Evidence mapPaperPMID 42474688Full record

ArticleJournal of endocrinological investigation2026

Metabolomic signatures of glycemic control in type 1 diabetes: insights from continuous glucose monitoring.

Sara de Lope Quiñones, Manuel Luque-Ramírez, Alejandra Quintero Tobar, José Manuel Ruiz Cánovas, Beatriz Dorado Avendaño, Hector F Escobar-Morreale, Lía Nattero-Chávez

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Article in Journal of endocrinological investigation, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Sara de Lope QuiñonesDiabetes, Obesity and Human Reproduction Research Group, Universidad de Alcalá, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain.ORCID http://orcid.org/0000-0002-4244-9581
Manuel Luque-RamírezDiabetes, Obesity and Human Reproduction Research Group, Universidad de Alcalá, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain.ORCID http://orcid.org/0000-0002-6002-4237
Alejandra Quintero TobarDiabetes, Obesity and Human Reproduction Research Group, Universidad de Alcalá, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain.ORCID http://orcid.org/0009-0001-4871-2379
José Manuel Ruiz CánovasDepartment of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Carretera de Colmenar, Km 9.1, Madrid, E- 28034, Spain.
Beatriz Dorado AvendañoDepartment of Endocrinology and Nutrition, Hospital Universitario Ramón y Cajal, Carretera de Colmenar, Km 9.1, Madrid, E- 28034, Spain.ORCID http://orcid.org/0000-0003-4751-3017
Hector F Escobar-MorrealeDiabetes, Obesity and Human Reproduction Research Group, Universidad de Alcalá, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain.ORCID http://orcid.org/0000-0002-6890-1644
Lía Nattero-ChávezDiabetes, Obesity and Human Reproduction Research Group, Universidad de Alcalá, Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) & Centro de Investigación Biomédica en Red Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Madrid, Spain. marialia.nattero@salud.madrid.org.ORCID http://orcid.org/0000-0002-9758-9397

Funding

Instituto de Salud Carlos III PI22/00616
6 · The paper itself

Abstract

purposeThis study aimed to investigate the relationship between serum metabolomic profiles and continuous glucose monitoring (CGM) metrics in adults with type 1 diabetes (T1D), given that glycaemic control differences influence distinct metabolic pathways.

methodsIn this cross-sectional study, 325 adults with T1D were evaluated. CGM metrics were derived from 14-day recordings. Participants were stratified by achievement of clinical glycaemic targets [time in range (TIR70-180) > 70%, coefficient of variation (CV) < 36%, and time below range (TBR < 70) < 5%] into "on-target" and "off-target" groups. Serum metabolomic profiles were quantified using proton nuclear magnetic resonance spectroscopy (1 H-NMR).

resultsAmong the 325 participants (46% female; mean age 41 ± 14 years; diabetes duration 20 ± 12 years), 57 (18%) achieved all clinical glycaemic targets. These patients had higher concentrations of glutamine, valine, and isoleucine, and lower lactate levels. TIR70-180 correlated negatively with lactate, Glyc B, and Glyc B H/W. Mean glucose was positively associated with IDL-C, IDL-TG, LDL-P, small LDL-P, Glyc A H/W, and lactate, and negatively with glutamine and acetone. Hypoglycaemia metrics were associated with small LDL-P, while glucose variability correlated with alanine [β: - 0.026 (95% CI: - 0.057 to - 0.008); P = 0.013]. In logistic regression analyses adjusted for duration of T1D, glutamine [Exp(B) = 0.993 (95% CI: 0.987-0.999), P = 0.022] and lactate [Exp(B) = 1.004 (95% CI: 1.001-1.007, P = 0.003] were significantly associated with glycaemic control.

conclusionsSerum metabolomic profiles reflect CGM-derived glycaemic metrics in T1D, highlighting their potential role as biomarkers for a refined assessment of metabolic control.

Indexed as

Continuous glucose monitoringMetabolomics profileProton nuclear magnetic resonance spectroscopyType 1 diabetes mellitus

Identifiers

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Textmetadata
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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 Socratic graph.