Skip to main content

Main menu

  • Home
  • Content
    • Current issue
    • Past issues
    • Collections
  • Authors & Reviewers
    • Overview for Authors
    • Preparing manuscripts
    • Submission Checklist
    • Publication Fees
    • Forms
    • Editorial Policies
    • Editorial Process
    • Patient-Oriented Research
    • Submit a manuscript
    • Manuscript Progress
    • Submit a response
    • Information for Reviewers
    • Open access
  • Alerts
    • Email alerts
    • RSS
  • About
    • General information
    • Staff
    • Editorial board
    • Contact
  • CMAJ JOURNALS
    • CMAJ
    • CJS
    • JAMC
    • JPN

User menu

Search

  • Advanced search
CMAJ Open
  • CMAJ JOURNALS
    • CMAJ
    • CJS
    • JAMC
    • JPN
CMAJ Open

Advanced Search

  • Home
  • Content
    • Current issue
    • Past issues
    • Collections
  • Authors & Reviewers
    • Overview for Authors
    • Preparing manuscripts
    • Submission Checklist
    • Publication Fees
    • Forms
    • Editorial Policies
    • Editorial Process
    • Patient-Oriented Research
    • Submit a manuscript
    • Manuscript Progress
    • Submit a response
    • Information for Reviewers
    • Open access
  • Alerts
    • Email alerts
    • RSS
  • About
    • General information
    • Staff
    • Editorial board
    • Contact
  • Subscribe to our alerts
  • RSS feeds
  • Follow CMAJ Open on Twitter
Research

Identification of undiagnosed diabetes and quality of diabetes care in the United States: cross-sectional study of 11.5 million primary care electronic records

Tim A. Holt, Candace L. Gunnarsson, Paul A. Cload and Susan D. Ross
November 04, 2014 2 (4) E248-E255; DOI: https://doi.org/10.9778/cmajo.20130095
Tim A. Holt
1Department of Primary Care Health Sciences, Oxford University, Oxford, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Candace L. Gunnarsson
2Statistical Solutions, Inc., Cincinnati, Ohio
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Paul A. Cload
3GE Healthcare, Chalfont St Giles, UK
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Susan D. Ross
2Statistical Solutions, Inc., Cincinnati, Ohio
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Figures & Tables
  • Related Content
  • Responses
  • Metrics
  • PDF
Loading

Article Figures & Tables

Figures

  • Tables
  • Figure 1:
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 1:

    Distribution of more than 9000 primary care practices across the United States contributing data from electronic medical records for 11 540 454 patients to the GE Centricity database as of Sept. 1, 2009.

  • Figure 2:
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 2:

    Identification of patients with undiagnosed diabetes based on biochemical data in electronic medical records. *As of Sept. 1, 2009. †Random blood glucose level ≥ 11.1 mmol/L or fasting blood glucose level ≥ 7.0 mmol/L. ‡Patients with ≥ 2 abnormal glucose levels on record or ≥ 1 abnormal glycated hemoglobin (HbA1c) value on record.

  • Figure 3:
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 3:

    Distribution of patients with undiagnosed diabetes in the total diabetes population (diagnosed and undiagnosed, n = 1 174 018) in “zip-3” areas (areas defined by the first 3 digits of the zip codes for group practices).

  • Figure 4:
    • Download figure
    • Open in new tab
    • Download powerpoint
    Figure 4:

    Proportion of patients with diabetes whose electronic medical record indicated achievement of clinical quality-of-care indicators, by US region. *Among patients without proteinuria. †Among patients with proteinuria or microalbuminuria (proteinuria defined as albumin [or protein] > 150 mg in a 24-hour collection or > 20 mg/dL protein or > 23 mg albumin in a urine sample). ACE = angiotensin-converting enzyme, BMI = body mass index, HbA1c = glycated hemoglobin.

Tables

  • Figures
    • View popup
    Table 1: Number of visits in the Centricity database (current study) and the National Ambulatory Medical Care Survey (NAMCS) database (taken from Crawford et al.8), by sex and age group
    Sex; age, yrNo. of visits per 100 person-years
    NAMCS database
    n = 963 617
    Centricity database
    n = 6 202
    Female376.8483.3
    < 15245.7380.3
    15–24220.0392.9
    25–44313.0401.1
    45–64446.9426.3
    65–74671.3519.5
    ≥ 75784.6569.5
    Male283.1403.1
    < 15282.9386.0
    15–24125.1279.1
    25–44177.5343.8
    45–64332.7396.3
    65–74618.6481.0
    ≥ 75741.4543.2
    • View popup
    Table 2: Proportion of patients with diabetes in the United States and England whose electronic medical records indicated achievement of selected quality-of-care indicators within the 15 months before the last visit on record
    Quality-of-care indicator% of patients*
    United StatesEngland†
    n = NA
    Total
    n = 622 260
    Coded diagnosis only
    n = 56 492
    Medication use only
    n = 228 926
    Coded diagnosis and medication use
    n = 336 842
    Record of BMI57.354.249.263.494.7
    Record of HbA1c59.249.840.473.597.2
    Last HbA1c ≤ 7%33.845.923.838.653.8
    Last HbA1c ≤ 8%46.448.832.455.577.4
    Last HbA1c ≤ 9%52.349.336.163.788.0
    Record of the presence or absence of peripheral pulsesNRNRNRNR91.1
    Record of neuropathy testingNRNRNRNR90.8
    Record of retinal screeningNRNRNRNR90.9
    Record of blood pressure88.086.781.592.798.3
    Last blood pressure ≤ 145/85 mm Hg67.666.962.171.480.6
    Record of microalbuminuria testing (among patients without proteinuria)33.424.521.443.088.5
    Record of treatment with ACE inhibitor or angiotensin-receptor blocker (among patients with proteinuria‡ or microalbuminuria)85.757.195.085.880.0
    Record of estimated glomerular filtration rate or serum creatinine testing69.370.054.179.697.0
    Record of total cholesterol59.761.543.570.496.0
    Last total cholesterol level ≤ 5 mmol/L44.641.633.053.083.0
    Influenza vaccination in the preceding period Sept. 1 to Mar. 31NRNRNRNR90.4

    Note: ACE = angiotensin-converting enzyme, BMI = body mass index, HbA1c = glycated hemoglobin, NA = not available, NR = not recorded.
*Between-column comparisons are all significant at p < 0.01.
†All patients with diagnostic code for diabetes 
‡Proteinuria defined as albumin (or protein) > 150 mg in a 24-hour collection or > 20 mg/dL protein or > 23 mg albumin in a urine sample.

    PreviousNext
    Back to top

    In this issue

    CMAJ Open: 2 (4)
    Vol. 2, Issue 4
    1 Oct 2014
    • Table of Contents
    • Index by author

    Article tools

    Respond to this article
    Print
    Download PDF
    Article Alerts
    To sign up for email alerts or to access your current email alerts, enter your email address below:
    Email Article

    Thank you for your interest in spreading the word on CMAJ Open.

    NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

    Enter multiple addresses on separate lines or separate them with commas.
    Identification of undiagnosed diabetes and quality of diabetes care in the United States: cross-sectional study of 11.5 million primary care electronic records
    (Your Name) has sent you a message from CMAJ Open
    (Your Name) thought you would like to see the CMAJ Open web site.
    CAPTCHA
    This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
    Citation Tools
    Identification of undiagnosed diabetes and quality of diabetes care in the United States: cross-sectional study of 11.5 million primary care electronic records
    Tim A. Holt, Candace L. Gunnarsson, Paul A. Cload, Susan D. Ross
    Oct 2014, 2 (4) E248-E255; DOI: 10.9778/cmajo.20130095

    Citation Manager Formats

    • BibTeX
    • Bookends
    • EasyBib
    • EndNote (tagged)
    • EndNote 8 (xml)
    • Medlars
    • Mendeley
    • Papers
    • RefWorks Tagged
    • Ref Manager
    • RIS
    • Zotero
    Share
    Identification of undiagnosed diabetes and quality of diabetes care in the United States: cross-sectional study of 11.5 million primary care electronic records
    Tim A. Holt, Candace L. Gunnarsson, Paul A. Cload, Susan D. Ross
    Oct 2014, 2 (4) E248-E255; DOI: 10.9778/cmajo.20130095
    Digg logo Reddit logo Twitter logo Facebook logo Google logo Mendeley logo
    • Tweet Widget
    • Facebook Like

    Related Articles

    • PubMed
    • Google Scholar

    Cited By...

    • Implementation of data management and effect on chronic disease coding in a primary care organisation: A parallel cohort observational study
    • Google Scholar

    Similar Articles

    Collections

    • Clinical
      • Endocrinology & Metabolism
        • Diabetes
      • Health services research
    • Nonclinical
      • Medical Informatics
        • Other medical informatics
      • Management
        • Quality improvement

    Content

    • Current issue
    • Past issues
    • Collections
    • Alerts
    • RSS

    Authors & Reviewers

    • Overview for Authors
    • Preparing manuscripts
    • Manuscript Submission Checklist
    • Publication Fees
    • Forms
    • Editorial Policies
    • Editorial Process
    • Patient-Oriented Research
    • Submit a manuscript
    • Manuscript Progress
    • Submit a response
    • Information for Reviewers

    About

    • General Information
    • Staff
    • Editorial Board
    • Contact Us
    • Advertising
    • Media
    • Reprints
    • Copyright and Permissions
    • Accessibility
    • CMA Civility Standards
    CMAJ Group

    Copyright 2022, CMA Impact Inc. or its licensors. All rights reserved. ISSN 2291-0026

    All editorial matter in CMAJ OPEN represents the opinions of the authors and not necessarily those of the Canadian Medical Association or its subsidiaries.

    To receive any of these resources in an accessible format, please contact us at CMAJ Group, 500-1410 Blair Towers Place, Ottawa ON, K1J 9B9; p: 1-888-855-2555; e: [email protected].

    View CMA's Accessibility policy.

     

    Powered by HighWire