Evidence map›Paper›PMID 41563348›Full record

ArticleDiabetes2026

Integrating SMRT and Bulk RNA Sequencing With Metabolic Phenotyping to Examine Reduced Skeletal Muscle Mitochondrial Respiration in Type 2 Diabetes.

Martin Schön, Daniel Oehler, Iryna Yurchenko, Alexander Lang, Nina Trinks, Bedair Dewidar, Lucia Mastrototaro, Oana P Zaharia, Kálmán B Bódis, Yanislava Karusheva and 10 more

Abstract read
In one paragraph

Article in Diabetes, 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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0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

20 authors.

Martin SchönDepartment of Endocrinology and Diabetology, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.ORCID 0000-0002-9224-4189
Daniel OehlerDepartment of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.
Iryna YurchenkoInstitute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University, Düsseldorf, Germany.
Alexander LangDepartment of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.
Nina TrinksInstitute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University, Düsseldorf, Germany.
Bedair DewidarInstitute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University, Düsseldorf, Germany.
Lucia MastrototaroInstitute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University, Düsseldorf, Germany.
Oana P ZahariaDepartment of Endocrinology and Diabetology, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.
Kálmán B BódisDepartment of Endocrinology and Diabetology, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.
Yanislava KarushevaInstitute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University, Düsseldorf, Germany.
Frederico G S ToledoDivision of Endocrinology and Metabolism, Department of Medicine, University of Pittsburgh School of Medicine, Pittsburgh, PA.
Volker BurkartInstitute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University, Düsseldorf, Germany.
Cesare GranataInstitute for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University, Düsseldorf, Germany.
Ralf WestenfeldDepartment of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.
Amin PolzinDepartment of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.
Malte KelmDepartment of Cardiology, Pulmonology, and Vascular Medicine, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.
Robert WagnerDepartment of Endocrinology and Diabetology, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.
Michael RodenDepartment of Endocrinology and Diabetology, Medical Faculty and University Hospital, Heinrich Heine University, Düsseldorf, Germany.
Julia SzendroediPartner Düsseldorf, German Center for Diabetes Research, München-Neuherberg, Germany.ORCID 0000-0002-5185-8168
German Diabetes Study Group*

Funding

European Community (HORIZON-HLTH-2022-STAYHLTH-02-01: Panel A)German Federal Ministry of HealthGerman Research FoundationMinistry of Culture and Science of the state North Rhine-WestphaliaSchmutzler Stiftungthe German Federal Ministry of Education and Research
6 · The paper itself

Abstract

Recent advances in RNA sequencing (RNA-seq) techniques allow the identification of tissue-specific alternative splicing and can thereby provide new insights into molecular mechanisms of energy metabolism. Full-length transcriptomics based on single-molecule real-time sequencing (SMRT-seq) enable precise detection of isoforms with 99% accuracy in an unbiased manner. In this proof-of-concept study, we integrated SMRT-seq, bulk RNA-seq, and comprehensive metabolic phenotyping to investigate reduced mitochondrial function in the skeletal muscle of individuals with type 2 diabetes. Muscle biopsies were taken from nine individuals with type 2 diabetes and nine age- and BMI-matched glucose-tolerant men. Whole-body insulin sensitivity (WBIS) was assessed by hyperinsulinemic-euglycemic clamps, and muscle mitochondrial respiration was assessed by high-resolution respirometry. In muscle samples, SMRT-seq was used to create full-length reads and isoforms, which were mapped to the genome. Short-read sequencing was used to compare isoform expression between the groups. Participants with diabetes exhibited lower WBIS and fatty acid-driven and complex I-linked respiration compared with control participants. SMRT-seq revealed ∼67,000 isoforms originating from ∼14,000 unique genes. Although isoform numbers per gene did not differ, SMRT-seq-based mapping enabled refined data set clustering compared with conventional short-read sequencing and identified four splicing variants of the ATP5F1A gene encoding a subunit for ATP synthase. Among these, two novel transcripts were expressed exclusively in control participants. This study identified splicing variants of ATP synthase that were differentially expressed between participants with type 2 diabetes and those with normal glucose tolerance, which may contribute to the reduced fatty acid oxidation in diabetes. ARTICLE HIGHLIGHTS: In our study, we developed a pipeline to integrate single-molecule real-time sequencing (SMRT-seq) with comprehensive metabolic phenotyping to examine reduced mitochondrial respiration in the skeletal muscle of individuals with type 2 diabetes. SMRT-seq revealed ∼67,000 isoforms originating from ∼14,000 unique genes; the isoform numbers per gene did not differ between participants with diabetes and matched control participants. Our data identified novel alternative splicing events, including two variants of the ATP5F1A gene encoding a subunit for ATP synthase. Among these, two novel transcripts were expressed exclusively in control participants. Our findings link transcriptomic changes to impaired mitochondrial respiration in type 2 diabetes, with the potential of providing novel therapeutic targets to improve metabolic health.

Indexed as

Diabetes Mellitus, Type 2Mitochondria, MuscleMuscle, SkeletalAlternative SplicingCell RespirationHumansInsulin ResistanceMaleMiddle AgedPhenotypeSequence Analysis, RNA

Identifiers

PMID41563348
PMCPMC12928737

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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.