Evidence map›Paper›PMID 39538266›Full record

ArticleDiabetology & metabolic syndrome2024

Early continuous glucose monitoring-derived glycemic patterns are associated with subsequent insulin resistance and gestational diabetes mellitus development during pregnancy.

Chee Wai Ku, Ruther Teo Zheng, Hong Ying Tan, Jamie Yong Qi Lim, Ling-Wei Chen, Yin Bun Cheung, Keith M Godfrey, Jerry Kok Yen Chan, Fabian Yap, Ngee Lek and 1 more

Abstract read
In one paragraph

Article in Diabetology & metabolic syndrome, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed, 1 pooled it
–field-weighted citation impact
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

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Continuous Glucose Monitoring in Gestational Diabetes Mellitus: Evidence, Clinical Benefits and Remaining Challenges.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2026
    Review
  3. Review
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Chee Wai KuDepartment of Reproductive Medicine, KK Women's and Children's Hospital, 100 Bukit Timah Road, Singapore, 229899, Singapore.
Ruther Teo ZhengEndocrinology Service, Department of Pediatrics, KK Women's and Children's Hospital, 100 Bukit Timah Road, Singapore, 229899, Singapore.
Hong Ying TanYong Loo Lin School of Medicine, National University of Singapore, 10 Medical Drive, Singapore, 117597, Singapore.
Jamie Yong Qi LimLee Kong Chian School of Medicine, Nanyang Technological University, 59 Nanyang Drive, Experimental Medicine Building, Singapore, 636921, Singapore.
Ling-Wei ChenInstitute of Epidemiology and Preventive Medicine, College of Public Health, National Taiwan University, No. 17 Xu-Zhou Road, Taipei, 10055, Taiwan.
Yin Bun CheungProgram in Health Services & Systems Research, Duke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore.
Keith M GodfreyMedical Research Council Lifecourse Epidemiology Centre, University of Southampton, Southampton, SO16 6YD, UK.
Jerry Kok Yen ChanDepartment of Reproductive Medicine, KK Women's and Children's Hospital, 100 Bukit Timah Road, Singapore, 229899, Singapore.
Fabian YapDuke-NUS Medical School, 8 College Road, Singapore, 169857, Singapore.
Ngee Lek *Endocrinology Service, Department of Pediatrics, KK Women's and Children's Hospital, 100 Bukit Timah Road, Singapore, 229899, Singapore.
See Ling Loy *Department of Reproductive Medicine, KK Women's and Children's Hospital, 100 Bukit Timah Road, Singapore, 229899, Singapore. loyseeling@duke-nus.edu.sg.

Funding

British Heart Foundation RG/15/17/3174, SP/F/21/150013Medical Research Council MC_UU_12011/4National Institute for Health Research Southampton Biomedical Research Centre IS-BRC-1215-20004National Medical Research Council NMRC/CSA-SI-008-2016National Medical Research Council NMRC/MOH-000596-00National Medical Research Council NMRC/OFYIRG/0082/2018
6 · The paper itself

Abstract

backgroundGestational diabetes mellitus (GDM) and insulin resistance (IR) increase the risk of adverse pregnancy outcomes. We aimed to examine the relationship of interstitial glucose assessed by continuous glucose monitoring (CGM) at early gestation, and the subsequent development of IR and GDM, and to determine 24-h interstitial glucose centile distributions in women with normal (non-IR and non-GDM) and suboptimal glycemic status (IR and/or GDM).

methodsCGM measurements were taken for 3-10 days at 18-24 weeks' gestation, followed by fasting serum insulin and oral glucose tolerance testing at 24-28 weeks' gestation. IR and GDM were determined by the updated Homeostasis Model Assessment of IR score of ≥ 1.22 and 2013 World Health Organization criteria, respectively. Risks of IR and GDM were estimated using modified Poisson models, and hourly interstitial glucose centiles determined using Generalized Additive Models for Location, Scale and Shape.

resultsThis prospective cohort study involved 167 pregnant women in Singapore, with a mean age of 31.7 years, body mass index of 22.9 kg/m

conclusionsIn pregnant women who subsequently developed IR and GDM, interstitial glucose levels assessed by CGM were elevated and varied greatly. This supports the potential use of CGM to screen for glycemic changes early in pregnancy.

Indexed as

Continuous glucose monitoringGestational diabetes mellitusGlycemic control/variabilityInsulin resistance

Identifiers

PMID39538266
PMCPMC11562738

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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.