Cited by 10Diabetes Management and ResearchDiabetes, Cardiovascular Risks, and LipoproteinsPancreatic function and diabetes

Associated Factors with Biochemical Hypoglycemia during an Oral Glucose Tolerance Test in a Chinese Population

Open access
Cai, Xiaoling, Han, Xueyao, Zhou, Xianghai, Zhou, Lingli, Zhang, Simin, Ji, Linong·2017·Journal of Diabetes Research

Abstract

Aim. To find the association between biochemical hypoglycemia on a 2-hour screening oral glucose tolerance test (OGTT) and insulin resistance. Method. Subjects of this study were sampled from the China National Diabetes and Metabolic Disorders Study that was conducted during 2007 and 2008. Blood samples were drawn at 0, 30, and 120 minutes after the glucose load. Biochemical hypoglycemia was defined as 2-hour glucose < 3.0 mmol/l. Results. In total, 26,606 participants were included, and 141 participants were diagnosed with biochemical hypoglycemia on a 2-hour OGTT. Compared to participants with normal glucose tolerance (NGT), participants with biochemical hypoglycemia presented with a younger age, lower BMI, lower levels of fasting glucose, and lower levels of 30-minute and 2-hour OGTT glucose. In terms of insulin resistance, participants with biochemical hypoglycemia showed higher levels of Matsuda ISI. In terms of β-cell function, participants with biochemical hypoglycemia showed higher levels of Stumvoll early and late indexes. A multivariate regression analysis indicated that higher levels of Matsuda ISI and higher levels of Stumvoll early and late indexes were associated with biochemical hypoglycemia independently. Conclusion. This study indicated that biochemical hypoglycemia might be associated with lower levels of insulin resistance but higher levels of β-cell function in a Chinese population.

AI snapshot

Written from the paper’s full text.

TL;DR

In a large Chinese cross-sectional sample, biochemical hypoglycemia during a 2-hour OGTT was rare (0.53%) and was associated with higher insulin sensitivity and higher β-cell function rather than insulin resistance. The authors conclude that biochemical hypoglycemia may reflect more favorable glycemic profiles in this population.

Key findings

  • Among 26,606 participants, 141 had biochemical hypoglycemia on a 2-hour OGTT (prevalence 0.53%), and 26,465 had normal glucose tolerance (NGT).
  • Compared with NGT, participants with biochemical hypoglycemia had lower BMI and lower fasting, 30-minute, and 2-hour OGTT glucose levels; they also had higher 30-minute insulin but lower 120-minute insulin.
  • Participants with biochemical hypoglycemia showed higher Matsuda ISI and higher Stumvoll early and late β-cell function indexes; multivariable logistic regression indicated these higher indexes were independently associated with biochemical hypoglycemia.
  • The abstract states participants with biochemical hypoglycemia were younger, while the Results section states they showed older age compared with NGT; this inconsistency is present in the paper.

Methods

  • Cross-sectional analysis of participants from the China National Diabetes and Metabolic Disorders Study conducted in 2007–2008; inclusion required available OGTT data and NGT, and those with known diabetes, diabetes, or impaired glucose regulation were excluded.
  • After an overnight fast, participants without known diabetes received a standard 75 g glucose solution, with blood samples drawn at 0, 30, and 120 minutes for glucose and insulin; biochemical hypoglycemia was defined as 2-hour glucose < 3.0 mmol/l.
  • Analyses used SPSS version 19.0, ANOVA for continuous variables, χ² for dichotomous variables, and multivariable logistic regression to assess associations with Matsuda ISI and Stumvoll early and late indexes; two-sided p ≤ 0.05 was considered significant.

Limitations

  • The authors state that surrogate indexes of insulin sensitivity and secretion were used, while clamp-derived indexes are the gold standard and could not be obtained in this large epidemiological study.
  • The authors state that insulin secretion and sensitivity have strong ethnic differences, and because the study was based only on Chinese cross-sectional data, it cannot answer ethnicity differences well.
  • Evident from the text: the cross-sectional design cannot establish causality, and the paper contains an age-direction inconsistency between the abstract and Results section.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1155/2017/3212814

Cites

11 of 11 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

3 of 7 cited sources checked · 0 supported · 1 flagged · accuracy not yet measured

  • Premisecitation

    There are very little data on the association between biochemical hypoglycemia during an OGTT and insulin resistance.

    “So far, there are very little data considering the association between biochemical hypoglycemia during an OGTT and insulin resistance [4, 5].”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [4] source
    • cites [5] 2006, Endocrine Journal source

      The Case section reports hypoglycemia during an OGTT and attributes it to delayed insulin hypersecretion in one patient. The Discussion addresses reactive hypoglycemia but does not assess insulin resistance or say that data on its association with OGTT hypoglycemia are scarce. Searches for insulin resistance and insulin sensitivity found no passage addressing that claim; page numbers were not available in our copy. (LLM, conf=0.76)

      Experimental — accuracy not yet measured
  • Findingown data

    In a multivariate logistic regression analysis, higher levels of Stumvoll early and late indexes were independently associated with biochemical hypoglycemia.

    “A multivariate regression analysis indicated that higher levels of Matsuda ISI and higher levels of Stumvoll early and late indexes were associated with biochemical hypoglycemia independently.”
    • Also stated in: § 3.4. Comparisons of Insulin Resistance and Beta-Cell Function · plain
      “A multivariate logistic regression analysis also indicated that higher levels of Matsuda ISI and higher levels of Stumvoll early and late indexes, were associated with biochemical hypoglycemia.”
    Quote in the paperSubstantial claim
  • Findingown data

    Compared to participants with normal glucose tolerance, participants with biochemical hypoglycemia had higher levels of Stumvoll early and late β-cell function indexes.

    “In terms of β-cell function, participants with biochemical hypoglycemia showed higher levels of Stumvoll early and late indexes.”
    • Also stated in: § 3.4. Comparisons of Insulin Resistance and Beta-Cell Function · hedged
      “In terms of β-cell function, participants with biochemical hypoglycemia showed higher levels of Stumvoll early and late indexes, which may indicate higher levels of β-cell function, both in the early and late stages.”
    Quote in the paperSubstantial claim
  • Findingown data

    In a multivariate logistic regression analysis, higher levels of Matsuda ISI were independently associated with biochemical hypoglycemia.

    “A multivariate regression analysis indicated that higher levels of Matsuda ISI and higher levels of Stumvoll early and late indexes were associated with biochemical hypoglycemia independently.”
    • Also stated in: § 3.4. Comparisons of Insulin Resistance and Beta-Cell Function · plain
      “A multivariate logistic regression analysis also indicated that higher levels of Matsuda ISI and higher levels of Stumvoll early and late indexes, were associated with biochemical hypoglycemia.”
    Quote in the paperSubstantial claim
  • Findingown data

    Compared to participants with normal glucose tolerance, participants with biochemical hypoglycemia had higher levels of Matsuda insulin sensitivity index (Matsuda ISI).

    “Compared to participants with NGT, participants with biochemical hypoglycemia showed higher levels of Matsuda ISI, which may indicate lower levels of insulin resistance.”
    • Also stated in: § Results · plain
      “In terms of insulin resistance, participants with biochemical hypoglycemia showed higher levels of Matsuda ISI.”
    Quote in the paperSubstantial claim
  • May combine two claims. 7
  • Classified as probably not a substantial claim. 6
  • May combine two claims.

    Premisecitation

    Insulin resistance leads to basal-fasting hyperinsulinemia, which may result in insensitivity of beta-cell secretion, leading to lower first-phase insulin secretion to rising postprandial glucose but a subsequent exaggerated compensatory second-phase insulin secretion, which might result in hypoglycemia.

    “As indicated by several studies, insulin resistance leads to basal-fasting hyperinsulinemia, which may result in the insensitivity of beta-cell secretion. This insensitivity leads to a lower first-phase insulin secretion to the rising postprandial glucose but a subsequent exaggerated compensatory second-phase insulin secretion, which might result in hypoglycemia [2, 3].”
    Quote in the paperSubstantial claim2 of 2 sources checked
    • cites [2] source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured
    • cites [3] source

      Split into 2 atoms — 0 confirmed, 0 partially supported, 2 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Checked by a reasoning model — may be wrong.

      Experimental — accuracy not yet measured
  • May combine two claims.

    Findingown data

    Compared to participants with normal glucose tolerance, participants with biochemical hypoglycemia had lower BMI and lower levels of fasting glucose, 30-minute OGTT glucose, and 2-hour OGTT glucose.

    “Compared to participants with NGT, participants with biochemical hypoglycemia showed older age, lower BMI, and lower levels of fasting glucose, Glu30, and Glu120.”
    • Also stated in: § Results · plain
      “Compared to participants with normal glucose tolerance (NGT), participants with biochemical hypoglycemia presented with a younger age, lower BMI, lower levels of fasting glucose, and lower levels of 30-minute and 2-hour OGTT glucose.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Among 26,606 participants from the China National Diabetes and Metabolic Disorders Study, 141 were diagnosed with biochemical hypoglycemia on a 2-hour OGTT, giving a prevalence of 0.53%, and 26,465 had normal glucose tolerance.

    “In total, 26,606 participants were included in this study analysis. Of these participants, 141 of them were diagnosed with biochemical hypoglycemia on a 2-hour OGTT with a prevalence 0.53%, and 26,465 of them were diagnosed with NGT.”
    • Also stated in: § Results · plain
      “In total, 26,606 participants were included, and 141 participants were diagnosed with biochemical hypoglycemia on a 2-hour OGTT.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Compared to participants with normal glucose tolerance, participants with biochemical hypoglycemia had higher secretion levels of insulin at 30 minutes (Ins30) but lower secretion levels of insulin at 120 minutes (Ins120).

    “In terms of insulin secretion, participants with biochemical hypoglycemia showed higher secretion levels of Ins30 but lower secretion levels of Ins120.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    In a Chinese population, biochemical hypoglycemia on a 2-hour OGTT is associated with higher insulin sensitivity (lower insulin resistance) and higher β-cell function (insulin secretion).

    “This study indicated that biochemical hypoglycemia might be associated with lower levels of insulin resistance but higher levels of β-cell function in a Chinese population.”
    • Also stated in: § 4. Discussion · boosted
      “With the whole evaluation, we confirmed that in a Chinese population, biochemical postprandial hypoglycemia was associated with higher levels of both insulin sensitivity and insulin secretion.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).

    Premisecitation

    Vasan et al. suggested that biochemical hypoglycemia might be associated with insulin secretion rather than insulin resistance.

    “Another recently published study suggested that biochemical hypoglycemia might be associated with insulin secretion rather than insulin resistance [7].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7] source
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Plasma glucose was measured by a hexokinase enzymatic method, and serum insulin was measured by radioimmunoassay with intra- and interassay coefficients of variation <5%.

    “Plasma glucose was measured by applying a hexokinase enzymatic method, and serum immune reactive insulin was analyzed by applying radioimmunoassay (North Biotechnology Institute, Beijing, China; intra- and interassay coefficient of variation <5%).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Parekh et al. reported that biochemical hypoglycemia during an OGTT in the absence of diabetes or impaired glucose regulation was not associated with insulin resistance in a UK multiethnic population.

    “However, Parekh et al. recently reported on an analysis from a United Kingdom population. This analysis indicated that biochemical hypoglycemia during an OGTT in the absence of diabetes or impaired glucose regulation (IGR) was not associated with insulin resistance [6].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [6] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Tamburrano et al. found that increased insulin sensitivity is a feature of idiopathic reactive hypoglycemia.

    “On the contrary, Tamburrano et al. [11] performed a euglycemic hyperinsulinemic glucose clamp on 20 patients with symptoms suggesting reactive hypoglycemia, and the results suggested that increased insulin sensitivity represents a feature of idiopathic reactive hypoglycemia.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [11] source
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The study used surrogate indexes of insulin sensitivity and insulin secretion rather than clamp-derived gold standard indexes.

    “First, we calculated different surrogate indexes of insulin sensitivity as well as insulin secretion, but it was well known that the gold standard should be represented by clamp-derived indexes. Unfortunately, in this large sample epidemiology study, the clamp test could not be made and these indexes could not be collected.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The study protocol was approved by the Institutional Review Board and Ethics Committee at each participating institution, and each participant provided written informed consent.

    “The Institutional Review Board and Ethics Committee at each participating institution approved the study protocol. Each participant provided written informed consent.”
    Quote in the paperNot a substantial claim
11 of 11

Self-check

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

Each contradiction between two passages listed here was confirmed by an independent check.

  • Opposite age comparisons for participants with hypoglycemia

    Major

    The abstract says participants with biochemical hypoglycemia were younger than those with normal glucose tolerance, while the Results section says they were older.

1 of 1

Cites

Flagged first, then by citations

Cited by

Sorted by citations

Authors
Cai, X., Han, X., Zhou, X., Zhou, L., Zhang, S., & Ji, L.
Affiliations
Peking University People's Hospital (CN)
Corresponding author
Ji, Linong
Venue
Journal of Diabetes Research
Publisher
Wiley
Published
2017
Volume
2017
Pages
1-5
ISSN
  • 2314-6745 (ISSN-L)
  • 2314-6753
OpenAlex
W2749325144
Cited by
10
References
11
Citations by year
2026: 1 · 2024: 2 · 2023: 3 · 2022: 2 · 2020: 1 · 2018: 1
FWCI
0.37
Type
journal article
Language
en
Open access
Locations
  • Journal of Diabetes Research (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • PubMed Central (submittedVersion, cc-by)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
Funders
National High-Technology Research and Development Program of China (2012AA02A509)
Topics
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
  • Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes, Cardiovascular Risks, and Lipoproteins
  • Health Sciences › Medicine › Surgery › Pancreatic function and diabetes
Keywords
oral glucose tolerance test, insulin resistance, beta-cell function, Matsuda insulin sensitivity index, glucose tolerance, Chinese population
MeSH terms
Adult, Age Factors, Blood Glucose, China, Diabetes Mellitus, Type 2, Female, Glucose Tolerance Test, Humans, Hypoglycemia, Insulin, Insulin Resistance, Male, Middle Aged, Body Mass Index

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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-14.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-14.

Cited sources are checked by gpt-6-sol.

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