ArticleBrain stimulation
Simulation of transcranial magnetic stimulation in head model with morphologically-realistic cortical neurons.
Article in Brain stimulation. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 152 papers, 2 of them syntheses that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
152 citing papers in PubMed, 2 syntheses or guidelines pooled it, 340 citations in OpenAlex.
- Outcome measures for electric field modeling in tES and TMS: A systematic review and large-scale modeling study.NeuroImage · 2023Pooled it
- Transcranial magnetic stimulation treatment in Alzheimer's disease: a meta-analysis of its efficacy as a function of protocol characteristics and degree of personalization.Journal of neurology · 2022Pooled it
- Linking electric field directionality to treatment outcome in OCD: Insights from patient-specific tDCS modeling.Translational psychiatry · 2026Trial
- Distinct impacts of sodium channel blockers on the strength-duration properties of human motor cortex neurons.Epilepsia · 2025Trial
- Clinical and radiomic features for predicting the treatment response of repetitive transcranial magnetic stimulation in major neurocognitive disorder: Results from a randomized controlled trial.Human brain mapping · 2022Trial
- Enhancing cognitive restructuring with concurrent fMRI-guided neurostimulation for emotional dysregulation-A randomized controlled trial.Journal of affective disorders · 2022Trial
- Mechanisms of transcranial magnetic brain stimulation.Physiological reviews · 2026Review
- Computational investigation of circuit mechanisms underlying short-latency responses to cortical stimulation.bioRxiv : the preprint server for biology · 2026Article
- Precision in Delivery, Variability in Response: A Multiscale Mechanistic Framework for Neuronavigated Transcranial Magnetic Stimulation.Brain sciences · 2026Review
- Coil Orientation in Transcranial Magnetic Stimulation Affects Motor-evoked Potential Size more than its Timing or Waveform Shape.Brain topography · 2026Article
- Opioid- and NMDA-receptor-dependent neural plasticity mediates long-term analgesia from motor cortical stimulation.bioRxiv : the preprint server for biology · 2026Article
- Excessive Censoring Degrades Individual-Specific Cortical Parcellations and Personalized TMS Targets.bioRxiv : the preprint server for biology · 2026Article
- Superficial Ventral Premotor Pathways to Primary Motor Cortex Shape the Temporal Coordination of Precision Graspinnog.The European journal of neuroscience · 2026Article
- Histologically Informed Multiscale Modeling of the Neuronal Elements Activated by TMS.bioRxiv : the preprint server for biology · 2026Article
- Standardizing TMS Intensity Across Different Coils Using Individualized Electric Field Modeling.Human brain mapping · 2026Article
- Cellular Mechanisms of Transcranial Magnetic Stimulation in Climbing Fibers and Purkinje Neurons in the Cerebellum.bioRxiv : the preprint server for biology · 2026Article
- The optimization of neuroprosthetic interfaces relying on biophysical and surrogate digital twins.npj biomedical innovations · 2026Review
- Pulse waveform and current direction alter network-level TMS-induced functional connectivity: Evidence from TMS-EEG.NeuroImage · 2026Article
- A coupling model of transcranial magnetic stimulation induced electric fields to neural state variables.PLoS computational biology · 2026Article
- Is Navigated Transcranial Magnetic Stimulation Capable of Detecting Different Motor Cell Clusters Within the Precentral Gyrus Using a Single Pulse Protocol?Brain and behavior · 2026Article
92 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
4 authors at 1 institution in 1 country.
Funding
Abstract
backgroundTranscranial magnetic stimulation (TMS) enables non-invasive modulation of brain activity with both clinical and research applications, but fundamental questions remain about the neural types and elements TMS activates and how stimulation parameters affect the neural response.
objectiveTo develop a multi-scale computational model to quantify the effect of TMS parameters on the direct response of individual neurons.
methodsWe integrated morphologically-realistic neuronal models with TMS-induced electric fields computed in a finite element model of a human head to quantify the cortical response to TMS with several combinations of pulse waveforms and current directions.
resultsTMS activated with lowest intensity intracortical axonal terminations in the superficial gyral crown and lip regions. Layer 5 pyramidal cells had the lowest thresholds, but layer 2/3 pyramidal cells and inhibitory basket cells were also activated at most intensities. Direct activation of layers 1 and 6 was unlikely. Neural activation was largely driven by the field magnitude, rather than the field component normal to the cortical surface. Varying the induced current direction caused a waveform-dependent shift in the activation site and provided a potential mechanism for experimentally observed differences in thresholds and latencies of muscle responses.
conclusionsThis biophysically-based simulation provides a novel method to elucidate mechanisms and inform parameter selection of TMS and other cortical stimulation modalities. It also serves as a foundation for more detailed network models of the response to TMS, which may include endogenous activity, synaptic connectivity, inputs from intrinsic and extrinsic axonal projections, and corticofugal axons in white matter.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.