Evidence map›Paper›PMID 37560996›Full record

ArticleThe Journal of clinical endocrinology and metabolism2023

Metabolites as Risk Factors for Diabetic Retinopathy in Patients With Type 2 Diabetes: A 12-Year Follow-up Study.

Lilian Fernandes Silva, Jenna Hokkanen, Jagadish Vangipurapu, Anniina Oravilahti, Markku Laakso

Open access · hybridAbstract read
In one paragraph

Article in The Journal of clinical endocrinology and metabolism, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers.

0numbers the graph read from it
0cells of the map it votes in
33citing papers in PubMed
11.1field-weighted citation impact, top 1% of its field
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

33 citing papers in PubMed, 40 citations in OpenAlex.

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  14. N-Lactoyl Amino Acids: Emerging Biomarkers in Metabolism and Disease.Diabetes/metabolism research and reviews · 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

5 authors at 1 institution in 1 country.

Lilian Fernandes SilvaInstitute of Clinical Medicine, Internal Medicine, University of Eastern Finland, 70211 Kuopio, Finland.ORCID 0000-0003-0225-842X
Jenna HokkanenInstitute of Clinical Medicine, Internal Medicine, University of Eastern Finland, 70211 Kuopio, Finland.
Jagadish VangipurapuInstitute of Clinical Medicine, Internal Medicine, University of Eastern Finland, 70211 Kuopio, Finland.ORCID 0000-0001-6657-2659
Anniina OravilahtiInstitute of Clinical Medicine, Internal Medicine, University of Eastern Finland, 70211 Kuopio, Finland.
Markku LaaksoInstitute of Clinical Medicine, Internal Medicine, University of Eastern Finland, 70211 Kuopio, Finland.ORCID 0000-0002-3394-7749
University of Eastern Finland · FI

Funding

Academy of Finland 321428Centre of Excellence of Cardiovascular and Metabolic DiseasesFinnish Foundation for Cardiovascular ResearchKuopio University HospitalNational Institute of HeathSigrid Juselius Foundation
6 · The paper itself

Abstract

contextDiabetic retinopathy (DR) is a specific microvascular complication in patients with diabetes and the leading cause of blindness. Recent advances in omics, especially metabolomics, offer the possibility identifying novel potential biomarkers for DR.

objectiveThe aim was to identify metabolites associated with DR.

methodsWe performed a 12-year follow-up study including 1349 participants with type 2 diabetes (1021 without DR, 328 with DR) selected from the METSIM cohort. Individuals who had retinopathy before the baseline study were excluded (n = 63). The diagnosis of retinopathy was based on fundus photography examination. We performed nontargeted metabolomics profiling to identify metabolites.

resultsWe found 17 metabolites significantly associated with incident DR after adjustment for confounding factors. Among amino acids, N-lactoyl isoleucine, N-lactoyl valine, N-lactoyl tyrosine, N-lactoyl phenylalanine, N-(2-furoyl) glycine, and 5-hydroxylysine were associated with an increased risk of DR, and citrulline with a decreased risk of DR. Among the fatty acids N,N,N-trimethyl-5-aminovalerate was associated with an increased risk of DR, and myristoleate (14:1n5), palmitoleate (16:1n7), and 5-dodecenoate (12:1n7) with a decreased risk of DR. Sphingomyelin (d18:2/24:2), a sphingolipid, was significantly associated with a decreased risk of DR. Carboxylic acid maleate and organic compounds 3-hydroxypyridine sulfate, 4-vinylphenol sulfate, 4-ethylcatechol sulfate, and dimethyl sulfone were significantly associated with an increased risk of DR.

conclusionOur study is the first large population-based longitudinal study to identify metabolites for DR. We found multiple metabolites associated with an increased and decreased risk for DR from several different metabolic pathways.

Indexed as

Diabetes Mellitus, Type 2Diabetic RetinopathyFollow-Up StudiesHumansLongitudinal StudiesRisk FactorsSulfatesSulfatesdiabetic retinopathymetabolitemetabolomicstype 2 diabetes

Identifiers

PMID37560996
PMCPMC10735554
OpenAlexW4385716810

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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.