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Effect of statins and ACE inhibitors on the metabolome in the Adolescent Type 1 Diabetes cardio-renal Intervention Trial (AdDIT) cohort
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  • Published: 29 April 2026

Effect of statins and ACE inhibitors on the metabolome in the Adolescent Type 1 Diabetes cardio-renal Intervention Trial (AdDIT) cohort

  • Beatrice Prampolini1,
  • Anthony Giton2,
  • Sofia Frassineti2,
  • Paul Benitez-Aguirre3,4,
  • Fergus J. Cameron5,6,7,
  • Maria E. Craig3,4,8,
  • Jennifer J. Couper9,
  • R. Neil Dalton10,
  • Denis Daneman11,
  • Elizabeth A. Davis12,13,
  • Kim C. Donaghue3,4,
  • Tim W. Jones12,13,
  • Farid H. Mahmud11,
  • Sally M. Marshall14,
  • H. Andrew Neil15,
  • John E. Deanfield2,
  • M. Loredana Marcovecchio16,17 na1 &
  • …
  • Scott T. Chiesa2 na1 

Scientific Reports , Article number:  (2026) Cite this article

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Subjects

  • Diseases
  • Endocrinology

Abstract

Adolescence represents a pivotal period for the development of early diabetes-related vascular complications, primarily driven by chronic hyperglycemia and associated metabolic disturbances. Metabolomics provides a promising tool to identify biomarkers reflecting these early changes. The present study compared metabolomic profiles between adolescents with and without type 1 diabetes and assessed the impact of glycemia and short-term treatment with statins and/or ACE inhibitors on metabolite trajectories. Metabolomic data were obtained via the Nightingale platform from 341 adolescents with type 1 diabetes from the AdDIT study and 81 age- and sex-matched peers without diabetes. Two hundred and forty-nine metabolites, with 45 prioritized due to well-established links with cardiovascular disease- including lipid subfractions, amino acids, ketone bodies, and markers of renal function and inflammation—were measured at a mean age of 14.0 ± 1.8 years and re-assessed after 3.5 years in those with diabetes. At baseline, significant differences were observed in glucose, ketone bodies, amino acids, and lipid classes. Over time, adolescents with diabetes showed increases in lipid subfractions, acetoacetate, and GlycA, with HbA1c positively associated with atherogenic lipidome components. Findings from the trial arm provided strong evidence that statins attenuated rises in LDL-cholesterol (1.90 [1.79, 2.01] vs. 2.38 [2.28, 2.49] mmol/l), and weaker evidence suggestive of a small effect of ACE inhibitors in preserving HDL-cholesterol (1.50 [1.45, 1.54] vs. 1.39 [1.34, 1.43] mmol/l). These findings suggest widespread glycemia-related metabolomic perturbations in adolescents with type 1 diabetes, partially mitigated by statins and ACE inhibitors, supporting their cardioprotective role.

Clinical registration: ClinicalTrials.gov ID NCT01581476 (13/04/2012) https://clinicaltrials.gov/study/NCT01581476.

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Abbreviations

ACE:

Angiotensin converting enzyme

AdDIT:

Adolescent Type 1 Diabetes cardio-renal Intervention tTrial

ACR:

Albumin-to-creatinine ratio

AA:

Amino acid

ApoA1:

Apolipoprotein A1

ApoB:

Apolipoprotein B

BHB:

β-hydroxybutyrate

CI:

Confidence Interval

DHA:

Docosahexaenoic acid

FDR:

False discovery rate

FA:

Fatty acid

FFA:

Free fatty acid

HbA1c:

Glycated hemoglobin

GlycA:

Glycoprotein acetyls

HDL:

High density lipoprotein

hsCRP:

High sensitivity C-reactive protein

KB:

Ketone bodies

LA:

Lactic acid

log:

logarithm

LDL:

Low density lipoprotein

MUFA:

Monounsaturated fatty acid

PUFA:

Polyunsaturated fatty acid

RCT:

Randomized controlled trial

SCFA:

Short chain fatty acid

SFA:

Saturated fatty acid

VLDL:

Very low density lipoprotein

Acknowledgements

We thank all participants for their involvement and commitment. We thank the Adolescent type 1 Diabetes cardio-renal Intervention Trial (AdDIT) Study group. We would also like to recognize and acknowledge the invaluable contributions and leadership of the late Professor David Dunger as part of the AdDIT study.

Funding

The AdDIT study was funded by Diabetes UK, Juvenile Diabetes Research Foundation, the British Heart Foundation and in Canada the JDRF- Canadian Clinical Trial Network (CCTN), the Canadian Diabetes Association and the Heart and Stroke Foundation Canada. Metabolomic profiling was funded by the National Institute for Health Research (NIHR) UCLH Biomedical Research Centre (BRC800/CM/SC/101320). We also acknowledge support from the NIHR Cambridge Biomedical Research Centre, the NIHR Cambridge Clinical Trials Unit and the UK NIHR Clinical Research Network.

Author information

Author notes
  1. These authors jointly supervised this work: M.L. Marcovecchio and S.T. Chiesa

Authors and Affiliations

  1. Department of Medical and Surgical Sciences for Mothers, Children and Adults - Post-Graduate School of Pediatrics, University of Modena and Reggio Emilia, Modena, Italy

    Beatrice Prampolini

  2. Institute of Cardiovascular Science, University College London, London, UK

    Anthony Giton, Sofia Frassineti, John E. Deanfield & Scott T. Chiesa

  3. Institute of Endocrinology and Diabetes, The Children’s Hospital at Westmead, Sydney, Australia

    Paul Benitez-Aguirre, Maria E. Craig & Kim C. Donaghue

  4. Discipline of Child and Adolescent Health, University of Sydney, Sydney, NSW, Australia

    Paul Benitez-Aguirre, Maria E. Craig & Kim C. Donaghue

  5. Department of Endocrinology and Diabetes, Royal Children’s Hospital, Melbourne, VIC, Australia

    Fergus J. Cameron

  6. Murdoch Children’s Research Institute, Melbourne, VIC, Australia

    Fergus J. Cameron

  7. The University of Melbourne, Melbourne, VIC, Australia

    Fergus J. Cameron

  8. Duke-NUS Medical School, National University of Singapore, Singapore, Singapore

    Maria E. Craig

  9. Endocrinology and Diabetes Centre, Women’s and Children’s Hospital, Robinson Institute, University of Adelaide, Adelaide, SA, Australia

    Jennifer J. Couper

  10. Well Child Laboratory, St Thomas’ Hospital, Evelina London Children’s Hospital, London, UK

    R. Neil Dalton

  11. Division of Endocrinology, Hospital for Sick Children, Toronto, ON, Canada

    Denis Daneman & Farid H. Mahmud

  12. Department of Endocrinology and Diabetes, Perth Children’s Hospital, Perth, WA, Australia

    Elizabeth A. Davis & Tim W. Jones

  13. The Kids Research Institute Australia, Nedlands, WA, Australia

    Elizabeth A. Davis & Tim W. Jones

  14. Translational and Clinical Research Institute, Newcastle University, Newcastle, UK

    Sally M. Marshall

  15. Oxford Centre for Diabetes, Endocrinology and Metabolism, Oxford, UK

    H. Andrew Neil

  16. Department of Paediatrics, University of Cambridge, Cambridge, UK

    M. Loredana Marcovecchio

  17. Department of Paediatric Diabetes and Endocrinology, Cambridge University Hospitals NHS Foundation Trust, Cambridge, UK

    M. Loredana Marcovecchio

Authors
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  2. Anthony Giton
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Corresponding author

Correspondence to M. Loredana Marcovecchio.

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Prampolini, B., Giton, A., Frassineti, S. et al. Effect of statins and ACE inhibitors on the metabolome in the Adolescent Type 1 Diabetes cardio-renal Intervention Trial (AdDIT) cohort. Sci Rep (2026). https://doi.org/10.1038/s41598-026-50044-w

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  • Received: 13 June 2025

  • Accepted: 18 April 2026

  • Published: 29 April 2026

  • DOI: https://doi.org/10.1038/s41598-026-50044-w

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Keywords

  • AdDIT
  • Adolescents
  • Diabetes, type 1
  • Cardiovascular
  • Complications
  • Vascular diseases
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