Cited by 42Diabetes Management and ResearchDiabetes Management and EducationPatient Safety and Medication Errors

The association of biochemical hypoglycemia with the subsequent risk of a severe hypoglycemic event: analysis of the DCCT data set

Open access
Beck, Roy W., Bergenstal, Richard M., Riddlesworth, Tonya D., Kollman, Craig·2019·Diabetes Technology & Therapeutics

Abstract

OBJECTIVE: To evaluate the association of biochemical hypoglycemia with subsequent severe hypoglycemia (SH) events using the Diabetes Control and Complications Trial (DCCT) data set. RESEARCH DESIGN AND METHODS: The frequency of biochemical hypoglycemia (percentage of values <70 and <54 mg/dL [3.9 and 3.0 mmol/L) was assessed using DCCT blood glucose concentrations measured at a central laboratory from seven finger-stick samples (7-point testing: pre- and 90-min postmeals and at bedtime) collected during 1 day every 3 months. SH events required a change in mental status necessitating the involvement of another individual to provide treatment. A Poisson model accounting for repeated measures from each participant was used to assess the association of biochemical hypoglycemia frequency, computed from the 7-point finger-stick data, with the development of SH events. RESULTS: The risk of SH during a 3-month period was substantially higher (P < 0.001) when there was at least one hypoglycemic blood glucose value in the preceding 7-point profile, with similar results seen for both the 70 mg/dL (rate ratio = 3.0 [95% confidence interval: 2.6-3.3]) and 54 mg/dL (rate ratio = 2.7 [95% confidence interval: 2.4-3.1]) thresholds. CONCLUSIONS: The occurrence of biochemical hypoglycemia <70 or <54 mg/dL is associated with an increased risk of SH. For this reason as well as the deleterious effects of hypoglycemia on glucose counter-regulation and hypoglycemia awareness, cognition, quality of life, and arrhythmias, it is important in diabetes management to avoid hypoglycemic glucose levels as much as possible.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1089/dia.2018.0362

Cites

42 of 42 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Older and/or high-risk individuals with diabetes are at elevated risk for hypoglycemia.

    “Although there is no evidence regarding time in range for older and/or high-risk individuals, numerous studies have shown the elevated risk for hypoglycemia in these populations (54-59).”

    From Clinical Targets for Continuous Glucose Monitoring Data Interpretation: Recommendations From the International Consensus on Time in Range (2019) · cites this paper as [57]

    The Discussion reports that DCCT participants with a hypoglycemic glucose measurement had more than twice the subsequent risk of a severe hypoglycemic event. That supports elevated risk associated with biochemical hypoglycemia, but the paper does not establish that older individuals, or high-risk individuals as a population, have elevated risk compared with others. (LLM, conf=0.80)

    Experimental — accuracy not yet measured
  • Older and/or high-risk individuals with diabetes are at notably higher risk for severe hypoglycemia due to age, duration of diabetes, duration of insulin therapy, and greater prevalence of hypoglycemia unawareness.

    “Older and/or high-risk individuals with diabetes are at notably higher risk for severe hypoglycemia due to age, duration of diabetes, duration of insulin therapy, and greater prevalence of hypoglycemia unawareness (54-58).”

    From Clinical Targets for Continuous Glucose Monitoring Data Interpretation: Recommendations From the International Consensus on Time in Range (2019) · cites this paper as [57]

    The Discussion (page not specified) says reduced hypoglycemia awareness is associated with an increased risk of severe hypoglycemic events. It does not establish that older or high-risk individuals have greater prevalence of unawareness, or that age, diabetes duration, or insulin-therapy duration account for their higher risk. The paper's analysis instead focuses on biochemical hypoglycemia preceding severe events. (LLM, conf=0.86)

    Experimental — accuracy not yet measured
  • In both T1D and T2D, one or more severe hypoglycemic events over 5 years raises mortality rates ∼3.5-fold.

    “In both T1D and T2D, one or more severe hypoglycemic events over 5 years raises mortality rates ∼3.5-fold ( Beck et al., 2019 ).”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

1 of the 43 references couldn’t be matched to a known paper.

Research works printed but not linked: 1

  1. [20]20. Heller SR, Macdonald IA: The measurement of cognitive function during acute hypoglycaemia: experimental limitations and their effect on the study of hypoglycaemia unawareness. Diabet Med 1996;13:607–615 [DOI] [PubMed] [Google Scholar]

Cited by

Sorted by citations

Authors
Beck, R. W., Bergenstal, R. M., Riddlesworth, T. D., & Kollman, C.
Affiliations
  • Jaeb Center for Health Research (US)
  • Park Nicollet Clinic (US)
Corresponding author
Beck, Roy W.
Venue
Diabetes Technology & Therapeutics
Published
2019-01
Volume
21
Issue
1
Pages
1-5
ISSN
  • 1520-9156 (ISSN-L)
  • 1557-8593
OpenAlex
W2906263878
Cited by
42
References
43
Citations by year
2026: 1 · 2025: 2 · 2024: 3 · 2023: 5 · 2022: 4 · 2021: 8 · 2020: 12 · 2019: 7
FWCI
5.37
Type
journal article
Language
en
Open access
Locations
  • Diabetes Technology & Therapeutics (publishedVersion)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
Funders
  • Jaeb Center for Health Research
  • National Institutes of Health
  • National Institute of Diabetes and Digestive and Kidney Diseases
  • National Center for Research Resources
Topics
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
  • Health Sciences › Health Professions › Emergency Medical Services › Patient Safety and Medication Errors
Keywords
severe hypoglycemia, type 1 diabetes, blood glucose monitoring, hypoglycemia awareness, Diabetes Control and Complications Trial
MeSH terms
Adult, Blood Glucose, Clinical Trials as Topic, Female, Humans, Hypoglycemia, Hypoglycemic Agents, Male, Blood Glucose Self-Monitoring, Poisson Distribution, Diabetes Complications

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review