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Linked Structured
  Product Labels
  (LinkedSPLs) -
  Towards a reference
  linked data source for
  drug product labeling

  Richard Boyce, University of Pittsburgh



                                       1    Biomedical Informatics
Department of Biomedical Informatics
Overview
•   About product labels
•   What are Structured Product Labels
•   Some use cases
•   Linked DailyMed was a great start
•   How LinkedSPLs is an improvement
•   Some best practices used and needed
•   Discussion



                      2        Biomedical Informatics
Why are product labels important?
     • Product labels are intended to be a reference for
       prescribing clinicians [1]




1.    Marroum PJ, Gobburu J. The product label: how pharmacokinetics and
      pharmacodynamics reach the prescriber. Clin Pharmacokinet. 2002;41(3):161-169.
2.    Ko, Y. et al. Prescribers’ knowledge of and sources of information for potential drug-
      drug interactions: a postal survey of US prescribers. Drug Saf. 31, 525-536 (2008).
3.    Boyce RD, Collins C, Clayton M, Kloke J, Horn J. Inhibitory Metabolic Drug
      Interactions with Newer Psychotropic Drugs: Inclusion in Package Inserts and
      Influences of Concurrence in Drug Interaction Screening Software. Annals of
      Pharmacotherapy. (In Press).



                                                                                     3         Biomedical Informatics
Why is the product label apparently
so influential?
• Authoritative
• Simple (for a drug expert) to follow
• Often the only source of information besides
  FDA approval documentation for new drugs
• No standard for searching the scientific
  literature
• No standard for judging the quality of
  published studies


                        4           Biomedical Informatics
Structured Product Labels (SPL)
• All package inserts for currently marketed drugs
  are available in this format [1-3]




                      1. http://www.fda.gov/OHRMS/DOCKETS/98fr/FDA-2005-N-0464-gdl.pdf
                      2. http://www.fda.gov/ForIndustry/DataStandards/StructuredProductLabeling/default.htm
                      3. http://dailymed.nlm.nih.gov/dailymed/downloadLabels.cfm




                                 5                                   Biomedical Informatics
Want to see one?
• Perphenazine and Amitriptyline HCL:
  – http://tinyurl.com/d93ttm5




                        6        Biomedical Informatics
FDA dictates the kinds of claims that
 should be present in each section [1]




1.   FDA. Code of Federal Regulations 21 Part 201.56, chapter Requirements on content and format of labeling for human prescription drug and biological
     products. Washington, DC: US Government Printing Office, 2010. http://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfcfr/CFRSearch.cfm?fr=201.57




                                                                                7                                  Biomedical Informatics
DailyMed – the public source of
SPLs
• dailymed.nlm.nih.gov/
• Provides an HTML view of SPLs using XSLT
• Current statistics:
  – Human prescription products: ~17K
  – Human OTC: ~16K
  – Homeopathic: ~3K
  – Animal: 1k
  – Other: ~500


                         8              Biomedical Informatics
DailyMed uses Permanent URLs
"SPL IDs are not static, so a label's URL may change if
the label is updated. However, we provide permanent
URLs to view or download the latest version of an SPL”
• a permanent URL to view a label.
   – http://dailymed.nlm.nih.gov/dailymed/lookup.cfm?setid={setId}
• a permanent URL to download a label as a ZIP file.
   – http://dailymed.nlm.nih.gov/dailymed/downloadzipfile.cfm?setI
     d={setid}
• Try it for setid ‘ca5598e4-4226-45ab-abd1-e961707ae457’



                                 9               Biomedical Informatics
SPLs on the Semantic Web 1/2
• The DailyMed node:
  – http://www4.wiwiss.fu-berlin.de/dailymed/
  – 164,276 triples; 4,039 drugs (http://tinyurl.com/6qzd2lo)

• A great start but…
  – does not appear to handle drug products with more
    than one active ingredient correctly
  – clearly incomplete
  – incorrect encoding (Latin instead of Unicode)
  – how often is it updated and where is the versioning
    information?
  – where are the HTML tables and Image tags?
                               10              Biomedical Informatics
SPLs on the Semantic Web 2/2
• The LinkedSPL node:
  – http://purl.org/net/nlprepository/linkedSPLs
  – 527K triples; 17K drugs
  – Active ingredients linked to ChEBI (via dc:subject)
      • Also, links to DrugBank (706) and bio2rdf (1412) via dailymed:subjectXref


• Some improvements now implemented
  – correctly handles drug products with more than one active
    ingredient
  – Complete for prescription drugs
  – correct encoding
  – updated weekly and versioning information present
  – HTML tables and Image tags retained in raw form


                                             11                     Biomedical Informatics
Goals for LinkedSPLs
• I want this the resource to:
  1. be a model of best practices for publishing
     linked open drug data in terms of
     provenance, data quality, and timeliness


  2. Become the reference linked data source
     for drug product labels for the NLP and
     Semantic Web communities



                        12          Biomedical Informatics
Use Case 1
1. An NLP researcher developing an
   algorithm for extracting entities or
   knowledge from the product label
  – May require only a particular section or set of
    sections
  – Would like to stratify sampling of the product
    labels by product and drug features
    •   E.g., drug class, drug targets, pharmacokinetic
        properties, manufacturer, date of first release
  – The training data represents knowledge that
    is most useful if linked back to the SPL
                            13            Biomedical Informatics
Use Case 2
1. A Semantic Web researcher wants to link
   to product labeling
  – May require only a particular section or set of
    sections
  – Wants to enable querying of the product
    labels by product and drug features
    •   E.g., drug class, drug targets, pharmacokinetic
        properties, manufacturer, date of first release
  – Data quality and provenance important



                            14            Biomedical Informatics
Some best practices used and
needed
• PURLs not yet fully implemented
  – Makes for long URIs and server dependance
• Some initial use of provenance meta-data
  – See next slide
• Revision history not yet implemented
  – Can be derived from DailyMed RSS feed
• Not sure of all of the NLP and SW community
  requirements
• Looking for collaborators

                         15           Biomedical Informatics
My initial effort at provenance
d2r:documentMetadata [
          foaf:primaryTopic <http://purl.org/net/nlprepository/linkedSPLs>;
          meta:d2rUser "Richard D. Boyce";
          meta:d2rUserHomepage <http://www.linkedin.com/in/boycer>;
          meta:d2rOperator "Richard D. Boyce";
          meta:license <http://creativecommons.org/licenses/by-nc-sa/3.0/>
;
          meta:dataset <http://thedatahub.org/dataset/linked-structured-
product-labels>;
      prv:performedAt "2012-04-10T12:00:00Z"^^xsd:dateTime;
      prv:performedBy <http://www.linkedin.com/in/boycer>;
            rdfs:comment "Please note that DailyMed updates
(http://dailymed.nlm.nih.gov/dailymed/rss.cfm) are brought into the
LinkedSPL resources once per week.";


                                       16                Biomedical Informatics
Discussion/questions




                17     Biomedical Informatics
Acknowledgements
• The Drug Interaction Knowledge Base team
  – John Horn Pharm.D, Carol Collins MD, Greg
    Gardner, Rob Guzman
• W3C LODD and Scientific Discourse Task
  Force




                         18           Biomedical Informatics

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Linked-spls-initial-hcls-presentation-06082012

  • 1. Linked Structured Product Labels (LinkedSPLs) - Towards a reference linked data source for drug product labeling Richard Boyce, University of Pittsburgh 1 Biomedical Informatics Department of Biomedical Informatics
  • 2. Overview • About product labels • What are Structured Product Labels • Some use cases • Linked DailyMed was a great start • How LinkedSPLs is an improvement • Some best practices used and needed • Discussion 2 Biomedical Informatics
  • 3. Why are product labels important? • Product labels are intended to be a reference for prescribing clinicians [1] 1. Marroum PJ, Gobburu J. The product label: how pharmacokinetics and pharmacodynamics reach the prescriber. Clin Pharmacokinet. 2002;41(3):161-169. 2. Ko, Y. et al. Prescribers’ knowledge of and sources of information for potential drug- drug interactions: a postal survey of US prescribers. Drug Saf. 31, 525-536 (2008). 3. Boyce RD, Collins C, Clayton M, Kloke J, Horn J. Inhibitory Metabolic Drug Interactions with Newer Psychotropic Drugs: Inclusion in Package Inserts and Influences of Concurrence in Drug Interaction Screening Software. Annals of Pharmacotherapy. (In Press). 3 Biomedical Informatics
  • 4. Why is the product label apparently so influential? • Authoritative • Simple (for a drug expert) to follow • Often the only source of information besides FDA approval documentation for new drugs • No standard for searching the scientific literature • No standard for judging the quality of published studies 4 Biomedical Informatics
  • 5. Structured Product Labels (SPL) • All package inserts for currently marketed drugs are available in this format [1-3] 1. http://www.fda.gov/OHRMS/DOCKETS/98fr/FDA-2005-N-0464-gdl.pdf 2. http://www.fda.gov/ForIndustry/DataStandards/StructuredProductLabeling/default.htm 3. http://dailymed.nlm.nih.gov/dailymed/downloadLabels.cfm 5 Biomedical Informatics
  • 6. Want to see one? • Perphenazine and Amitriptyline HCL: – http://tinyurl.com/d93ttm5 6 Biomedical Informatics
  • 7. FDA dictates the kinds of claims that should be present in each section [1] 1. FDA. Code of Federal Regulations 21 Part 201.56, chapter Requirements on content and format of labeling for human prescription drug and biological products. Washington, DC: US Government Printing Office, 2010. http://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfcfr/CFRSearch.cfm?fr=201.57 7 Biomedical Informatics
  • 8. DailyMed – the public source of SPLs • dailymed.nlm.nih.gov/ • Provides an HTML view of SPLs using XSLT • Current statistics: – Human prescription products: ~17K – Human OTC: ~16K – Homeopathic: ~3K – Animal: 1k – Other: ~500 8 Biomedical Informatics
  • 9. DailyMed uses Permanent URLs "SPL IDs are not static, so a label's URL may change if the label is updated. However, we provide permanent URLs to view or download the latest version of an SPL” • a permanent URL to view a label. – http://dailymed.nlm.nih.gov/dailymed/lookup.cfm?setid={setId} • a permanent URL to download a label as a ZIP file. – http://dailymed.nlm.nih.gov/dailymed/downloadzipfile.cfm?setI d={setid} • Try it for setid ‘ca5598e4-4226-45ab-abd1-e961707ae457’ 9 Biomedical Informatics
  • 10. SPLs on the Semantic Web 1/2 • The DailyMed node: – http://www4.wiwiss.fu-berlin.de/dailymed/ – 164,276 triples; 4,039 drugs (http://tinyurl.com/6qzd2lo) • A great start but… – does not appear to handle drug products with more than one active ingredient correctly – clearly incomplete – incorrect encoding (Latin instead of Unicode) – how often is it updated and where is the versioning information? – where are the HTML tables and Image tags? 10 Biomedical Informatics
  • 11. SPLs on the Semantic Web 2/2 • The LinkedSPL node: – http://purl.org/net/nlprepository/linkedSPLs – 527K triples; 17K drugs – Active ingredients linked to ChEBI (via dc:subject) • Also, links to DrugBank (706) and bio2rdf (1412) via dailymed:subjectXref • Some improvements now implemented – correctly handles drug products with more than one active ingredient – Complete for prescription drugs – correct encoding – updated weekly and versioning information present – HTML tables and Image tags retained in raw form 11 Biomedical Informatics
  • 12. Goals for LinkedSPLs • I want this the resource to: 1. be a model of best practices for publishing linked open drug data in terms of provenance, data quality, and timeliness 2. Become the reference linked data source for drug product labels for the NLP and Semantic Web communities 12 Biomedical Informatics
  • 13. Use Case 1 1. An NLP researcher developing an algorithm for extracting entities or knowledge from the product label – May require only a particular section or set of sections – Would like to stratify sampling of the product labels by product and drug features • E.g., drug class, drug targets, pharmacokinetic properties, manufacturer, date of first release – The training data represents knowledge that is most useful if linked back to the SPL 13 Biomedical Informatics
  • 14. Use Case 2 1. A Semantic Web researcher wants to link to product labeling – May require only a particular section or set of sections – Wants to enable querying of the product labels by product and drug features • E.g., drug class, drug targets, pharmacokinetic properties, manufacturer, date of first release – Data quality and provenance important 14 Biomedical Informatics
  • 15. Some best practices used and needed • PURLs not yet fully implemented – Makes for long URIs and server dependance • Some initial use of provenance meta-data – See next slide • Revision history not yet implemented – Can be derived from DailyMed RSS feed • Not sure of all of the NLP and SW community requirements • Looking for collaborators 15 Biomedical Informatics
  • 16. My initial effort at provenance d2r:documentMetadata [ foaf:primaryTopic <http://purl.org/net/nlprepository/linkedSPLs>; meta:d2rUser "Richard D. Boyce"; meta:d2rUserHomepage <http://www.linkedin.com/in/boycer>; meta:d2rOperator "Richard D. Boyce"; meta:license <http://creativecommons.org/licenses/by-nc-sa/3.0/> ; meta:dataset <http://thedatahub.org/dataset/linked-structured- product-labels>; prv:performedAt "2012-04-10T12:00:00Z"^^xsd:dateTime; prv:performedBy <http://www.linkedin.com/in/boycer>; rdfs:comment "Please note that DailyMed updates (http://dailymed.nlm.nih.gov/dailymed/rss.cfm) are brought into the LinkedSPL resources once per week."; 16 Biomedical Informatics
  • 17. Discussion/questions 17 Biomedical Informatics
  • 18. Acknowledgements • The Drug Interaction Knowledge Base team – John Horn Pharm.D, Carol Collins MD, Greg Gardner, Rob Guzman • W3C LODD and Scientific Discourse Task Force 18 Biomedical Informatics

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