Evidence map›Paper›PMID 41068731›Full record

Observational studyBMC health services research2025

Association of kidney function impairment with healthcare service utilisation in individuals with type 2 diabetes: an observational follow-up study in primary care.

Henry Sundqvist, Maria Hagnäs, Jari Jokelainen, Jukka Ronkainen, Ilona Mikkola, Ilkka Pasanen, Eveliina Heikkala

Abstract readObservational Study
In one paragraph

Observational study in BMC health services research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

7 authors.

Henry SundqvistRovaniemi Health Centre, Wellbeing Services County of Lapland, Koskikatu 25, Rovaniemi, 96200, Finland. henry.sundqvist@oulu.fi.
Maria HagnäsRovaniemi Health Centre, Wellbeing Services County of Lapland, Koskikatu 25, Rovaniemi, 96200, Finland.
Jari JokelainenNorthern Finland Birth Cohorts, Arctic Biobank, Infrastructure for Population Studies, Faculty of Medicine, University of Oulu, Oulu, Finland.
Jukka RonkainenResearch Unit of Population Health, University of Oulu, P.O Box 8000, Oulu, FI- 90014, Finland.
Ilona MikkolaRovaniemi Health Centre, Wellbeing Services County of Lapland, Koskikatu 25, Rovaniemi, 96200, Finland.
Ilkka PasanenRovaniemi Health Centre, Wellbeing Services County of Lapland, Koskikatu 25, Rovaniemi, 96200, Finland.
Eveliina HeikkalaRovaniemi Health Centre, Wellbeing Services County of Lapland, Koskikatu 25, Rovaniemi, 96200, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundType 2 diabetes (T2D) causes a major burden on healthcare and is a leading cause of chronic kidney disease (CKD). While the healthcare service utilisation of individuals with CKD in speciality clinics and the high costs of renal replacement therapy have been widely studied, the burden of kidney function impairment on primary healthcare remains understudied. In this study, we aimed to examine the association of kidney function impairment with primary healthcare service utilisation in individuals with T2D.

methodsThis observational follow-up study consisted of 4773 individuals with T2D treated in the municipal Rovaniemi healthcare centre, Rovaniemi, Finland between 2011 and 2019 (mean age 70.9 years; 53.5% males). The mean follow-up period was 5.6 years. Substantial kidney function impairment was defined as a reduction of 25% or more in the estimated glomerular filtration rate (eGFR) over the follow-up and was contrasted to non-substantial kidney function impairment (eGFR reduction of less than 25%). Primary healthcare service utilisation included planned diabetes appointments, unplanned general practice [GP] appointments, other GP contacts (digital, phone or letter), unplanned nurse appointments, other nurse contacts (digital, phone or letter) and inpatient days in the healthcare centre that occurred during the follow-up. The association between kidney function impairment and primary healthcare service utilisation was studied with negative binomial regression models adjusted for potential confounding factors.

resultsSubstantial kidney function impairment occurred in 12.9% of the study population. Compared to non-substantial kidney function impairment, substantial kidney function impairment associated with increased primary healthcare service utilization when measured with planned diabetes appointments (adjusted incidence rate ratio [aIRR] 1.18, 95% confidence interval [CI] 1.09–1.28), other GP contacts (aIRR 1.38, 95% CI 1.57–1.84), unplanned nurse appointments (aIRR 1.19, 95% CI 1.02–1.24), and inpatient days in the healthcare centre (aIRR 1.20, 95% CI 1.10–1.45).

conclusionsKidney function impairment in individuals with T2D was associated with an increase in primary healthcare service utilisation in several measured categories. This further underlines the importance of prevention and prompt treatment of CKD in individuals with T2D to reduce the burden on primary healthcare.

Indexed as

Diabetes Mellitus, Type 2Patient Acceptance of Health CarePrimary Health CareRenal Insufficiency, ChronicAgedFemaleFinlandFollow-Up StudiesGlomerular Filtration RateHumansMaleMiddle AgedChronic kidney diseaseHealth service utilisationPrimary health careType 2 diabetes

Identifiers

PMID41068731
PMCPMC12512840

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Registered trials

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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.