")
-   (gnt:belongsToSpecies a rdf:property)
-   (gnt:belongsToSpecies rdf:comment "This resource given to this species")
-   (gnt:belongsToSpecies rdf:label "belongsToSpecies"))
+   (gnt:short_name a owl:ObjectProperty)
+   (gnt:short_name rdfs:domain gnc:species)
+   (gnt:short_name skos:definition "The short name of a given resource")
+   (gnt:belongs_to_species a rdf:property)
+   (gnt:belongs_to_species rdf:comment "This resource given to this species")
+   (gnt:belongs_to_species rdf:label "belongsToSpecies"))
   (triples
       (string->identifier "" (remap-species-identifiers (field Species Fullname))
-                          #:separator ""
-                          #:proc string-capitalize-first)
-    (set skos:inScheme 'gnc:ResourceClassificationScheme)
+                          #:separator "_"
+                          #:proc string-downcase)
+    (set skos:inScheme 'gnc:resource_classification_scheme)
     (set rdfs:label (remap-species-identifiers (field Species Fullname)))
     (set skos:prefLabel (field Species MenuName))
     (set skos:altLabel (field Species SpeciesName))
-    (set gnt:shortName (field Species Name))
+    (set gnt:short_name (field Species Name))
     (set gnt:family (field Species Family))
     (set skos:notation (ontology
                         'taxon:
@@ -99,32 +99,32 @@
            (left-join MappingMethod
                       "ON InbredSet.MappingMethodId=MappingMethod.Id")))
   (schema-triples
-   (gnt:geneticType a owl:ObjectProperty)
-   (gnt:geneticType rdfs:domain gnc:set)
+   (gnt:genetic_type a owl:ObjectProperty)
+   (gnt:genetic_type rdfs:domain gnc:set)
    (gnt:code a owl:ObjectProperty)
    (gnt:code rdfs:domain gnc:set)
    ;; Already defined as an owl prop in species
-   (gnt:family rdfs:domain gnc:Set)
-   (gnt:mappingMethod a owl:ObjectProperty)
-   (gnt:mappingMethod rdfs:domain gnc:set)
-   (gnt:belongsToGroup a rdf:property)
-   (gnt:belongsToGroup rdf:comment "This resource given to this group")
-   (gnt:belongsToGroup rdf:label "belongsToGroup"))
+   (gnt:family rdfs:domain gnc:set)
+   (gnt:mapping_method a owl:ObjectProperty)
+   (gnt:mapping_method rdfs:domain gnc:set)
+   (gnt:belongs_to_group a rdf:property)
+   (gnt:belongs_to_group rdf:comment "This resource given to this group")
+   (gnt:belongs_to_group rdf:label "belongs_to_group"))
   (triples (string->identifier
-          "set" (field InbredSet Name InbredSetName)
-          #:separator ""
-          #:proc string-capitalize-first)
-    (set skos:inScheme 'gnc:ResourceClassificationScheme)
+            "set" (field InbredSet Name InbredSetName)
+            #:separator "_"
+            #:proc (lambda (x) x))
+    (set skos:inScheme 'gnc:resource_classification_scheme)
     (set rdfs:label (field InbredSet FullName))
     (set skos:prefLabel (field InbredSet Name InbredSetName))
-    (set gnt:geneticType (field InbredSet GeneticType))
+    (set gnt:genetic_type (field InbredSet GeneticType))
     (set gnt:family (field InbredSet Family))
-    (set gnt:mappingMethod (field MappingMethod Name))
+    (set gnt:mapping_method (field MappingMethod Name))
     (set gnt:code (field InbredSet InbredSetCode))
     (set xkos:generalizes
          (string->identifier "" (remap-species-identifiers (field Species Fullname))
-                             #:separator ""
-                             #:proc string-capitalize-first))))
+                             #:separator "_"
+                             #:proc string-downcase))))
 
 
 
diff --git a/examples/dataset-metadata.scm b/examples/dataset-metadata.scm
index 9c30180..cd91dc4 100755
--- a/examples/dataset-metadata.scm
+++ b/examples/dataset-metadata.scm
@@ -64,27 +64,27 @@
   (tables (GeneChip
            (left-join Species "USING (SpeciesId)")))
   (schema-triples
-   (gnc:geneChip a skos:Concept)
-   (gnc:geneChip
+   (gnc:gene_chip a skos:Concept)
+   (gnc:gene_chip
     skos:description
     "This is a set of controlled terms that are used to describe a given gene chip/platform")
-   (gnt:hasGeoSeriesId rdfs:domain gnc:platform)
-   (gnt:hasGeoSeriesId rdfs:domain gnc:geneChip)
-   (gnt:hasGOTreeValue a owl:ObjectProperty)
-   (gnt:hasGOTreeValue skos:definition "This resource the following GO tree value")
-   (gnt:hasGOTreeValue rdfs:domain gnc:geneChip))
+   (gnt:has_geo_series_id rdfs:domain gnc:platform)
+   (gnt:has_geo_series_id rdfs:domain gnc:gene_chip)
+   (gnt:has_go_tree_value a owl:ObjectProperty)
+   (gnt:has_go_tree_value skos:definition "This resource the following GO tree value")
+   (gnt:has_go_tree_value rdfs:domain gnc:gene_chip))
   (triples (string->identifier "platform" (field GeneChip Name))
-    (set rdf:type 'gnc:geneChip)
+    (set rdf:type 'gnc:gene_chip)
     (set rdfs:label (field GeneChip GeneChipName))
     (set skos:prefLabel (field GeneChip Name))
     (set skos:altLabel (field ("IF(GeneChip.GeneChipName != GeneChip.Title, Title, NULL)"
                                Title)))
-    (set gnt:hasGOTreeValue (field GeneChip Go_tree_value))
+    (set gnt:has_go_tree_value (field GeneChip Go_tree_value))
     (set xkos:classifiedUnder
          (string->identifier "" (remap-species-identifiers (field Species Fullname))
                              #:separator ""
                              #:proc string-capitalize-first))
-    (set gnt:hasGeoSeriesId
+    (set gnt:has_geo_series_id
          (ontology 'geoSeries:
                    (string-trim-both (field GeneChip GeoPlatform))))))
 
@@ -107,70 +107,70 @@
           ;; if they exist in the (Publish/Geno)Freeze tables.
           "LEFT JOIN InbredSet PublishInbredSet ON PublishFreeze.InbredSetId = PublishInbredSet.InbredSetId LEFT JOIN InbredSet GenoInbredSet ON GenoFreeze.InbredSetId = GenoInbredSet.InbredSetId  WHERE GN_AccesionId IS NOT NULL")
   (schema-triples
-   (gnt:hasTissue rdfs:domain dcat:Dataset)
-   (gnt:hasTissue a owl:ObjectProperty)
-   (gnt:hasTissue skos:definition "Tissues this resource has")
-   (gnt:usesNormalization rdfs:domain dcat:Dataset)
-   (gnt:usesNormalization a owl:ObjectProperty)
-   (gnt:usesNormalization skos:definition "Normalization techniques this resource has")
-   (gnt:usesPlatform rdfs:domain dcat:Dataset)
-   (gnt:usesPlatform a owl:ObjectProperty)
-   (gnt:usesPlatform skos:definition "The Platform this resource uses")
-   (gnt:hasGeoSeriesId rdfs:domain dcat:Dataset)
-   (gnt:hasGeoSeriesId a owl:ObjectProperty)
-   (gnt:hasGeoSeriesId skos:definition "id of record in NCBI database")
-   (gnt:hasExperimentType rdfs:domain dcat:Dataset)
-   (gnt:hasExperimentType a owl:ObjectProperty)
-   (gnt:hasExperimentType rdfs:label "Experiment Type Metadata")
-   (gnt:hasExperimentType skos:definition "Information about the experiment type")
-   (gnt:hasTissueInfo rdfs:domain dcat:Dataset)
-   (gnt:hasTissueInfo a owl:ObjectProperty)
-   (gnt:hasTissueInfo skos:definition "Metadata about Tissue for this resource")
-   (gnt:hasExperimentDesignInfo rdfs:domain dcat:Dataset)
-   (gnt:hasExperimentDesignInfo rdfs:label "Experiment Design")
-   (gnt:hasExperimentDesignInfo a owl:ObjectProperty)
-   (gnt:hasExperimentDesignInfo skos:definition "Information about how the experiment was designed")
-   (gnt:hasNotes rdfs:domain dcat:Dataset)
-   (gnt:hasNotes a owl:ObjectProperty)
-   (gnt:hasNotes rdfs:label "Notes")
-   (gnt:hasNotes skos:definition "Extra Notes about this dataset")
-   (gnt:hasDataProcessingInfo rdfs:domain dcat:Dataset)
-   (gnt:hasDataProcessingInfo rdfs:label "About Data Processing")
-   (gnt:hasDataProcessingInfo a owl:ObjectProperty)
-   (gnt:hasDataProcessingInfo skos:definition "Information about how this dataset was processed")
-   (gnt:hasPlatformInfo rdfs:domain dcat:Dataset)
-   (gnt:hasPlatformInfo a owl:ObjectProperty)
-   (gnt:hasPlatformInfo rdfs:label "About Platform")
-   (gnt:hasPlatformInfo skos:definition "Information about the platform that was used with this dataset")
-   (gnt:hasCaseInfo rdfs:domain dcat:Dataset)
-   (gnt:hasCaseInfo rdfs:label "About Case")
-   (gnt:hasCaseInfo a owl:ObjectProperty)
-   (gnt:hasCaseInfo skos:definition "Information about the cases used in this platform")
-   (gnt:hasSummary rdfs:domain dcat:Dataset)
-   (gnt:hasSummary rdfs:label "Summary")
-   (gnt:hasSummary a owl:ObjectProperty)
-   (gnt:hasSummary skos:definition "Summary information about dataset")
-   (gnt:hasCitation rdfs:domain dcat:Dataset)
-   (gnt:hasCitation rdfs:label "Citation")
-   (gnt:hasCitation a owl:ObjectProperty)
-   (gnt:hasCitation skos:definition "Citation for this dataset")
-   (gnt:hasContributors rdfs:domain dcat:Dataset)
-   (gnt:hasContributors rdfs:label "Contributors")
-   (gnt:hasContributors a owl:ObjectProperty)
-   (gnt:hasContributors skos:definition "Contributors of this resource")
-   (gnt:hashasExperimentDesign rdfs:domain dcat:Dataset)
-   (gnt:hashasExperimentDesign rdfs:label "Experiment Design")
-   (gnt:hashasExperimentDesign a owl:ObjectProperty)
-   (gnt:hashasExperimentDesign skos:definition "Experiment Design for this resource")
-   (gnt:hasTissueInfo rdfs:domain dcat:Dataset)
-   (gnt:hasTissueInfo rdfs:label "Tissue Information")
-   (gnt:hasTissueInfo a owl:ObjectProperty)
-   (gnt:hasTissueInfo skos:definition "Tissue information about dataset")
-   (gnt:hasExperimentType skos:definition "Information about the experiment type")
-   (gnt:hasAcknowledgement rdfs:domain dcat:Dataset)
-   (gnt:hasAcknowledgement rdfs:label "Acknowledgement")
-   (gnt:hasAcknowledgement a owl:ObjectProperty)
-   (gnt:hasAcknowledgement skos:definition "People to acknowledge"))
+   (gnt:has_tissue rdfs:domain dcat:Dataset)
+   (gnt:has_tissue a owl:ObjectProperty)
+   (gnt:has_tissue skos:definition "Tissues this resource has")
+   (gnt:uses_normalization rdfs:domain dcat:Dataset)
+   (gnt:uses_normalization a owl:ObjectProperty)
+   (gnt:uses_normalization skos:definition "Normalization techniques this resource has")
+   (gnt:uses_platform rdfs:domain dcat:Dataset)
+   (gnt:uses_platform a owl:ObjectProperty)
+   (gnt:uses_platform skos:definition "The Platform this resource uses")
+   (gnt:has_geo_series_id rdfs:domain dcat:Dataset)
+   (gnt:has_geo_series_id a owl:ObjectProperty)
+   (gnt:has_geo_series_id skos:definition "id of record in NCBI database")
+   (gnt:has_experiment_type rdfs:domain dcat:Dataset)
+   (gnt:has_experiment_type a owl:ObjectProperty)
+   (gnt:has_experiment_type rdfs:label "Experiment Type Metadata")
+   (gnt:has_experiment_type skos:definition "Information about the experiment type")
+   (gnt:has_tissue_info rdfs:domain dcat:Dataset)
+   (gnt:has_tissue_info a owl:ObjectProperty)
+   (gnt:has_tissue_info skos:definition "Metadata about Tissue for this resource")
+   (gnt:has_experiment_design_info rdfs:domain dcat:Dataset)
+   (gnt:has_experiment_design_info rdfs:label "Experiment Design")
+   (gnt:has_experiment_design_info a owl:ObjectProperty)
+   (gnt:has_experiment_design_info skos:definition "Information about how the experiment was designed")
+   (gnt:has_notes rdfs:domain dcat:Dataset)
+   (gnt:has_notes a owl:ObjectProperty)
+   (gnt:has_notes rdfs:label "Notes")
+   (gnt:has_notes skos:definition "Extra Notes about this dataset")
+   (gnt:has_data_processing_info rdfs:domain dcat:Dataset)
+   (gnt:has_data_processing_info rdfs:label "About Data Processing")
+   (gnt:has_data_processing_info a owl:ObjectProperty)
+   (gnt:has_data_processing_info skos:definition "Information about how this dataset was processed")
+   (gnt:has_platform_info rdfs:domain dcat:Dataset)
+   (gnt:has_platform_info a owl:ObjectProperty)
+   (gnt:has_platform_info rdfs:label "About Platform")
+   (gnt:has_platform_info skos:definition "Information about the platform that was used with this dataset")
+   (gnt:has_case_info rdfs:domain dcat:Dataset)
+   (gnt:has_case_info rdfs:label "About Case")
+   (gnt:has_case_info a owl:ObjectProperty)
+   (gnt:has_case_info skos:definition "Information about the cases used in this platform")
+   (gnt:has_summary rdfs:domain dcat:Dataset)
+   (gnt:has_summary rdfs:label "Summary")
+   (gnt:has_summary a owl:ObjectProperty)
+   (gnt:has_summary skos:definition "Summary information about dataset")
+   (gnt:has_citation rdfs:domain dcat:Dataset)
+   (gnt:has_citation rdfs:label "Citation")
+   (gnt:has_citation a owl:ObjectProperty)
+   (gnt:has_citation skos:definition "Citation for this dataset")
+   (gnt:has_contributors rdfs:domain dcat:Dataset)
+   (gnt:has_contributors rdfs:label "Contributors")
+   (gnt:has_contributors a owl:ObjectProperty)
+   (gnt:has_contributors skos:definition "Contributors of this resource")
+   (gnt:has_experiment_design rdfs:domain dcat:Dataset)
+   (gnt:has_experiment_design rdfs:label "Experiment Design")
+   (gnt:has_experiment_design a owl:ObjectProperty)
+   (gnt:has_experiment_design skos:definition "Experiment Design for this resource")
+   (gnt:has_tissue_info rdfs:domain dcat:Dataset)
+   (gnt:has_tissue_info rdfs:label "Tissue Information")
+   (gnt:has_tissue_info a owl:ObjectProperty)
+   (gnt:has_tissue_info skos:definition "Tissue information about dataset")
+   (gnt:has_experiment_type skos:definition "Information about the experiment type")
+   (gnt:has_acknowledgement rdfs:domain dcat:Dataset)
+   (gnt:has_acknowledgement rdfs:label "Acknowledgement")
+   (gnt:has_acknowledgement a owl:ObjectProperty)
+   (gnt:has_acknowledgement skos:definition "People to acknowledge"))
   (triples (string->identifier
             "" (regexp-substitute/global #f "[^A-Za-z0-9:]"
                                          (field InfoFiles InfoPageName)
@@ -179,7 +179,7 @@
     (set xkos:classifiedUnder
          (let ([dataset-type
                 (string-trim-both
-                 (field ("IF(GenoFreeze.Id IS NOT NULL, 'gnc:Genotype', IF(PublishFreeze.Id IS NOT NULL, 'gnc:Phenotype', IF(ProbeSetFreeze.Name IS NOT NULL, 'gnc:Probeset', '')))"
+                 (field ("IF(GenoFreeze.Id IS NOT NULL, 'gnc:genotype', IF(PublishFreeze.Id IS NOT NULL, 'gnc:phenotype', IF(ProbeSetFreeze.Name IS NOT NULL, 'gnc:probeset', '')))"
                          DatasetType)))])
            (if (not (string-null? dataset-type))
                (string->symbol
@@ -214,19 +214,19 @@
     (set dct:identifier (format #f "GN~a" (field InfoFiles GN_AccesionId)))
     (set dct:accessRights (string-downcase
                            (field DatasetStatus DatasetStatusName)))
-    (set gnt:belongsToGroup
+    (set gnt:belongs_to_group
          (string->identifier
           "set"
           (field ("IFNULL(InbredSet.Name, IFNULL(PublishInbredSet.Name, GenoInbredSet.Name))"
                   InbredSetName))))
-    (set gnt:hasTissue (string->identifier "tissue"
+    (set gnt:has_tissue (string->identifier "tissue"
                                            (field Tissue Short_Name)))
-    (set gnt:usesNormalization
+    (set gnt:uses_normalization
          (string->identifier "avgMethod"
                              ;; If AvgMethodName is NULL, assume N/A.
                              (if (string-blank? (field AvgMethod Name AvgMethodName))
                                  "N/A" (field AvgMethod Name AvgMethodName))))
-    (set gnt:hasSummary
+    (set gnt:has_summary
          (let* ((summary-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/summary.rtf>"
@@ -239,7 +239,7 @@
                  (field InfoFiles Summary)))
            (if (or (null? summary) (string-blank? summary))
                "" (string->symbol summary-link))))
-    (set gnt:hasTissueInfo
+    (set gnt:has_tissue_info
          (let* ((tissue-info-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/tissue.rtf>"
@@ -252,7 +252,7 @@
                  (field Datasets AboutTissue)))
            (if (or (null? tissue-info) (string-blank? tissue-info))
                "" (string->symbol tissue-info-link))))
-    (set gnt:hasCitation
+    (set gnt:has_citation
          (let* ((citation-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/citation.rtf>"
@@ -278,7 +278,7 @@
                  (field InfoFiles Specifics)))
            (if (or (null? specifics) (string-blank? specifics))
                "" (string->symbol specifics-link))))
-    (set gnt:hasCaseInfo
+    (set gnt:has_case_info
          (let* ((cases-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/cases.rtf>"
@@ -291,7 +291,7 @@
                  (field Datasets AboutCases)))
            (if (or (null? cases) (string-blank? cases))
                "" (string->symbol cases-link))))
-    (set gnt:hasPlatformInfo
+    (set gnt:has_platform_info
          (let* ((platform-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/platform.rtf>"
@@ -304,7 +304,7 @@
                  (field Datasets AboutPlatform)))
            (if (or (null? platform) (string-blank? platform))
                "" (string->symbol platform-link))))
-    (set gnt:hasDataProcessingInfo
+    (set gnt:has_data_processing_info
          (let* ((processing-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/processing.rtf>"
@@ -317,7 +317,7 @@
                  (field Datasets AboutDataProcessing)))
            (if (or (null? processing) (string-blank? processing))
                "" (string->symbol processing-link))))
-    (set gnt:hasNotes
+    (set gnt:has_notes
          (let* ((notes-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/notes.rtf>"
@@ -330,7 +330,7 @@
                  (field Datasets Notes)))
            (if (or (null? notes) (string-blank? notes))
                "" (string->symbol notes-link))))
-    (set gnt:hasExperimentType
+    (set gnt:has_experiment_type
          (let* ((experiment-type-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/experiment-type.rtf>"
@@ -343,7 +343,7 @@
                  (field InfoFiles Experiment_Type)))
            (if (or (null? experiment-type) (string-blank? experiment-type))
                "" (string->symbol experiment-type-link))))
-    (set gnt:hasExperimentDesign
+    (set gnt:has_experiment_design
          (let* ((experiment-design-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/experiment-design.rtf>"
@@ -356,7 +356,7 @@
                  (field Datasets ExperimentDesign)))
            (if (or (null? experiment-design) (string-blank? experiment-design))
                "" (string->symbol experiment-design-link))))
-    (set gnt:hasContributors
+    (set gnt:has_contributors
          (let* ((contributors-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/contributors.rtf>"
@@ -369,7 +369,7 @@
                  (field Datasets Contributors)))
            (if (or (null? contributors) (string-blank? contributors))
                "" (string->symbol contributors-link))))
-    (set gnt:hasAcknowledgement
+    (set gnt:has_acknowledgement
          (let* ((acknowledgment-link
                  (format
                   #f "<https://git.genenetwork.org/gn-docs/tree/general/datasets/~a/acknowledgment.rtf>"
@@ -382,10 +382,10 @@
                  (field Datasets Acknowledgment)))
            (if (or (null? acknowledgment) (string-blank? acknowledgment))
                "" (string->symbol acknowledgment-link))))
-    (set gnt:usesPlatform
+    (set gnt:uses_platform
          (string->identifier "platform"
                              (field GeneChip Name GeneChip)))
-    (set gnt:hasGeoSeriesId
+    (set gnt:has_geo_series_id
          (let ((s
                 (string-match "GSE[0-9]*"
                               (field ("IFNULL(Datasets.GeoSeries, '')" GeoSeries)))))
@@ -406,18 +406,18 @@
                                  (field PublishFreeze Name)
                                  'pre "_" 'post))
     (set rdf:type 'dcat:Dataset)
-    (set xkos:classifiedUnder 'gnc:Phenotype)
+    (set xkos:classifiedUnder 'gnc:phenotype)
     (set dct:title (field PublishFreeze FullName))
     (set rdfs:label (field PublishFreeze Name))
     (set skos:altLabel (field PublishFreeze ShortName))
     (set dct:created (annotate-field
                       (field PublishFreeze CreateTime)
                       '^^xsd:date))
-    (set gnt:belongsToGroup
+    (set gnt:belongs_to_group
          (string->identifier
           "set" (field InbredSet Name InbredSetName)
-          #:separator ""
-          #:proc string-capitalize-first))))
+          #:separator "_"
+          #:proc (lambda (x) x)))))
 
 (define-transformer genofreeze
   (tables (GenoFreeze
@@ -435,18 +435,18 @@
          'pre "_" 'post)
         'pre "_" 'post))
     (set rdf:type 'dcat:Dataset)
-    (set xkos:classifiedUnder 'gnc:Genotype)
+    (set xkos:classifiedUnder 'gnc:genotype)
     (set rdfs:label (field GenoFreeze Name))
     (set dct:title (field GenoFreeze FullName))
     (set skos:altLabel (field GenoFreeze ShortName))
     (set dct:created (annotate-field
                       (field GenoFreeze CreateTime)
                       '^^xsd:date))
-    (set gnt:belongsToGroup
+    (set gnt:belongs_to_group
          (string->identifier
           "set" (field InbredSet Name InbredSetName)
-          #:separator ""
-          #:proc string-capitalize-first))))
+          #:separator "_"
+          #:proc (lambda (x) x)))))
 
 ;; Molecular Traits are also referred to as ProbeSets
 (define-transformer probesetfreeze
@@ -458,10 +458,10 @@
            (left-join Tissue "ON ProbeFreeze.TissueId = Tissue.TissueId"))
           "WHERE ProbeSetFreeze.public > 0 AND InfoFiles.InfoPageName IS NULL GROUP BY ProbeFreeze.Id")
   (schema-triples
-   (gnt:usesNormalization rdfs:domain gnc:probeset)
-   (gnt:usesDataScale rdfs:domain gnc:probeset)
-   (gnt:usesDataScale a owl:ObjectProperty)
-   (gnt:usesDataScale skos:definition "Thi data scale this resource uses"))
+   (gnt:uses_normalization rdfs:domain gnc:probeset)
+   (gnt:uses_data_scale rdfs:domain gnc:probeset)
+   (gnt:uses_data_scale a owl:ObjectProperty)
+   (gnt:uses_data_scale skos:definition "Thi data scale this resource uses"))
   (triples
       (string->identifier
        ""
@@ -470,8 +470,8 @@
         (field ProbeSetFreeze Name)
         'pre "_" 'post))
     (set rdf:type 'dcat:Dataset)
-    (set xkos:classifiedUnder 'gnc:Probeset)
-    (set gnt:usesNormalization
+    (set xkos:classifiedUnder 'gnc:probeset)
+    (set gnt:uses_normalization
          (string->identifier "avgMethod"
                              ;; If AvgMethodName is NULL, assume N/A.
                              (if (string-blank? (field AvgMethod Name AvgMethodName))
@@ -483,12 +483,12 @@
     (set dct:created (annotate-field
                       (field ProbeSetFreeze CreateTime)
                       '^^xsd:datetime))
-    (set gnt:usesDataScale (field ProbeSetFreeze DataScale))
-    (set gnt:hasTissue
+    (set gnt:uses_data_scale (field ProbeSetFreeze DataScale))
+    (set gnt:has_tissue
          (string->identifier
           "tissue"
           (field Tissue Short_Name)))
-    (set gnt:belongsToGroup
+    (set gnt:belongs_to_group
          (string->identifier
           "set" (field InbredSet Name InbredSetName)
           #:separator ""
diff --git a/examples/genbank.scm b/examples/genbank.scm
index c83643c..7aae5ba 100755
--- a/examples/genbank.scm
+++ b/examples/genbank.scm
@@ -14,30 +14,20 @@
 
 
 
-(define (remap-species-identifiers str)
-  "This procedure remaps identifiers to standard binominal. Obviously this should
-   be sorted by correcting the database!"
-  (match str
-    ["Fly (Drosophila melanogaster dm6)" "Drosophila melanogaster"]
-    ["Oryzias latipes (Japanese medaka)" "Oryzias latipes"]
-    ["Macaca mulatta" "Macaca nemestrina"]
-    ["Bat (Glossophaga soricina)" "Glossophaga soricina"]
-    [str str]))
-
 (define-transformer genbank
   (tables (Genbank
            (left-join Species "USING (SpeciesId)")))
   (schema-triples
    (gnc:nucleotide a skos:Concept)
-   (gnt:hasSequence rdfs:domain gnc:nucleotide))
+   (gnt:has_sequence rdfs:domain gnc:nucleotide))
   (triples (ontology
             'genbank:
             (field Genbank Id))
-    (set gnt:hasSequence (field Genbank Sequence))
-    (set gnt:belongsToSpecies
+    (set gnt:has_sequence (field Genbank Sequence))
+    (set gnt:belongs_to_species
          (string->identifier "" (remap-species-identifiers (field Species Fullname))
-                             #:separator ""
-                             #:proc string-capitalize-first))))
+                             #:separator "_"
+                             #:proc string-downcase))))
 
 
 
diff --git a/examples/genelist.scm b/examples/genelist.scm
index 8729626..18fd30b 100755
--- a/examples/genelist.scm
+++ b/examples/genelist.scm
@@ -18,63 +18,63 @@
   (tables (GeneList
            (left-join Species "USING (SpeciesId)")))
   (schema-triples
-   (gnc:GeneSymbol a rdfs:Class)
-   (gnc:GeneSymbol rdfs:label "A gene symbol")
-   (gnt:gene rdfs:domain gnc:GeneSymbol)
-   (gnt:belongsToSpecies rdfs:domain gnc:GeneSymbol)
-   (gnc:Gene a rdfs:Class)
-   (gnc:Gene rdfs:label "Gene")
-   (gnt:hasGeneId a owl:ObjectProperty)
-   (gnt:hasGeneId rdfs:domain gnc:NCBIWikiEntry)
-   (gnt:hasGeneId skos:definition "The GeneId of this this resource")
-   (gnc:transcript rdfs:domain gnc:GeneSymbol)
+   (gnc:gene_symbol a rdfs:Class)
+   (gnc:gene_symbol rdfs:label "A gene symbol")
+   (gnt:gene rdfs:domain gnc:gene_symbol)
+   (gnt:belongs_to_species rdfs:domain gnc:gene_symbol)
+   (gnc:gene a rdfs:Class)
+   (gnc:gene rdfs:label "Gene")
+   (gnt:has_gene_id a owl:ObjectProperty)
+   (gnt:has_gene_id rdfs:domain gnc:ncbi_wiki_entry)
+   (gnt:has_gene_id skos:definition "The GeneId of this this resource")
+   (gnc:transcript rdfs:domain gnc:gene_symbol)
    (gnt:transcript a owl:ObjectProperty)
    (gnc:transcript rdfs:comments "The gene transcript of this resource")
-   (gnc:ebiGwasLink rdfs:Class gnc:ResourceLink)
-   (gnc:ebiGwasLink rdfs:label "EBI GWAS")
-   (gnc:ebiGwasLink rdfs:comments "EBI GWAS")
-   (gnc:proteinAtlasLink rdfs:Class gnc:ResourceLink)
-   (gnc:proteinAtlasLink rdfs:label "Protein Atlas")
-   (gnc:proteinAtlasLink rdfs:comments "Human Protein Atlas")
-   (gnc:genemaniaLink rdfs:Class gnc:ResourceLink)
-   (gnc:genemaniaLink rdfs:label "GeneMANIA")
-   (gnc:genemaniaLink rdfs:comments "GeneMANIA")
-   (gnc:gemmaLink rdfs:Class gnc:ResourceLink)
-   (gnc:gemmaLink rdfs:label "Gemma")
-   (gnc:gemmaLink rdfs:comments "Meta-analysis of gene expression data")
-   (gnc:biogpsLink rdfs:Class gnc:ResourceLink)
-   (gnc:biogpsLink rdfs:label "BioGPS")
-   (gnc:biogpsLink rdfs:comments "Expression across many tissues and cell types")
-   (gnc:abaLink rdfs:Class gnc:ResourceLink)
-   (gnc:abaLink rdfs:label "ABA")
-   (gnc:abaLink rdfs:comments "Allen Brain Atlas")
-   (gnc:pantherLink rdfs:Class gnc:ResourceLink)
-   (gnc:pantherLink rdfs:label "PANTHER")
-   (gnc:pantherLink rdfs:comments "Gene and protein data resources from Celera-ABI")
-   (gnc:stringLink rdfs:Class gnc:ResourceLink)
-   (gnc:stringLink rdfs:label "STRING")
-   (gnc:stringLink rdfs:comments "Protein interactions: known and inferred")
-   (gnc:gtexLink rdfs:Class gnc:ResourceLink)
-   (gnc:gtexLink rdfs:label "GTEx Portal")
-   (gnc:gtexLink rdfs:comments "GTEx Portal")
-   (gnc:rgdLink rdfs:Class gnc:ResourceLink)
-   (gnc:rgdLink rdfs:label "Rat Genome DB")
-   (gnc:rgdLink rdfs:comments "Rat Genome DB")
-   (gnc:hasKgID rdfs:domain gnc:GeneSymbol)
-   (gnt:hasKgID a owl:ObjectProperty)
-   (gnc:hasKgID rdfs:comments "The kgID of this resource")
-   (gnc:hasUnigenID rdfs:domain gnc:GeneSymbol)
-   (gnt:hasUnigenID a owl:ObjectProperty)
-   (gnc:hasUnigenID rdfs:comments "The UnigenID of this resource")
-   (gnc:hasProteinID rdfs:domain gnc:GeneSymbol)
-   (gnt:hasProteinID a owl:ObjectProperty)
-   (gnc:hasProteinID rdfs:comments "The ProteinID of this resource")
-   (gnc:hasAlignID rdfs:domain gnc:GeneSymbol)
-   (gnt:hasAlignID a owl:ObjectProperty)
-   (gnc:hasAlignID rdfs:comments "The AlignID of this resource")
-   (gnt:TxEnd rdfs:range xsd:double)
-   (gnt:TxStart rdfs:range xsd:double)
-   (gnt:hasTargetSeq rdfs:domain gnc:Probeset))
+   (gnc:ebi_gwas_link rdfs:Class gnc:ResourceLink)
+   (gnc:ebi_gwas_link rdfs:label "EBI GWAS")
+   (gnc:ebi_gwas_link rdfs:comments "EBI GWAS")
+   (gnc:protein_atlas_link rdfs:Class gnc:ResourceLink)
+   (gnc:protein_atlas_link rdfs:label "Protein Atlas")
+   (gnc:protein_atlas_link rdfs:comments "Human Protein Atlas")
+   (gnc:genemania_link rdfs:Class gnc:ResourceLink)
+   (gnc:genemania_link rdfs:label "GeneMANIA")
+   (gnc:genemania_link rdfs:comments "GeneMANIA")
+   (gnc:gemma_link rdfs:Class gnc:ResourceLink)
+   (gnc:gemma_link rdfs:label "Gemma")
+   (gnc:gemma_link rdfs:comments "Meta-analysis of gene expression data")
+   (gnc:biogps_link rdfs:Class gnc:ResourceLink)
+   (gnc:biogps_link rdfs:label "BioGPS")
+   (gnc:biogps_link rdfs:comments "Expression across many tissues and cell types")
+   (gnc:aba_link rdfs:Class gnc:ResourceLink)
+   (gnc:aba_link rdfs:label "ABA")
+   (gnc:aba_link rdfs:comments "Allen Brain Atlas")
+   (gnc:panther_link rdfs:Class gnc:ResourceLink)
+   (gnc:panther_link rdfs:label "PANTHER")
+   (gnc:panther_link rdfs:comments "Gene and protein data resources from Celera-ABI")
+   (gnc:panther_link rdfs:Class gnc:ResourceLink)
+   (gnc:panther_link rdfs:label "STRING")
+   (gnc:panther_link rdfs:comments "Protein interactions: known and inferred")
+   (gnc:gtex_link rdfs:Class gnc:ResourceLink)
+   (gnc:gtex_link rdfs:label "GTEx Portal")
+   (gnc:gtex_link rdfs:comments "GTEx Portal")
+   (gnc:rgd_link rdfs:Class gnc:ResourceLink)
+   (gnc:rgd_link rdfs:label "Rat Genome DB")
+   (gnc:rgd_link rdfs:comments "Rat Genome DB")
+   (gnc:has_kg_id rdfs:domain gnc:gene_symbol)
+   (gnc:has_kg_id a owl:ObjectProperty)
+   (gnc:has_kg_id rdfs:comments "The kgID of this resource")
+   (gnc:has_unigen_id rdfs:domain gnc:gene_symbol)
+   (gnc:has_unigen_id a owl:ObjectProperty)
+   (gnc:has_unigen_id rdfs:comments "The UnigenID of this resource")
+   (gnc:has_protein_id rdfs:domain gnc:gene_symbol)
+   (gnt:has_protein_id a owl:ObjectProperty)
+   (gnc:has_protein_id rdfs:comments "The ProteinID of this resource")
+   (gnc:has_align_id rdfs:domain gnc:gene_symbol)
+   (gnt:has_align_id a owl:ObjectProperty)
+   (gnc:has_align_id rdfs:comments "The AlignID of this resource")
+   (gnt:tx_end rdfs:range xsd:double)
+   (gnt:tx_start rdfs:range xsd:double)
+   (gnt:has_target_seq rdfs:domain gnc:probeset))
   (triples
       (string->identifier
        "gene" (regexp-substitute/global
@@ -83,10 +83,10 @@
                 (field ("CONCAT_WS('_', GeneSymbol, GeneID, AlignID)" GENE_UID)))
                'pre "_" 'post)
        #:proc (lambda (x) x))
-    (set rdf:type 'gnc:Gene)
-    (set gnt:geneSymbol (field GeneList GeneSymbol))
+    (set rdf:type 'gnc:gene)
+    (set gnt:gene_symbol (field GeneList GeneSymbol))
     (set dct:description (sanitize-rdf-string (field GeneList GeneDescription)))
-    (set gnt:hasGeneId (ontology 'gene: (field GeneList GeneId)))
+    (set gnt:has_gene_id (ontology 'gene: (field GeneList GeneId)))
     (set dct:references
          (let ((symbol (field GeneList GeneSymbol)))
            (if (not (string-blank? symbol))
@@ -96,7 +96,7 @@
                         "https://www.ebi.ac.uk/gwas/search?query="
                         (uri-encode
                          (string-trim-both symbol))
-                        "a gnc:ebiGwasLink"))
+                        "a gnc:ebi_gwas_link"))
                "")))
     (set dct:references
          (let ((symbol (field GeneList GeneSymbol))
@@ -109,7 +109,7 @@
                (string->symbol
                 (format #f "<~0@*~a> .~%<~0@*~a> ~1@*~a"
                         "http://mouse.brain-map.org/search/show?search_type=gene&search_term="
-                        "a gnc:abaLink"
+                        "a gnc:aba_link"
                         (if (string=? species "mouse")
                             (uri-encode
                              (string-trim-both symbol))
@@ -131,7 +131,7 @@
                          (string-trim-both symbol))
                         "&category=Gene&species="
                         (string-capitalize species)
-                        "a gnc:rgdLink"))
+                        "a gnc:rgd_link"))
                "")))
     (set dct:references
          (let ((geneId (field GeneList GeneID))
@@ -149,7 +149,7 @@
                         species
                         "#goto=genereport&id="
                         geneId
-                        "a gnc:biogpsLink"))
+                        "a gnc:biogps_link"))
                "")))
     (set dct:references
          (let ((geneId (field GeneList GeneID)))
@@ -159,7 +159,7 @@
                         "<~0@*~a~1@*~a> .~%<~0@*~a~1@*~a> ~2@*~a"
                         "http://www.chibi.ubc.ca/Gemma/gene/showGene.html?ncbiid="
                         geneId
-                        "a gnc:gemmaLink"))
+                        "a gnc:gemma_link"))
                "")))
     (set dct:references
          (let ((symbol (field GeneList GeneSymbol))
@@ -177,7 +177,7 @@
                         species
                         (uri-encode
                          (string-trim-both symbol))
-                        "a gnc:genemaniaLink"))
+                        "a gnc:genemania_link"))
                "")))
     (set dct:references
          (let ((symbol (field GeneList GeneSymbol)))
@@ -188,7 +188,7 @@
                         "http://www.pantherdb.org/genes/geneList.do?searchType=basic&fieldName=all&organism=all&listType=1&fieldValue="
                         (uri-encode
                          (string-trim-both symbol))
-                        "a gnc:pantherLink"))
+                        "a gnc:panther_link"))
                "")))
     (set dct:references
          (let ((symbol (field GeneList GeneSymbol)))
@@ -199,7 +199,7 @@
                         "http://string-db.org/newstring_cgi/show_network_section.pl?identifier="
                         (uri-encode
                          (string-trim-both symbol))
-                        "a gnc:stringLink"))
+                        "a gnc:panther_link"))
                "")))
     (set dct:references
          (let ((symbol (field GeneList GeneSymbol)))
@@ -210,7 +210,7 @@
                         "https://www.gtexportal.org/home/gene/"
                         (uri-encode
                          (string-trim-both symbol))
-                        "a gnc:gtexLink"))
+                        "a gnc:gtex_link"))
                "")))
     (set dct:references
          (let ((symbol (field GeneList GeneSymbol)))
@@ -221,18 +221,18 @@
                         "http://www.proteinatlas.org/search/"
                         (uri-encode
                          (string-trim-both symbol))
-                        "a gnc:proteinAtlasLink"))
+                        "a gnc:protein_atlas_link"))
                "")))
     (set gnt:chromosome (field GeneList Chromosome))
-    (set gnt:TxStart (annotate-field
-                      (field GeneList TxStart)
+    (set gnt:tx_start (annotate-field
+                      (field GeneList tx_start)
                       '^^xsd:double))
-    (set gnt:TxEnd (annotate-field
-                    (field GeneList TxEnd)
+    (set gnt:tx_end (annotate-field
+                    (field GeneList tx_end)
                     '^^xsd:double))
-    (set gnt:Strand (string-trim-both (field GeneList Strand)))
+    (set gnt:strand (string-trim-both (field GeneList Strand)))
     (set
-     gnt:belongsToSpecies
+     gnt:belongs_to_species
      (string->identifier
       ""
       (remap-species-identifiers
@@ -243,11 +243,11 @@
      gnt:transcript
      (ontology 'transcript:
                (string-trim-both (field GeneList NM_ID))))
-    (set gnt:hasKgID (string-trim-both (field GeneList kgID)))
-    (set gnt:hasUnigenID (string-trim-both (field GeneList UnigenID)))
-    (set gnt:hasProteinID (string-trim-both (field GeneList ProteinID)))
-    (set gnt:hasAlignID (string-trim-both (field GeneList AlignID)))
-    (set gnt:hasRgdID
+    (set gnc:has_kg_id (string-trim-both (field GeneList kgID)))
+    (set gnc:has_unigen_id (string-trim-both (field GeneList UnigenID)))
+    (set gnt:has_protein_id (string-trim-both (field GeneList ProteinID)))
+    (set gnt:has_align_id (string-trim-both (field GeneList AlignID)))
+    (set gnt:has_rgd_id
          (field ("IFNULL(RGD_ID, '')" RGD_ID)))))
 
 (define-transformer genelist-rn33
@@ -260,27 +260,27 @@
              (number->string
               gene-uid)
              gene-uid)))
-    (set rdf:type 'gnc:Gene)
-    (set gnt:belongsToSpecies 'gn:Rattus_norvegicus)
-    (set gnt:geneSymbol (string-trim-both (field GeneList_rn33 geneSymbol)))
+    (set rdf:type 'gnc:gene)
+    (set gnt:belongs_to_species 'gn:Rattus_norvegicus)
+    (set gnt:gene_symbol (string-trim-both (field GeneList_rn33 gene_symbol)))
     (set gnt:chromosome (field GeneList_rn33 chromosome))
-    (set gnt:TxStart (annotate-field
+    (set gnt:tx_start (annotate-field
                       (field GeneList_rn33 txStart)
                       '^^xsd:double))
-    (set gnt:TxEnd (annotate-field
+    (set gnt:tx_end (annotate-field
                     (field GeneList_rn33 txEnd)
                     '^^xsd:double))
-    (set gnt:Strand (string-trim-both (field GeneList_rn33 strand)))
+    (set gnt:strand (string-trim-both (field GeneList_rn33 strand)))
     (set
      gnt:transcript
      (ontology
       'transcript:
       (string-trim-both (field GeneList_rn33 NM_ID))))
     (set
-     gnt:hasKgID
+     gnc:has_kg_id
      (string-trim-both (field GeneList_rn33 kgID)))
     (set dct:references
-         (let ((symbol (field GeneList_rn33 geneSymbol)))
+         (let ((symbol (field GeneList_rn33 gene_symbol)))
            (if (not (string-blank? symbol))
                (string->symbol
                 (format #f
@@ -290,17 +290,17 @@
                         "a gnc:PantherLink"))
                "")))
     (set dct:references
-         (let ((symbol (string-trim-both (field GeneList_rn33 geneSymbol))))
+         (let ((symbol (string-trim-both (field GeneList_rn33 gene_symbol))))
            (if (not (string-blank? symbol))
                (string->symbol
                 (format #f
                         "<~0@*~a~1@*~a> .~%<~0@*~a~1@*~a> ~2@*~a"
                         "https://www.ebi.ac.uk/gwas/search?query="
                         (string-trim-both symbol)
-                        "a gnc:ebiGwasLink"))
+                        "a gnc:ebi_gwas_link"))
                "")))
     (set dct:references
-         (let ((symbol (string-trim-both (field GeneList_rn33 geneSymbol))))
+         (let ((symbol (string-trim-both (field GeneList_rn33 gene_symbol))))
            (if (not (string-blank? symbol))
                (string->symbol
                 (format #f
@@ -308,10 +308,10 @@
                         "http://string-db.org/newstring_cgi/show_network_section.pl?identifier="
                         (uri-encode
                          (string-trim-both symbol))
-                        "a gnc:stringLink"))
+                        "a gnc:panther_link"))
                "")))
     (set dct:references
-         (let ((symbol (string-trim-both (field GeneList_rn33 geneSymbol))))
+         (let ((symbol (string-trim-both (field GeneList_rn33 gene_symbol))))
            (if (not (string-blank? symbol))
                (string->symbol
                 (format #f
@@ -319,10 +319,10 @@
                         "https://www.gtexportal.org/home/gene/"
                         (uri-encode
                          (string-trim-both symbol))
-                        "a gnc:gtexLink"))
+                        "a gnc:gtex_link"))
                "")))
     (set dct:references
-         (let ((symbol (string-trim-both (field GeneList_rn33 geneSymbol))))
+         (let ((symbol (string-trim-both (field GeneList_rn33 gene_symbol))))
            (if (not (string-blank? symbol))
                (string->symbol
                 (format #f
@@ -330,7 +330,7 @@
                         "http://www.proteinatlas.org/search/"
                         (uri-encode
                          (string-trim-both symbol))
-                        "a gnc:proteinAtlasLink"))
+                        "a gnc:protein_atlas_link"))
                "")))))
 
 
diff --git a/examples/generif-old.scm b/examples/generif-old.scm
deleted file mode 100755
index ede5a28..0000000
--- a/examples/generif-old.scm
+++ /dev/null
@@ -1,241 +0,0 @@
-#! /usr/bin/env guile
-!#
-
-(use-modules (srfi srfi-1)
-             (srfi srfi-26)
-             (rnrs bytevectors)
-             (ice-9 format)
-             (ice-9 getopt-long)
-             (ice-9 match)
-             (ice-9 regex)
-             (transform strings)
-             (transform sql)
-             (transform triples)
-             (transform special-forms))
-
-
-
-(define (fix-email-id email)
-  (string-delete #\space email))
-
-(define (investigator-attributes->id first-name last-name email)
-  ;; There is just one record corresponding to "Evan Williams" which
-  ;; does not have an email ID. To accommodate that record, we
-  ;; construct the investigator ID from not just the email ID, but
-  ;; also the first and the last names. It would be preferable to just
-  ;; find Evan Williams' email ID and insert it into the database.
-  (string->identifier "investigator"
-                      (string-join
-                       (list first-name last-name (fix-email-id email))
-                       "_")))
-
-
-
-(define-transformer genewiki-symbols
-  (tables (GeneRIF_BASIC)
-          "GROUP BY BINARY symbol")
-  (triples
-      (string->identifier
-       "symbol"
-       (regexp-substitute/global #f "[^A-Za-z0-9:]"
-                                 (field GeneRIF_BASIC symbol)
-                                 'pre "_" 'post)
-       #:proc (lambda (x) x))
-    (set rdfs:label
-         (field GeneRIF_BASIC symbol))))
-
-;; Some symbols exist in the RIF table that don't exist in the GeneRIF
-;; table.
-(define-transformer generif-symbols
-  (tables (GeneRIF)
-          "WHERE symbol NOT IN (SELECT symbol from GeneRIF_BASIC) GROUP BY BINARY symbol")
-  (triples
-      (string->identifier
-       "symbol"
-       (regexp-substitute/global #f "[^A-Za-z0-9:]"
-                                 (field GeneRIF symbol)
-                                 'pre "_" 'post)
-       #:proc (lambda (x) x))
-    (set rdfs:label
-         (field GeneRIF symbol))))
-
-(define-transformer gn-genewiki-entries
-  (tables (GeneRIF
-           (left-join Species "ON Species.SpeciesId = GeneRIF.SpeciesId")
-           (left-join GeneRIFXRef "ON GeneRIFXRef.GeneRIFId = GeneRIF.Id")
-           (left-join GeneCategory "ON GeneRIFXRef.GeneCategoryId = GeneCategory.Id")
-           (left-join Investigators "ON Investigators.Email = GeneRIF.email"))
-          "WHERE GeneRIF.display > 0 AND GeneRIF.VersionId = 0 AND GeneRIF.comment IS NOT NULL GROUP BY GeneRIF.comment, BINARY GeneRIF.symbol")
-  (schema-triples
-   (gnc:GeneWikiEntry a rdfs:Class)
-   (gnc:GNWikiEntry rdfs:subClassOf gnc:GeneWikiEntry)
-   (gnc:GNWikiEntry rdfs:comment "Represents GeneRIF Entries entered from GeneNetwork")
-   (gnt:geneSymbol rdfs:domain gnc:GNWikiEntry))
-  (triples
-      (string->identifier
-       "symbol"
-       (regexp-substitute/global
-        #f "[^A-Za-z0-9:]"
-        (field GeneRIF symbol)
-        'pre "_" 'post)
-       #:proc (lambda (x) x))
-    (set rdfs:comment
-         (let* ([generif-comment (sanitize-rdf-string (field GeneRIF comment))]
-                [create-time (field GeneRIF createtime EntryCreateTime)]
-                [pmid (field GeneRIF PubMed_ID PMID)]
-                [web-url (field GeneRIF weburl)]
-                [species (string->identifier
-                          ""
-                          (remap-species-identifiers (field Species Fullname))
-                          #:separator ""
-                          #:proc string-capitalize-first)]
-                [categories
-                 (remove (lambda (x)
-                           (or (eq? x #f)
-                               (and (string? x)
-                                    (string-null? x))))
-                         (remove-duplicates
-                          (string-split-substring
-                           (field ("GROUP_CONCAT(DISTINCT GeneCategory.Name SEPARATOR '$$')"
-                                   GeneCategory))
-                           "$$")))])
-           (string->symbol
-            (string-append
-             "[ "
-             (format #f "rdf:type gnc:GNWikiEntry ; ")
-             (if (string? species)
-                 ""
-                 (format #f "gnt:belongsToSpecies ~a ; "
-                         species))
-             (format #f "rdfs:comment ~s^^xsd:string ; "
-                     generif-comment)
-             (if (string? create-time)
-                 ""
-                 (format #f "dct:created ~s^^xsd:datetime ; "
-                         (time-unix->string
-                          create-time "~5")))
-             (if (and (string? pmid) (not (string-null? pmid)))
-                 (format #f
-                         "~{dct:references pubmed:~a ; ~}"
-                         (string-split pmid #\space))
-                 "")
-             (if (and (not (string-null?
-                            (string-trim-both (field GeneRIF email))))
-                      (not (string-null? (field Investigators Email))))
-                 (format #f "dct:creator ~a ; "
-                         (investigator-attributes->id
-                          (field Investigators FirstName)
-                          (field Investigators LastName)
-                          (field Investigators Email)))
-                 "")
-             (if (not (null? categories))
-                 (format #f
-                         "~{gnt:belongsToCategory ~s ; ~}"
-                         categories)
-                 "")
-             (if (and (string? web-url) (not (string-null? web-url)))
-                 (format #f "foaf:homepage ~s ; "
-                         web-url)
-                 "")
-             " ] "))))))
-
-(define-transformer ncbi-genewiki-entries
-  (tables (GeneRIF_BASIC
-           (left-join Species "USING (SpeciesId)"))
-          "WHERE GeneRIF_BASIC.comment IS NOT NULL AND TRIM(GeneRIF_BASIC.comment) != '' AND TRIM(GeneRIF_BASIC.symbol) != '' GROUP BY GeneRIF_BASIC.comment, GeneRIF_BASIC.createtime, GeneRIF_BASIC.VersionId, GeneRIF_BASIC.SpeciesId, GeneRIF_BASIC.TaxID")
-  (schema-triples
-   (gnc:NCBIWikiEntry rdfs:subClassOf gnc:GeneWikiEntry)
-   (gnc:NCBIWikiEntry rdfs:comment "Represents GeneRIF Entries obtained from NCBI")
-   (gnt:hasVersionId a owl:ObjectProperty)
-   (gnt:hasVersionId rdfs:domain gnc:NCBIWikiEntry)
-   (gnt:hasVersionId skos:definition "The VersionId of this this resource"))
-  (triples
-      (string->identifier
-       "symbol"
-       (regexp-substitute/global #f "[^A-Za-z0-9:]"
-                                 (field GeneRIF_BASIC symbol GeneRIFSymbol)
-                                 'pre "_" 'post)
-       #:proc (lambda (x) x))
-    (set rdfs:comment
-         (let ([ncbi-comment (sanitize-rdf-string (field GeneRIF_BASIC comment))]
-               [species-name
-                (string->identifier
-                 ""
-                 (remap-species-identifiers (field Species Fullname SpeciesFullName))
-                 #:separator ""
-                 #:proc string-capitalize-first)]
-               [taxonomic-id (field GeneRIF_BASIC TaxID TaxonomicId)]
-               [create-time (field GeneRIF_BASIC createtime EntryCreateTime)]
-               [pmid (field GeneRIF_BASIC PubMed_ID PMID)]
-               [gene-id (field GeneRIF_BASIC GeneId)]
-               [version-id (field GeneRIF_BASIC VersionId)])
-           (string->symbol
-            (string-append
-             "[ "
-             (format #f "rdf:type gnc:NCBIWikiEntry ; ")
-             (format #f "rdfs:comment ~s^^xsd:string ; "
-                     ncbi-comment)
-             (format #f "gnt:belongsToSpecies ~a ; "
-                     species-name)
-             (if (eq? #f taxonomic-id)
-                 ""
-                 (format #f "skos:notation taxon:~a ; "
-                         taxonomic-id))
-             (format #f "gnt:hasGeneId generif:~a ; "
-                     gene-id)
-             (format #f "gnt:hasVersionId '~a'^^xsd:integer ; "
-                     version-id)
-             (if (and (string? pmid) (not (string-null? pmid)))
-                 (format #f
-                         "~{dct:references pubmed:~a ; ~}"
-                         (string-split pmid #\space))
-                 "")
-             (if (string? create-time)
-                 ""
-                 (format #f "dct:created ~s^^xsd:datetime ; "
-                         (time-unix->string
-                          create-time "~5")))
-             " ]"))))))
-
-
-
-(let* ((option-spec
-        '((settings (single-char #\s) (value #t))
-          (output (single-char #\o) (value #t))
-          (documentation (single-char #\d) (value #t))))
-       (options (getopt-long (command-line) option-spec))
-       (settings (option-ref options 'settings #f))
-       (output (option-ref options 'output #f))
-       (documentation (option-ref options 'documentation #f))
-       (%connection-settings
-        (call-with-input-file settings
-          read)))
-
-  (with-documentation
-   (name "GeneRIF Metadata")
-   (connection %connection-settings)
-   (table-metadata? #f)
-   (prefixes
-    '(("rdf:" "<http://www.w3.org/1999/02/22-rdf-syntax-ns#>")
-      ("rdfs:" "<http://www.w3.org/2000/01/rdf-schema#>")
-      ("skos:" "<http://www.w3.org/2004/02/skos/core#>")
-      ("xkos:" "<http://rdf-vocabulary.ddialliance.org/xkos#>")
-      ("gn:" "<http://genenetwork.org/id/>")
-      ("gnc:" "<http://genenetwork.org/category/>")
-      ("gnt:" "<http://genenetwork.org/term/>")
-      ("dct:" "<http://purl.org/dc/terms/>")
-      ("foaf:" "<http://xmlns.com/foaf/0.1/>")
-      ("pubmed:" "<http://rdf.ncbi.nlm.nih.gov/pubmed/>")
-      ("taxon:" "<https://www.ncbi.nlm.nih.gov/Taxonomy/Browser/wwwtax.cgi?mode=Info&id=>")
-      ("generif:" "<http://www.ncbi.nlm.nih.gov/gene?cmd=Retrieve&dopt=Graphics&list_uids=>")
-      ("xsd:" "<http://www.w3.org/2001/XMLSchema#>")
-      ("owl:" "<http://www.w3.org/2002/07/owl#>")))
-   (inputs
-    (list
-     genewiki-symbols
-     generif-symbols
-     gn-genewiki-entries
-     ncbi-genewiki-entries))
-   (outputs
-    `(#:documentation ,documentation
-      #:rdf ,output))))
diff --git a/examples/generif.scm b/examples/generif.scm
index 628e34e..5fb95f7 100755
--- a/examples/generif.scm
+++ b/examples/generif.scm
@@ -23,16 +23,16 @@
           "WHERE GeneRIF.display > 0 AND GeneRIF.comment IS NOT NULL
 GROUP BY GeneRIF.Id, GeneRIF.versionId, GeneRIF.symbol")
   (schema-triples
-   (gnc:GeneWikiEntry a rdfs:Class)
-   (gnc:GNWikiEntry rdfs:subClassOf gnc:GeneWikiEntry)
+   (gnc:gene_wiki_entry a rdfs:Class)
+   (gnc:GNWikiEntry rdfs:subClassOf gnc:gene_wiki_entry)
    (gnt:initial a owl:ObjectProperty)
-   (gnt:initial rdfs:domain gnc:GeneWikiEntry)
+   (gnt:initial rdfs:domain gnc:gene_wiki_entry)
    (gnt:initial skos:definition "Optional user or project code or your initials")
    (gnt:reason a owl:ObjectProperty)
-   (gnt:reason rdfs:domain gnc:GeneWikiEntry)
+   (gnt:reason rdfs:domain gnc:gene_wiki_entry)
    (gnt:reason skos:definition "The reason why this resource was modified")
    (gnc:GNWikiEntry rdfs:comment "Represents GeneRIF Entries entered from GeneNetwork")
-   (gnt:geneSymbol rdfs:domain gnc:GNWikiEntry))
+   (gnt:gene_symbol rdfs:domain gnc:GNWikiEntry))
   (triples
       (format
        #f "gn:wiki-~a-~a"
@@ -46,7 +46,7 @@ GROUP BY GeneRIF.Id, GeneRIF.versionId, GeneRIF.symbol")
                               '(("'" . "\\'"))))))
     (set rdf:type 'gnc:GNWikiEntry)
     (set gnt:symbol (field GeneRIF symbol))
-    (set gnt:belongsToSpecies (string->identifier
+    (set gnt:belongs_to_species (string->identifier
                                ""
                                (remap-species-identifiers (field Species Fullname))
                                #:separator ""
@@ -90,8 +90,8 @@ GROUP BY GeneRIF.Id, GeneRIF.versionId, GeneRIF.symbol")
   (tables (GeneRIF_BASIC
            (left-join Species "USING (SpeciesId)")))
   (schema-triples
-   (gnc:NCBIWikiEntry rdfs:subClassOf gnc:GeneWikiEntry)
-   (gnc:NCBIWikiEntry rdfs:comment "Represents GeneRIF Entries obtained from NCBI"))
+   (gnc:ncbi_wiki_entry rdfs:subClassOf gnc:gene_wiki_entry)
+   (gnc:ncbi_wiki_entry rdfs:comment "Represents GeneRIF Entries obtained from NCBI"))
   (triples
       (format
        #f "gn:rif-~a-~a-~a-~a"
@@ -124,11 +124,11 @@ GROUP BY GeneRIF.Id, GeneRIF.versionId, GeneRIF.symbol")
                 (version-id (field GeneRIF_BASIC versionId)))
            (string->symbol
             (string-append
-             (format #f "gnc:NCBIWikiEntry ;\n")
+             (format #f "gnc:ncbi_wiki_entry ;\n")
              (format #f "\trdfs:label ~a ;\n" comment)
-             (format #f "\tgnt:belongsToSpecies ~a ;\n" species)
+             (format #f "\tgnt:belongs_to_species ~a ;\n" species)
              (format #f "\tgnt:symbol ~s ;\n" symbol)
-             (format #f "\tgnt:hasGeneId generif:~a ;\n" gene-id)
+             (format #f "\tgnt:has_gene_id generif:~a ;\n" gene-id)
              (match taxon-id
                ((? number? x)
                 (format #f "\tskos:notation taxon:~a ;\n" taxon-id))
diff --git a/examples/genotype.scm b/examples/genotype.scm
index 7e72cf8..257a3fa 100755
--- a/examples/genotype.scm
+++ b/examples/genotype.scm
@@ -21,30 +21,30 @@
   (schema-triples
    (gnt:chr a owl:ObjectProperty)
    (gnt:chr skos:description "This resource is located on a given chromosome")
-   (gnt:chr rdfs:domain gnc:Genotype)
+   (gnt:chr rdfs:domain gnc:genotype)
    (gnt:mb a owl:ObjectProperty)
    (gnt:mb skos:definition "The size of this resource in Mb")
-   (gnt:mb rdfs:domain gnc:Genotype)
-   (gnt:mbMm8 a owl:ObjectProperty)
-   (gnt:mbMm8 skos:definition "TODO")
-   (gnt:mbMm8 rdfs:domain gnc:Genotype)
+   (gnt:mb rdfs:domain gnc:genotype)
+   (gnt:mb_mm8 a owl:ObjectProperty)
+   (gnt:mb_mm8 skos:definition "TODO")
+   (gnt:mb_mm8 rdfs:domain gnc:genotype)
    (gnt:mb2016 a owl:ObjectProperty)
    (gnt:mb2016 skos:definition "TODO")
-   (gnt:mb2016 rdfs:domain gnc:Genotype)
-   (gnt:hasSequence a owl:ObjectProperty)
-   (gnt:hasSequence skos:definition "This resource has a given sequence")
-   (gnt:hasSequence rdfs:domain gnc:Genotype)
-   (gnt:hasSource a owl:ObjectProperty)
-   (gnt:hasSource rdfs:domain gnc:Genotype)
-   (gnt:hasSource skos:definition "This resource was obtained from this given source")
-   (gnt:hasAltSourceName a owl:ObjectProperty)
-   (gnt:hasAltSourceName rdfs:domain gnc:Genotype)
-   (gnt:hasAltSourceName
+   (gnt:mb2016 rdfs:domain gnc:genotype)
+   (gnt:has_sequence a owl:ObjectProperty)
+   (gnt:has_sequence skos:definition "This resource has a given sequence")
+   (gnt:has_sequence rdfs:domain gnc:genotype)
+   (gnt:has_source a owl:ObjectProperty)
+   (gnt:has_source rdfs:domain gnc:genotype)
+   (gnt:has_source skos:definition "This resource was obtained from this given source")
+   (gnt:has_alt_source_name a owl:ObjectProperty)
+   (gnt:has_alt_source_name rdfs:domain gnc:genotype)
+   (gnt:has_alt_source_name
     skos:definition
     "The alternative name this resource was obtained from")
-   (gnt:chrNum a owl:ObjectProperty)
-   (gnt:chrNum rdfs:domain gnc:Genotype)
-   (gnt:chrNum skos:definition "The chromosome number for this resource"))
+   (gnt:chr_num a owl:ObjectProperty)
+   (gnt:chr_num rdfs:domain gnc:genotype)
+   (gnt:chr_num skos:definition "The chromosome number for this resource"))
   (triples
       (string->identifier
        ""
@@ -52,30 +52,29 @@
         #f "[^A-Za-z0-9:]"
         (field Geno Name)
         'pre "_" 'post)
-       #:separator ""
-       #:proc string-capitalize-first)
-    (set rdf:type 'gnc:Genotype)
+       #:separator "_"
+       #:proc (lambda (x) x))
+    (set rdf:type 'gnc:genotype)
     (set rdfs:label (sanitize-rdf-string (field Geno Name)))
     (set gnt:chr (field Geno Chr))
     (set gnt:mb (annotate-field
                  (field ("IFNULL(Geno.Mb, '')" Mb)) '^^xsd:double))
-    (set gnt:mbMm8 (annotate-field (field ("IFNULL(Geno.Mb_mm8, '')" Mb_mm8))
+    (set gnt:mb_mm8 (annotate-field (field ("IFNULL(Geno.Mb_mm8, '')" Mb_mm8))
                                    '^^xsd:double))
     (set gnt:mb2016
          (annotate-field (field ("IFNULL(Geno.Mb_2016, '')" Mb_2016))
                          '^^xsd:double))
-    (set gnt:hasSequence (field Geno Sequence))
-    (set gnt:hasSource (field Geno Source))
+    (set gnt:has_sequence (field Geno Sequence))
+    (set gnt:has_source (field Geno Source))
     ;; Only transform Source2 if it differs from Source
-    (set gnt:hasAltSourceName
+    (set gnt:has_alt_source_name
          (field ("IF((Source2 = Source), NULL, Source2)"
                  Source2)))
-    (set gnt:belongsToSpecies
-         (string->identifier
-          "" (remap-species-identifiers (field Species Fullname))
-          #:separator ""
-          #:proc string-capitalize-first))
-    (set gnt:chrNum
+    (set gnt:belongs_to_species
+         (string->identifier "" (remap-species-identifiers (field Species Fullname))
+                             #:separator "_"
+                             #:proc string-downcase))
+    (set gnt:chr_num
          (annotate-field
           (field Geno chr_num)
           '^^xsd:int))
diff --git a/examples/phenotype.scm b/examples/phenotype.scm
index aa1e9c5..1bec264 100755
--- a/examples/phenotype.scm
+++ b/examples/phenotype.scm
@@ -20,50 +20,52 @@
            (left-join Publication "ON Publication.Id = PublishXRef.PublicationId")
            (left-join Phenotype "ON Phenotype.Id = PublishXRef.PhenotypeId")))
   (schema-triples
-   (gnt:traitId a owl:ObjectProperty)
-   (gnt:traitId rdfs:domain gnc:Phenotype)
-   (gnt:traitId skos:definition "This is the unique trait id assigned from GeneNetwork")
+   (gnt:trait_id a owl:ObjectProperty)
+   (gnt:trait_id rdfs:domain gnc:phenotype)
+   (gnt:trait_id skos:definition "This is the unique trait id assigned from GeneNetwork")
    (gnt:abbreviation a owl:ObjectProperty)
-   (gnt:abbreviation rdfs:domain gnc:Phenotype)
+   (gnt:abbreviation rdfs:domain gnc:phenotype)
    (gnt:abbreviation skos:definition "The abbreviation used for this resource")
    (gnt:labCode a owl:ObjectProperty)
-   (gnt:labCode rdfs:domain gnc:Phenotype)
+   (gnt:labCode rdfs:domain gnc:phenotype)
    (gnt:submitter a owl:ObjectProperty)
-   (gnt:submitter rdfs:domain gnc:Phenotype)
+   (gnt:submitter rdfs:domain gnc:phenotype)
    (gnt:submitter skos:definition "A person who submitted this resource to GN")
    (gnt:mean a rdf:Property)
    (gnt:mean a qb:MeasureProperty)
    (gnt:mean rdfs:subPropertyOf sdmx-measure:obsValue)
-   (gnt:mean rdfs:domain gnc:Phenotype)
+   (gnt:mean rdfs:domain gnc:phenotype)
    (gnt:mean rdfs:range xsd:double)
-   (gnt:lodScore a rdf:Property)
-   (gnt:lodScore a qb:MeasureProperty)
-   (gnt:lodScore rdfs:subPropertyOf sdmx-measure:obsValue)
-   (gnt:lodScore rdfs:domain gnc:Phenotype)
-   (gnt:lodScore rdfs:range xsd:double)
-   (gnt:lodScore rdfs:label "Peak -logP")
-   (gnt:lodScore skos:definition "Statistical measurement assessing the likelihood of genetic linkage between traits or genetic markers.")
+   (gnt:lod_score a rdf:Property)
+   (gnt:lod_score a qb:MeasureProperty)
+   (gnt:lod_score rdfs:subPropertyOf sdmx-measure:obsValue)
+   (gnt:lod_score rdfs:domain gnc:phenotype)
+   (gnt:lod_score rdfs:range xsd:double)
+   (gnt:lod_score rdfs:label "Peak -logP")
+   (gnt:lod_score skos:definition "Statistical measurement assessing the likelihood of genetic linkage between traits or genetic markers.")
    (gnt:locus a rdf:Property)
    (gnt:locus a qb:MeasureProperty)
    (gnt:locus rdfs:subPropertyOf sdmx-measure:obsValue)
-   (gnt:locus rdfs:domain gnc:Phenotype)
+   (gnt:locus rdfs:domain gnc:phenotype)
    (gnt:locus rdfs:range rdfs:Literal)
-   (gnt:additive rdfs:domain gnc:Phenotype)
+   (gnt:additive rdfs:domain gnc:phenotype)
    (gnt:additive rdfs:range xsd:double)
-   (gnt:sequence rdfs:domain gnc:Phenotype)
+   (gnt:sequence rdfs:domain gnc:phenotype)
    (gnt:sequence rdfs:range xsd:integer))
   (triples (string->identifier
             "trait"
             (field ("CONCAT(IFNULL(InbredSet.InbredSetCode, PublishXRef.InbredSetId), '_', PublishXRef.Id)"
-                    Phenotype)))
-    (set rdf:type 'gnc:Phenotype)
-    (set gnt:belongsToGroup
+                    Phenotype))
+            #:separator "_"
+            #:proc (lambda (x) x))
+    (set rdf:type 'gnc:phenotype)
+    (set gnt:belongs_to_group
          (string->identifier
           "set" (field InbredSet Name InbredSetName)
-          #:separator ""
+          #:separator "_"
           #:proc string-capitalize-first))
     ;; This is the trait's name
-    (set gnt:traitId
+    (set gnt:trait_id
          (let ((trait-id (field PublishXRef Id)))
            (if (number? trait-id)
                (number->string trait-id)
@@ -92,7 +94,7 @@
            'pre "_" 'post)
           #:separator ""
           #:proc string-capitalize-first))
-    (set gnt:lodScore (annotate-field
+    (set gnt:lod_score (annotate-field
                   (field ("IFNULL((PublishXRef.LRS/4.604), '')" lrs))
                   '^^xsd:double))
     (set gnt:additive
diff --git a/examples/strains.scm b/examples/strains.scm
index 2e1e24f..ae45a93 100755
--- a/examples/strains.scm
+++ b/examples/strains.scm
@@ -69,8 +69,8 @@ At this point it is not very clear how Name, Name2, Symbol and Alias are used.
   (schema-triples
    (gnt:alias rdfs:domain gnc:strain)
    (gnt:alias a owl:ObjectProperty)
-   (gnt:geneSymbol rdfs:domain gnc:strain)
-   (gnt:geneSymbol a owl:ObjectProperty))
+   (gnt:gene_symbol rdfs:domain gnc:strain)
+   (gnt:gene_symbol a owl:ObjectProperty))
   (triples (string->identifier
             ""
             (regexp-substitute/global
@@ -78,24 +78,24 @@ At this point it is not very clear how Name, Name2, Symbol and Alias are used.
              (field Strain Name)
              'pre "_" 'post))
     (set rdf:type 'gnc:strain)
-    (set gnt:belongsToSpecies
+    (set gnt:belongs_to_species
          (string->identifier "" (remap-species-identifiers (field Species Fullname))
-                             #:separator ""
-                             #:proc string-capitalize-first))
+                             #:separator "_"
+                             #:proc string-downcase))
     ;; Name, and maybe a second name
     (set rdfs:label (sanitize-rdf-string (field Strain Name)))
     (set skos:altLabel (sanitize-rdf-string (field ("IF ((Strain.Name2 != Strain.Name), Strain.Name2, '')" Name2))))
     (set gnt:alias (sanitize-rdf-string (field ("IF ((Strain.Alias != Strain.Name), Strain.Alias, '')" Alias))))
-    (set gnt:geneSymbol (field Strain Symbol))))
+    (set gnt:gene_symbol (field Strain Symbol))))
 
 (define-transformer mapping-method
   (tables (MappingMethod))
   (schema-triples
-   (gnc:mappingMethod a skos:Concept)
-   (gnc:mappingMethod skos:definition "Terms that decribe mapping methods used on this resource"))
+   (gnc:mapping_method a skos:Concept)
+   (gnc:mapping_method skos:definition "Terms that decribe mapping methods used on this resource"))
   (triples
-      (string->identifier "mappingMethod" (field MappingMethod Name))
-    (set rdf:type 'gnc:mappingMethod)
+      (string->identifier "mapping_method" (field MappingMethod Name))
+    (set rdf:type 'gnc:mapping_method)
     (set rdfs:label (field MappingMethod Name))))
 
 (define-transformer avg-method
@@ -103,10 +103,10 @@ At this point it is not very clear how Name, Name2, Symbol and Alias are used.
   ;; the Name field.
   (tables (AvgMethod))
   (schema-triples
-   (gnc:avgMethod a skos:Concept)
-   (gnc:avgMethod skos:definition "Terms that decribe normalization methods used on this resource"))
+   (gnc:avg_method a skos:Concept)
+   (gnc:avg_method skos:definition "Terms that decribe normalization methods used on this resource"))
   (triples (string->identifier "avgMethod" (field AvgMethod Name AvgMethodName))
-    (set rdf:type 'gnc:avgMethod)
+    (set rdf:type 'gnc:avg_method)
     (set rdfs:label (field AvgMethod Normalization))))
 
 
diff --git a/examples/tissue.scm b/examples/tissue.scm
index 2659b66..6bd30ff 100755
--- a/examples/tissue.scm
+++ b/examples/tissue.scm
@@ -20,7 +20,8 @@
    (gnc:tissue a skos:Concept))
   ;; Hopefully the Short_Name field is distinct and can be used as an
   ;; identifier.
-  (triples (string->identifier "tissue" (field Tissue Short_Name))
+  (triples (string->identifier "tissue" (field Tissue Short_Name)
+                               #:separator "_")
     (set rdf:type 'gnc:tissue)
     (set rdfs:label (field Tissue Name))))