Associated Factors with Biochemical Hypoglycemia during an Oral Glucose Tolerance Test in a Chinese Population
Open accessAbstract
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.
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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
Cites
Statistics
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 - Also stated in: § 3.4. Comparisons of Insulin Resistance and Beta-Cell Function · plain
- 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 - Also stated in: § 3.4. Comparisons of Insulin Resistance and Beta-Cell Function · hedged
- 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 - Also stated in: § 3.4. Comparisons of Insulin Resistance and Beta-Cell Function · plain
- 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 - Also stated in: § Results · plain
- Interpretationreasoning
At the same level of insulin sensitivity, participants with postprandial hypoglycemia had more insulin secretion in both the early and late stages compared to participants with normal glucose tolerance.
“These levels indicated that, with the same level of insulin sensitivity, participants with postprandial hypoglycemia had more insulin secretion both in the early and late stages compared to participants with NGT.”
Quote in the paperSubstantial claim - Interpretationreasoning
This study was the first epidemiology study in a large Chinese population that focused on postprandial hypoglycemia.
“This study was the first epidemiology study in such a large Chinese population that focused on postprandial hypoglycemia.”
Quote in the paperSubstantial claim - Interpretationreasoning
The study cannot address ethnic differences in insulin secretion and sensitivity because it is based on a Chinese population.
“Second, in terms of insulin secretion and sensitivity, there are very strong ethnic differences; however, just because this study was based on the data from the cross-sectional study in China, not in other ethnicities, we may not answer this ethnicity difference well.”
Quote in the paperNot a substantial claim
- May combine two claims. 7
- Classified as probably not a substantial claim. 6
May combine two claims.
PremisecitationInsulin 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 dataCompared 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- Also stated in: § Results · plain
May combine two claims.
Findingown dataAmong 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- Also stated in: § Results · plain
May combine two claims.
Findingown dataCompared 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 claimMay combine two claims.
Interpretationown dataIn 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- Also stated in: § 4. Discussion · boosted
Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing).
PremisecitationVasan 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 givenPlasma 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 claimClassified as probably not a substantial claim.
PremisecitationParekh 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).
PremisecitationTamburrano 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 conductreasoningThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone givenThe 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
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
MajorThe abstract says participants with biochemical hypoglycemia were younger than those with normal glucose tolerance, while the Results section says they were older.
“Compared to participants with normal glucose tolerance (NGT), participants with biochemical hypoglycemia presented with a younger age”
“Compared to participants with NGT, participants with biochemical hypoglycemia showed older age”
Cites
Matsuda, M., & DeFronzo, R. A. (1999) · Diabetes Care · doi:10.2337/diacare.22.9.1462 · Cited by 5,621 · cited 1× · see citing works
“(1) TheMatsuda’s insulin sensitivity index (Matsuda ISI) was calculated as 10 000/ FPG × 18 × Ins0 × mean glucose level inOGTT × 18 ×mean insulin level in OGTT 1/2 [9].”
MethodPrevalence of Diabetes among Men and Women in China
Yang, W., Lu, J., Weng, J., Jia, W., Ji, L., Xiao, J., Shan, Z., Liu, J., Tian, H., Ji, Q., et al. (2010) · New England Journal of Medicine · doi:10.1056/nejmoa0908292 · Cited by 3,031 · see citing works
Self-citationInsulin Resistance and Hyperinsulinemia
Shanik, M. H., Xu, Y., Škrha, J., Dankner, R., Zick, Y., & Roth, J. (2008) · Diabetes Care · doi:10.2337/dc08-s264 · Cited by 791 · see citing works
Mitrakou, A., Kelley, D., Mokan, M., Veneman, T., Pangburn, T., Reilly, J., & Gerich, J. (1992) · New England Journal of Medicine · doi:10.1056/nejm199201023260104 · Cited by 595 · see citing works
Stümvoll, M., van Haeften, T. W., Fritsche, A., & Gerich, J. E. (2001) · Diabetes Care · doi:10.2337/diacare.24.4.796 · Cited by 305 · see citing works
Increased Insulin Sensitivity in Patients with Idiopathic Reactive Hypoglycemia
TAMBURRANO, G., LEONETTI, F., SBRACCIA, P., GIACCARI, A., LOCURATOLO, N., & LALA, L. (1989) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jcem-69-4-885 · Cited by 64 · see citing works
Idiopathic reactive hypoglycaemia – Prevalence and effect of fibre on glucose excursions
Sørensen, M., & Johansen, O. E. (2010) · Scandinavian Journal of Clinical and Laboratory Investigation · doi:10.3109/00365513.2010.491869 · Cited by 26 · cited 1× · see citing works
“Previously, it was thought to be potentially linked with an increased type 2 diabetes risk [1], and the possible mechanism of biochemical hypoglycemia was considered the link to insulin resistance.”
BackgroundTAMURA, Y., ARAKI, A., CHIBA, Y., HORIUCHI, T., MORI, S., & HOSOI, T. (2006) · Endocrine Journal · doi:10.1507/endocrj.k05-140 · Cited by 17 · see citing works
Parekh, S., Bodicoat, D. H., Brady, E., Webb, D., Mani, H., Mostafa, S., Levy, M. J., Khunti, K., & Davies, M. J. (2014) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2014.02.013 · Cited by 16 · see citing works
Pioglitazone prevents reactive hypoglycemia in impaired glucose tolerance
Arii, K., Ota, K., Suehiro, T., Ikeda, Y., Nishimura, K., Kumon, Y., & Hashimoto, K. (2005) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2005.01.004 · Cited by 15 · see citing works
Post-absorptive glucose lowering in normal healthy individuals: An epidemiological observation
Vasan, S. K., Ramachandran, P., Mathew, M., C.V., N., Antonisamy, B., & Thomas, N. (2014) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2014.01.023 · Cited by 7 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Migraine, Brain Glucose Metabolism and the “Neuroenergetic” Hypothesis: A Scoping Review
Moro, L. D., Rota, E., Pirovano, E., & Rainero, I. (2022) · Journal of Pain · doi:10.1016/j.jpain.2022.02.006 · Cited by 64 · see citing works
Hypoglycaemia on an oral glucose tolerance test in pregnancy – Is it clinically significant?
Yuen, L., Bontempo, S., Wong, V., & Russell, H. (2018) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2018.11.018 · Cited by 20 · see citing works
Chen, Y., Wang, Q. Q., Wang, Y. H., Zhuo, H. L., & Dai, R. (2020) · Journal of Nuclear Cardiology · doi:10.1007/s12350-020-02219-9 · Cited by 12 · see citing works
Sanctis, V. D., Soliman, A. T., Daar, S., et al. (2023) · Mediterranean Journal of Hematology and Infectious Diseases · doi:10.4084/mjhid.2023.006 · Cited by 6 · see citing works
“of indeterminate glucose tolerance (INDET), defined as a normal fasting PG and normal 2- h post-challenge glucose with any intermediate OGTT plasma glucose level ≥ 200 mg/dL);(12) (d) the glucose curve shapes during OGTT,(13) and (e) the presence of hypoglycemia ≤ 55 mg/dL at any time during the OGTT with or without s…”
BackgroundHaggiag, N., Rotman, M., Hallak, M., Toledano, Y., Gabbay-Benziv, R., & Maor-Sagie, E. (2024) · Journal of Clinical Medicine · doi:10.3390/jcm13133806 · Cited by 4 · see citing works
“Interestingly, other research described an opposite phenomenon in which hypoglycemia post glucose load in non-pregnant patients was associated with increased insulin sensitivity and beta-cell dysfunction [18].”
BackgroundNo Indices of Increased Type 2 Diabetes Risk in Individuals with Reactive Postprandial Hypoglycemia
Volčanšek, Š., Perc, U. R., Lunder, M., & Barlovič, D. P. (2022) · Metabolites · doi:10.3390/metabo12121232 · Cited by 4 · see citing works
“On the other hand, increased insulin sensitivity has been proven in RPH subjects by many authors [14,24,25], which is more in line with our results.”
BackgroundResultMert, A., & Tekin, Ö. F. (2023) · Ankara Medical Journal · doi:10.5505/amj.2023.22844 · Cited by 2 · see citing works
Sun, Y., Gan, Z., Li, X., Yuxin, L. I. N., Ma, Q., & Zhou, X. (2026) · Frontiers in Veterinary Science · doi:10.3389/fvets.2026.1793347 · Cited by 1 · see citing works
“TG, INS, and GLU indicate that both fats and leucine influence insulin signaling pathways (42), as quantified through established indices (HOMA-IR, ISI, TyG) where reduced HOMA-IR/TyG and elevated ISI reflect improved sensitivity (43–45).”
Self-citationSanctis, V. D., Daar, S., Soliman, A. T., et al. (2023) · Acta bio-medica dell'Ateneo parmense/Acta biomedica · doi:10.23750/abm.v94i6.15001 · Cited by 1 · see citing works
“…indeterminate glucose tolerance (INDET), defined as a normal fasting PG and normal 2-h post-challenge glucose with any intermediate OGTT plasma glucose level ≥ 200 mg/dL (17) and (c) the presence of hypo-glycemia ≤ 55 mg/dL at any time during the OGTT with or without symptoms of hypoglycemia (18).”
BackgroundClinical features and search for genetic determinants of postprandial hypoglycaemia
Ren, Q., Han, X., Gong, S., Zhang, S., Ba, T., Zhao, Y., Li, Y., Wang, Y., Zhou, X., Li, Y., et al. (2024) · Endocrine Connections · doi:10.1530/ec-24-0409
Self-citation
- 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
- PMC
- PMC5585643
- OpenAlex
- W2749325144
- Semantic Scholar
- 5daea6ca9ef118f1771f23297a254b5161741635
- 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
- gold
- doi.org
- 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
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