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 […]
Publications
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 […]
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 […]
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 […]
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 […]
Jose Luis Diaz-Ramón,Jesus Gardeazabal, Rosa Maria Izu, Estibaliz Garrote, Javier Rasero,Aintzane Apraiz,Cristina Penas,Sandra Seijo,Cristina Lopez-Saratxaga,Pedro Maria De la Peña,Ana Sanchez-Diaz,Goikoane Cancho-Galan, Veronica Velasco, Arrate Sevilla, David Fernandez, Iciar Cuenca,Jesus María Cortes, Santos Alonso, Aintzane Asumendi, and María Dolores Boyano. Melanoma Clinical Decision Support System: An Artificial Intelligence-Based Tool to Diagnose and Predict Disease Outcome in Early-Stage Melanoma Patients. Cancers 2023, 15(7), 2174. [pdf] Abstract: This study set out to assess […]
Javier Rasero, Antonio Jimenez-Marin, Ibai Diez, Roberto Toro, Mazahir T Hasan, Jesus M Cortes. The neurogenetics of functional connectivity alterations in Autism: Insights from subtyping in 657 patients. Biol Psychiatry 2023, S0006-3223(23)01230-1. [pdf] Abstract: Background: There is little consensus and controversial evidence on anatomical alterations in the brain of patients with autism spectrum disorder (ASD), due in part to the large heterogeneity present in ASD, which in turn is a […]
Soraya Martín-Suárez, Jesus M, Cortes, and Paolo Bonifazi. Blockage of STAT3 during epileptogenesis prevents GABAergic loss and imprinting of the epileptic state. Brain 2023 [pdf] Abstract: Epilepsy, the condition of recurrent unprovoked seizures resulting from a wide variety of causes, is one of the world’s most prominent neurological disabilities. Seizures which are an expression of neuronal network dysfunction occur in a positive feedback loop of concomitant factors, including also neuro-inflammatory […]
Borja Camino-Pontes, Francisco Gonzalez-Lopez, Gonzalo Santamaría-Gomez, Antonio Javier Sutil-Jimenez, Carolina Sastre-Barrios, Iñigo Fernandez de Pierola, and Jesus M. Cortes. One-year prediction of cognitive decline following cognitive-stimulation from real-world data. Journal of Neuropsychology 2023 [pdf] Abstract: Clinical evidence based on real-world data (RWD) is accumulating exponentially providing larger sample sizes available, which demand novel methods to deal with the enhanced heterogeneity of the data. Here, we used RWD to assess the […]
Antonio Jimenez-Marin, Jolien Gooijers, Nele De Bruyn, Alberto Llera, Geert Verheyden, Stephan P. Swinnen, and Jesus M. Cortes. Multimodal and multidomain lesion network mapping enhances prediction of sensorimotor behavior in stroke patients. Scientific Reports 12: 22400, 2022 [pdf] Beyond the characteristics of a brain lesion, such as its etiology, size or location, lesion network mapping (LNM) has shown that similar symptoms after a lesion reflects similar dis-connectivity patterns, thereby linking […]
Endika Martinez-Gutierrez, Antonio Jimenez-Marin, Sebastiano Stramaglia and Jesus M. Cortes. The structure of anticorrelated networks in the human brain. Frontiers in Network Physiology, 2022 [pdf] During the performance of a specific task–or at rest–, the activity of different brain regions shares statistical dependencies that reflect functional connections. While these relationships have been studied intensely for positively correlated networks, considerably less attention has been paid to negatively correlated networks, a. k.a. […]
Marilyn Gatica, Fernando E. Rosas, Pedro A. M. Mediano, Ibai Diez, Stephan P. Swinnen, Patricio Orio, Rodrigo Cofre, Jesus M. Cortes. High-order functional redundancy in ageing explained via alterations in the connectome in a whole-brain model. PLoS Comput Biol 18(9): e1010431. [pdf] The human brain generates a rich repertoire of spatio-temporal activity patterns, which support a wide variety of motor and cognitive functions. These patterns of activity change with age […]
Martin Iniguez, Antonio Jimenez-Marin, Asier Erramuzpe, Marian Acera, Beatriz Tijero, Ane Murueta-Goyena, Rocio Del Pino, Tamara Fernandez, Mar Carmona‑Abellan, Alberto Cabrera-Zubizarreta, Juan Carlos Gómez‑Esteban, Jesus M. Cortes and Inigo Gabilondo. Heart-brain synchronization breakdown in Parkinson’s disease. npj Parkinson’s Disease (2022) 64 [pdf] Heart rate variability (HRV) abnormalities are potential early biomarkers in Parkinson’s disease (PD) but their relationship with central autonomic network (CAN) activity is not fully understood. We analyzed […]
Izaro Fernandez-Iriondo, Basilio Sierra, Jose Maria Martmez-Otzeta, Antonio Jimenez-Marin, Paolo Bonifazi, Yosu Yurramendi, and Jesus M. Cortes. Multiscale network regression for associations between brain connectivity and cognitive and behavioural indices. 2021 6th International Conference on Computational Intelligence and Applications (ICCIA). article: [pdf] Abstract The study of the relationship between brain connectivity and cognitive abilities is of great importance for a better understanding of the human mind. We propose to tackle […]
Izaro Fernandez-Iriondo, Antonio Jimenez-Marín, Basilio Sierra, Naiara Aginako, Paolo Bonifazi, and Jesus M. Cortes. Brain mapping of behavioral domains using multi-scale networks and canonical correlation analysis. Front. Neurosci. 2022. article: [pdf] Abstract Simultaneous mapping of multiple behavioral domains into brain networks remains a major challenge. Here, we shed some light on this problem by employing a combination of machine learning, structural and functional brain networks at different spatial resolutions (also […]
Rocío Del Pino, Marian Acera, Ane Murueta-Goyena, Olaia Lucas-Jimenez, Natalia Ojeda, Naroa Ibarretxe-Bilbao, Javier Pena, Paula Reyero, Jesus M Cortes, Beatriz Tijero, Marta Galdos, Juan Carlos Gomez-Esteban, Inigo Gabilondo. Visual dysfunction is associated with cognitive impairment in Parkinson’s disease. Parkinsonism and Related Disorders 92: 22–25, 2021. article: [pdf] Abstract Introduction: Visual dysfunction and cognitive impairment are common in Parkinson’s disease (PD) but the precise contribution of lower-level visual impairment to […]
Garazi Labayru, Borja Camino, Antonio Jimenez‑Marin, JoanaGarmendia , JorgeVillanua , Miren Zulaica, Jesus M. Cortes, Adolfo López de Munain & Andone Sistiaga. Scientific Reports 12:3988, 2022 article: [pdf] Abstract Myotonic Dystrophy Type 1 (DM1) is a multisystemic disease that afects gray and white matter (WM) tissues. WM changes in DM1 include increased hyperintensities and altered tract integrity distributed in a widespread manner. However, the precise temporal and spatial progression of […]
Antonio Jimenez-Marin, Nele De Bruyn, Jolien Gooijers, Alberto Llera, Sarah Meyer, Kaat Alaerts, Geert Verheyden, Stephan P. Swinnen, and Jesus M. Cortes. Multimodal lesion network mapping for prediction of sensorimotor behavior in stroke patients. OHBM 2022 – Organization for Human Brain Mapping [pdf] Introduction: Mapping the behavioral impact of brain lesions is of crucial importance for clinical practice. Regardless of the cause of the lesion, its size or the precise […]
Alberto Cabrera-Zubizarreta, Antonio Jimenez-Marin, Daniela Ramos-Usuga, Itziar Benito-Sanchez, Endika Martinez-Gutierrez, Victoria Boado, Fermin Labayen, Juan Carlos Arango-Lasprilla, and Jesus M. Cortes. Long-COVID: Aberrant connectivity of salience network in critically-ill patients. OHBM 2022 – Organization for Human Brain Mapping [pdf] Introduction: Long-COVID, a.k.a. post COVID syndrome, is a poorly defined systemic con-dition that encompasses fatigue, headaches and muscle aches, memory loss, sleep disorders, concentration problems and attention deficit, among other symptoms. […]
Endika Martínez Gutiérrez, Antonio Jiménez Marín, Sebastiano Stramaglia, and Jesus M. Cortes. Large scale brain organization of anti-correlated networks and their variations in the aging brain. OHBM 2022 – Organization for Human Brain Mapping [pdf] Introduction: Anatomically connected networks introduce statistical dependencies in the dynamics of the connected regions, inducing functional connectivity (FC). However, FC might also occur between regions with no direct anatomical connections, due to multiple effects such […]
Borja Camino-Pontes, Marilyn Gatica, Antonio Jimenez-Marin, Patricio Orio, Rodrigo Cofre, Jesus M Cortes. Modular structure of high-order interactions in the human brain. OHBM 2022 – Organization for Human Brain Mapping [pdf] Introduction: A network is highly modular when different communities of nodes have high intra-connectivity within them and low inter-connectivity between them. Different methods and strategies have been used to maximize modularity in brain networks, see for instance [1] and […]
Jesús M. Cortes, Borja Camino-Pontes, Antonio Jimenez-Marin, Iñaki Escudero, Beatriz Mateos, Alberto Cabrera-Zubizarreta, Miguel Ángel Muñoz, Sebastiano Stramaglia, Marta Subiran, Jorge Garcia-Condado, Paolo Bonifazi. Brain Hierarchical Atlas: Multi-Scale vs. Optimal Strategies in the Healthy and Pathological Brain. OHBM 2022 – Organization for Human Brain Mapping [pdf] Introduction: Elucidating the intricate relationship between brain structure and function is a classical –yet not fully understood– challenge for modern neuroscience. We developed the […]
Marilyn Gatica Briceño, Fernando E. Rosas, Pedro A.M. Mediano, Ibai Diez, Stephan P. Swinnen, Patricio Orio, Rodrigo Cofre, Jesus M. Cortes. HIGH-ORDER INTERACTIONS IN AGING EXPLAINED THROUGH CHANGES IN THE CONNECTOME IN A WHOLE-BRAIN MODEL. OHBM 2022 – Organization for Human Brain Mapping [pdf] Introduction: Previous studies of functional connectivity along the lifespan during resting state have shown that regions within the default mode network (DMN) become less functionally connected […]
Maider Nuñez-Ibero, Borja Camino-Pontes, Ibai Diez, Asier Erramuzpe, Endika Martinez-Gutierrez, Sebastiano Stramaglia, Javier O. Alvarez-Cienfuegos, and Jesus M. Cortes. A Controlled Thermoalgesic Stimulation Device for Exploring Novel Pain Perception Biomarkers. IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS 25: 2948-2957, 2021. biorxiv: [pdf] article: [pdf] Abstract Objective: To develop a new device for identifying physiological markers of pain perception by reading the brain’s electrical activity and hemodynamic interactions while applying thermoalgesic […]
Antonio Jimenez-Marin, Ibai Diez, Maria C. Caballero, Isidro Ferrer, Garazi Labayru, Pol Andres-Benito, Andone Sistiaga, Jorge Sepulcre, Adolfo Lopez de Munain, and Jesus M. Cortes. Transcriptional signatures of synaptic vesicle genes define myotonic dystrophy type I neurodegeneration. Neuropathology and Applied Neurobiology . In press, 2021. biorxiv: [pdf] article: [pdf] Abstract Aim: To delineate the neurogenetic profiles of brain degeneration patterns in myotonic dystrophy type I (DM1). Methods: In two cohorts […]
Changchun He, Heng Chen, Xiaonan Guo, Ruishi Wang, Lingyin Kong, Xinyue Huang, Huafu Chen, Jinming Xiao, Xiaolong Shan, Rui Feng, Xujun Duan. Individual-based morphological brain network organization and its association with autistic symptoms in young children with autism spectrum disorder. Human Brain Mapping. In press, 2021 [pdf] Abstract Individual-based morphological brain networks built from T1-weighted magnetic resonance imaging (MRI) reflect synchronous maturation intensities between anatomical regions at the individual level. […]
Leire Torices, Javier de las Heras, Juan Carlos Arango-Lasprilla, Jesús M. Cortes, Caroline E. Nunes-Xavier , Rafael Pulido. MMADHC premature termination codons in the pathogenesis of cobalamin D disorder: Potential of translational readthrough reconstitution. Molecular Genetics and Metabolism Reports. In press, 2021 [pdf] Abstract Mutations in the MMADHC gene cause cobalamin D disorder (cblD), an autosomal recessive inborn disease with defects in intracellular cobalamin (cbl, vitamin B12) metabolism. CblD patients […]
Sandra Luna, Leire Torices, Janire Mingo, Laura Amo, Isabel Rodríguez‐Escudero, Pablo Ruiz‐Ibarlucea, Asier Erramuzpe, Jesús M. Cortés, María I. Tejada, María Molina, Caroline E. Nunes‐Xavier, José I. López, Víctor J. Cid, and Rafael Pulido. A global analysis of the reconstitution of PTEN function by translational readthrough of PTEN pathogenic premature termination codons. Human Mutation. In press, 2021 [pdf] Abstract The PTEN tumor suppressor gene is mutated with high incidence in […]
Marilyn Gatica, Rodrigo Cofré, Pedro A.M. Mediano, Fernando E. Rosas, Patricio Orio, Ibai Diez, Stephan P. Swinnen, and Jesus M. Cortes. High-order interdependencies in the aging brain. Brain connectivity . In press, 2021. biorxiv: [pdf] article: [pdf] Abstract Background: Brain interdependencies can be studied from either a structural/anatomical perspective (“structural connectivity”-SC) or by considering statistical interdependencies (“functional connectivity”-FC). Interestingly, while SC is by definition pairwise (white-matter fibers project from one […]
JJ Torres, MA Muñoz, Jesus M Cortes, J Mejias. Special Issue on Emergent Effects in Stochastic Neural Networks with Application to Learning and Information Processing. Neurocomputing . In press, 2021. [pdf] Abstract This special issue includes a series of 12 articles, which represent a selection of extended contributions presented at the 15th Granada Seminar on Computational and Statistical Physics held in Granada from September 17 to 20, 2019, and organized […]