| # | Title | Journal | Year | Citations |
|---|
| 1 | DPARSF: a MATLAB toolbox for “pipeline” data analysis of resting-state fMRI | Frontiers in Systems Neuroscience | 2010 | 2,558 |
| 2 | Stereotaxic Display of Brain Lesions | Behavioural Neurology | 2000 | 2,289 |
| 3 | Representational similarity analysis – connecting the branches of systems neuroscience | Frontiers in Systems Neuroscience | 2008 | 2,012 |
| 4 | MEG and EEG data analysis with MNE-Python | Frontiers in Neuroscience | 2013 | 1,864 |
| 5 | A review of wearable sensors and systems with application in rehabilitation | Journal of NeuroEngineering and Rehabilitation | 2012 | 1,619 |
| 6 | Gradient boosting machines, a tutorial | Frontiers in Neurorobotics | 2013 | 1,521 |
| 7 | Machine learning for neuroimaging with scikit-learn | Frontiers in Neuroinformatics | 2014 | 1,422 |
| 8 | Alzheimer’s disease drug-development pipeline: few candidates, frequent failures | Alzheimer's Research and Therapy | 2014 | 1,398 |
| 9 | Nipype: A Flexible, Lightweight and Extensible Neuroimaging Data Processing Framework in Python | Frontiers in Neuroinformatics | 2011 | 1,383 |
| 10 | Limbic-cortical dysregulation: a proposed model of depression | Journal of Neuropsychiatry and Clinical Neurosciences | 1997 | 1,350 |
| 11 | Validation of the NPI-Q, a Brief Clinical Form of the Neuropsychiatric Inventory | Journal of Neuropsychiatry and Clinical Neurosciences | 2000 | 1,342 |
| 12 | A Baseline for the Multivariate Comparison of Resting-State Networks | Frontiers in Systems Neuroscience | 2011 | 1,159 |
| 13 | An information integration theory of consciousness | BMC Neuroscience | 2004 | 1,089 |
| 14 | Disorders of the Cerebellum: Ataxia, Dysmetria of Thought, and the Cerebellar Cognitive Affective Syndrome | Journal of Neuropsychiatry and Clinical Neurosciences | 2004 | 1,087 |
| 15 | Neuromorphic Silicon Neuron Circuits | Frontiers in Neuroscience | 2011 | 1,004 |
| 16 | PI3K/AKT/mTOR Pathway in Angiogenesis | Frontiers in Molecular Neuroscience | 2011 | 1,002 |
| 17 | Reliability, validity, and clinical correlates of apathy in Parkinson's disease | Journal of Neuropsychiatry and Clinical Neurosciences | 1992 | 981 |
| 18 | Generating stimuli for neuroscience using PsychoPy | Frontiers in Neuroinformatics | 2008 | 965 |
| 19 | Working memory dysfunction in schizophrenia | Journal of Neuropsychiatry and Clinical Neurosciences | 1994 | 930 |
| 20 | An Essay on the Shaking Palsy | Journal of Neuropsychiatry and Clinical Neurosciences | 2002 | 920 |
| 21 | Clinical applications of resting state functional connectivity | Frontiers in Systems Neuroscience | 2010 | 911 |
| 22 | Unsupervised learning of digit recognition using spike-timing-dependent plasticity | Frontiers in Computational Neuroscience | 2015 | 906 |
| 23 | Modular and Hierarchically Modular Organization of Brain Networks | Frontiers in Neuroscience | 2010 | 897 |
| 24 | Dipy, a library for the analysis of diffusion MRI data | Frontiers in Neuroinformatics | 2014 | 891 |
| 25 | Review of control strategies for robotic movement training after neurologic injury | Journal of NeuroEngineering and Rehabilitation | 2009 | 887 |
| 26 | Review on solving the inverse problem in EEG source analysis | Journal of NeuroEngineering and Rehabilitation | 2008 | 865 |
| 27 | Semantic dementia: A form of circumscribed cerebral atrophy | Behavioural Neurology | 1989 | 848 |
| 28 | Apathy: a neuropsychiatric syndrome | Journal of Neuropsychiatry and Clinical Neurosciences | 1991 | 822 |
| 29 | A survey on robotic devices for upper limb rehabilitation | Journal of NeuroEngineering and Rehabilitation | 2014 | 820 |
| 30 | A Tutorial Review of Functional Connectivity Analysis Methods and Their Interpretational Pitfalls | Frontiers in Systems Neuroscience | 2015 | 820 |
| 31 | 101 Labeled Brain Images and a Consistent Human Cortical Labeling Protocol | Frontiers in Neuroscience | 2012 | 809 |
| 32 | Filter Bank Common Spatial Pattern Algorithm on BCI Competition IV Datasets 2a and 2b | Frontiers in Neuroscience | 2012 | 790 |
| 33 | Control strategies for active lower extremity prosthetics and orthotics: a review | Journal of NeuroEngineering and Rehabilitation | 2015 | 773 |
| 34 | Breaking down the barriers: the gut microbiome, intestinal permeability and stress-related psychiatric disorders | Frontiers in Cellular Neuroscience | 2015 | 757 |
| 35 | The Neural Architecture of the Language Comprehension Network: Converging Evidence from Lesion and Connectivity Analyses | Frontiers in Systems Neuroscience | 2011 | 749 |
| 36 | Advances and pitfalls in the analysis and interpretation of resting-state FMRI data | Frontiers in Systems Neuroscience | 2010 | 746 |
| 37 | Brain-Derived Neurotrophic Factor: A Key Molecule for Memory in the Healthy and the Pathological Brain | Frontiers in Cellular Neuroscience | 2019 | 740 |
| 38 | Validation of the Delirium Rating Scale-Revised-98 | Journal of Neuropsychiatry and Clinical Neurosciences | 2001 | 730 |
| 39 | The PREP pipeline: standardized preprocessing for large-scale EEG analysis | Frontiers in Neuroinformatics | 2015 | 730 |
| 40 | The Vagus Nerve at the Interface of the Microbiota-Gut-Brain Axis | Frontiers in Neuroscience | 2018 | 712 |
| 41 | A wireless body area network of intelligent motion sensors for computer assisted physical rehabilitation | Journal of NeuroEngineering and Rehabilitation | 2005 | 688 |
| 42 | Methods Used to Evaluate Pain Behaviors in Rodents | Frontiers in Molecular Neuroscience | 2017 | 687 |
| 43 | Review of the BCI Competition IV | Frontiers in Neuroscience | 2012 | 686 |
| 44 | The NKI-Rockland Sample: A Model for Accelerating the Pace of Discovery Science in Psychiatry | Frontiers in Neuroscience | 2012 | 667 |
| 45 | Origin and differentiation of microglia | Frontiers in Cellular Neuroscience | 2013 | 667 |
| 46 | An extremely rich repertoire of bursting patterns during the development of cortical cultures | BMC Neuroscience | 2006 | 656 |
| 47 | Selective neuronal vulnerability to oxidative stress in the brain | Frontiers in Aging Neuroscience | 2010 | 653 |
| 48 | The Ease of Language Understanding (ELU) model: theoretical, empirical, and clinical advances | Frontiers in Systems Neuroscience | 2013 | 647 |
| 49 | Oxidative stress and Parkinson’s disease | Frontiers in Neuroanatomy | 2015 | 639 |
| 50 | Genetically encoded calcium indicators for multi-color neural activity imaging and combination with optogenetics | Frontiers in Molecular Neuroscience | 2013 | 629 |
| 51 | HDDM: Hierarchical Bayesian estimation of the Drift-Diffusion Model in Python | Frontiers in Neuroinformatics | 2013 | 627 |
| 52 | How does nature program neuron types? | Frontiers in Neuroscience | 2008 | 623 |
| 53 | NF-kappaB Signaling Pathways in Neurological Inflammation: A Mini Review | Frontiers in Molecular Neuroscience | 2015 | 616 |
| 54 | A hitchhiker's guide to diffusion tensor imaging | Frontiers in Neuroscience | 2013 | 615 |
| 55 | Frontal-subcortical circuits and neuropsychiatric disorders | Journal of Neuropsychiatry and Clinical Neurosciences | 1994 | 612 |
| 56 | Effect of Probiotic Supplementation on Cognitive Function and Metabolic Status in Alzheimer's Disease: A Randomized, Double-Blind and Controlled Trial | Frontiers in Aging Neuroscience | 2016 | 597 |
| 57 | Long-chain omega-3 fatty acids and the brain: a review of the independent and shared effects of EPA, DPA and DHA | Frontiers in Aging Neuroscience | 2015 | 592 |
| 58 | Reconsideration of Amyloid Hypothesis and Tau Hypothesis in Alzheimer's Disease | Frontiers in Neuroscience | 2018 | 591 |
| 59 | Training Deep Spiking Neural Networks Using Backpropagation | Frontiers in Neuroscience | 2016 | 585 |
| 60 | A simple role for BDNF in learning and memory? | Frontiers in Molecular Neuroscience | 2010 | 583 |
| 61 | Conversion of Continuous-Valued Deep Networks to Efficient Event-Driven Networks for Image Classification | Frontiers in Neuroscience | 2017 | 576 |
| 62 | Left inferior frontal gyrus is critical for response inhibition | BMC Neuroscience | 2008 | 574 |
| 63 | Preliminary Evidence for Sensitive Periods in the Effect of Childhood Sexual Abuse on Regional Brain Development | Journal of Neuropsychiatry and Clinical Neurosciences | 2008 | 574 |
| 64 | Going Deeper in Spiking Neural Networks: VGG and Residual Architectures | Frontiers in Neuroscience | 2019 | 573 |
| 65 | Neural synchrony in cortical networks: history, concept and current status | Frontiers in Integrative Neuroscience | 2009 | 571 |
| 66 | Recent global trends in the prevalence and incidence of dementia, and survival with dementia | Alzheimer's Research and Therapy | 2016 | 566 |
| 67 | Apathy Is Not Depression | Journal of Neuropsychiatry and Clinical Neurosciences | 1998 | 554 |
| 68 | A Syndrome Produced by Diverse Nocuous Agents | Journal of Neuropsychiatry and Clinical Neurosciences | 1998 | 550 |
| 69 | Common circuit defect of excitatory-inhibitory balance in mouse models of autism | Journal of Neurodevelopmental Disorders | 2009 | 538 |
| 70 | Chronic Glutamate Toxicity in Neurodegenerative Diseases—What is the Evidence? | Frontiers in Neuroscience | 2015 | 528 |
| 71 | Hierarchical modularity in human brain functional networks | Frontiers in Neuroinformatics | 2009 | 522 |
| 72 | The Temporal Dynamics Model of Emotional Memory Processing: A Synthesis on the Neurobiological Basis of Stress-Induced Amnesia, Flashbulb and Traumatic Memories, and the Yerkes-Dodson Law | Neural Plasticity | 2007 | 520 |
| 73 | Intranasal delivery bypasses the blood-brain barrier to target therapeutic agents to the central nervous system and treat neurodegenerative disease | BMC Neuroscience | 2008 | 509 |
| 74 | Early-life programming of later-life brain and behavior: a critical role for the immune system | Frontiers in Behavioral Neuroscience | 2009 | 507 |
| 75 | The speed-accuracy tradeoff: history, physiology, methodology, and behavior | Frontiers in Neuroscience | 2014 | 502 |
| 76 | Anterior Cingulate Cortex: Unique Role in Cognition and Emotion | Journal of Neuropsychiatry and Clinical Neurosciences | 2011 | 501 |
| 77 | Neurologic Alterations Due to Respiratory Virus Infections | Frontiers in Cellular Neuroscience | 2018 | 498 |
| 78 | Prenatal stress, glucocorticoids and the programming of adult disease | Frontiers in Behavioral Neuroscience | 2009 | 497 |
| 79 | A Molecular Web: Endoplasmic Reticulum Stress, Inflammation, and Oxidative Stress | Frontiers in Cellular Neuroscience | 2014 | 496 |
| 80 | A reconfigurable on-line learning spiking neuromorphic processor comprising 256 neurons and 128K synapses | Frontiers in Neuroscience | 2015 | 496 |
| 81 | Revealing neuronal function through microelectrode array recordings | Frontiers in Neuroscience | 2014 | 493 |
| 82 | Neurobiology of fear responses: the role of the amygdala | Journal of Neuropsychiatry and Clinical Neurosciences | 1997 | 489 |
| 83 | Replicate high-density rat genome oligonucleotide microarrays reveal hundreds of regulated genes in the dorsal root ganglion after peripheral nerve injury | BMC Neuroscience | 2002 | 489 |
| 84 | Automated probabilistic reconstruction of white-matter pathways in health and disease using an atlas of the underlying anatomy | Frontiers in Neuroinformatics | 2011 | 488 |
| 85 | The neurobiology of drug addiction | Journal of Neuropsychiatry and Clinical Neurosciences | 1997 | 487 |
| 86 | ALS Genetics, Mechanisms, and Therapeutics: Where Are We Now? | Frontiers in Neuroscience | 2019 | 487 |
| 87 | Informatics and Data Mining Tools and Strategies for the Human Connectome Project | Frontiers in Neuroinformatics | 2011 | 484 |
| 88 | NeuroVault.org: a web-based repository for collecting and sharing unthresholded statistical maps of the human brain | Frontiers in Neuroinformatics | 2015 | 482 |
| 89 | Microglia in Neurological Diseases: A Road Map to Brain-Disease Dependent-Inflammatory Response | Frontiers in Cellular Neuroscience | 2018 | 482 |
| 90 | Combining brain-computer interfaces and assistive technologies: state-of-the-art and challenges | Frontiers in Neuroscience | 2010 | 476 |
| 91 | Overview of General and Discriminating Markers of Differential Microglia Phenotypes | Frontiers in Cellular Neuroscience | 2020 | 476 |
| 92 | Spatio-Temporal Backpropagation for Training High-Performance Spiking Neural Networks | Frontiers in Neuroscience | 2018 | 471 |
| 93 | Janus-faced microglia: beneficial and detrimental consequences of microglial phagocytosis | Frontiers in Cellular Neuroscience | 2013 | 469 |
| 94 | CoSMoMVPA: Multi-Modal Multivariate Pattern Analysis of Neuroimaging Data in Matlab/GNU Octave | Frontiers in Neuroinformatics | 2016 | 468 |
| 95 | Literature Review on Needs of Upper Limb Prosthesis Users | Frontiers in Neuroscience | 2016 | 467 |
| 96 | Stress and Memory: Behavioral Effects and Neurobiological Mechanisms | Neural Plasticity | 2007 | 463 |
| 97 | Misconceptions in the use of the General Linear Model applied to functional MRI: a tutorial for junior neuro-imagers | Frontiers in Neuroscience | 2014 | 463 |
| 98 | The Insight ToolKit image registration framework | Frontiers in Neuroinformatics | 2014 | 462 |
| 99 | Molecular Mechanisms of TDP-43 Misfolding and Pathology in Amyotrophic Lateral Sclerosis | Frontiers in Molecular Neuroscience | 2019 | 459 |
| 100 | Speech Impairment in a Large Sample of Patients with Parkinson’s Disease | Behavioural Neurology | 1999 | 457 |
