Help:WikiPathways Metabolomics

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(→Labels which are also marked as metabolite)
Current revision (08:00, 10 February 2023) (view source)
(→All HMDB identifiers)
 
(31 intermediate revisions not shown.)
Line 13: Line 13:
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
-
select distinct ?o where {
+
select str(?o) where {
   ?pw a wp:Pathway ;
   ?pw a wp:Pathway ;
     <http://purl.org/pav/version> ?o .
     <http://purl.org/pav/version> ?o .
Line 34: Line 34:
</pre>
</pre>
-
[http://goo.gl/yQt6F Run]
 
-
== CHEMINF ontology ==
 
-
 
-
Some properties are exposed using the CHEMINF ontology. We can see which attributes those are with:
 
-
 
-
<pre>
 
-
prefix cheminf:      <http://semanticscience.org/resource/>
 
-
 
-
select distinct ?attribType where {
 
-
  ?mb cheminf:CHEMINF_000200 ?ciAttrib .
 
-
  ?ciAttrib a ?attribType .
 
-
}
 
-
</pre>
 
-
 
-
[http://goo.gl/99yih Run]
 
== Pathway properties ==
== Pathway properties ==
Line 63: Line 48:
}
}
</pre>
</pre>
-
 
-
[http://goo.gl/EEWXX Run]
 
== Latest data only ==
== Latest data only ==
Line 94: Line 77:
</pre>
</pre>
-
[http://goo.gl/8gzVR Run]
+
{|
 +
|'''Revision'''
 +
|'''Count'''
 +
|-
 +
|67787
 +
|5790
 +
|-
 +
|69675
 +
|5801
 +
|}
=== List ===
=== List ===
Line 109: Line 101:
</pre>
</pre>
-
[http://goo.gl/fGzTa Run]
+
=== All zebrafish metabolites ===
 +
 
 +
<pre>
 +
PREFIX gpml:    <http://vocabularies.wikipathways.org/gpml#>
 +
PREFIX dcterms: <http://purl.org/dc/terms/>
 +
PREFIX dc:      <http://purl.org/dc/elements/1.1/>
 +
PREFIX rdf:    <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
 +
 
 +
select distinct ?metabolite (str(?titleLit) as ?title) where {
 +
  ?metabolite a wp:Metabolite ;
 +
    dcterms:isPartOf ?pw .
 +
  ?pw dc:title ?titleLit ;
 +
    wp:organismName "Danio rerio" .
 +
}
 +
</pre>
 +
 
 +
[http://sparql.wikipathways.org/sparql?query=PREFIX+gpml%3A++++%3Chttp%3A%2F%2Fvocabularies.wikipathways.org%2Fgpml%23%3E%0D%0APREFIX+dcterms%3A+%3Chttp%3A%2F%2Fpurl.org%2Fdc%2Fterms%2F%3E%0D%0APREFIX+dc%3A++++++%3Chttp%3A%2F%2Fpurl.org%2Fdc%2Felements%2F1.1%2F%3E%0D%0APREFIX+rdf%3A+++++%3Chttp%3A%2F%2Fwww.w3.org%2F1999%2F02%2F22-rdf-syntax-ns%23%3E+%0D%0A%0D%0Aselect+distinct+%3Fmetabolite+%28str%28%3FtitleLit%29+as+%3Ftitle%29+where+%7B%0D%0A++%3Fmetabolite+a+wp%3AMetabolite+%3B%0D%0A++++dcterms%3AisPartOf+%3Fpw+.%0D%0A++%3Fpw+dc%3Atitle+%3FtitleLit+%3B%0D%0A++++wp%3AorganismName+%22Danio+rerio%22+.%0D%0A%7D&format=text%2Fhtml&timeout=0&debug=on Run]
= Metabolic Data Sources =
= Metabolic Data Sources =
Line 115: Line 123:
== Sorted by use ==
== Sorted by use ==
-
[[Image:mbStats.png|right|400px]]
+
[[Image:mbStats.png|right|200px]]
HMDB, ChEBI, and KEGG are the main data sources for identifiers. InChI/InChIKey should also be there but is missing. A big curation process in January 2013 ensured that "PubChem compound" is now used as data source for PubChem CIDs.
HMDB, ChEBI, and KEGG are the main data sources for identifiers. InChI/InChIKey should also be there but is missing. A big curation process in January 2013 ensured that "PubChem compound" is now used as data source for PubChem CIDs.
Line 124: Line 132:
prefix dcterms:  <http://purl.org/dc/terms/>
prefix dcterms:  <http://purl.org/dc/terms/>
-
select ?datasource count(distinct ?identifier) as ?count
+
select str(?datasource) as ?source count(distinct ?identifier) as ?count
where {
where {
   ?mb a wp:Metabolite ;
   ?mb a wp:Metabolite ;
Line 131: Line 139:
} order by desc(?count)
} order by desc(?count)
</pre>
</pre>
-
 
-
[http://goo.gl/BjlXM Run]
 
== All metabolites from one source ==
== All metabolites from one source ==
Line 146: Line 152:
where {
where {
   ?mb a wp:Metabolite ;
   ?mb a wp:Metabolite ;
-
     dc:source "Kegg Compound"^^xsd:string ;
+
     dc:source "KEGG Compound" ;
     dc:identifier ?identifier .
     dc:identifier ?identifier .
} order by ?identifier
} order by ?identifier
</pre>
</pre>
-
 
-
[http://goo.gl/950JM Run]
 
=== All HMDB identifiers ===
=== All HMDB identifiers ===
 +
 +
Return all HMDB identfiers with:
 +
 +
<pre>
 +
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
 +
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
 +
prefix dcterms:  <http://purl.org/dc/terms/>
 +
 +
select distinct ?identifier
 +
where {
 +
  ?mb a wp:Metabolite ;
 +
    dc:source "HMDB" ;
 +
    dc:identifier ?identifier .
 +
} order by ?identifier
 +
</pre>
 +
 +
Return all metabolites listed to have a HMDB identifier but have none:
 +
 +
<pre>
 +
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
 +
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
 +
prefix dcterms:  <http://purl.org/dc/terms/>
 +
 +
select distinct ?identifier
 +
where {
 +
  ?mb a wp:Metabolite ;
 +
    dc:source "HMDB"^^xsd:string ;
 +
    dc:identifier ?identifier .
 +
  FILTER (regex(str(?identifier),"noIdentifier"))
 +
} order by ?identifier
 +
</pre>
At the time of writing, this showed a number of XRefs with HMDB as data source but no identifiers, which needs curation:
At the time of writing, this showed a number of XRefs with HMDB as data source but no identifiers, which needs curation:
Line 177: Line 212:
http://www.hmdb.ca/metabolites/noIdentifier http://rdf.wikipathways.org/Pathway/WP716_r45017
http://www.hmdb.ca/metabolites/noIdentifier http://rdf.wikipathways.org/Pathway/WP716_r45017
</pre>
</pre>
 +
 +
= Metabolic Pathways =
 +
 +
Of general interest is the number of pathways per species:
<pre>
<pre>
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
-
prefix rdfs:   <http://www.w3.org/2000/01/rdf-schema#>
+
prefix dcterms: <http://purl.org/dc/terms/>
-
prefix dcterms: <http://purl.org/dc/terms/>
+
prefix ncbi:   <http://purl.obolibrary.org/obo/NCBITaxon_>
-
select distinct ?identifier
+
select distinct str(?orgName) as ?organism count(?pw) as ?pathways  where {
-
where {
+
   ?pw wp:organism ?organismCode .
-
   ?mb a wp:Metabolite ;
+
  ?organismCode rdfs:label ?orgName
-
    dc:source "HMDB"^^xsd:string ;
+
} order by desc(?pathways)
-
    dc:identifier ?identifier .
+
-
} order by ?identifier
+
</pre>
</pre>
-
 
-
[http://goo.gl/bZVkB Run]
 
-
 
-
= Metabolic Pathways =
 
== Metabolomes ==
== Metabolomes ==
Line 213: Line 246:
</pre>
</pre>
-
[http://goo.gl/rjhu8 Run]
+
{|
 +
|'''Revision'''
 +
|'''Count'''
 +
|-
 +
|67787
 +
|1972
 +
|-
 +
|69675
 +
|2000
 +
|}
 +
 
 +
=== Arabodopsis thaliana Metabolome ===
 +
 
 +
<pre>
 +
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
 +
prefix dcterms: <http://purl.org/dc/terms/>
 +
prefix ncbi:    <http://purl.obolibrary.org/obo/NCBITaxon_>
 +
 
 +
select distinct ?mb where {
 +
  ?mb a wp:Metabolite ;
 +
    dcterms:isPartOf ?pw .
 +
  ?pw wp:organism ncbi:3702 .
 +
} order by ?mb
 +
</pre>
 +
 
 +
{|
 +
|'''Revision'''
 +
|'''Count'''
 +
|-
 +
|69675
 +
|17
 +
|}
== Pathways with the most metabolites ==
== Pathways with the most metabolites ==
Line 230: Line 294:
} order by desc(?mbCount)
} order by desc(?mbCount)
</pre>
</pre>
-
 
-
[http://goo.gl/Tf2v3 Run]
 
== Metabolites in the most Pathways ==
== Metabolites in the most Pathways ==
Line 250: Line 312:
} order by desc(?pwCount)
} order by desc(?pwCount)
</pre>
</pre>
-
 
-
[http://goo.gl/VSli7 Run]
 
= Identifier Mapping Completeness =
= Identifier Mapping Completeness =
-
[[Image:casNotInHMDB.png|right|200x]]
+
[[Image:fooNotInHMDB.png|right|200x]]
Right now, the HMDB is the primary (and only) source of mappings. That raises the question how many metabolites are in WP that do not have mappings to other databases.
Right now, the HMDB is the primary (and only) source of mappings. That raises the question how many metabolites are in WP that do not have mappings to other databases.
Line 262: Line 322:
== The missing mappings ==
== The missing mappings ==
-
The next query counts all unique missing identifiers in HMDB, resulting in missing mappings to other databases: at the time of writing, this are 927 identifiers.
+
The next query counts all unique missing identifiers in HMDB, resulting in missing mappings to other databases: at the time of writing, this are 724 (was 927) identifiers.
-
These are not unique identifiers, which is 404 ([http://goo.gl/EQU1H Run]) at the time of writing. Given there are about 1400 unique metabolite identifiers, this
+
These are not unique identifiers, which is 369 ([http://goo.gl/EQU1H Run]; was 404) at the time of writing. Given there are about 1400 unique metabolite identifiers, this
-
is about 30%, which is rather significant.
+
is about 30%, which is rather significant. The major databases with unmapped resources are ChEBI and KEGG (see screenshot on the right).
<pre>
<pre>
Line 307: Line 367:
} order by ?source ?identifier
} order by ?source ?identifier
</pre>
</pre>
-
 
-
[http://goo.gl/owfSZ Run]
 
== ChEBI identifiers not in HMDB ==
== ChEBI identifiers not in HMDB ==
Line 328: Line 386:
} order by ?identifier
} order by ?identifier
</pre>
</pre>
-
 
-
[http://goo.gl/eOgxN Run]
 
== CAS identifiers not in HMDB ==
== CAS identifiers not in HMDB ==
 +
 +
[[Image:casNotInHMDB.png|right|200x]]
<pre>
<pre>
Line 349: Line 407:
} order by ?identifier
} order by ?identifier
</pre>
</pre>
-
 
-
[http://goo.gl/hdjlq Run]
 
== Kegg compound identifiers not in HMDB ==
== Kegg compound identifiers not in HMDB ==
Line 370: Line 426:
} order by ?identifier
} order by ?identifier
</pre>
</pre>
-
 
-
[http://goo.gl/SwMmB Run]
 
== PubChem-compound identifiers not in HMDB ==
== PubChem-compound identifiers not in HMDB ==
Line 391: Line 445:
} order by ?identifier
} order by ?identifier
</pre>
</pre>
-
 
-
[http://goo.gl/VUyAF Run]
 
= ChemSpider =
= ChemSpider =
Line 404: Line 456:
prefix cheminf: <http://semanticscience.org/resource/>
prefix cheminf: <http://semanticscience.org/resource/>
-
select count(distinct ?csid) where {
+
select count(distinct ?identifier) where {
-
   [] cheminf:CHEMINF_000200 ?Concept .
+
   ?mb a wp:Metabolite ;
-
  ?Concept cheminf:SIO_000300 ?csid ;
+
    dc:source "Chemspider"^^xsd:string ;
-
     a cheminf:CHEMINF_000405 .
+
    dcterms:identifier ?identifier ;
 +
    rdfs:label ?label ;
 +
     dcterms:isPartOf ?pathway .
 +
  ?pathway foaf:page ?page .
}
}
</pre>
</pre>
Line 417: Line 472:
prefix cheminf: <http://semanticscience.org/resource/>
prefix cheminf: <http://semanticscience.org/resource/>
-
select distinct ?csid where {
+
select distinct str(?identifier) as ?csid where {
-
   [] cheminf:CHEMINF_000200 ?Concept .
+
   ?mb a wp:Metabolite ;
-
  ?Concept cheminf:SIO_000300 ?csid ;
+
    dc:source "Chemspider"^^xsd:string ;
-
     a cheminf:CHEMINF_000405 .
+
    dcterms:identifier ?identifier ;
 +
    rdfs:label ?label ;
 +
     dcterms:isPartOf ?pathway .
 +
  ?pathway foaf:page ?page .
}
}
</pre>
</pre>
Line 433: Line 491:
prefix cheminf: <http://semanticscience.org/resource/>
prefix cheminf: <http://semanticscience.org/resource/>
-
select distinct str(?csid) ?pathway ?page where {
+
select distinct str(?identifier) as ?csid ?page where {
-
  ?mb cheminf:CHEMINF_000200 ?Concept .
+
-
    ?mb dcterms:isPartOf ?pathway .
+
-
  OPTIONAL {
+
-
    ?pathway foaf:page ?page .
+
-
  }
+
-
  ?Concept cheminf:SIO_000300 ?csid ;
+
-
    a cheminf:CHEMINF_000405 .
+
-
} order by ?csid
+
-
</pre>
+
-
 
+
-
== Metabolites without ChemSpider identifiers ==
+
-
 
+
-
We can count them as about 1371 at the time of writing, with this query:
+
-
 
+
-
<pre>
+
-
prefix foaf:    <http://xmlns.com/foaf/0.1/>
+
-
prefix dcterms: <http://purl.org/dc/terms/>
+
-
prefix cheminf: <http://semanticscience.org/resource/>
+
-
 
+
-
select count(distinct fn:concat(?source,?identifier)) where {
+
   ?mb a wp:Metabolite ;
   ?mb a wp:Metabolite ;
-
     dc:source ?source ;
+
     dc:source "Chemspider"^^xsd:string ;
     dcterms:identifier ?identifier ;
     dcterms:identifier ?identifier ;
 +
    rdfs:label ?label ;
     dcterms:isPartOf ?pathway .
     dcterms:isPartOf ?pathway .
-
   OPTIONAL {
+
   ?pathway foaf:page ?page .
-
    ?mb cheminf:CHEMINF_000200 ?Concept .
+
} order by ?csid
-
    ?Concept cheminf:SIO_000300 ?csid ;
+
-
      a cheminf:CHEMINF_000405 .
+
-
  }
+
-
  FILTER (!BOUND(?csid))
+
-
}
+
</pre>
</pre>
-
And listing all of them with a similar one:
 
-
<pre>
 
-
prefix foaf:    <http://xmlns.com/foaf/0.1/>
 
-
prefix dcterms: <http://purl.org/dc/terms/>
 
-
prefix cheminf: <http://semanticscience.org/resource/>
 
-
 
-
select distinct str(?source) str(?identifier) ?pathway where {
 
-
  ?mb a wp:Metabolite ;
 
-
    dc:source ?source ;
 
-
    dcterms:identifier ?identifier ;
 
-
    dcterms:isPartOf ?pathway .
 
-
  OPTIONAL {
 
-
    ?mb cheminf:CHEMINF_000200 ?Concept .
 
-
    ?Concept cheminf:SIO_000300 ?csid ;
 
-
      a cheminf:CHEMINF_000405 .
 
-
  }
 
-
  FILTER (str(?source) != "InChI")
 
-
  FILTER (!BOUND(?csid))
 
-
} order by ?source ?identifier
 
-
</pre>
 
= Curation =
= Curation =
Line 511: Line 525:
}
}
</pre>
</pre>
-
 
-
[http://goo.gl/0cB4z Run]
 
=== Outdated HMDB identifiers ===
=== Outdated HMDB identifiers ===
Line 532: Line 544:
} order by ?identifier
} order by ?identifier
</pre>
</pre>
-
 
-
[http://goo.gl/hc1FM Run]
 
== Metabolites not classified as such ==
== Metabolites not classified as such ==
Line 550: Line 560:
} order by desc(?count)
} order by desc(?count)
</pre>
</pre>
-
 
-
[http://goo.gl/ic0Zp Run]
 
That mostly lists gene identifier sources, etc, but watch out for the metabolite identifier data sources. For example, metabolites not marked as such but with a metabolite identifier can be found this way. Down the list is CAS (but genes are chemicals too...), and a few minor more:
That mostly lists gene identifier sources, etc, but watch out for the metabolite identifier data sources. For example, metabolites not marked as such but with a metabolite identifier can be found this way. Down the list is CAS (but genes are chemicals too...), and a few minor more:
Line 576: Line 584:
prefix xsd:    <http://www.w3.org/2001/XMLSchema#>
prefix xsd:    <http://www.w3.org/2001/XMLSchema#>
-
select distinct ?pathway ?mb ?label ?identifier  
+
select distinct ?pathway ?mb str(?label) as ?name str(?identifier) as ?id
where {
where {
   ?mb dc:source "CAS"^^xsd:string ;
   ?mb dc:source "CAS"^^xsd:string ;
Line 585: Line 593:
} order by ?pathway
} order by ?pathway
</pre>
</pre>
-
 
-
[http://goo.gl/rCvfM Run]
 
=== Non-Metabolites with PubChem identifier ===
=== Non-Metabolites with PubChem identifier ===
Line 608: Line 614:
</pre>
</pre>
-
=== Metabolites sometimes markes as Metabolite ===
+
=== Metabolites sometimes marked as DataNode@Type Metabolite ===
Based on label comparisons, we can find things that are labeled the same as a data node with the same label.
Based on label comparisons, we can find things that are labeled the same as a data node with the same label.
Line 632: Line 638:
}
}
</pre>
</pre>
-
 
-
[http://goo.gl/rCvfM Run]
 
== Metabolites with an identifier but undefined data source ==
== Metabolites with an identifier but undefined data source ==
Line 653: Line 657:
} order by ?pathway
} order by ?pathway
</pre>
</pre>
-
 
-
[http://goo.gl/x5DzR Run]
 
== Metabolites with a data source but no identifier ==
== Metabolites with a data source but no identifier ==
Line 675: Line 677:
</pre>
</pre>
-
[http://goo.gl/R67ze Run]
+
== Metabolites with too many labels ==
 +
 
 +
This is particularly caused by the metabolite URIs to be based on a non-existing identifier:
 +
 
 +
<pre>
 +
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
 +
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
 +
prefix dcterms:  <http://purl.org/dc/terms/>
 +
 
 +
select distinct count(?label) as ?count ?pathway ?mb
 +
where {
 +
  ?mb a wp:Metabolite ;
 +
    rdfs:label ?label ;
 +
    dcterms:isPartOf ?pathway .
 +
} order by desc(?count) ?pathway ?mb limit 410
 +
</pre>
 +
 
 +
An example such entity with many labels and being both a metabolite, gene, complex, etc:
 +
 
 +
<pre>
 +
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
 +
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
 +
prefix dcterms:  <http://purl.org/dc/terms/>
 +
 
 +
select distinct str(?label) ?type
 +
where {
 +
  <http://bio2rdf.org/geneid:noIdentifier> a ?type ; rdfs:label ?label .
 +
} order by ?label
 +
</pre>
== Metabolites with an Entrez Gene identifier ==
== Metabolites with an Entrez Gene identifier ==
Line 695: Line 725:
} order by ?pathway
} order by ?pathway
</pre>
</pre>
-
 
-
[http://goo.gl/hiEXW Run]
 
== Metabolites as just Label ==
== Metabolites as just Label ==
Line 768: Line 796:
   FILTER (!regex(str(?labelNode),  "noIdentifier", "i"))
   FILTER (!regex(str(?labelNode),  "noIdentifier", "i"))
} LIMIT 50 OFFSET 25
} LIMIT 50 OFFSET 25
 +
</pre>
 +
 +
To get the most common such labels, use (though typically times out on Virtuoso 6.1):
 +
 +
<pre>
 +
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
 +
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
 +
prefix dcterms:  <http://purl.org/dc/terms/>
 +
prefix xsd:    <http://www.w3.org/2001/XMLSchema#>
 +
 +
select str(?label1) as ?labelStr count(?labelNode) as ?count
 +
where {
 +
  ?labelNode a gpml:Label ;
 +
    rdfs:label ?label1 .
 +
  ?mb a wp:Metabolite ;
 +
    rdfs:label ?label2 .
 +
  FILTER ( ?labelNode != ?mb )
 +
  FILTER ( str(?label2) = str(?label1) )
 +
  FILTER (!regex(str(?mb),  "noIdentifier", "i"))
 +
  FILTER (!regex(str(?labelNode),  "noIdentifier", "i"))
 +
} order by desc(?count)
</pre>
</pre>

Current revision

On this page we collect SPARQL queries to see the state of the Metabolome in WikiPathways. Triggered by User:Andra's RDF / SPARQL work, curation started with metabolites without database identifiers. But this soon led to the observation that metabolites are often not even annotated as being a metabolite (using <Label> rather than <DataNode>). Therefore, User:Egonw started at Pathway:WP1 to curate them one by one and fix these issues:

  • connect lines between metabolites
  • convert metabolites to use <Label> rather than <DataNode>

The reason for this is that these are some basic underlying properties we need for metabolomics research fields.

Contents

The Data

The latest revision you can look up with: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>

select str(?o) where {
  ?pw a wp:Pathway ;
    <http://purl.org/pav/version> ?o .
} order by desc(?o) limit 1

Metabolome

The following queries provide an overview of the Metabolome captures by WikiPathways.

The key type for metabolites is the wp:Metabolite. We can see all available properties with: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>

select distinct ?p where {
  ?mb a wp:Metabolite ;
    ?p [] .
}


Pathway properties

Likewise, we can get all pathway properties with: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>

select distinct ?p where {
  ?mb a wp:Pathway ;
    ?p [] .
}

Latest data only

To only get analysis of the most recent pathways, add this snippet to your SPARQL, assuming ?pathway is the used variable name: 

  ?mb dcterms:isPartOf ?pathway .
  ?pathway pav:version ?version .
  ?mb dcterms:isPartOf ?pathway2 .
  ?pathway2 pav:version ?version2 .
  FILTER (?version2 > ?version)

However, it should be kept in mind that this is not a fool-proof solution.

All Metabolites

Count 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select count(?mb) where {
  ?mb a wp:Metabolite .
}
Revision Count
67787 5790
69675 5801

List 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct ?mb ?label where {
  ?mb a wp:Metabolite ;
     rdfs:label ?label .
}

All zebrafish metabolites 

PREFIX gpml:    <http://vocabularies.wikipathways.org/gpml#>
PREFIX dcterms: <http://purl.org/dc/terms/>
PREFIX dc:      <http://purl.org/dc/elements/1.1/>
PREFIX rdf:     <http://www.w3.org/1999/02/22-rdf-syntax-ns#> 

select distinct ?metabolite (str(?titleLit) as ?title) where {
  ?metabolite a wp:Metabolite ;
    dcterms:isPartOf ?pw .
  ?pw dc:title ?titleLit ;
    wp:organismName "Danio rerio" .
}

Run

Metabolic Data Sources

Sorted by use

HMDB, ChEBI, and KEGG are the main data sources for identifiers. InChI/InChIKey should also be there but is missing. A big curation process in January 2013 ensured that "PubChem compound" is now used as data source for PubChem CIDs. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select str(?datasource) as ?source count(distinct ?identifier) as ?count
where {
  ?mb a wp:Metabolite ;
    dc:source ?datasource ;
    dc:identifier ?identifier .
} order by desc(?count)

All metabolites from one source

All KEGG identifiers 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct ?identifier
where {
  ?mb a wp:Metabolite ;
    dc:source "KEGG Compound" ;
    dc:identifier ?identifier .
} order by ?identifier

All HMDB identifiers

Return all HMDB identfiers with: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct ?identifier
where {
  ?mb a wp:Metabolite ;
    dc:source "HMDB" ;
    dc:identifier ?identifier .
} order by ?identifier

Return all metabolites listed to have a HMDB identifier but have none: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct ?identifier
where {
  ?mb a wp:Metabolite ;
    dc:source "HMDB"^^xsd:string ;
    dc:identifier ?identifier .
  FILTER (regex(str(?identifier),"noIdentifier"))
} order by ?identifier

At the time of writing, this showed a number of XRefs with HMDB as data source but no identifiers, which needs curation: 

http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP1002_r35260
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP1119_r35265
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP1250_r41240
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP1266_r41328
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP1285_r41669
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP1304_r41670
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP1310_r41659
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP1339_r35269
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP167_r45138
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP2267_r53133
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP28_r38852
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP28_r38852/group/ac37a
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP295_r41324
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP337_r41644
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP495_r41327
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP59_r41653
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP678_r41165
http://www.hmdb.ca/metabolites/noIdentifier 	http://rdf.wikipathways.org/Pathway/WP716_r45017

Metabolic Pathways

Of general interest is the number of pathways per species: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix ncbi:    <http://purl.obolibrary.org/obo/NCBITaxon_>

select distinct str(?orgName) as ?organism count(?pw) as ?pathways  where {
  ?pw wp:organism ?organismCode .
  ?organismCode rdfs:label ?orgName
} order by desc(?pathways)

Metabolomes

Human Metabolome

This only returns 244 metabolites, which is not a lot at all, and does not even take account the metabolite identity. Something wrong with wp:organism? It finds 107 human pathways. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix ncbi:    <http://purl.obolibrary.org/obo/NCBITaxon_>

select distinct ?mb where {
  ?mb a wp:Metabolite ;
    dcterms:isPartOf ?pw .
  ?pw wp:organism ncbi:9606 .
} order by ?mb
Revision Count
67787 1972
69675 2000

Arabodopsis thaliana Metabolome 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix ncbi:    <http://purl.obolibrary.org/obo/NCBITaxon_>

select distinct ?mb where {
  ?mb a wp:Metabolite ;
    dcterms:isPartOf ?pw .
  ?pw wp:organism ncbi:3702 .
} order by ?mb
Revision Count
69675 17

Pathways with the most metabolites 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>
prefix pav:     <http://purl.org/pav/>

select ?pathway count(?mb) as ?mbCount
where {
  ?mb a wp:Metabolite ;
    dcterms:isPartOf ?pathway .
} order by desc(?mbCount)

Metabolites in the most Pathways

With the remark that BridgeDB is not involved yet. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>
prefix pav:     <http://purl.org/pav/>

select ?mb count(?pathway) as ?pwCount
where {
  ?mb a wp:Metabolite ;
    dcterms:isPartOf ?pathway .
} order by desc(?pwCount)

Identifier Mapping Completeness

200x

Right now, the HMDB is the primary (and only) source of mappings. That raises the question how many metabolites are in WP that do not have mappings to other databases. The following queries are about that.

The missing mappings

The next query counts all unique missing identifiers in HMDB, resulting in missing mappings to other databases: at the time of writing, this are 724 (was 927) identifiers. These are not unique identifiers, which is 369 (Run; was 404) at the time of writing. Given there are about 1400 unique metabolite identifiers, this is about 30%, which is rather significant. The major databases with unmapped resources are ChEBI and KEGG (see screenshot on the right). 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select count(?source)
where {
  ?mb a wp:Metabolite ;
    dc:source ?source ;
    rdfs:label ?label ;
    dcterms:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  OPTIONAL { ?mb  wp:bdbHmdb ?bridgedb . }
  FILTER (!BOUND(?bridgedb))
  FILTER (str(?source) = "ChEBI" || str(?source) = "CAS" || str(?source) = "Kegg Compound" || str(?source) = "Chemspider" || str(?source) = "HMDB") 
  FILTER (str(?identifier) != "") 
}

The full list

These are the unique identifiers missing: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct str(?source) str(?identifier)
where {
  ?mb a wp:Metabolite ;
    dc:source ?source ;
    rdfs:label ?label ;
    dcterms:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  OPTIONAL { ?mb  wp:bdbHmdb ?bridgedb . }
  FILTER (!BOUND(?bridgedb))
  FILTER (str(?source) = "ChEBI" || str(?source) = "CAS" || str(?source) = "Kegg Compound" || str(?source) = "Chemspider" || str(?source) = "HMDB") 
  FILTER (str(?identifier) != "") 
} order by ?source ?identifier

ChEBI identifiers not in HMDB 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct ?pathway ?identifier ?label
where {
  ?mb a wp:Metabolite ;
    dc:source "ChEBI"^^xsd:string ;
    rdfs:label ?label ;
    dcterms:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  OPTIONAL { ?mb  wp:bdbHmdb ?bridgedb . }
  FILTER (!BOUND(?bridgedb))
} order by ?identifier

CAS identifiers not in HMDB

200x
prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct ?pathway ?identifier ?label
where {
  ?mb a wp:Metabolite ;
    dc:source "CAS"^^xsd:string ;
    rdfs:label ?label ;
    dcterms:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  OPTIONAL { ?mb  wp:bdbHmdb ?bridgedb . }
  FILTER (!BOUND(?bridgedb))
} order by ?identifier

Kegg compound identifiers not in HMDB 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct ?pathway ?identifier ?label
where {
  ?mb a wp:Metabolite ;
    dc:source "Kegg Compound"^^xsd:string ;
    rdfs:label ?label ;
    dcterms:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  OPTIONAL { ?mb  wp:bdbHmdb ?bridgedb . }
  FILTER (!BOUND(?bridgedb))
} order by ?identifier

PubChem-compound identifiers not in HMDB 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct ?pathway ?identifier ?label
where {
  ?mb a wp:Metabolite ;
    dc:source "PubChem-compound"^^xsd:string ;
    rdfs:label ?label ;
    dcterms:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  OPTIONAL { ?mb  wp:bdbHmdb ?bridgedb . }
  FILTER (!BOUND(?bridgedb))
} order by ?identifier

ChemSpider

Unique ChemSpider IDs

They can be counted with: 

prefix dcterms: <http://purl.org/dc/terms/>
prefix cheminf: <http://semanticscience.org/resource/>

select count(distinct ?identifier) where {
  ?mb a wp:Metabolite ;
    dc:source "Chemspider"^^xsd:string ;
    dcterms:identifier ?identifier ;
    rdfs:label ?label ;
    dcterms:isPartOf ?pathway .
  ?pathway foaf:page ?page .
}

And all listed with this non-counting equivalent: 

prefix dcterms: <http://purl.org/dc/terms/>
prefix cheminf: <http://semanticscience.org/resource/>

select distinct str(?identifier) as ?csid where {
  ?mb a wp:Metabolite ;
    dc:source "Chemspider"^^xsd:string ;
    dcterms:identifier ?identifier ;
    rdfs:label ?label ;
    dcterms:isPartOf ?pathway .
  ?pathway foaf:page ?page .
}

Linking ChemSpider IDs to WikiPathway

I need to ask Andra why not all pathways have a foaf:page, but these table should be discussed with Antony: 

prefix foaf:    <http://xmlns.com/foaf/0.1/>
prefix dcterms: <http://purl.org/dc/terms/>
prefix cheminf: <http://semanticscience.org/resource/>

select distinct str(?identifier) as ?csid ?page where {
  ?mb a wp:Metabolite ;
    dc:source "Chemspider"^^xsd:string ;
    dcterms:identifier ?identifier ;
    rdfs:label ?label ;
    dcterms:isPartOf ?pathway .
  ?pathway foaf:page ?page .
} order by ?csid


Curation

Common wrong identifiers

PubChem-compound 1004

Wrongly used for phosphate. It is the uncharged compound. Phosphate is, instead, and particularly thinkgs like "Pi", CID 1061 for ortho-phosphate, aka [PO4]2-. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select ?pathway ?source
where {
  ?mb dc:source ?source ;
    dcterms:isPartOf ?pathway ;
    dcterms:identifier "1004"^^xsd:string .
}

Outdated HMDB identifiers

These results show HMDB identifiers used in WikiPathways but that are revoked or have become secondary identifiers. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct ?identifier
where {
  ?mb a wp:Metabolite ;
    dc:source "HMDB"^^xsd:string ;
    dc:identifier ?identifier .
  OPTIONAL { ?mb  wp:bdbHmdb ?bridgedb . }
  FILTER (!BOUND(?bridgedb))
} order by ?identifier

Metabolites not classified as such

One can list all data sources for non-metabolites with this query. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select ?datasource count(?identifier) as ?count
where {
  ?mb dc:source ?datasource ;
    dcterms:identifier ?identifier .
  FILTER NOT EXISTS { ?mb a wp:Metabolite }
} order by desc(?count)

That mostly lists gene identifier sources, etc, but watch out for the metabolite identifier data sources. For example, metabolites not marked as such but with a metabolite identifier can be found this way. Down the list is CAS (but genes are chemicals too...), and a few minor more: 

"CTD Gene"^^<http://www.w3.org/2001/XMLSchema#string> 	5
"HMDB"^^<http://www.w3.org/2001/XMLSchema#string> 	4
"ChEBI"^^<http://www.w3.org/2001/XMLSchema#string> 	3
"GLYCAN"^^<http://www.w3.org/2001/XMLSchema#string> 	3
"COMPOUND"^^<http://www.w3.org/2001/XMLSchema#string> 	3
"PubChem"^^<http://www.w3.org/2001/XMLSchema#string> 	2

I would expect GLYCAN and COMPOUND to be misnomers of the matching KEGG subsets.

Non-Metabolites with CAS identifier

Note that a CAS identifier can also refer to mixtures, compound classes, etc. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select distinct ?pathway ?mb str(?label) as ?name str(?identifier) as ?id 
where {
  ?mb dc:source "CAS"^^xsd:string ;
    rdfs:label ?label ;
    dcterms:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  FILTER NOT EXISTS { ?mb a wp:Metabolite }
} order by ?pathway

Non-Metabolites with PubChem identifier

At the time of writing, this results in an empty set. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select distinct ?pathway ?mb ?label ?identifier 
where {
  ?mb dc:source "PubChem-compound"^^xsd:string ;
    dcterms:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  OPTIONAL { ?mb rdfs:label ?label . }
  FILTER NOT EXISTS { ?mb a wp:Metabolite }
} order by ?pathway

Metabolites sometimes marked as DataNode@Type Metabolite

Based on label comparisons, we can find things that are labeled the same as a data node with the same label. Of course, this can give false positives, because genes can be incorrectly marked as metabolite in some pathway, but that is another SPARQL query. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select ?pathway ?nonmb ?mb ?label
where {
  ?nonmb rdfs:label ?label .
  ?mb rdfs:label ?label .
  OPTIONAL { ?nonmb dcterms:isPartOf ?pathway . }
  FILTER ( ?nonmb != ?mb )
  FILTER NOT EXISTS { ?nonmb a wp:Metabolite }
  FILTER EXISTS { ?mb a wp:Metabolite }
  FILTER (!regex(str(?nonmb),  "noIdentifier", "i"))
  FILTER (!regex(str(?mb),  "noIdentifier", "i"))
}

Metabolites with an identifier but undefined data source 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select distinct ?pathway ?mb ?identifier 
where {
  ?mb a wp:Metabolite ;
    dc:source ""^^xsd:string ;
    dc:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  FILTER (!isIRI(?identifier))
  FILTER (str(?identifier) != "")
} order by ?pathway

Metabolites with a data source but no identifier 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select distinct ?pathway ?mb ?source 
where {
  ?mb a wp:Metabolite ;
    dcterms:identifier ""^^xsd:string ;
    dc:source ?source ;
    dcterms:isPartOf ?pathway .
  FILTER (str(?source) != "")
  FILTER (!regex(str(?pathway),  "internal.wikipathways.org", "i"))
} order by ?pathway

Metabolites with too many labels

This is particularly caused by the metabolite URIs to be based on a non-existing identifier: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct count(?label) as ?count ?pathway ?mb 
where {
  ?mb a wp:Metabolite ;
    rdfs:label ?label ;
    dcterms:isPartOf ?pathway .
} order by desc(?count) ?pathway ?mb limit 410

An example such entity with many labels and being both a metabolite, gene, complex, etc: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>

select distinct str(?label) ?type
where {
  <http://bio2rdf.org/geneid:noIdentifier> a ?type ; rdfs:label ?label .
} order by ?label

Metabolites with an Entrez Gene identifier 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms: <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select distinct ?pathway ?mb ?label ?identifier 
where {
  ?mb a wp:Metabolite ;
    rdfs:label ?label ;
    dc:source "Entrez Gene"^^xsd:string ;
    dcterms:identifier ?identifier ;
    dcterms:isPartOf ?pathway .
  FILTER (str(?identifier) != "")
} order by ?pathway

Metabolites as just Label

Metabolites may be marked up as DataNode but not types as Metabolite. Here are some examples: ATP, CO2, ADP, Phosphate, L-glutamate, and Cholesterol.

ATP

This example shows how to find them. 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select ?pathway ?source ?mb ?type
where {
  ?mb rdfs:label "ATP"@en .
  ?mb a ?type .
  OPTIONAL { ?mb dc:source ?source . }
  OPTIONAL { ?mb dcterms:isPartOf ?pathway . }
  FILTER NOT EXISTS { ?mb a wp:Metabolite . }
}

Metabolites also labeled as GeneProduct

Sometimes things are incorrectly marked as Metabolite, when they really are GeneProducts. We can list entities based on their label that are both annotated as Metabolite and as GeneProduct: 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select ?pathway ?mb ?gene ?label
where {
  ?gene rdfs:label ?label .
  ?mb rdfs:label ?label .
  OPTIONAL { ?mb dcterms:isPartOf ?pathway . }
  FILTER ( ?gene != ?mb )
  FILTER EXISTS { ?gene a wp:GeneProduct }
  FILTER EXISTS { ?mb a wp:Metabolite }
  FILTER (!regex(str(?mb),  "noIdentifier", "i"))
  FILTER (!regex(str(?gene),  "noIdentifier", "i"))
}

Actually, this query does not do what I want it to do, because the FILTER only removes things from the result list, but does still allow things with "noIdentifier" to hook up things, messing up this query if there is just one URI with noIdentifier with the same label :(

Labels which are also marked as metabolite 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select ?pathway ?labelNode str(?label1) as ?labelStr ?mb  str(?label2) as ?mbStr
where {
  ?labelNode a gpml:Label ;
    rdfs:label ?label1 ;
    dcterms:isPartOf ?pathway .
  ?mb a wp:Metabolite ;
    rdfs:label ?label2 .
  FILTER ( ?labelNode != ?mb )
  FILTER ( str(?label2) = str(?label1) )
  FILTER (!regex(str(?mb),  "noIdentifier", "i"))
  FILTER (!regex(str(?labelNode),  "noIdentifier", "i"))
} LIMIT 50 OFFSET 25

To get the most common such labels, use (though typically times out on Virtuoso 6.1): 

prefix wp:      <http://vocabularies.wikipathways.org/wp#>
prefix rdfs:    <http://www.w3.org/2000/01/rdf-schema#>
prefix dcterms:  <http://purl.org/dc/terms/>
prefix xsd:     <http://www.w3.org/2001/XMLSchema#>

select str(?label1) as ?labelStr count(?labelNode) as ?count
where {
  ?labelNode a gpml:Label ;
    rdfs:label ?label1 .
  ?mb a wp:Metabolite ;
    rdfs:label ?label2 .
  FILTER ( ?labelNode != ?mb )
  FILTER ( str(?label2) = str(?label1) )
  FILTER (!regex(str(?mb),  "noIdentifier", "i"))
  FILTER (!regex(str(?labelNode),  "noIdentifier", "i"))
} order by desc(?count)
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