Literature DB >> 20351906

A highly specific algorithm for identifying asthma cases and controls for genome-wide association studies.

Jennifer A Pacheco1, Pedro C Avila, Jason A Thompson, May Law, Jihan A Quraishi, Alyssa K Greiman, Eric M Just, Abel Kho.   

Abstract

Our aim was to identify asthmatic patients as cases, and healthy patients as controls, for genome-wide association studies (GWAS), using readily available data from electronic medical records. For GWAS, high specificity is required to accurately identify genotype-phenotype correlations. We developed two algorithms using a combination of diagnoses, medications, and smoking history. By applying stringent criteria for source and specificity of the data we achieved a 95% positive predictive value and 96% negative predictive value for identification of asthma cases and controls compared against clinician review. We achieved a high specificity but at the loss of approximately 24% of the initial number of potential asthma cases we found. However, by standardizing and applying our algorithm across multiple sites, the high number of cases needed for a GWAS could be achieved.

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Year:  2009        PMID: 20351906      PMCID: PMC2815460     

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


  6 in total

1.  Assessment of asthma using automated and full-text medical records.

Authors:  J G Donahue; S T Weiss; M A Goetsch; J M Livingston; D K Greineder; R Platt
Journal:  J Asthma       Date:  1997       Impact factor: 2.515

2.  Surveillance for asthma--United States, 1980-1999.

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Journal:  MMWR Surveill Summ       Date:  2002-03-29

Review 3.  The health economics of asthma and rhinitis. I. Assessing the economic impact.

Authors:  K B Weiss; S D Sullivan
Journal:  J Allergy Clin Immunol       Date:  2001-01       Impact factor: 10.793

4.  Searching multiple clinical information systems for longer time periods found more prevalent cases of asthma.

Authors:  William M Vollmer; Elizabeth A O'Connor; Michael Heumann; E Ann Frazier; Victor Breen; Jacqueline Villnave; A Sonia Buist
Journal:  J Clin Epidemiol       Date:  2004-04       Impact factor: 6.437

5.  National surveillance for asthma--United States, 1980-2004.

Authors:  Jeanne E Moorman; Rose Anne Rudd; Carol A Johnson; Michael King; Patrick Minor; Cathy Bailey; Marissa R Scalia; Lara J Akinbami
Journal:  MMWR Surveill Summ       Date:  2007-10-19

6.  Extracting principal diagnosis, co-morbidity and smoking status for asthma research: evaluation of a natural language processing system.

Authors:  Qing T Zeng; Sergey Goryachev; Scott Weiss; Margarita Sordo; Shawn N Murphy; Ross Lazarus
Journal:  BMC Med Inform Decis Mak       Date:  2006-07-26       Impact factor: 2.796

  6 in total
  27 in total

1.  Anonymization of longitudinal electronic medical records.

Authors:  Acar Tamersoy; Grigorios Loukides; Mehmet Ercan Nergiz; Yucel Saygin; Bradley Malin
Journal:  IEEE Trans Inf Technol Biomed       Date:  2012-01-27

2.  Predicting changes in hypertension control using electronic health records from a chronic disease management program.

Authors:  Jimeng Sun; Candace D McNaughton; Ping Zhang; Adam Perer; Aris Gkoulalas-Divanis; Joshua C Denny; Jacqueline Kirby; Thomas Lasko; Alexander Saip; Bradley A Malin
Journal:  J Am Med Inform Assoc       Date:  2013-09-17       Impact factor: 4.497

3.  Automated chart review for asthma cohort identification using natural language processing: an exploratory study.

Authors:  Stephen T Wu; Sunghwan Sohn; K E Ravikumar; Kavishwar Wagholikar; Siddhartha R Jonnalagadda; Hongfang Liu; Young J Juhn
Journal:  Ann Allergy Asthma Immunol       Date:  2013-08-12       Impact factor: 6.347

4.  Identifying patients with asthma in primary care electronic medical record systems Chart analysis-based electronic algorithm validation study.

Authors:  Nancy Xi; Rebecca Wallace; Gina Agarwal; David Chan; Andrea Gershon; Samir Gupta
Journal:  Can Fam Physician       Date:  2015-10       Impact factor: 3.275

5.  Portability of an algorithm to identify rheumatoid arthritis in electronic health records.

Authors:  Robert J Carroll; Will K Thompson; Anne E Eyler; Arthur M Mandelin; Tianxi Cai; Raquel M Zink; Jennifer A Pacheco; Chad S Boomershine; Thomas A Lasko; Hua Xu; Elizabeth W Karlson; Raul G Perez; Vivian S Gainer; Shawn N Murphy; Eric M Ruderman; Richard M Pope; Robert M Plenge; Abel Ngo Kho; Katherine P Liao; Joshua C Denny
Journal:  J Am Med Inform Assoc       Date:  2012-02-28       Impact factor: 4.497

6.  Variants near FOXE1 are associated with hypothyroidism and other thyroid conditions: using electronic medical records for genome- and phenome-wide studies.

Authors:  Joshua C Denny; Dana C Crawford; Marylyn D Ritchie; Suzette J Bielinski; Melissa A Basford; Yuki Bradford; High Seng Chai; Lisa Bastarache; Rebecca Zuvich; Peggy Peissig; David Carrell; Andrea H Ramirez; Jyotishman Pathak; Russell A Wilke; Luke Rasmussen; Xiaoming Wang; Jennifer A Pacheco; Abel N Kho; M Geoffrey Hayes; Noah Weston; Martha Matsumoto; Peter A Kopp; Katherine M Newton; Gail P Jarvik; Rongling Li; Teri A Manolio; Iftikhar J Kullo; Christopher G Chute; Rex L Chisholm; Eric B Larson; Catherine A McCarty; Daniel R Masys; Dan M Roden; Mariza de Andrade
Journal:  Am J Hum Genet       Date:  2011-10-07       Impact factor: 11.025

7.  Accuracy of phenotyping chronic rhinosinusitis in the electronic health record.

Authors:  Joy Hsu; Jennifer A Pacheco; Whitney W Stevens; Maureen E Smith; Pedro C Avila
Journal:  Am J Rhinol Allergy       Date:  2014 Mar-Apr       Impact factor: 2.467

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.  Automatic identification of methotrexate-induced liver toxicity in patients with rheumatoid arthritis from the electronic medical record.

Authors:  Chen Lin; Elizabeth W Karlson; Dmitriy Dligach; Monica P Ramirez; Timothy A Miller; Huan Mo; Natalie S Braggs; Andrew Cagan; Vivian Gainer; Joshua C Denny; Guergana K Savova
Journal:  J Am Med Inform Assoc       Date:  2014-10-25       Impact factor: 4.497

10.  Identification of Four Novel Loci in Asthma in European American and African American Populations.

Authors:  Berta Almoguera; Lyam Vazquez; Frank Mentch; John Connolly; Jennifer A Pacheco; Agnes S Sundaresan; Peggy L Peissig; James G Linneman; Catherine A McCarty; David Crosslin; David S Carrell; Todd Lingren; Bahram Namjou-Khales; John B Harley; Eric Larson; Gail P Jarvik; Murray Brilliant; Marc S Williams; Iftikhar J Kullo; Erik B Hysinger; Patrick M A Sleiman; Hakon Hakonarson
Journal:  Am J Respir Crit Care Med       Date:  2017-02-15       Impact factor: 21.405

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