Evidence map›Paper›PMID 30600922›Full record

ArticleDiabetes/metabolism research and reviews2019

Association of diabetes treatment with long-term glycemic patterns in patients with type 2 diabetes mellitus: A prospective cohort study.

Miyang Luo, Chuen Seng Tan, Wei Yen Lim, Kee Seng Chia, Wern Ee Tang, E Shyong Tai, Kavita Venkataraman

Abstract read
In one paragraph

Article in Diabetes/metabolism research and reviews, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
–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

11 citing papers in PubMed.

  1. Article
  2. Dual effects ofNarra J · 2025
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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

7 authors.

Miyang LuoSaw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore.
Chuen Seng TanSaw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore.
Wei Yen LimTan Tock Seng Hospital, Singapore.
Kee Seng ChiaSaw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore.
Wern Ee TangNational Healthcare Group Polyclinics, Singapore.
E Shyong TaiSaw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore.
Kavita VenkataramanSaw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore.ORCID 0000-0002-3139-6998

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

aimThis study aimed to analyze diabetes treatment and treatment changes in association with long-term glycemic patterns in an Asian population with diabetes. MATERIALS AND

methodsThis was a prospective cohort study of 6218 patients with type 2 diabetes managed in public primary care clinics in Singapore. Clinical data from 2011 to 2016 were extracted from electronic medical records, including serial HbA1c measurements and dispensed antidiabetic medication records. Patterns of longitudinal HbA1c trajectories were identified using latent class growth analysis, and patients' annual treatment plans were compared between subgroups with different HbA1c patterns.

resultsWe identified four distinct HbA1c patterns. Eighty-one percent of patients were classified in the low-stable group, where monotherapy and dual therapy with oral agents were the most common treatments. We also identified three groups with poorer control, with moderate-stable (14%), moderate-increase (3%), and high-decrease (2%) HbA1c patterns. Insulin treatment was most prevalent in these groups, with 61% to 72% of subjects receiving insulin treatment in 2016. More than 60% of subjects in poorer control groups had experienced treatment intensification during follow-up. Addition of multiple insulin injections was the most common intensification in moderate-increase and high-decrease groups.

conclusionsTreatment reflected and was appropriate to the extent of dysglycemia in this population. A small group of patients had deteriorating glycemic control, in spite of being treated with multiple insulin injections, suggesting non-response or non-adherence to treatment. Further investigation is needed to identify reasons for the deteriorating control observed and design effective interventions for these patients.

Indexed as

BiomarkersBlood GlucoseDiabetes Mellitus, Type 2Drug Therapy, CombinationFemaleFollow-Up StudiesGlycated HemoglobinHumansHyperglycemiaHypoglycemiaHypoglycemic AgentsLongitudinal StudiesMaleMedication Therapy ManagementMiddle AgedPractice Guidelines as TopicBiomarkersBlood GlucoseGlycated Hemoglobinhemoglobin A1c protein, humanHypoglycemic Agentsantidiabetic medicationglycemic controlinsulin treatmentlatent class growth analysisoral hypoglycemic agentstype 2 diabetes

Identifiers

PMID30600922
PMCPMC6590368

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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.