プロフィール詳細

プロジェクトを作成

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★★★★★

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Dr. Gerard B.に依頼

Sweden

PhD Biomedical Scientist | Metabolomics, Lipidomics & ML for Metabolic Disease

プロフィール概要

PhD in Biomedicine with 7+ years of research in metabolic disease, obesity, adipose and liver biology. I help biotech, pharma and academic clients turn complex biological and clinical datasets into clear, decision-ready results. Core expertise: Multi-omics analysis (metabolomics, lipidomics, proteomics, RNA-seq) Machine learning for biomarker discovery (Python: scikit-learn, GBM, LDA, SHAP) Study design support, statistical interpretation and reproducible analysis pipelines Scientific writing and figure-ready reporting for metabolic / cardiometabolic research Experience includes a PhD on NAFLD/MASLD adipose–liver biology, postdoctoral work at Karolinska Institutet and the University of Michigan, and 29 peer-reviewed publications. I work in English; based in Stockholm (CET). Typical projects: omics data analysis, ML modelling, methods/results writing, and QC of experimental or clinical datasets.

専門分野

• ★ Metabolomics
• ☆ Molecular Biology
• ☆ Omics
• ☆ Lipidomics
• ☆ Proteomics
• ☆ Data Analysis
• ☆ Predictive Modeling & Analytics
• ☆ Data Processing
• ☆ Data Exploration
• ☆ Cluster Analysis
• ☆ Data Visualization
• ☆ Data Manipulation
• ☆ Machine Learning
• ☆ Data Cleaning
• ☆ Statistics
• ☆ Study Design
• ☆ Health Data Analysis

サービス

• Writing
• Consulting
• Data & AI

Writing Clinical Trial Documentation, Technical Writing, Translation

Consulting Healthcare Consulting, Scientific and Technical Consulting

Data & AI Predictive Modeling, Statistical Analysis, Image Analysis, Algorithm Design-ML, Data Visualization, Big Data Analytics, Data Cleaning, Data Processing, Data Insights

職務経験

Founder / Independent Developer

Bertly

1月 2026 - 現在

Postdoctoral Researcher

University of Michigan - Ann Arbor

1月 2025 - 11月 2026

Postdoctoral Researcher

University of Michigan

1月 2025 - 11月 2025

Postdoctoral Researcher

Karolinska Institute

1月 2023 - 12月 2024

Postdoctoral Researcher

Karolinska Institutet

1月 2023 - 12月 2024

学歴

Doctoral degree of Biomedicine

Universitat Rovira I Virgili Tarragona - Spain

10月 2017 - 10月 2022

Doctoral degree of Biomedicine (Medicine and Surgery)

Rovira i Virgili University

10月 2017 - 10月 2022

Inter-university Master's degree of Nutrition and Metabolism

Rovira i Virgili University

10月 2016 - 7月 2017

Inter-university Master's degree of Nutrition and Metabolism

Universitat Rovira I Virgili Tarragona - Spain

10月 2016 - 7月 2017

Bachelor's degree of Human Nutrition and Dietetics

Rovira i Virgili University

1月 2012 - 7月 2016

認定資格

• Clinical Trials: Good Clinical Practice

  Novartis

  https://www.coursera.org/account/accomplishments/specialization/certificate/T910DFBA8Y39

  11月 2025 - 現在

• Drug Development Product Management

  University of California San Diego

  https://www.coursera.org/account/accomplishments/specialization/certificate/8DVT83MPF305

  11月 2025 - 現在

出版物

JOURNAL ARTICLE

Dumont KD, Heydari Seradj S, Wang Y, Liu S, Cervenka I, Wu C, Jannig PR, Porsmyr-Palmertz M, Baiges-Gaya G, Huang X, et al. (2025). Sensory-neuron-derived CGRPα controls white adipocyte differentiation and tissue plasticity . Cell reports.

Gerard Baiges-Gaya, Simona Mihaela Iftimie, Helena Castañé, Elisabet Rodríguez-Tomàs, Andrea Jiménez Franco, Ana F. López-Azcona, Antoni Castro, Jordi Camps, Jorge Joven (2023). Combining Semi-Targeted Metabolomics and Machine Learning to Identify Metabolic Alterations in the Serum and Urine of Hospitalized Patients with COVID-19 . Biomolecules.

Elisabet Rodríguez-Tomàs, Meritxell Arenas, Gerard Baiges-Gaya, Johana Acosta, Pablo Araguas, Bárbara Malave, Helena Castañé, Andrea Jiménez-Franco, Rocío Benavides-Villarreal, Sebastià Sabater, et al. (2022). Gradient Boosting Machine Identified Predictive Variables for Breast Cancer Patients Pre- and Post-Radiotherapy: Preliminary Results of an 8-Year Follow-Up Study . Antioxidants.

Noemí Cabré, Fedra Luciano‐Mateo, Gerard Baiges‐Gayà, Salvador Fernández‐Arroyo, Elisabet Rodríguez‐Tomàs, Anna Hernández‐Aguilera, Marta París, Fàtima Sabench, Daniel Del Castillo, José López‐Miranda, et al. (2022). Plasma metabolic alterations in patients with severe obesity and non‐alcoholic steatohepatitis . Alimentary Pharmacology & Therapeutics.

Gerard Baiges-Gaya, Elisabet Rodríguez-Tomàs, Helena Castañé, Andrea Jiménez Franco, Núria Amigó, Jordi Camps, Jorge Joven (2022). Combining Dietary Intervention with Metformin Treatment Enhances Non-Alcoholic Steatohepatitis Remission in Mice Fed a High-Fat High-Sucrose Diet . Biomolecules.

Simona Mihaela Iftimie, Anna Hernández-Aguilera, Ana F. López-Azcona, Helena Castañé, Elisabet Rodríguez-Tomàs, Gerard Baiges-Gaya, Jordi Camps, Antoni Castro, Jorge Joven (2022). Measurement of Plasma Galectin-3 Concentrations in Patients with Catheter Infections: A Post Hoc Retrospective Cohort Study . Diagnostics.

Noemí Cabré, Fedra Luciano-Mateo, Douglas Chapski, Gerard Baiges-Gaya, Salvador Fernández-Arroyo, Anna Hernández-Aguilera, Helena Castañé, Elisabet Rodríguez-Tomàs, Marta París, Fàtima Sabench, et al. (2022). Laparoscopic Sleeve Gastrectomy in Patients with Severe Obesity Restores Adaptive Responses Leading to Nonalcoholic Steatohepatitis . International Journal of Molecular Sciences.

Xavier Gabaldó Barrios, Màrius Juanpere, Helena Castañé, Elisabet Rodríguez-Tomàs, Ana Felisa López-Azcona, Gerard Baiges-Gaya, Lourdes Castro, Enrique Valverde-Díaz, Aida Muñoz Blázquez, Laura Giménez-Cuenca, et al. (2022). Usefulness of the Measurement of Serum Paraoxonase-1 Arylesterase Activity in the Diagnoses of COVID-19 . Biomolecules.

Elisabet Rodríguez-Tomàs, Johana C. Acosta, Laura Torres-Royo, Gabriel De Febrer, Gerard Baiges-Gaya, Helena Castañé, Andrea Jiménez Franco, Carlos Vasco, Pablo Araguas, Junior Gómez, et al. (2022). Effect of Low-Dose Radiotherapy on the Circulating Levels of Paraoxonase-1-Related Variables and Markers of Inflammation in Patients with COVID-19 Pneumonia . Antioxidants.

Helena Castañé, Simona Iftimie, Gerard Baiges-Gaya, Elisabet Rodríguez-Tomàs, Andrea Jiménez-Franco, Ana Felisa López-Azcona, Pedro Garrido, Antoni Castro, Jordi Camps, Jorge Joven (2022). Machine learning and semi-targeted lipidomics identify distinct serum lipid signatures in hospitalized COVID-19-positive and COVID-19-negative patients . Metabolism.

Helena Castañé, Simona Iftimie, Gerard Baiges-Gaya, Elisabet Rodríguez-Tomàs, Andrea Jiménez-Franco, Ana Felisa López-Azcona, Pedro Garrido, Antoni Castro, Jordi Camps, Jorge Joven (2022). Machine learning and semi-targeted lipidomics identify distinct serum lipid signatures in hospitalized COVID-19-positive and COVID-19-negative patients . Metabolism.

Anna Hernández-Aguilera, Núria Casacuberta, Helena Castañé, Montserrat Fibla, Salvador Fernández-Arroyo, Isabel Fort-Gallifa, Marta París, Fàtima Sabench, Daniel Del Castillo, Gerard Baiges-Gaya, et al. (2021). Nonalcoholic Steatohepatitis Modifies Serum Iron-Related Variables in Patients with Morbid Obesity . Biological Trace Element Research.

Elisabet Rodríguez-Tomàs, Simona Iftimie, Helena Castañé, Gerard Baiges-Gaya, Anna Hernández-Aguilera, María González-Viñas, Antoni Castro, Jordi Camps, Jorge Joven (2021). Clinical Performance of Paraoxonase-1-Related Variables and Novel Markers of Inflammation in Coronavirus Disease-19. A Machine Learning Approach . Antioxidants.

Elisabet Rodríguez-Tomàs, Meritxell Arenas, Junior Gómez, Johana Acosta, Jordi Trilla, Yolanda López, Miguel Árquez, Laura Torres, Pablo Araguas, Anna Hernández-Aguilera, et al. (2021). Identification of potential metabolic biomarkers of rectal cancer and of the effect of neoadjuvant radiochemotherapy . PLOS ONE.

Simona Iftimie, Ana F. López-Azcona, Immaculada Vallverdú, Salvador Hernández-Flix, Gabriel de Febrer, Sandra Parra, Anna Hernández-Aguilera, Francesc Riu, Jorge Joven, Natàlia Andreychuk, et al. (2021). First and second waves of coronavirus disease-19: A comparative study in hospitalized patients in Reus, Spain . PLOS ONE.

Helena Castañé, Gerard Baiges-Gaya, Anna Hernández-Aguilera, Elisabet Rodríguez-Tomàs, Salvador Fernández-Arroyo, Pol Herrero, Antoni Delpino-Rius, Nuria Canela, Javier A. Menendez, Jordi Camps, et al.(2021). Coupling Machine Learning and Lipidomics as a Tool to Investigate Metabolic Dysfunction-Associated Fatty Liver Disease. A General Overview . Biomolecules. 11. (3). Microsoft.AspNetCore.Mvc.Localization.LocalizedHtmlString 473. {MDPI} {AG}

Gerard Baiges-Gaya, Salvador Fernández-Arroyo, Fedra Luciano-Mateo, Noemí Cabré, Elisabet Rodríguez-Tomàs, Anna Hernández-Aguilera, Helena Castañé, Marta Romeu, Maria-Rosa Nogués, Jordi Camps, et al. (2021). Hepatic metabolic adaptation and adipose tissue expansion are altered in mice with steatohepatitis induced by high-fat high sucrose diet . The Journal of Nutritional Biochemistry.

Helena Castañé, Gerard Baiges-Gaya, Anna Hernández-Aguilera, Elisabet Rodríguez-Tomàs, Salvador Fernández-Arroyo, Pol Herrero, Antoni Delpino-Rius, Nuria Canela, Javier A. Menendez, Jordi Camps, et al. (2021). Coupling Machine Learning and Lipidomics as a Tool to Investigate Metabolic Dysfunction-Associated Fatty Liver Disease. A General Overview . Biomolecules.

Noemí Cabré, Míriam Gil, Núria Amigó, Fedra Luciano-Mateo, Gerard Baiges-Gaya, Salvador Fernández-Arroyo, Elisabet Rodríguez-Tomàs, Anna Hernández-Aguilera, Helena Castañé, Marta París, et al. (2021). Laparoscopic sleeve gastrectomy alters 1H-NMR-measured lipoprotein and glycoprotein profile in patients with severe obesity and nonalcoholic fatty liver disease . Scientific Reports.

Fedra Luciano-Mateo, Noemí Cabré, Gerard Baiges-Gaya, Salvador Fernández-Arroyo, Anna Hernández-Aguilera, Elisabet Elisabet Rodríguez-Tomàs, Meritxell Arenas, Jordi Camps, Javier A. Menéndez, Jorge Joven (2020). Systemic overexpression of C-C motif chemokine ligand 2 promotes metabolic dysregulation and premature death in mice with accelerated aging . Aging.

Fedra Luciano-Mateo, Noemí Cabré, Salvador Fernández-Arroyo, Gerard Baiges-Gaya, Anna Hernández-Aguilera, Elisabet Rodríguez-Tomàs, Cristina Muñoz-Pinedo, Javier A. Menéndez, Jordi Camps, Jorge Joven (2020). Chemokine C–C motif ligand 2 overexpression drives tissue-specific metabolic responses in the liver and muscle of mice . Scientific Reports.

Elisabet Rodríguez-Tomàs, Mònica Arguís, Meritxell Arenas, Salvador Fernández-Arroyo, Mauricio Murcia, Sebastià Sabater, Laura Torres, Gerard Baiges-Gayà, Anna Hernández-Aguilera, Jordi Camps, et al. (2020). Alterations in plasma concentrations of energy-balance-related metabolites in patients with lung, or head & neck, cancers: Effects of radiotherapy . Journal of Proteomics.

Noemí Cabré, Fedra Luciano‐Mateo, Gerard Baiges‐Gayà, Salvador Fernández‐Arroyo, Elisabet Rodríguez‐Tomàs, Anna Hernández‐Aguilera, Marta París, Fàtima Sabench, Daniel Del Castillo, José López‐Miranda, et al. (2020). Plasma metabolic alterations in patients with severe obesity and non‐alcoholic steatohepatitis . Alimentary Pharmacology & Therapeutics.

Noemí Cabré, Fedra Luciano‐Mateo, Gerard Baiges‐Gayà, Salvador Fernández‐Arroyo, Elisabet Rodríguez‐Tomàs, Anna Hernández‐Aguilera, Marta París, Fàtima Sabench, Daniel Del Castillo, José López‐Miranda, et al. (2020). Plasma metabolic alterations in patients with severe obesity and non‐alcoholic steatohepatitis . Alimentary Pharmacology & Therapeutics.

Elisabet Rodríguez-Tomàs, Mauricio Murcia, Meritxell Arenas Prat, Mònica Arguís, Miriam Gil, Núria Amigó, Xavier Correig, Laura Torres, Sebastia Sabater, Gerard Baiges-Gayà, et al. (2019). Serum Paraoxonase-1-Related Variables and Lipoprotein Profile in Patients with Lung or Head and Neck Cancer: Effect of Radiotherapy . Antioxidants.

Fedra Luciano-Mateo, Noemí Cabré, Salvador Fernández-Arroyo, Gerard Baiges-Gaya, Anna Hernández-Aguilera, Elisabet Rodríguez-Tomàs, Maria Mercado-Gómez, Javier A. Menendez, Jordi Camps, Jorge Joven (2019). Chemokine (C-C motif) ligand 2 gene ablation protects low-density lipoprotein and paraoxonase-1 double deficient mice from liver injury, oxidative stress and inflammation . Biochimica et Biophysica Acta (BBA) - Molecular Basis of Disease.

Noemí Cabré, Fedra Luciano-Mateo, Meritxell Arenas, Martí Nadal, Gerard Baiges-Gaya, Anna Hernández-Aguilera, Isabel Fort-Gallifa, Elisabet Rodríguez, Francesc Riu, Jordi Camps, et al. (2018). Trace element concentrations in breast cancer patients . The Breast.

Joaquim Rovira, Anna Hernández-Aguilera, Fedra Luciano-Mateo, Noemí Cabré, Gerard Baiges-Gaya, Martí Nadal, Vicente Martín-Paredero, Jordi Camps, Jorge Joven, José L. Domingo (2018). Trace Elements and Paraoxonase-1 Activity in Lower Extremity Artery Disease . Biological Trace Element Research.

Anna Hernández-Aguilera, Salvador Fernández-Arroyo, Noemí Cabre, Fedra Luciano-Mateo, Gerard Baiges-Gaya, Montserrat Fibla, Vicente Martín-Paredero, Javier A. Menendez, Jordi Camps, Jorge Joven (2018). Plasma Energy-Balance Metabolites Discriminate Asymptomatic Patients with Peripheral Artery Disease . Mediators of Inflammation.

Fedra Luciano-Mateo, Noemí Cabré, Martí Nadal, Anabel García-Heredia, Gerard Baiges-Gaya, Anna Hernández-Aguilera, Jordi Camps, Jorge Joven, Jose L Domingo (2018). Serum concentrations of trace elements and their relationships with paraoxonase-1 in morbidly obese women . Journal of Trace Elements in Medicine and Biology.

REVIEW

Elisabet Rodríguez-Tomàs, Gerard Baiges-Gaya, Helena Castañé, Meritxell Arenas, Jordi Camps, Jorge Joven (2021). Trace elements under the spotlight: A powerful nutritional tool in cancer . Journal of Trace Elements in Medicine and Biology.

Jordi Camps, Helena Castañé, Elisabet Rodríguez-Tomàs, Gerard Baiges-Gaya, Anna Hernández-Aguilera, Meritxell Arenas Prat, Simona Iftimie, Jorge Joven (2021). On the Role of Paraoxonase-1 and Chemokine Ligand 2 (C-C motif) in Metabolic Alterations Linked to Inflammation and Disease. A 2021 Update . Biomolecules.

Helena Castañé, Gerard Baiges-Gaya, Anna Hernández-Aguilera, Elisabet Rodríguez-Tomàs, Salvador Fernández-Arroyo, Pol Herrero, Antoni Delpino-Rius, Nuria Canela, Javier A. Menendez, Jordi Camps, et al. (2021). Coupling Machine Learning and Lipidomics as a Tool to Investigate Metabolic Dysfunction-Associated Fatty Liver Disease. A General Overview . Biomolecules.

OTHER

Simona Iftimie, Anna Hernández-Aguilera, Ana F. López-Azcona, Helena Castañé, Elisabet Rodríguez-Tomàs, Gerard Baiges-Gaya, Antoni Castro, Jordi Camps, Jorge Joven(2021). Factors influencing plasma galectin-3 concentrations in catheter-bearing hospitalized patients . Cold Spring Harbor Laboratory