Maria Barranco Altirriba

PhD researcher at B2SLab, UPC. Research in computational metabolomics — including the mWISE annotation algorithm — and its application to understanding diabetes mellitus and cardiovascular complications.
Keywords

metabolomics, metabolite annotation, diabetes, lipidomics, bioinformatics, UPC, mWISE

Welcome to my site! My name is Maria Barranco Altirriba and I hold a bachelor’s and a master’s degree in Biomedical Engineering in Universitat de Barcelona. I am currently doing (almost finishing!) a PhD in the B2SLab, which is part of the Institut de Recerca i Innovació en Salut (IRIS), formerly the Research Center for Biomedical Engineering (CREB) at the Universitat Politècnica de Catalunya, in Barcelona.

My research focuses on metabolomics, including the development of new methods to analyse and interpret metabolomics data, such as the mWISE annotation algorithm. I also apply these tools to better understand diabetes mellitus and its complications. In a recent publication, we identified lipids significantly associated with subclinical carotid atherosclerosis in individuals with type 2 diabetes. Last year, I spent nine months at LipiTUM (Technical University of Munich), where I developed a language model (Smile-to-Bert) to generate embeddings for molecular SMILES. These pre-trained models can be used across datasets to predict molecular properties, an active area of research in drug discovery.

Contact

  • you can email me at maria.barranco you guess what upc.edu

Social Networks

  • Find me on my profile on
  • No, we do not use X nor twitter, and we will not use it for the time being

Publications

20261 publications

Computational metabolomics to uncover alterations in diabetes mellitus and its complications

M Barranco Altirriba

Universitat Politècnica de Catalunya · 2026Scholar-onlyScholar

20253 publications

Functional Enrichment of Lipidomics Data to Characterize the Metabolism of Diabetes Mellitus and Subclinical Carotid Atherosclerosis

M Barranco-Altirriba, JK Pauling, D Mauricio, A Perera-Lluna

2025 IEEE 25th International Conference on Bioinformatics and Bioengineering … · 2025Scholar-onlyScholar

Guanine and pregnenolone sulfate are associated with incident type 2 diabetes in two independent populations

M Barranco-Altirriba, M Granado-Casas, O Yanes, J Capellades, A Junza, …

Frontiers in Endocrinology, 16, 1706886 · 2025Scholar-onlyScholar

Lipidomic analysis reveals metabolism alteration associated with subclinical carotid atherosclerosis in type 2 diabetes

M Barranco-Altirriba, J Rossell, N Alonso, RJM Weber, E Ortega, …

Cardiovascular diabetology, 24 (1), 152 · 2025Scholar-onlyScholar

20247 publications

Additional file 2 of Lipidome characterisation and sex-specific differences in type 1 and type 2 diabetes mellitus

M Barranco-Altirriba, N Alonso, RJM Weber, GR Lloyd, M Hernandez, …

Additional file, 2 of Lipidome characterisation and sex-specific differences … · 2024Scholar-onlyScholar

Cerebrospinal fluid Homovanillic and 5-Hydroxyindoleacetic acids in a large pediatric population; establishment of reference intervals and impact of disease and medication

H Rodriguez-Gonzalez, A Ormazabal, M Casado, AY Arias, C Oliva, …

Clinical chemistry, 70 (12), 1443-1451 · 2024Scholar-onlyScholar

Lipidome characterisation and sex-specific differences in type 1 and type 2 diabetes mellitus

M Barranco-Altirriba, N Alonso, RJM Weber, GR Lloyd, M Hernandez, …

Cardiovascular diabetology, 23 (1), 109 · 2024Scholar-onlyScholar

Mediterranean diet is a predictor of progression of subclinical atherosclerosis in a mediterranean population: the ILERVAS prospective cohort study

MI Rojo-López, M Bermúdez-López, E Castro, C Farràs, G Torres, …

Nutrients, 16 (21), 3607 · 2024Scholar-onlyScholar

Smile-to-Bert: A BERT architecture trained for physicochemical properties prediction and SMILES embeddings generation

M Barranco-Altirriba, V Würf, E Manzini, JK Pauling, A Perera-Lluna

bioRxiv, 2024.10. 31.621293 · 2024PreprintScholar

Smile-to-Bert: a pre-trained Transformer model for molecular property prediction using SMILES representations

M Barranco-Altirriba, V Würf, E Manzini, JK Pauling, A Perera-Lluna

2024Scholar-onlyScholar

The lipidomic profile is associated with the dietary pattern in subjects with and without diabetes mellitus from a Mediterranean area

MI Rojo-López, M Barranco-Altirriba, J Rossell, M Antentas, …

Nutrients, 16 (12), 1805 · 2024Scholar-onlyScholar

20231 publications

Circulating metabolomic and lipidomic changes in subjects with new-onset type 1 diabetes after optimization of glycemic control

J Julve, I Genua, P Quifer-Rada, Ó Yanes, M Barranco-Altirriba, …

Diabetes research and clinical practice, 197, 110578 · 2023Scholar-onlyScholar

20223 publications

Advanced lipoprotein profile in individuals with normal and impaired glucose metabolism

C Puig-Jove, E Castelblanco, M Falguera, M Hernandez, B Soldevila, …

Revista Española De Cardiología (English Edition), 75 (1), 22-30 · 2022Scholar-onlyScholar

Perfil lipoproteico avanzado en individuos con metabolismo glucémico normal y alterado

C Puig-Jové, E Castelblanco, M Falguera, M Hernández, B Soldevila, …

Revista española de cardiología, 75 (1), 22-30 · 2022Scholar-onlyScholar

¿ Big data para la diabetes mellitus?

E Manzini, MB Altirriba, AP Lluna

Diabetes práctica, 13 (04-2022), 151 · 2022Scholar-onlyScholar

20212 publications

Circulating CD5L is associated with cardiovascular events and all-cause mortality in individuals with chronic kidney disease

E Castelblanco, MR Sarrias, À Betriu, B Soldevila, M Barranco-Altirriba, …

Aging (Albany NY), 13 (19), 22690 · 2021Scholar-onlyScholar

mWISE: an algorithm for context-based annotation of liquid chromatography–mass spectrometry features through diffusion in graphs

M Barranco-Altirriba, P Sola-Santos, S Picart-Armada, …

Analytical chemistry, 93 (31), 10772-10778 · 2021Scholar-onlyScholar

20201 publications

The circulating fatty acid transporter soluble CD36 is not associated with carotid atherosclerosis in subjects with type 1 and type 2 diabetes mellitus

E Castelblanco, L Sanjurjo, M Barranco-Altirriba, M Falguera, …

Journal of clinical medicine, 9 (6), 1700 · 2020Scholar-onlyScholar

Unknown Year1 publications

Supporting Information mWISE: an algorithm for context-based annotation of LC-MS features through diffusion in graphs

M Barranco-Altirriba, P Sol

UPC · UnknownScholar-onlyScholar