Focus on Neuro-
Disease Modeling

Disease modeling with in vitro cellular systems allows researchers to recreate and study mechanisms of neurological disorders in controlled experimental settings. As patient-derived and genetically engineered neuronal models become more human-relevant and more complex, the challenge shifts to establishing robust, reproducible functional phenotypes that can be compared across studies.

In 2026, this focus brings together the newest Disease Modeling material we publish. You’ll find a broad range of content, spanning from expert webinars to additional supporting materials added as they become available. The emphasis is on electrophysiology and readouts from network to subcellular scale, plus practical strategies and shared best practices from the field.

More on Disease Modeling

Featured Content

Explore how human neural models are advancing research in brain development and neurological disease, from neuronal subtype programming to axonal vulnerability.

Presented by Nature Custom Media, this webcast brings together expert perspectives on building more informative in vitro models for studying disease mechanisms and neuronal function.

Explore by Disease Area

Parkinson's Disease (PD)

Parkinson’s disease is a progressive neurodegenerative disorder classically defined by the selective loss of dopaminergic neurons, dopamine depletion, and the accumulation of misfolded α-synuclein.

Beyond neuronal loss, PD is increasingly understood as a disorder of neuronal activity and circuit dynamics, with early changes in firing behavior, network coordination, and connectivity.

Relevant Metrics

Assay | Scale
Functional Phenotype
Recommended Readouts
ActivityScan Assay | Single Cell

Dysregulated neuronal excitability

  • Mean Firing Rate (Hz)
  • Spike Amplitude (μV)

ActivityScan Assay | Single Cell

Disrupted firing regularity

  • Inter-Spike Interval (ISI) coefficient of variation (ISI-CV)
  • ISI (ms) Distribution (Histogram)
Network Assay | Network

Altered network synchronization

  • Burst Frequency (Hz)
  • Spikes within Bursts (%)
  • Spikes per Burst
  • Burst Peak Firing Rate (Hz)
Network Assay | Network

Changes in network temporal organization

  • Burst Duration (s)
  • Inter-Burst Interval (IBI) coefficient of variation (IBI-CV)
  • IBI (s) Distribution (Histogram)
AxonTracking Assay | Axonal

Impaired signal propagation

  • Neuron Conduction Velocity (m/s)
  • Longest Latency (ms)
AxonTracking Assay | Axonal

Disrupted axonal integrity

  • Number of Analyzed Neurons with Branches
  • Total Axon Length (μm)

Webinars

Watch the webinar

Blogs

Beyond Neurodegeneration: Functional Signatures of Parkinson’s Disease with HD-MEAs

Dr. Praveena Manogaran

Parkinson’s disease involves early dysfunction in neuronal activity and circuit dynamics, not only neuronal loss. This blog shows how HD-MEAs and MaxLab Live assays quantify functional metrics across single cells, networks, and axonal pathways in human-relevant PD models.

Read the full Story
Read the full Story
Read the blog

Publications

Neuroscience
|
2026

Modeling interregional propagation of α-synuclein in human striatal–midbrain assembloids

Nishimura et al.
View the publication
Advanced Biology
|
2021

Electrophysiological Phenotype Characterization of Human iPSC‐Derived Neuronal Cell Lines by Means of High‐Density Microelectrode Arrays

Ronchi et al.
View the publication
SSRN
|
2022

Generation of Human Striatal-Midbrain Assembloids From Human Pluripotent Stem Cells to Model Alpha-Synuclein Propagation

Tran et al.
View the publication
Brain
|
2025

A human striatal-midbrain assembloid model of alpha-synuclein propagation

Tran et al.
View the publication
Stem Cell Reports
|
2024

DeePhys: A machine learning–assisted platform for electrophysiological phenotyping of human neuronal networks

Hornauer et al.
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All related publications

Conferences

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Amyotrophic Lateral Sclerosis and Frontotemporal Dementia

Amyotrophic lateral sclerosis and frontotemporal dementia are clinically distinct but biologically connected neurodegenerative disorders that can share genetic causes and overlapping molecular mechanisms.

Both diseases involve progressive neuronal dysfunction, altered excitability, synaptic and axonal changes, and network-level impairment that can be studied in human-relevant in vitro models.

Webinars

Watch the webinar
Watch the webinar
Watch the webinar

Resources

Poster

iPSC FTD Disease Poster

High-Density Microelectrode Arrays for Modeling, Phenotyping, and Screening in a Human Model of Frontotemporal Dementia

Explore the resource
Application Note

MxW - FCDI Application Note

Longitudinal Functional Profiling of HumaniPSC-derived Frontotemporal Dementia Neuronson HD-MEAs

Explore the resource

Blogs

New Therapeutic Target in the Fight Against ALS

Dr. Patricia Valerio

A Nature study presents a human iPSC-derived neuronal network model that reveals how TDP-43 dysfunction drives neurotoxicity in ALS/FTLD and highlights NPTX2 as a promising therapeutic target. Using MaxWell Biosystems' MaxOne HD-MEAs, the team captured high-resolution functional readouts of these networks, supporting detailed characterization from network down to single-cell features.

Read the full Story
Read the full Story
Read the blog

Publications

Nature Neuroscience
|
2026

Axonal Eif5a hypusination controls local translation and mitigates defects in FUS-ALS

Piol et al.
Read the publication
Nature
|
2024

A model of human neural networks reveals NPTX2 pathology in ALS and FTLD

Hruska-Plochan et al.
Read the publication
All related publications
All related publications

Conferences

Explore the conference
Explore the conference

Pain

Chronic pain arises from persistent changes in sensory signaling pathways, where peripheral and central neurons can become abnormally excitable or sensitized.

Disease-relevant models can help investigate altered nociceptive signaling, spontaneous activity, and treatment responses in human neuronal systems.

User Voices

Modeling Pain-Related Nociceptive Networks with HD-MEA and Microfluidics

Read the full Interview
Read the full Interview
View the user voice

Publications

Biomaterials
|
2025

Development of an innervated human skin equivalent to model nociceptive circuitry in vitro

Bellantoni et al.
Read the publication
Neuropharmacology
|
2024

Analgesic effect of Botulinum toxin in neuropathic pain is sodium channel independent

Kesdoğan et al.
Read the publication
IEEE EMBC 2023
|
2023

Development of a Hypersensitivity Evaluation Method for Cultured Sensory Neurons Using Electrical Activity Recording

Miyahara et al.
Read the publication
All related publications
All related publications

Epilepsy

Epilepsy is characterized by recurrent, abnormal electrical activity in the brain, often linked to excessive neuronal excitability and disrupted network synchronization.

In vitro seizure models can help study burst dynamics, recurrent activity, and network instability as functional features of hyperexcitable neural circuits.

Webinars

Watch the webinar
Watch the webinar

Publications

Brain Research
|
2026

Elevated FKBP5 expression associates with epilepsy-related molecular changes and promotes neuronal hyperexcitability

Cai et al.
Read the publication
Journal of Neurophysiology
|
2025

Microscale maps of bursting dynamics across human hippocampal slices from epilepsy patients

Elliott et al.
Read the publication
Neurobiology of Disease
|
2025

Human iPSC-derived glutamatergic neurons with pathogenic KCNQ2 variants display hyperactive bursting phenotypes

Sundberg et al.
Read the publication
British Journal of Pharmacology
|
2025

The fast-dissociating D2 antagonist antipsychotic JNJ-37822681 is a neuronal Kv7 channel opener: Potential repurposing for epilepsy treatment

Carotenuto et al.
Read the publication
Brain
|
2026

Kv7.2 loss-of-function causes early hyperexcitability and network remodelling

Dirkx et al.
Read the publication
Nature Neuroscience
|
2024

Multimodal evaluation of network activity and optogenetic interventions in human hippocampal slices

Andrews et al.
Read the publication
Brain Research
|
2023

Closed-loop neurostimulation via expression of magnetogenetics-sensitive protein in inhibitory neurons leads to reduction of seizure activity in a rat model of epilepsy

Metto et al.
Read the publication
All related publications
All related publications
  • Neuropsychiatric Disorders

Neuropsychiatric disorders involve complex changes in brain development, synaptic function, circuit connectivity, and neural network activity.

Human neural models can help investigate subtle functional phenotypes that may not be captured by molecular or structural readouts alone.

User Voices

Modeling Neurodevelopmental Disorders with Human iPSC Networks on HD-MEA

Read the full Interview
Read the full Interview
View the user voice

Publications

Nature Communications
|
2026

Defective ventral neurogenesis due to midfetal Chd8 mutation drives autistic-like behavior in mice

Nitahara et al.
Read the publication
Neurobiology of Disease
|
2025

Human iPSC-derived glutamatergic neurons with pathogenic KCNQ2 variants display hyperactive bursting phenotypes

Sundberg et al.
Read the publication
Journal of Neurochemistry
|
2025

Regulation of Dendrite and Dendritic Spine Formation by TCF20

Vinci et al.
Read the publication
Nature
|
2022

Autism genes converge on asynchronous development of shared neuron classes

Paulsen et al.
Read the publication
Nature Communications
|
2021

16p11.2 deletion is associated with hyperactivation of human iPSC-derived dopaminergic neuron networks and is rescued by RHOA inhibition in vitro

Sundberg et al.
Read the publication
Molecular Psychiatry
|
2026

Loss of schizophrenia risk gene XPO7 disrupts neuronal excitability and network regularity via altered Na+ channel dynamics in human neurons

Cui et al.
Read the publication
American Journal of Psychiatry
|
2023

Recapitulation of Perturbed Striatal Gene Expression Dynamics of Donor’s Brains With Ventral Forebrain Organoids Derived From the Same Individuals With Schizophrenia

Sawada et al.
Read the publication
Translational Psychiatry
|
2025

An orexin-sensitive subpopulation of layer 6 neurons regulates cortical excitability and anxiety behaviour

Messore et al.
Read the publication
All related publications
All related publications

Other Diseases

Neurological and neurodegenerative diseases can affect different cell types, circuits, and disease mechanisms, but many converge on altered neuronal function.

This section collects additional resources for disease models where functional readouts can support characterization, comparison, and therapeutic testing.

Webinars

Watch the webinar
Watch the webinar

Resources

Application Note

Application Note with CRL and bit.bio

Developing next-generation in-vitro phenotypic assays for Huntington's disease by combining precision reprogrammed hiPSC-derived disease models with high-density microelectrode arrays.

Explore the resource

Publications

Neurobiology of Disease
|
2025

Human iPSC-derived glutamatergic neurons with pathogenic KCNQ2 variants display hyperactive bursting phenotypes

Sundberg et al.
Read the publication
Science Translational Medicine
|
2023

Multiplex epigenome editing of MECP2 to rescue Rett syndrome neurons

Qian et al.
Read the publication
All related publications
All related publications

Conferences

Explore the conference

Dr. Maria Sundberg

Sahin Lab, Neurology Department Boston Children’s Hospital/Harvard Medical School, USA

“To identify the molecular pathways that are causing the disease phenotypes in these neurons we have studied their network functions on MaxWell Biosystems HD-MEA, gene expression, profiles with RNA sequencing, and synaptic marker expression profiles using immunocytochemical assays. The multi-well platform allows us to record from several wells/conditions at the same time. This is helpful when comparing the network function between control and patient cell populations.”

Full Testimonial
Full Testimonial

Dr. Danny McSweeney

Pak Lab, University of Massachusetts Amherst, USA

“Our team is using the MaxOne HD-MEA System to probe neuronal network synchrony for human induced cortical excitatory neurons across genetic backgrounds. Changes in bursting patterns between wild-type and CASK-knockout genotypes manifest through severe deficits in neuronal burst frequency, mean spikes per burst, and mean inter-burst intervals. To investigate these changes, the MaxOne HD-MEA System provides us an easy, straightforward, and user-friendly system.”

Full Testimonial
Full Testimonial
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