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  1. Enriching limited information on rare diseases from heterogeneous networks for drug repositioning

    Background

    The historical data of rare disease is very scarce in reality, so how to perform drug repositioning for the rare disease is a great...

    Hongkui Cao, Liang Zhang, ... Chao Che in BMC Medical Informatics and Decision Making
    Article Open access 16 November 2021
  2. Exploring potential circRNA biomarkers for cancers based on double-line heterogeneous graph representation learning

    Background

    Compared with the time-consuming and labor-intensive for biological validation in vitro or in vivo, the computational models can provide...

    Yi Zhang, ZhenMei Wang, ... Min Chen in BMC Medical Informatics and Decision Making
    Article Open access 06 June 2024
  3. Gene regulatory networks in disease and ageing

    The precise control of gene expression is required for the maintenance of cellular homeostasis and proper cellular function, and the declining...

    Paula Unger Avila, Tsimafei Padvitski, ... Andreas Beyer in Nature Reviews Nephrology
    Article 12 June 2024
  4. Tinnitus: A Dimensionally Segregated, yet Perceptually Integrated Heterogeneous Disorder

    Objectives

    Tinnitus subtypes are proposed to lie on a continuum of different symptom dimensions rather than be categorical. However, there is no...

    Anusha Yasoda-Mohan, Katherine Adcock, ... Sven Vanneste in Journal of the Association for Research in Otolaryngology
    Article 18 January 2024
  5. Understanding the relationship between stay-at-home measures and vaccine shortages: a conventional, heterogeneous, and fractional dynamic approach

    In light of the global prevalence of a highly contagious respiratory disease, this study presents a novel approach to address the pressing and...

    Mohammad Sharif Ullah, Md. Kamrujjaman, K. M. Ariful Kabir in Journal of Health, Population and Nutrition
    Article Open access 29 February 2024
  6. A Tutorial Introduction to Heterogeneous Treatment Effect Estimation with Meta-learners

    Psychotherapy has been proven to be effective on average, though patients respond very differently to treatment. Understanding which characteristics...

    Article Open access 03 November 2023
  7. Functional connectivity of cognition-related brain networks in adults with fetal alcohol syndrome

    Background

    Fetal alcohol syndrome (FAS) can result in cognitive dysfunction. Cognitive functions affected are subserved by few functional brain...

    Benedikt Sundermann, Reinhold Feldmann, ... Bettina Pfleiderer in BMC Medicine
    Article Open access 13 December 2023
  8. Identifying circRNA-associated-ceRNA networks in juvenile spondyloarthropathies patients

    Background

    Juvenile spondyloarthropathies (JSpA) are defined as a heterogeneous group of diseases that start before the age of 16. The study aimed to...

    Wei Qijiao, Zhang Tao, ... Sun Li in Pediatric Rheumatology
    Article Open access 28 July 2023
  9. Health insurance fraud detection by using an attributed heterogeneous information network with a hierarchical attention mechanism

    Background

    With the rapid growth of healthcare services, health insurance fraud detection has become an important measure to ensure efficient use of...

    Jiangtao Lu, Kaibiao Lin, ... ** Lu in BMC Medical Informatics and Decision Making
    Article Open access 06 April 2023
  10. Alterations in spatiotemporal characteristics of dynamic networks in juvenile myoclonic epilepsy

    Background

    Juvenile myoclonic epilepsy (JME) is characterized by altered patterns of brain functional connectivity (FC). However, the nature and...

    Ming Ke, **aofei Luo, ... Guangyao Liu in Neurological Sciences
    Article 04 May 2024
  11. Predicting neurologic recovery after severe acute brain injury using resting-state networks

    Objective

    There is a lack of reliable tools used to predict functional recovery in unresponsive patients following a severe brain injury. The...

    Matthew Kolisnyk, Karnig Kazazian, ... Loretta Norton in Journal of Neurology
    Article 04 September 2023
  12. Influential nodes identification in complex networks: a comprehensive literature review

    Researchers have paid a lot of attention to complex networks in recent decades. Due to their rapid evolution, they turn into a major scientific and...

    Khaoula Ait Rai, Mustapha Machkour, Jilali Antari in Beni-Suef University Journal of Basic and Applied Sciences
    Article Open access 14 February 2023
  13. Distributed learning for heterogeneous clinical data with application to integrating COVID-19 data across 230 sites

    Integrating real-world data (RWD) from several clinical sites offers great opportunities to improve estimation with a more general population...

    Jiayi Tong, Chongliang Luo, ... Yong Chen in npj Digital Medicine
    Article Open access 14 June 2022
  14. Examining the association between posttraumatic stress disorder and disruptions in cortical networks identified using data-driven methods

    Posttraumatic stress disorder (PTSD) is associated with lower cortical thickness (CT) in prefrontal, cingulate, and insular cortices in diverse...

    ** Yang, Ashley A. Huggins, ... Aristeidis Sotiras in Neuropsychopharmacology
    Article 28 November 2023
  15. Exercise-Regulated Mitochondrial and Nuclear Signalling Networks in Skeletal Muscle

    Exercise perturbs energy homeostasis in skeletal muscle and engages integrated cellular signalling networks to help meet the contraction-induced...

    Elizabeth G. Reisman, John A. Hawley, Nolan J. Hoffman in Sports Medicine
    Article Open access 25 March 2024
  16. Distinct neural networks predict cocaine versus cannabis treatment outcomes

    Treatment outcomes for individuals with substance use disorders (SUDs) are variable and more individualized approaches may be needed....

    Sarah D. Lichenstein, Robert Kohler, ... Sarah W. Yip in Molecular Psychiatry
    Article 12 June 2023
  17. Low-dose CT radiomics features-based neural networks predict lymphoma types

    Background

    Fluorodeoxyglucose positron emission tomography (PET)–computed tomography (CT) is preferred for pretreatment staging and treatment planning...

    Hasan Erturk, Mehmet Bilgin Eser, ... Ismail Caymaz in Egyptian Journal of Radiology and Nuclear Medicine
    Article Open access 15 August 2023
  18. Analysis of convolutional neural networks for fronto-temporal dementia biomarker discovery

    Purpose:

    Frontotemporal lobe dementia (FTD) results from the degeneration of the frontal and temporal lobes. It can manifest in several different...

    Alfonso Estudillo Romero, Raffaella Migliaccio, ... John S. H. Baxter in International Journal of Computer Assisted Radiology and Surgery
    Article 14 June 2024
  19. Functional brain networks in the evaluation of patients with neurodegenerative disorders

    Network analytical tools are increasingly being applied to brain imaging maps of resting metabolic activity (PET) or blood oxygenation-dependent...

    Matej Perovnik, Tomaž Rus, ... David Eidelberg in Nature Reviews Neurology
    Article 20 December 2022
  20. Inter-individual heterogeneity of functional brain networks in children with autism spectrum disorder

    Background

    Autism spectrum disorder (ASD) is a neurodevelopmental disorder with considerable clinical heterogeneity. This study aimed to explore the...

    **aonan Guo, Guang** Zhai, ... Le Gao in Molecular Autism
    Article Open access 26 December 2022
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