Literature DB >> 18999215

Medication and indication linkage: A practical therapy for the problem list?

Matthew M Burton1, Linas Simonaitis, Gunther Schadow.   

Abstract

BACKGROUND: Establishing a relationship between medications and diagnoses within a functioning electronic medical record system (EMR) has many valuable applications,such as improving the quality and utility of the problem list to support better decisions.
METHODS: We evaluated over 1.6 million de-identified patient records from the Regenstrief Medical Record System (RMRS) with over 90 million diagnoses and 20 million medications. Using RxNorm, the VA National Drug File Reference Terminology, and SNOMED-CT (SCT)standard terminologies and mappings we evaluated the linkage for local concept terms for medications and problems (diagnoses & complaints).
RESULTS: We were able to map 24,398 candidates as medication and indication pairs. The overall sensitivity and specificity for term pairs was 67.5% and 86% respectively and 39.5% and 97.4 when adjusted for term pair occurrence within single patient records.
CONCLUSIONS: Medications can be mapped by machine to a disease/ disorder using established terminology standards.This mapping may inform many knowledge management and decision support features in an EMR.

Entities:  

Mesh:

Year:  2008        PMID: 18999215      PMCID: PMC2655999     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  10 in total

1.  Conceptual alignment of electronic health record data with guideline and workflow knowledge.

Authors:  G Schadow; D C Russler; C J McDonald
Journal:  Int J Med Inform       Date:  2001-12       Impact factor: 4.046

2.  Providing concept-oriented views for clinical data using a knowledge-based system: an evaluation.

Authors:  Qing Zeng; James J Cimino; Kelly H Zou
Journal:  J Am Med Inform Assoc       Date:  2002 May-Jun       Impact factor: 4.497

3.  Initializing the VA medication reference terminology using UMLS metathesaurus co-occurrences.

Authors:  John S Carter; Steven H Brown; Mark S Erlbaum; William Gregg; Peter L Elkin; Ted Speroff; Mark S Tuttle
Journal:  Proc AMIA Symp       Date:  2002

4.  Task analysis of writing hospital admission orders: evidence of a problem-based approach.

Authors:  Christopher D Johnson; Roni F Zeiger; Amar K Das; Mary K Goldstein
Journal:  AMIA Annu Symp Proc       Date:  2006

5.  Assessing the impact of HL7/FDA Structured Product Label (SPL) content for medication knowledge management.

Authors:  Gunther Schadow
Journal:  AMIA Annu Symp Proc       Date:  2007-10-11

6.  Medical records that guide and teach.

Authors:  L L Weed
Journal:  N Engl J Med       Date:  1968-03-14       Impact factor: 91.245

7.  The Regenstrief Medical Record System: a quarter century experience.

Authors:  C J McDonald; J M Overhage; W M Tierney; P R Dexter; D K Martin; J G Suico; A Zafar; G Schadow; L Blevins; T Glazener; J Meeks-Johnson; L Lemmon; J Warvel; B Porterfield; J Warvel; P Cassidy; D Lindbergh; A Belsito; M Tucker; B Williams; C Wodniak
Journal:  Int J Med Inform       Date:  1999-06       Impact factor: 4.046

8.  The Indiana network for patient care: a working local health information infrastructure. An example of a working infrastructure collaboration that links data from five health systems and hundreds of millions of entries.

Authors:  Clement J McDonald; J Marc Overhage; Michael Barnes; Gunther Schadow; Lonnie Blevins; Paul R Dexter; Burke Mamlin
Journal:  Health Aff (Millwood)       Date:  2005 Sep-Oct       Impact factor: 6.301

9.  Empirical derivation of an electronic clinically useful problem statement system.

Authors:  S H Brown; R A Miller; H N Camp; D A Guise; H K Walker
Journal:  Ann Intern Med       Date:  1999-07-20       Impact factor: 25.391

10.  VA National Drug File Reference Terminology: a cross-institutional content coverage study.

Authors:  Steven H Brown; Peter L Elkin; S Trent Rosenbloom; Casey Husser; Brent A Bauer; Michael J Lincoln; John Carter; Mark Erlbaum; Mark S Tuttle
Journal:  Stud Health Technol Inform       Date:  2004
  10 in total
  17 in total

1.  Using RxNorm and NDF-RT to classify medication data extracted from electronic health records: experiences from the Rochester Epidemiology Project.

Authors:  Jyotishman Pathak; Sean P Murphy; Brian N Willaert; Hilal M Kremers; Barbara P Yawn; Walter A Rocca; Christopher G Chute
Journal:  AMIA Annu Symp Proc       Date:  2011-10-22

2.  Analyzing categorical information in two publicly available drug terminologies: RxNorm and NDF-RT.

Authors:  Jyotishman Pathak; Christopher G Chute
Journal:  J Am Med Inform Assoc       Date:  2010 Jul-Aug       Impact factor: 4.497

3.  Development and evaluation of a crowdsourcing methodology for knowledge base construction: identifying relationships between clinical problems and medications.

Authors:  Allison B McCoy; Adam Wright; Archana Laxmisan; Madelene J Ottosen; Jacob A McCoy; David Butten; Dean F Sittig
Journal:  J Am Med Inform Assoc       Date:  2012-05-12       Impact factor: 4.497

4.  Analysis of medication and indication occurrences in clinical notes.

Authors:  Sunghwan Sohn; Hongfang Liu
Journal:  AMIA Annu Symp Proc       Date:  2014-11-14

5.  An automated tool for detecting medication overuse based on the electronic health records.

Authors:  Hojjat Salmasian; Daniel E Freedberg; Julian A Abrams; Carol Friedman
Journal:  Pharmacoepidemiol Drug Saf       Date:  2012-12-12       Impact factor: 2.890

6.  Extracting drug indication information from structured product labels using natural language processing.

Authors:  Kin Wah Fung; Chiang S Jao; Dina Demner-Fushman
Journal:  J Am Med Inform Assoc       Date:  2013-03-09       Impact factor: 4.497

7.  Twinlist: novel user interface designs for medication reconciliation.

Authors:  Catherine Plaisant; Tiffany Chao; Johnny Wu; A Zach Hettinger; Jorge R Herskovic; Todd R Johnson; Elmer V Bernstam; Eliz Markowitz; Seth Powsner; Ben Shneiderman
Journal:  AMIA Annu Symp Proc       Date:  2013-11-16

8.  A method and knowledge base for automated inference of patient problems from structured data in an electronic medical record.

Authors:  Adam Wright; Justine Pang; Joshua C Feblowitz; Francine L Maloney; Allison R Wilcox; Harley Z Ramelson; Louise I Schneider; David W Bates
Journal:  J Am Med Inform Assoc       Date:  2011-05-25       Impact factor: 4.497

9.  Combining Structured and Free-text Data for Automatic Coding of Patient Outcomes.

Authors:  Suchi Saria; Gayle McElvain; Anand K Rajani; Anna A Penn; Daphne L Koller
Journal:  AMIA Annu Symp Proc       Date:  2010-11-13

10.  Cross-domain targeted ontology subsets for annotation: the case of SNOMED CORE and RxNorm.

Authors:  Pablo López-García; Paea Lependu; Mark Musen; Arantza Illarramendi
Journal:  J Biomed Inform       Date:  2013-10-01       Impact factor: 6.317

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