Evidence mapPaperPMID 39078490Full record

Observational studyDiabetologia2024

Perceived glucose levels matter more than CGM-based data in predicting diabetes distress in type 1 or type 2 diabetes: a precision mental health approach using n-of-1 analyses.

Dominic Ehrmann, Norbert Hermanns, Andreas Schmitt, Laura Klinker, Thomas Haak, Bernhard Kulzer

Registry-linked trialAbstract readObservational Study
In one paragraph

Observational study in Diabetologia, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07212075 (Precision Subclassification of Mental Health in Diabetes), which is not on this map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing 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.

NCT07212075 recruitingnot on this mapstarted 2025, after this paper: background citation

Precision Subclassification of Mental Health in Diabetes: Digital Twins for Precision Mental Health to Track Subgroups

TypeobservationalSponsorForschungsinstitut der Diabetes Akademie MergentheimRan2025 to 2027Enrolled1,809ConditionsDiabetes (DM), Diabete Mellitus, Diabete Type 1, Diabete Type 2
3 · Its place in the literature

Who cites it

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

  1. Pooled it
  2. Review
  3. Article
  4. Observational
  5. Article
  6. Article
  7. Review
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

6 authors.

Dominic EhrmannResearch Institute Diabetes Academy Mergentheim (FIDAM), Bad Mergentheim, Germany. dominic.ehrmann@uni-bamberg.de.ORCID http://orcid.org/0000-0002-5794-5596
Norbert HermannsResearch Institute Diabetes Academy Mergentheim (FIDAM), Bad Mergentheim, Germany. norbert.hermanns@uni-bamberg.de.ORCID http://orcid.org/0000-0002-2903-2677
Andreas SchmittResearch Institute Diabetes Academy Mergentheim (FIDAM), Bad Mergentheim, Germany.ORCID http://orcid.org/0000-0002-5913-1457
Laura KlinkerResearch Institute Diabetes Academy Mergentheim (FIDAM), Bad Mergentheim, Germany.ORCID http://orcid.org/0000-0002-9484-3257
Thomas HaakDiabetes Clinic, Diabetes Centre Mergentheim (DZM), Bad Mergentheim, Germany.
Bernhard KulzerResearch Institute Diabetes Academy Mergentheim (FIDAM), Bad Mergentheim, Germany.ORCID http://orcid.org/0000-0001-9120-4479

Funding

German Centre for Diabetes Research (DZD) FKZ 82DZD01102
6 · The paper itself

Abstract

aims/hypothesisDiabetes distress is one of the most frequent mental health issues identified in people with type 1 and type 2 diabetes. Little is known about the role of glucose control as a potential contributor to diabetes distress and whether the subjective perception of glucose control or the objective glycaemic parameters are more important for the experience. With the emergence of continuous glucose monitoring (CGM), this is a relevant question as glucose values are now visible in real-time. We employed a precision monitoring approach to analyse the independent associations of perceived and measured glucose control with diabetes distress on a daily basis. By using n-of-1 analyses, we aimed to identify individual contributors to diabetes distress per person and analyse the associations of these individual contributors with mental health at a 3 month follow-up.

methodsIn this prospective, observational study, perceived (hypoglycaemia/hyperglycaemia/glucose variability burden) and measured glucose control (time in hypoglycaemia and hyperglycaemia, CV) were assessed daily for 17 days using an ecological momentary assessment (EMA) approach with a special EMA app and CGM, respectively. Mixed-effect regression analysis was performed, with daily diabetes distress as the dependent variable and daily perceived and CGM-measured metrics of glucose control as random factors. Individual regression coefficients of daily distress with perceived and CGM-measured metrics were correlated with levels of psychosocial well-being at a 3 month follow-up.

resultsData from 379 participants were analysed (50.9% type 1 diabetes; 49.6% female). Perceived glucose variability (t=14.360; p<0.0001) and perceived hyperglycaemia (t=13.637; p<0.0001) were the strongest predictors of daily diabetes distress, while CGM-based glucose variability was not significantly associated (t=1.070; p=0.285). There was great heterogeneity between individuals in the associations of perceived and measured glucose parameters with diabetes distress. Individuals with a stronger association between perceived glucose control and daily distress had more depressive symptoms (β=0.32), diabetes distress (β=0.39) and hypoglycaemia fear (β=0.34) at follow-up (all p<0.001). Individuals with a stronger association between CGM-measured glucose control and daily distress had higher levels of psychosocial well-being at follow-up (depressive symptoms: β=-0.31; diabetes distress: β=-0.33; hypoglycaemia fear: β=-0.27; all p<0.001) but also higher HbA CONCLUSIONS/

interpretationOverall, subjective perceptions of glucose seem to be more influential on diabetes distress than objective CGM parameters of glycaemic control. N-of-1 analyses showed that CGM-measured and perceived glucose control had differential associations with diabetes distress and psychosocial well-being 3 months later. The results highlight the need to understand the individual drivers of diabetes distress to develop personalised interventions within a precision mental health approach.

Indexed as

Blood GlucoseBlood Glucose Self-MonitoringDiabetes Mellitus, Type 1Diabetes Mellitus, Type 2Mental HealthAdultAgedFemaleHumansHyperglycemiaHypoglycemiaMaleMiddle AgedProspective StudiesStress, PsychologicalBlood GlucoseContinuous glucose monitoringDiabetes distressEcological momentary assessmentPrecision mental healthPrecision monitoring

Identifiers

PMID39078490
PMCPMC11519212

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

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 Socratic graph.