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Jesus Cortes

Brain Connectivity & Machine Learning
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Jesus Cortes

Brain Connectivity & Machine Learning
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  • Biosketch
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  • Talks
  • Publications
    • JCR Articles
    • non JCRs
    • Abstracts
  • Docencia

¿Qué hago?

Trabajo con datos, principalmente en Neurociencias y Biomedicina:    Más de 20 años de experiencia – En investigación, trabajando con datos, en modelado, análisis e imágenes. Consulte mi ...

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Docencia

2025. UNED-Gasteiz. Extension universitaria. Tecnologías machine learning y de inteligencia artificial para profesionales de la salud (12 horas). 2025. Valencia International University, Spain. February ...

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Contact

Jesus M Cortes, PhD Full Professor at Ikerbasque jesus.m.cortes@gmail.com Computational Neuroimaging Lab BioBizkaia Health Research Institute Hospital Universitario Cruces Plaza de Cruces, s/n E-48903. ...

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Brain structure and functional high order interactions in the human brain. Workshop on Information Theory in Computational Neuroscience. CNS*2025, Florence, Italy · July 9th, 2025

Talks

Brain structure and functional high order interactions in the human brain

Published July 13, 2025

Neuroimagen y espectro autista: Avances en conectividad funcional. Primer congreso Iberoamericano sobre Avances en el Diagnóstico y Tratamiento del Espectro Autista. April 26th, 2025

Talks

Neuroimagen y espectro autista: Avances en conectividad funcional

Published July 13, 2025

Neuroimagen y espectro autista: Avances en conectividad funcional. Scientific Presentations in Neuroscience (SPIN). University of Granada, Spain. April 25th, 2025

Talks

Neuroimagen y espectro autista: Avances en conectividad funcional

Published July 13, 2025

Desconexión de redes cerebrales en la espasticidad después del ictus. TALLER TEÓRICO PRÁCTICO DE ESPASTICIDAD PARA EXPERTOS. Hosppital Universitario Gorliz. March 7th, 2025

Talks

Desconexión de redes cerebrales en la espasticidad después del ictus

Published July 13, 2025

Masterclass: Avances de conectividad cerebral en estudios clínicos. Máster en Neurociencia e Investigación en Imagen Neurológica Universidad Internacional de Valencia – VIU. February 13th, 2025

Talks

Avances de conectividad cerebral en estudios clínicos

Published July 13, 2025

Fundamentos de la computación de la imagen. Neuroimagen computacional: Fundamentos en entorno intrahospitalario. Tecnología Médica aplicada en diagnóstico y terapia. Neuroimagen y Neurotecnología. Escuela de Ingeniería de Bilbao. November 12-14, 2024

Talks

Fundamentos de la computación de la imagen. Neuroimagen computacional: Fundamentos en entorno intrahospitalario

Published July 13, 2025

Geraldine Rodríguez-Nieto, Caroline Seer, Hamed Zivari Adab, Antonio Jiménez-Marín, Sima Chalavi, Amirhossein Rasooli, Jesus M. Cortes, Stefan Sunaert, Stephan P. Swinnen. Efficiency of Structural Brain Networks Mediates Age-Associated Differences in Executive Functioning in Older Adults. Frontiers in Aging Neuroscience, 2025. [pdf] Abstract Older age is associated with alterations in executive functioning (EF). Age-related alterations in the integrity of structural brain networks may contribute to EF decline, with potential consequences for […]

JCR Articles Publications

Efficiency of Structural Brain Networks Mediates Age-Associated Differences in Executive Functioning in Older …

Published June 15, 2025

Changchun He, Jesus M. Cortes, Yi Ding, Xiaolong Shan, Maoyang Zou, Heng Chen, Huafu Chen, Xianmin Wang, Xujun Duan. Brain Imaging and Behavior, 2025. [pdf] Abstract Accumulating neuroimaging evidence suggests that abnormal functional and structural brain connectivity plays a cardinal role in the pathophysiology of autism spectrum disorder (ASD). Here, we constructed brain networks of functional, structural, and morphological connectivity using data from functional magnetic resonance imaging (fMRI), diffusion tensor […]

JCR Articles Publications

Combining functional, structural, and morphological networks for multimodal classification of developing autistic brains

Published June 13, 2025

Marlis Ontivero-Ortega, Luca Faes, Jesus M. Cortes, Daniele Marinazzo, and Sebastiano Stramaglia. Assessing high-order effects in feature importance via predictability decomposition. Physical Review 111: L033301, 2025. [pdf] Abstract Building on recent advances in describing redundancy and synergy in multivariate interactions among random variables, we propose an approach to quantify cooperative effects in feature importance, a key technique in explainable artificial intelligence. Specifically, we introduce an adaptive version of the widely […]

JCR Articles Publications

Assessing high-order effects in feature importance via predictability decomposition

Published June 5, 2025

Asier Erramuzpe, Ane Murueta-Goyena, Antonio Jimenez-Marin, Marian Acera, Sara Teijeira-Portas, Rocío Del Pino, Tamara Fernández-Valle, Ibai Diez, Unai Sainz-Lugarezaresti, Naroa Ibarretxe-Bilbao, Unai Ayala, Maitane Barrenechea, Alberto Cabrera-Zubizarreta, Jesús Cortés, Juan Carlos Gómez-Esteban, Iñigo Gabilondo. Amygdala Neurodegeneration: A Key Driver of VisualDysfunction in Parkinson’s Disease. Ann Clin Transl Neurol 12: 768-779, 2025. [pdf] Abstract Objective: Visual disability in Parkinson’s disease (PD) is not fully explained by retinal neurodegeneration. We aimed to […]

JCR Articles Publications

Amygdala Neurodegeneration: A Key Driver of VisualDysfunction in Parkinson’s Disease

Published June 5, 2025

Jorge Garcia Condado, Iñigo Tellaetxe-Elorriaga, Jesus M. Cortes, and Asier Erramuzpe. AgeML: Age Modeling With Machine Learning. IEEE Journal of Biomedical and Health Informatics: 29, 3772-3781, 2025. [pdf] Abstract An approach to age modeling involves the supervised prediction of age using machine learning from subject features. The derived age metrics are used to study the relationship between healthy and pathological aging in multiple body systems, as well as the interactions […]

JCR Articles Publications

AgeML: Age Modeling With Machine Learning

Published June 5, 2025

Joana Garmendia, Garazi Labayru, Antonio Jiménez-Marín, Jorge Villanúa, Jesús Cortés, Adolfo López de Munain and Andone Sistiaga. Hyperconnectivity in resting-state fMRI as a marker of disease severity in Myotonic Dystrophy Type 1. J Neuromuscul Dis 2025; 12: 90–101. [pdf] Abstract Introduction: Myotonic dystrophy type 1 (DM1) patients show both structural and functional brain alterations, including abnormal resting-state (RS) functional connectivity. Although some studies have investigated RS functional connectivity in DM1, […]

JCR Articles Publications

Hyperconnectivity in resting-state fMRI as a marker of disease severity in Myotonic Dystrophy …

Published June 5, 2025

Sebastiano Stramaglia, Luca Faes, Jesus M. Cortes, and Daniele Marinazzo. Disentangling high-order effects in the transfer entropy. Phys Rev Res 6, L032007 (2024). [pdf] Abstract Transfer entropy (TE), the primary method for determining directed information flow within a network system, can exhibit bias—either in deficiency or excess—during both pairwise and conditioned calculations, owing to high-order dependencies among the dynamic processes under consideration and the remaining processes in the system used […]

JCR Articles Publications

Disentangling high-order effects in the transfer entropy

Published November 7, 2024

Brain Connectome Age as an Intelligent Tool for Understanding Risk Factors in Healthy Aging. 2th Biomechanics in Sport and Ageing Symposium. Hungarian University of Sport Science, Budapest, October 15-16, 2024

Talks

Brain Connectome Age as an Intelligent Tool for Understanding Risk Factors in Healthy …

Published October 20, 2024

2024, Conectando mentes y datos. Universidad de Valparaiso, 21 de Agosto de 2024

Talks

Conectando mentes y datos

Published September 9, 2024

2024, Structure-function relationship in the human brain. Universidad de Valparaiso, 21 de Agosto de 2024

Talks

Structure-function relationship in the human brain

Published September 9, 2024

2024, Multiscale structural and functional brain networks in health and disease. Universidad de Concepcion, 16 de Agosto de 2024

Talks

Multiscale structural and functional brain networks in health and disease

Published September 9, 2024

Multiscale structural and functional brain networks in health and disease. Complex networks: from socioeconomic systems to biology and the brain. July 1st – July 7th, 2024. Lipari, Italy

Talks

Multiscale structural and functional brain networks in health and disease

Published June 28, 2024

Multiscale structural and functional brain networks in health and disease. Basque ASTROTECH Meeting. June 4-7, 2024. Bilbao, Spain

Talks

Multiscale structural and functional brain networks in health and disease

Published June 28, 2024

Ildefonso M. De la Fuente, Jose Carrasco-Pujante, Borja Camino-Pontes, Maria Fedetze, Carlos Bringas, Alberto Pérez-Samartín, Gorka Pérez-Yarza, José I. López, Iker Malaina, and Jesus M. Cortes. Systemic cellular migration: The forces driving the directed locomotion movement of cells. PNAS nexus. In press, 2024. [pdf] Abstract Directional motility is an essential property of cells. Despite its enormous relevance in many fundamental physiological and pathological processes, how cells control their locomotion movements […]

JCR Articles Publications

Systemic cellular migration: The forces driving the directed locomotion movement of cells

Published May 13, 2024

Nuevo repositorio sobre redes del cerebro y genética. Más información aquí El artículo orginal se puede leer en [pdf]

Latest News

Nuevo repositorio público para redes del cerebro y genética

Published May 13, 2024

Un nuevo artículo sobre desconectividad cerebral en ictus. Más información aquí El artículo orginal se puede leer en [pdf]

Latest News

Un nuevo artículo sobre desconectividad cerebral en ictus

Published May 13, 2024

Antonio Jimenez-Marin, Ibai Diez, Asier Erramuzpe, Sebastiano Stramaglia, Paolo Bonifazi, and Jesus M. Cortes. Open datasets and code for multi-scale relations on structure, function and neuro-genetics in the human brain. Scientific Data. In press, 2024. [pdf] Abstract The human brain is an extremely complex network of structural and functional connections that operate at multiple spatial and temporal scales. Investigating the relationship between these multi-scale connections is critical to advancing our […]

JCR Articles Publications

Open datasets and code for multi-scale relations on structure, function and neuro-genetics in …

Published May 13, 2024

D Ramos-Usuga, A Jimenez-Marin, A Cabrera Zubizarreta, I Benito-Sanchez, D Rivera, E Martinez-Gutierrez, E Panera, V Boado, Fermin Labayen, J M Cortes, Juan C. Arango-Lasprilla. Cognitive and brain connectivity trajectories at one-year post intensive care unit discharge in individuals with COVID-19. Neurorehabilitation. In press, 2024. [pdf] Abstract BACKGROUND: Multiple Organ failure (MOF) is one of the main causes of admission to the Intensive Care Unit (ICU) of patients infected with […]

JCR Articles Publications

Cognitive and brain connectivity trajectories at one-year post intensive care unit discharge in …

Published May 13, 2024

Ciencia de datos en Neurociencia y Neuropsicología. Jornadas de Neuropsicologia NeuronUP-UNIR. May 21th, 2024. Logroño, Spain

Talks

Ciencia de datos en Neurociencia y Neuropsicología

Published May 13, 2024

Advances in Computational Neuroimaging: Frontiers in brain connectivity, data science and pathology. Showroom en Tecnología e Innovación en Salud. May 14th, Bizkaia Aretoa, Bilbao, Spain

Talks

Advances in Computational Neuroimaging: Frontiers in brain connectivity, data science and pathology

Published May 13, 2024

Conectividad Cerebral y Ciencia de Datos: Innovación Data-Driven en Rehabilitación Cognitiva. 5 Encuentro Foro Vasco Electromedicina. Hospital Universitario Cruces. May 9th, 2024, Spain

Talks

Conectividad Cerebral y Ciencia de Datos: Innovación Data-Driven en Rehabilitación Cognitiva

Published May 13, 2024

Conectividad cerebral, ciencia de datos y Neuropsicología. Congreso Nacional de Neuropsicologia. FANPSE 2024, Granada 7-9 Marzo, 2024, Spain

Talks

Conectividad cerebral, ciencia de datos y Neuropsicología

Published May 13, 2024

Huella neurogenética de subtipos de desconectividad funcional: Aplicación a 657 sujetos con espectro autista. LXXV Reunión Anual SEN. Valencia, 31 Octubre-4 Noviembre, 2023, Spain

Talks

Huella neurogenética de subtipos de desconectividad funcional: Aplicación a 657 sujetos con espectro …

Published May 13, 2024

Jorge Garcia Condado and Jesus M Cortes. NeuropsychBrainAge: A biomarker for conversion from mild cognitive impairment to Alzheimer’s disease. Alzheimer’s Dement. 2023 [pdf] INTRODUCTION: BrainAge models based on neuroimaging data have diagnosticclassification power but have replicability issues due to site and patient variability. Brain Age models trained on neuropsychological tests could help distinguish stable mild cognitive impairment (sMCI) from progressive MCI(pMCI) to Alzheimer’s disease(AD). METHODS: A linear regressor Brain Age […]

JCR Articles Publications

NeuropsychBrainAge: A biomarker for conversion from mild cognitive impairment to Alzheimer’s disease.

Published November 15, 2023

[spanish]

Jesus Cortes, Data Scientist:

  • More than 20 years experience - In research, working in data science, including modeling, analyses, and image processing, see my ORCID profile at https://orcid.org/0000-0002-9059-8194
  • High interdisciplinary experience - Combining physics, neuroscience, neuroimaging, data science, engineering, and medicine.
  • Getting funding - In competitive calls and working with the industry, achieving funding for more than 9,14 Millions Euros.
  • Science communication - Giving more than 119 talks at the international level, and publishing 129 articles indexed in Journal Citation Reports, 100 of them in the first quartile.
  • Training of qualified professionals - Supervising more than 40 students, including Bachelor, Master, and Thesis.
  • Research projects evaluation - Regularly for different funding agencies such as Spanish National Science and Health Ministry, and also at international programs, such as the Marie Sklodowska-Curie Actions, the Israel Science Foundation, the Research Foundation Flanders (FWO), the EPSRC in the UK, and the BBSRC in the UK.

Contact - If you are interested in knowing details or possibilities of collaboration:
Jesus Cortes, Ph.D.:
jesus.m.cortes@gmail.com
Computational Neuroimaging Lab
BioBizkaia Health Research Institute
Hospital Universitario Cruces
Plaza de Cruces, s/n E-48903. Barakaldo, Spain
Tel +34 94 600 6000 (ext. 5199)


 

Jesus Cortes, Científico de Datos:

  • Más de 20 años de experiencia - En investigación, trabajando con datos, en modelado, análisis e imágenes. Consulte mi perfil profesional ORCID en https://orcid.org/0000-0002-9059-8194
  • Altamente interdisciplinar - Combinando física, neurociencias, neuroimagen, ciencia de datos, ingeniería y medicina.
  • Consiguiendo financiación - En convocatorias competitivas y trabajando con la industria, habiendo conseguido más de 9,14 Millones de Euros.
  • Difusión internacional - Impartiendo más de 119 charlas a nivel internacional y publicando más 129 artículos indexados en el Journal Citation Reports, 100 de ellos en primer cuartil.
  • Formación de personal cualificado - Supervisando a más de 40 estudiantes, incluyendo Licenciatura, Maestría y Tesis.
  • Evaluación de proyectos - Lo hago de forma habitual en el Plan Nacional de Ciencia y Salud Español, y en programas internacionales, incluidas las acciones Marie Sklodowska-Curie, la Israel Science Foundation, la Research Foundation Flanders (FWO), EPSRC en Reino Unido y BBSRC en Reino Unido.
  • Contacta - Si estás interesado en conocer detalles o posibilidades de colaboración:

Jesus Cortes, Ph.D.:
jesus.m.cortes@gmail.com
Computational Neuroimaging Lab
BioBizkaia Health Research Institute
Hospital Universitario Cruces
Plaza de Cruces, s/n E-48903. Barakaldo, Spain
Tel +34 94 600 6000 (ext. 5199)

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