Evidence map›Paper›PMID 25136809›Full record

ArticlePLoS medicine2014

Stress hyperglycaemia in hospitalised patients and their 3-year risk of diabetes: a Scottish retrospective cohort study.

David A McAllister, Katherine A Hughes, Nazir Lone, Nicholas L Mills, Naveed Sattar, John McKnight, Sarah H Wild

Open access · goldAbstract read
In one paragraph

Article in PLoS medicine, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 21 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed, 1 pooled it
3.9field-weighted citation impact, top 6% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

21 citing papers in PubMed, 1 synthesis or guideline pooled it, 62 citations in OpenAlex.

  1. Pooled it
  2. Incidence of hyperglycemia and diabetes and association with electrolyte abnormalities in pediatric solid organ transplant recipients.Nephrology, dialysis, transplantation : official publication of the European Dialysis and Transplant Association - European Renal Association · 2017
    Trial
  3. Review
  4. Article
  5. Observational
  6. Article
  7. Association of pancreatitis with risk of diabetes: analysis of real-world data.Frontiers in clinical diabetes and healthcare · 2023
    Article
  8. Article
  9. Review
  10. Validation of Diagnostic Coding for Diabetes Mellitus in Hospitalized Patients.Endocrine practice : official journal of the American College of Endocrinology and the American Association of Clinical Endocrinologists · 2022
    Article
  11. Article
  12. Article
  13. Review
  14. Trends in HbA1c levels and implications for diabetes screening in tuberculosis cases undergoing treatment in India.The international journal of tuberculosis and lung disease : the official journal of the International Union against Tuberculosis and Lung Disease · 2018
    Article
  15. Predicting Chronic Disease Hospitalizations from Electronic Health Records: An Interpretable Classification Approach.Proceedings of the IEEE. Institute of Electrical and Electronics Engineers · 2018
    Article
  16. Article
  17. Observational
  18. Article
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  20. Observational
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

7 authors at 3 institutions in 1 country.

David A McAllisterCentre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom.
Katherine A HughesUniversity of Edinburgh/BHF Centre for Cardiovascular Health Science, University of Edinburgh, Edinburgh, United Kingdom.
Nazir LoneCentre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom.
Nicholas L MillsUniversity of Edinburgh/BHF Centre for Cardiovascular Health Science, University of Edinburgh, Edinburgh, United Kingdom.
Naveed SattarInstitute of Cardiovascular and Medical Sciences, BHF Glasgow Cardiovascular Research Centre, University of Glasgow, Glasgow, United Kingdom.
John McKnightMetabolic Unit and Acute Medicine Departments, NHS Lothian, Edinburgh, United Kingdom.
Sarah H WildCentre for Population Health Sciences, University of Edinburgh, Edinburgh, United Kingdom.
University of Edinburgh · GBNHS Lothian · GBUniversity of Glasgow · GB

Funding

British Heart Foundation FS/10/024/28266British Heart Foundation SP/12/10/29922Chief Scientist Office CZH/4/836Wellcome Trust
6 · The paper itself

Abstract

backgroundHyperglycaemia during hospital admission is common in patients who are not known to have diabetes and is associated with adverse outcomes. The risk of subsequently developing type 2 diabetes, however, is not known. We linked a national database of hospital admissions with a national register of diabetes to describe the association between admission glucose and the risk of subsequently developing type 2 diabetes. METHODS AND

findingsIn a retrospective cohort study, patients aged 30 years or older with an emergency admission to hospital between 2004 and 2008 were included. Prevalent and incident diabetes were identified through the Scottish Care Information (SCI)-Diabetes Collaboration national registry. Patients diagnosed prior to or up to 30 days after hospitalisation were defined as prevalent diabetes and were excluded. The predicted risk of developing incident type 2 diabetes during the 3 years following hospital discharge by admission glucose, age, and sex was obtained from logistic regression models. We performed separate analyses for patients aged 40 and older, and patients aged 30 to 39 years. Glucose was measured in 86,634 (71.0%) patients aged 40 and older on admission to hospital. The 3-year risk of developing type 2 diabetes was 2.3% (1,952/86,512) overall, was <1% for a glucose ≤ 5 mmol/l, and increased to approximately 15% at 15 mmol/l. The risks at 7 mmol/l and 11.1 mmol/l were 2.6% (95% CI 2.5-2.7) and 9.9% (95% CI 9.2-10.6), respectively, with one in four (21,828/86,512) and one in 40 (1,798/86,512) patients having glucose levels above each of these cut-points. For patients aged 30-39, the risks at 7 mmol/l and 11.1 mmol/l were 1.0% (95% CI 0.8-1.3) and 7.8% (95% CI 5.7-10.7), respectively, with one in eight (1,588/11,875) and one in 100 (120/11,875) having glucose levels above each of these cut-points. The risk of diabetes was also associated with age, sex, and socio-economic deprivation, but not with specialty (medical versus surgical), raised white cell count, or co-morbidity. Similar results were obtained for pre-specified sub-groups admitted with myocardial infarction, chronic obstructive pulmonary disease, and stroke. There were 25,193 deaths (85.8 per 1,000 person-years) over 297,122 person-years, of which 2,406 (8.1 per 1,000 person-years) were attributed to vascular disease. Patients with glucose levels of 11.1 to 15 mmol/l and >15 mmol/l had higher mortality than patients with a glucose of <6.1 mmol/l (hazard ratio 1.54; 95% CI 1.42-1.68 and 2.50; 95% CI 2.14-2.95, respectively) in models adjusting for age and sex. Limitations of our study include that we did not have data on ethnicity or body mass index, which may have improved prediction and the results have not been validated in non-white populations or populations outside of Scotland.

conclusionPlasma glucose measured during an emergency hospital admission predicts subsequent risk of developing type 2 diabetes. Mortality was also 1.5-fold higher in patients with elevated glucose levels. Our findings can be used to inform patients of their long-term risk of type 2 diabetes, and to target lifestyle advice to those patients at highest risk. Please see later in the article for the Editors' Summary.

Indexed as

AdultAgedAged, 80 and overAge FactorsBlood GlucoseCohort StudiesDiabetes Mellitus, Type 2FemaleHospitalizationHumansHyperglycemiaLogistic ModelsMaleMiddle AgedRetrospective StudiesRiskBlood Glucose

Identifiers

PMID25136809
PMCPMC4138030
OpenAlexW2091666106

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.