Keywords
iPSC-derived neurons, Ca²⁺ imaging, GCaMP, NMDA receptors, high-throughput
assay, patch clamp.
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Abstract
Induced pluripotent stem cell (iPSC) -derived neurons provide a promising platform for studying
neuronal function and modeling central nervous system (CNS) diseases. However, functional
analysis of large populations of iPSC-derived neurons has been challenging. Here, we developed
a high throughput strategy targeting N -methyl-D-aspartate receptors (NMDA- R) to enhance
neuronal activity and reveal functional phenotypes in human iPSC-induced glutamatergic neurons
(iGlut). Using a genetically encoded calcium indicator (GCaMP8f), we first demonstrate that using
artificial cerebrospinal fluid (ACSF) lacking Mg²⁺ (Mg²⁺-free) significantly increases neuronal firing,
and that firing is enhanced by a potentiator (glycine) but inhibited by the NMDA-R antagonist AP-
V. Similarly, multi- electrode array (MEA) recordings also show robust firing in Mg² ⁺-free ACSF.
Lastly, single-cell patch-clamp electrophysiology confirms the high firing rates in Mg²⁺-free ACSF
across multiple iPSC donor lines and also reveals iPSC donor -specific tonic and bursting firing
phenotypes. This new methodology provides a scalable, high- throughput method to study
neuronal activity in iGlut neurons while preserving single-cell resolution. The strategy also reveals
different functional phenotypes, enabling detailed characterization of iGlut neurons in diverse
applications such as CNS disease modeling and drug screening. These findings establish a
versatile framework for future studies of neuronal network dynamics and individual excitability in
iPSC-derived neuronal cultures.
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Introduction
The development of induced pluripotent stem cell (iPSC) technologies in the last two decades has
led to unprecedented advances in human CNS disease modeling and drug discovery 1,2. Human
iPSC-derived neurons provide an excellent in vitro system to assess neuronal function in
physiological and pathological conditions. Human iPSC-based models also overcome many of the
Limitations
of animal models, which cannot replicate species-specific mechanisms3 nor incorporate
human genetic variants or backgrounds. Directed and transcription factor -based differentiation
protocols have been developed to produce relatively pure populations of glutamatergic neurons
(iGlut), helping to reduce batch-to-batch variability
4-6. When co-cultured with glial cells, these iGlut
neurons become synaptically mature, exhibiting spontaneous activity 7. Taking advantage of the
iGlut protocols, several groups have used iPSC-derived NGN2-directed glutamatergic neurons to
model different human diseases, from neurodevelopmental8 and neurodegenerative diseases9,10,
to other psychiatric diseases such as schizophrenia11,12 or alcohol dependence and response13-15.
One of the major obstacles in studying the function of iGlut neurons has been their relatively low
rate of spontaneous firing
5,7. In addition, increasing the number of iPSC donor lines to provide
sufficient power for statistical comparisons requires the development of high- throughput (HT)
assays to monitor neuronal activity. Electrophysiological recordings provide high- content
information but are low -throughput, performed on a cell -by-cell basis. Automated patch- clamp
technologies are available but require harvesting mature cultures of human neurons in preparation
for making recordings, which disrupts neuronal morphology and connectivity. Multielectrode array
(MEA) recordings, in which neurons are cultured directly in a well on a plate that has embedded
recording electrodes, are another scalable approach, but can be limited by the number of
electrodes and location of neurons relative to the electrodes. On the other hand, Ca
2+ imaging
with genetically encoded sensors (e.g. GCaMPs) or Ca 2+ dyes (e.g. Fluo-4, Fura-2) provides an
opportunity to conduct HT measurements of neuronal activity with iPSC -derived neurons.
However, the basal activity of neurons, as reflected by Ca 2+ spikes, is often not substantially
different between donor lines, possibly hindered by low spontaneous firing rates. We therefore
searched for conditions to improve spontaneous firing. While much focus has been on α- amino-
3-hydroxy-5-methyl-4-isoxazolepropionic acid receptors (AMPA-Rs) in iGlut neurons due to their
role in mediating excitatory synaptic transmission
16-18, less is known about the function of N -
methyl-D-aspartate receptors (NMDA-Rs) in human neurons. NMDA-Rs are unique because they
are inhibited by extracellular Mg 2+ under physiological conditions and require membrane
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depolarization to remove Mg2+ blockade. If glutamate is bound to the NMDA -R when the neuron
is depolarized, NMDA-Rs will support an inward current that excites the neuron.
Here, we investigated the role of NMDA -Rs using Ca 2+ imaging to assess the activity of a
population of human iGlut neurons. We discovered that removing extracellular Mg2+ reveals high-
frequency neuronal firing, which is highly synchronized in iGlut neurons, and is mediated by
NMDA-Rs. We characterized this behavior in multiple iPSC donor lines, replicated the firing
behavior with MEA recordings, and confirmed with single-cell whole-cell patch-clamp recordings.
Interestingly, we observed unique neuronal firing patterns in Mg2+-free ACSF that align with iPSC
donor line-specific activity. These results highlight for the first time the usefulness of Ca2+ imaging
for high- throughput measurements when performed under Mg 2+-free conditions. This new
methodological protocol will enable more efficient population- based measurements of neuronal
activity on human iPSC-derived neurons, which can be implemented for drug screening pipelines
and phenotypic characterization of iPSC-derived neuronal models of CNS disease.
Results
Human iGlut neurons show high frequency and synchronized firing in Mg2+-free conditions
To generate a pure population of human iGlut neurons, we used the neurogenin 2 (NGN2)
induction protocol with a control donor line (10884) obtained from the Collaborative Study on the
Genetics of Alcoholism (COGA) cohort, available through the NIAAA-COGA Sharing Repository
14.
NGN2-derived 10884 neurons were co- cultured with mouse glial cells to promote neuronal
maturation and synapse formation19. To investigate the activity of these neurons with single- cell
resolution while monitoring a relatively large population, we utilized Ca 2+ imaging in which we
expressed lentiviral-transduced GCaMP8f in neurons (human synapsin promoter) at day 28 post
differentiation (Figure 1A). At approximately 7-10 days post lentiviral infection, green fluorescence
could be observed in multiple neurons due to GCaMP8f expression ( Figure 1B). We measured
fluorescent Ca2+ spikes in multiple neurons simultaneously using a CCD/CMOS imaging system
at 6.1 frames/s with neurons older than 10 weeks post-induction.
To investigate possible NMDA-R-dependent activity, we created an extracellular solution of ACSF
that lacks Mg2+ (Mg2+-free ACSF)20. We also created a solution of Mg2+-free ACSF that contained
the co-agonist glycine (Gly)21 and/or a specific ionotropic glutamate receptor antagonist22. Under
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basal conditions with normal ACSF, we observed spontaneously active Ca 2+ spikes in neurons,
but the frequency of Ca 2+ spikes was relatively low, < 1 spike/min ( Figures 1C, D ). However,
exposing the neurons to Mg 2+-free ACSF led to a significant increase in the frequency of Ca 2+
spikes (p < 0.0001, one-way ANOVA, n = 115/2 batches), increasing to a mean of 4.1 ± 0.4
spikes/min, with some neurons spiking every 3 s (20 spikes/min). Adding glycine (Gly, 3 µM) to
Mg2+-free ACSF further increased Ca2+ spike activity, reaching an average of 5.5 ± 0.6 spikes/min,
with some neurons spiking every 2 s or less. Interestingly, the application of the AMPA -R
antagonist NBQX (10 µM) decreased spiking frequency to 2.4 ± 0.3 spikes/min, indicating some
contribution of AMPA-Rs to the high firing rates. Ca
2+ spike activity was reduced further upon the
removal of Gly, and the reintroduction of extracellular Mg2+ with normal ACSF (Figure 1C, D).
The rapid increase in Ca2+ spike frequency observed in Mg2+-free ACSF with Gly suggested that
NMDA-Rs are involved in the high rate of spiking observed. To test this hypothesis, we evaluated
neuronal activity in Mg 2+-free ACSF with an NMDA -R antagonist. We first isolated NMDA -R-
dependent activity with Mg 2+-free ACSF plus glycine (3 µM), and NBQX (30 µM) to selectively
block AMPA-Rs (Figure 1E). We then tested the effect of the selective NMDA-R antagonist AP-V
(100 µM). In the absence of external glutamate, iGlut neurons exhibited a high frequency of spike
firing, with an average of 3.6 ± 0.4 spikes/min. The application of AP -V in the Mg
2+-free ACSF +
glycine + NBQX reduced the spike frequency to <0.3 ± 0.04 spikes/min, directly implicating NMDA-
Rs in the high-frequency firing. We next performed single-cell RNAseq on iGlut neurons from lines
10884, 8092 and 9206 ( Supplementary Figure S1). Importantly, we detected mRNA for both
AMPA and NMDA receptors (GRID2, GRIA2, GluA2, GRIN2B, GRIA4). We also detected mRNA
encoding proteins involved in action potentials and synaptic transmission, including voltage-gated
potassium channels (KCND2, KCNQ3, KCNB2), synaptic release proteins (SYN3, RAB3C),
voltage-gated sodium channels (SCN2A, SCN3A y SCN9A), voltage- gated calcium channels
(CACNA1C) and GABA receptors (GABRB3). These results support the presence of functional
AMPA and NMDA receptors, along with the expression of neuronal excitability genes.
In addition to the high rates of spontaneous spiking ( Figures 1C-F), we observed a high degree
of synchronized firing. This can be seen as a large number of spikes that correlate in time in both
ACSF and Mg
2+-free conditions ( Figures 1C, E ). To quantify this, we performed a correlation
analysis (Kendall rank correlation) based on the binned (bin size: 1s) time stamps of the Ca 2+
spikes and plotted the pairwise correlation coefficients (CC) of cells as correlation matrices (10884
is shown in Figure 1G). We constructed a correlation matrix for each recording/field of view (FOV)
and calculated the mean correlation coefficient (MCC). Both Mg2+-free ACSF and ACSF conditions
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showed high synchrony, regardless of the large difference in firing fate (Figure 1H). We averaged
the MCCs ( Figure 1I) and observed a strong positive correlation in both ACSF and Mg 2+-free
conditions (Figure 1G). This synchrony did not significantly change in Mg2+-free ACSF (n = 7 FOV,
paired t-test) (Figure 1I). Taken together, these experiments illustrate that iGlut neurons exhibit
NMDA-R-dependent activity in external Mg 2+-free ACSF conditions and are characterized by
robust and highly synchronized firing.
High firing rates of iGlut neurons in Mg2+-free solutions are detected with MEA
To see if the increase in neuronal Ca 2+ spikes measured in Mg 2+-free ACSF relates directly to
changes in electrical activity, we used multi-electrode arrays (MEAs) to electrically measure
spiking activity on a faster time scale (MEA). In addition to 10884, we generated iGlut neurons
from the iPSC lines of two other donors, 8092 and 9206, to evaluate and compare their behavior
under Mg2+-free ACSF. For MEA experiments, iGlut neurons were first generated and then co-
cultured with astrocytes7 on MEA plates (24/48 wells), each equipped with 16 recording electrodes
embedded per well. To generate the iGlut neurons we used the same NGN2 protocol, with minor
modifications to adapt the procedure to seeding on MEA plates (see Methods). We first recorded
basal firing in Mg2+-free ACSF for 2 minutes, and then removed the plate, added MgCl2 to reach
a final concentration of 1.3 mM (i.e., re-create ACSF), and then re- measured the activity in the
same plate for another 2 minutes (Figure 2A). In this way, we could compare the basal spiking in
Mg2+-free ACSF with that in ACSF in the same well and recording session. In Mg 2+-free ACSF,
iGlut neurons were highly active in all wells of the MEA plate. After the addition of MgCl2, the high
basal activity dramatically decreased ( Figure 2B). The mean firi ng rate (MFR , Figure 2C) was
3.08 ± 0.24 Hz in Mg2+-free ACSF and decreased to 0.004 ± 0.001 Hz (n = 48 wells/2 plates, p <
0.0001, Wilcoxon test) after adding MgCl2 (normal ACSF). Additionally, inhibiting NMDA-Rs with
AP-V in Mg 2+-free ACSF, completely blocked the activity of the neurons, confirming the
involvement of NMDA-Rs in the high firing activity (Figure 2D). We compared the weighted mean
firing rate (WMFR – mean firing rate base on the electrodes with firing rate greater than 5
spikes/min), number of bursts, and synchrony (described by synchrony index, 0- 1) in the three
donor lines (10884, 9206 and 8092) with Mg2+-free ACSF. The WMFR between the three lines in
Mg2+-free ACSF did not significantly differ (n 10884 = 48/two 24 well plates , n9206 = 35/one 48 well
plate, n 8092 = 24/one 24 well plate; Figure 2E, Kruskal-Wallis test). However, 8092 showed a
significantly higher number of bursts compared to 9206; 387.8 ± 49.6 for 8092 and 161.2 ± 20.2
for 9206 (n10884 = 48/two 24 well plates, n9206 = 48/one 48 well plate, n8092 = 24/one 24 well plate;
Figure 2F, p < 0.001, Krus kal-Wallis test). Donor 10884 showed significantly higher synchrony
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compared to 9206 (p < 0.0001) or 8092, the synchrony index was 0.74 ± 0.03 for 10884 and ~0.53
for both 9206 and 8092 (n10884 = 48/two 24 well plates, n9206 = 39/one 48 well plate, n8092 = 24/one
24 well plate; p < 0.05, Kruskal-Wallis test) in Mg2+-free ACSF.
These results demonstrate that the increase in firing rate under Mg 2+-free ACSF conditions is
consistent between two different recording methodologies. Moreover, the high frequency of firing
measured with MEAs in Mg2+-free ACSF could reveal more robust information from human iGlut
neurons derived from different individuals.
Single-cell electrophysiology confirms high firing behavior in Mg2+-free solutions
We next used the gold standard of single-cell whole-cell patch-clamp electrophysiology to further
validate the high firing rates of iGlut neurons in Mg 2+-free ACSF. We generated iGlut neurons
from the iPSC lines of three different donors, 10884, 8092 and 9206, using the NGN2- directed
differentiation protocol and co-culturing with mouse glial cells. In current-clamp, we first recorded
basal firing at the resting potential in ACSF for one minute, and then again in the presence of
Mg
2+-free ACSF. We observed a significant increase in the number of action potentials (APs) in
Mg2+-free ACSF in iGlut neurons from all three donor lines ( Figure 3A). The mean AP firing rate
increased from ~5 spikes/min in ACSF to ~12 spikes/min in Mg 2+-free ACSF in all three donors
iGlut neurons (Figures 3B, D). Line 10884 showed an average of
10 spikes/min in Mg 2+-free ACSF ( Figure 3D). Interestingly, while donor lines 10884 and 8092
showed consistent increases in firing with Mg2+-free ACSF, 8092 showed both an increase and a
decrease in firing rate in different neurons in Mg2+-free ACSF (23 % of all recorded cells).
We compared whole- cell patch -clamp recordings with neuronal spiking measured with Ca 2+
imaging from the same three donor lines. We observed a consistent increase in firing across all
three lines in Mg
2+-free ACSF (Figures 3D, E). In Ca2+ imaging, the neurons from all three donors
showed firing rates ranging from 0.43 ± 0.04 spikes/min for line 9206 to 1.20 ± 0.07 spikes/min for
line 10884 (1.1 ± 0.1 spikes/min for line 8092) in ACSF conditions. In Mg
2+-free ACSF, the calcium
spike frequency increased in the three cell lines, showing firing rates of 3.7 ± 0.2, 4.2 ± 0.3, and
6.3 ± 0.3 spikes/min for lines 9206, 8092, and 10884, respectively (Figures 3D, E). iGlut neurons
from donor line 10884 exhibited the largest response in Mg2+-free ACSF in both Ca2+-imaging and
single-cell electrophysiology. Although there are differences in the temporal resolution between
patch-clamp electrophysiology (i.e., ms) and Ca 2+ imaging (i.e., seconds), there is good
concordance between the changes in activity in Mg2+-free ACSF in all three lines. The similarity in
the results across both modalities also indicates that Ca 2+ imaging provides a good proxy for
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measuring spiking frequency in Mg2+-free ACSF and is therefore suitable for high -throughput
studies of neuronal function.
Electrophysiological characterization of neuronal activity reveals functional phenotypes
In addition to changes in spiking frequency in Mg2+-free ACSF , whole- cell patch- clamp
electrophysiology revealed unique firing patterns of iGlut neurons in Mg2+-free ACSF. We analyzed
the AP firing pattern of individual iGlut neurons from all three iPSC donor lines (10884, 8092 and
9206). We observed that some neurons fired tonically while other neurons exhibited bursts of
spikes (two or more consecutive spikes in 100 ms). Interestingly, the distribution of these firing
types varied between the donor lines ( Figures 4A-E). To classify whether a neuron exhibited
predominantly bursting or tonic firing activity, we used the distribution of their instantaneous firing
rates (IFR) and K-means clustering (see Methods). Each of the three donor lines showed different
proportions of neurons that fell into three categories, bursting, tonic, or little or no firing (0-3 spikes)
neurons. The distributions of firing types also changed between ACSF and Mg
2+-free ACSF. In
general, there were more low-firing neurons in ACSF for all three donor lines, with an increase in
bursting or tonic firing in Mg 2+-free ACSF. Line 10884 showed the highest proportion of bursting
neurons, while line 8092 exhibited the highest proportion of tonic neurons. Line 9206 was overall
less active but showed a large increase in tonic firing in Mg2+-free ACSF. These differences in
firing behavior between lines were not due to differences in intrinsic membrane properties, as
there were no significant differences in cell capacitance or resting membrane potential in all three
donor lines (p > 0.05, Kruskal-Wallis test, Figure 4F).
These results show that single- cell patch -clamp recordings can provide an additional level of
functional characterization when conducted in Mg
2+-free ACSF, suggesting possible phenotypic
differences in iGlut neurons derived from different individuals.
Discussion
Numerous laboratories and pharmaceutical companies are using iPSC-derived human neurons to
study the etiology of various neurological and psychiatric disorders as well as to develop novel
therapies23. The ability to assess functional differences in human neurons is essential for the
successful development of new therapies, as well as addressing the need to scale up studies to
look at larger cohorts. Evaluating larger sample sizes in functional studies on iPSC- derived
neurons in combination with high- throughput experimental approaches would allow the analysis
of multiple iPSC donor lines more efficiently. Lacking in the field has been a strategy to study
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individual neuronal activity in a high throughput fashion. Here, we describe a new protocol
consisting of removing extracellular Mg 2+ in the ACSF that addresses these limitations in iGlut
neurons and supports population-based functional studies of complex neuropsychiatric diseases,
such as those having a polygenic contribution13,24-26. We show high rates of spontaneous activity
in Mg2+-free ACSF in three different assays, Ca2+ imaging, MEA, and single-cell electrophysiology,
and in iGlut neurons from three different donors. Importantly, the high-frequency and synchronized
firing observed is NMDA -R-dependent, since it was completely silenced in the presence of the
NMDA-R selective antagonist AP-V, and is promoted by the co-agonist glycine. The use of Mg2+-
free ACSF also uncovered potential unique functional phenotypes for iGlut neurons when assayed
with patch-clamp electrophysiology, though this technique is low-throughput as compared to MEA
or Ca2+ imaging. Furthermore, single-cell RNAseq confirmed the Glu receptor-dependent neuronal
activity in all three donor lines under study. Since alcohol (ethanol) blocks the NMDA receptor
activity
27, which contributes to both acute and long- term effects of alcohol as well as the
development of alcohol addiction, our findings could have important implications for understanding
alcohol addiction and other related disorders.
Automated patch-clamp electrophysiology can overcome the low throughput of classic single-cell
patch-clamp electrophysiology. Recent advances in automated patch-clamp have accelerated the
study of ion channels and ionotropic receptors expressed heterologously in non -neuronal cells
(e.g., HEK-293) for drug screening
28. However, automated patch-clamp is not readily implemented
with mature human neurons. For these chip- based recordings, neurons are harvested and
resuspended, which removes synaptic connections, as well as axons or dendrites 29. Automated
patch clamp also requires uniform cell suspensions and purification steps (i.e. cell sorting) to avoid
confounding results, which can further disrupt cell structure and viability 29. Maintaining neuronal
morphology and circuitry in iPSC- derived neuronal cultures is essential for an accurate
assessment of neuron functionality. Another population-based electrophysiological approach is to
use MEAs, which enable the evaluation of neuronal network activity at different time points without
disrupting synaptic connections 30. MEAs have been successfully used to assess iPSC -derived
neuronal activity in a variety of diseases 31,32. However, MEAs do not capture the function of
individual neurons in the population. More sophisticated approaches such as the Optopatch
platform33 combine channel rhodopsin-based actuators to elicit neuronal activity through photonic
stimulation with genetically encoded voltage indicators (GEVIs) to monitor action potential firing,
leading to a spatially resolved all -optical electrophysiology. Interestingly, the Optopatch
technology has been successfully implemented in iPSC-derived neurons
34,35, including in the study
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of amyotrophic lateral sclerosis 36. However, the complexity of this technique makes
implementation on a large scale less feasible.
On the other hand, Ca2+ imaging provides an excellent approach to studying the neuronal activity
of large populations of neurons. Genetically encoded calcium indicators (GECIs), such as
GCaMPs, are well- suited for studying neuronal activity at single- cell resolution 37 and can be
selectively expressed in subtypes of iPSC- derived cell types using a cell- specific promoter,
offering extended applicability on mixed -cell cultures and organoids. GEVIs), such as QuasArs,
and GECIs have been extensively used in the study of neuronal function as a direct measure of
action potential firing (GEVIs)
38-40 or indirectly (GECIs)41-43.
Pros and Cons of HT studies in Mg2+-free conditions:
Implementation of a protocol that compares ACSF to Mg2+-free ACSF affords several advantages
over previous methods. First, Ca 2+ imaging can now be used to monitor hundreds of neurons
simultaneously, including in mixed cultures with other cell types. Calcium imaging can assess the
activity of iPSC- derived iGlut neurons with single- cell resolution within a population, while
maintaining crucial neuronal connections. Second, MEA measurements in Mg
2+-free ACSF align
well with those obtained using Ca 2+ imaging. Although it does not offer single- cell resolution,
recording neuronal activity in Mg2+-free ACSF is straightforward for MEA and allows for pair-wise
comparisons of Mg2+-free ACSF vs ACSF con ditions. Third, in addition to GECIs like GCaMP,
chemical Ca2+ dyes (e.g. F luo-4) can also be used to monitor Ca 2+ spikes in Mg 2+-free ACSF.
However, the ability to specifically target neurons with chemical dyes is not possible, since these
indicators are not cell type specific like their GECI counterparts. Lastly, although it provides slower
throughput, single-cell patch-clamp electrophysiology reveals a rich panoply of firing behaviors for
iGlut neurons across different neurons, including intrinsic and subthreshold membrane potential
changes as well as synaptic activities. Some disadvantages of this Ca
2+ imaging approach are
that large imaging datasets are generated, which require automated spike detection software.
Another limitation of this approach is that the Mg
2+-free ACSF protocol described might only apply
to iGlut neurons, where the high- frequency and synchronized firing observed is NMDA -R-
dependent. Lastly, the temporal resolution of Ca imaging is slower than patch -clamp
electrophysiology, although we show good agreement between the two methods in Mg 2+-free
ACSF.
In summary, this study establishes a high- throughput methodology to enhance the functional
characterization of human iPSC-derived neurons under Mg²⁺-free conditions. By leveraging Ca²⁺
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imaging, we demonstrate that Mg²⁺-free ACSF robustly increases spontaneous neuronal firing in
iGlut neurons, is reversible, and is population analyses of neuronal activity across multiple iPSC
donor lines. This approach not only overcomes challenges associated with low spontaneous
activity in iPSC- derived neurons but also reveals donor- specific functional phenotypes,
highlighting its utility in personalized CNS disease modeling and drug screening. These findings
provide a foundation for integrating high-throughput functional studies into large-scale iPSC-based
research efforts.
Materials and methods
iPSC culture and NGN2 induction
We used a neurogenin2 (NGN2) protocol to generate glutamatergic neurons (iGlut)
4, with some
modifications. iPSCs were selected from three different COGA study donors who were unaffected
by AUD: lines 10884 (male, 27 y/o), 8092 (female, 33 y/o), and 9206 (female, 22 y/o) (see the l
COGA repository for full details and characterization data upon request 44). Each donor line was
tested for expression of pluripotency markers and for the presence of a euploid karyotype 13.
Original donor iPSC lines received from the COGA repository had the following passages: P7 for
line 9206, P14 for 8092, and P11 for 10884; they were banked with 2-5 additional passages, and
used for the experiments described in this manuscript with 4 -6 additional passages from the
original vial. The human iPSCs donor lines were banked using culture media (StemMACSTM iPS
Brew XF, human, Miltenyi Biotec , cat. # 130-104-368) with 10% DMSO (Sigma-Aldrich, cat.#
D8418; 0.5-1*106 cells/cryotube) and frozen in liquid nitrogen, and were thawed and cultured on
Matrigel-coated (1:250 dilution; Corning Inc. cat. #354230) 6-well plates for at least one week
before the induction. All donor iPSC lines in culture were checked daily for bacterial and/or fungal
contamination (bright field microscope visualization) and tested once a month for mycoplasma
contamination. iPSCs donor lines were maintained in StemMACS TM media until the day of
induction and passaged at least once before starting the differentiation, with a routine splitting rate
of 1:6, using ReLeSRTM as dissociation reagent (Stemcell Technologies, cat. #100-0483).
For generating the iGluts we used a doxycycline- inducible tetO -Ngn2-T2A-Puro/rtTA lentiviral
induction. Lentiviral plasmids to induce neurons (pTet -O-Ngn2-puro and FUdeltaGW-rtTA) were
obtained from AddGene (#52047 and #19780, respectively), sequenced to confirm identity, and
packaged using standard packaging plasmids (pMD2.G, #12259; pMDLg/pRRE, #12251; pRSV-
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Rev, #12253). The hSyn1-driven GCaMP8f virus was constructed from pGP-AAV-syn-jGCaMP8f-
WPRE (AddGene #162376) by cloning the hSyn1- gGCaMP8f cassette into a backbone made
from FUGW (#14883). The resulting plasmid is available from AddGene with cat. #197034. On
the initial day of induction (D0) we dissociated the iPSCs with AccutaseTM (Stemcell Technologies,
cat.# 07920) and re- plated them in StemMACS TM, supplemented with the NGN2 and rtTA
containing lentiviruses and 5 µM of the ROCK inhibitor Y27632 (RO kinase inhibitor, Miltenyi
Biotec cat.# 130-103-922), onto another Matrigel -coated (2:250 dilution) plate, in a specific cell
density (2.5- 3*105/ml). The cells were counted with a Countess 3 automated cell counter
(Invitrogen). On day 1 (D1), we changed the media to NeurobasalTM (Thermo Fisher/Gibco, cat. #
21103049), supplemented with 1 V/V% CultureOneTM (Thermo Fisher/Gibco, cat. # A3320201), 2
V/V% B27TM (Thermo Fisher/Gibco, cat. # 17504044), 1 V/V% GlutaMAXTM (Thermo Fisher/Gibco,
cat. #35050061), and 0.1 V/V% ascorbic acid, with 2 µg/ml Doxycycline to activate the Tet -ON-
based NGN2 induction. On D2, we added 1 µg/ml of Puromycin in the culture media for 48 h to
select for transduced cells. On D4, we removed the Puromycin but maintained Doxycycline for
another 24 h. In parallel, on D4 we plated the mouse glia on acid- edged, Matrigel-coated (4:250
dilution) coverslips (12 mm) in a 24-well plate. Neurobasal was supplemented with 5 V/V% Heat
Inactivated Fetal Bovine Serum (HI FBS, Fisher Scientific, cat. # MT35011CV) as a plating media
for the mouse glial cells (6.5-7*10
4 cells/well). On D5, iGlut neurons were re-plated onto the mouse
glia in the 24-well plate. First, iGlut were dissociated with Accutase (6 minutes incubation at 37oC),
harvested and diluted in DMEM (Thermo Fisher, cat. #11965092, 1:4 dilution), then centrifuged
for 4 minutes at 0.8 rcf at room temperature. The pellet was resuspended in 1 ml of Neurobasal +
2 V/V% FBS, counted and neurons diluted to 1- 1.5*10
5 cells/ml in a 24 ml final volume of
Neurobasal + 2 V/V% FBS. We gently aspirated the media from mouse glia and plated the iGlut
neurons (1 ml of neuron suspension to each well) onto the glia. On D8, we switched the coculture
to Neurobasal plus
TM media (Thermo Fisher/Gibco, cat. #A3582901) supplemented with 1 V/V%
CultureOneTM (Thermo Fisher/Gibco, cat. #A3320201), 2 V/V% B27TM Plus (Thermo Fisher/Gibco,
cat. #A3582801), 1 V/V% GlutaMAXTM (Thermo Fisher/Gibco, cat. #35050061), 0.1 V/V% ascorbic
acid, 2 V/V% FBS and 2 µM Ara -C (to prevent survival of mitotic cells) by doing a half media
change with Neurobasal plus + 4 µM Ara- C. On D11, we refreshed the Ara- C with another half
media change with 2 µM Ara-C in Neurobasal plus + 2 V/V% FBS. On D15, we started the removal
of Ara-C (half media change only with Neurobasal plus + 2 V/V% FBS) and then cultures were
maintained with half media changes using Neurobasal plus + 2 V/V% FBS twice a week.
Mouse glia cultures
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We used postnatal day 3 C57BL/6J wild-type mice to produce glia cell cultures. Mice were housed
with their breeding pairs of two females and one male in a 12 h light/dark cycle at 22 ± 2 oC with
food and water available ad libitum . All mouse procedures were carried out following protocols
approved by the Institutional Animal Care and Use Committee at the Icahn School of Medicine at
Mount Sinai. Dissected brain cortices from 3 pups (at p0 -3) were dissociated in a papain-
containing (Sigma-Aldrich, cat. #A3582801) solution (19-38 units Papain, 0.5 μM EDTA, 1 μM
CaCl2 in HBSS) at 37°C for 15 minutes, with gentle shaking every 5 minutes. The dissociation
solution was removed and treated tissue was washed twice (the media was added then removed
with caution) with 10 ml MEF media (88 V/V% DMEM, 10 V/V% calf serum (Fisher Scientific, cat.
#SH3008704), 1 V/V% sodium pyruvate (100 mM, Thermo Fisher, cat. #11360070), 1 V/V% 100x
MEM non -essential amino acid solution ( Thermo Fisher, cat. # 11140050), 0.0008 V/V% 2-
mercaptoethanol (Sigma-Aldrich, cat. #M6250)). The tissue was then triturated in 1ml of MEF with
a pipette until no large tissue chunks were visible. An additional 4 ml MEF media was added, and
the mixture was passed through a 0.4 μm cell strainer into a 50 ml falcon tube containing 5 ml
MEF media and seeded in T75 flask. The media was changed the next day and then changed
again every 3 days until the glial cells became confluent (in approximately 7 days). The cells were
passaged at least once using tryps in and MEF media, with the media being changed every 3- 4
days until plating on coverslips for the neuronal co-cultures. We’ve never used glia older than 10
days or passaged more than three times (more than P3).
scRNAsequencing
Single-cell RNA sequencing was performed on induced neuron cell villages as described
previously
14,46. Cells were matched with subjects using demuxlet 47 and aggregated by subject.
Scaled, normalized gene counts were extracted and plotted using the pheatmap function in R48 to
plot color-scaled expression of genes shown from donor lines 10884, 9206, and 8092; genes were
grouped by function. Raw sing le cell RNAseq uencing data is publicly available on the GEO
repository, with accession number GSE293298.
Ca2+ imaging
Lentivirus expressing GCaMP8f was produced and used to transduce (1*10 6 IU/100,000 cells)
iGlut neurons at D28-D33, achieving expression levels suitable for Ca2+ imaging around 2 weeks
after infection (D42-D47). We measured Ca2+ spikes at D72-D85 (see Figure 1A) using a Nikon
Eclipse TE2000- U microscope equipped with 20x objective, a 480 nm LED (Mic -LED-480A,
Prizmatix Ltd.) passing through a HQ480/40x nm excitation filter (Q505LP dichroic mirror) and a
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14
HQ535/50m emission filter (Semrock), a sCMOS Zyla 5.5 camera (Oxford Instruments, Andor),
and NIS elements AR software (version 5.21.03, Nikon) for data collection and analysis. The
images were obtained using 150 ms exposure time, 6.14 fps frame rate, and 4x4 binning, under
constant perfusion with different ACSF- based solutions, in a laminar flow diamond -shaped
chamber (Model #RC-25; Warner Instruments) at room temperature (RT, ~20
oC). For all of our
experiments, we used artificial cerebrospinal fluid (ACSF; 125 mM NaCl, 5 mM KCl, 10 mM D -
Glucose, 10 mM HEPES -Na, 3.1 CaCl2, 1.3 mM MgCl 2) and Mg 2+-free ACSF (125 mM NaCl, 5
mM KCl, 10 mM D -Glucose, 10 mM HEPES -Na, 3.1 CaCl 2) as base solutions. To record only
NMDA-R only activity, we used Mg2+ free ACSF with 10 µM NBQX (AMPA-R antagonist; Figures
1C, D) or 30 µM NBQX (Figures 1E, F). In some experiments, 100 µM AP-V (NMDA-R antagonist,
Figures 1E, F) was also applied to block NMDA-R-dependent activity. We also examined the effect
of the NMDA-R co-agonist glycine (3 µM Gly).
For Ca2+ imaging data analysis, we selected ROIs (placed on the soma of neurons) and exported
raw fluorescence traces. We used a baseline- drift correction with penalized least -squares
algorithm (AirPLS)49 and calculated ΔF/F0 with the following formula [F(t) -F0)/F0], where F 0 was
the minimum fluorescence intensity (RFU) in the first 10 s of the recording. Prior to peak detection,
we applied a 3rd order Butterworth filter using the default “signal” package in R (version 4.3.0)
50.
Ca2+ transients were detected by a custom -made R script. Ca2+ transients were identified based
on their kinetics: < 6.4 s width, more than 325 ms rise phase, more than 650 ms fall phase, the
rise phase duration less than the fall phase duration, the peak height is more than 5*SD and more
than 5*max background signal14.
To measure the synchrony, Kendall rank correlation was performed on the binned (bin size: 1s)
timestamps of the Ca
2+ spikes. We only used cells /ROIs for this analysis, which had at least 3
spikes in both ACSF and Mg 2+-free conditions. We counted only the significant correlations (p <
0.05) toward the MCC.
Electrophysiology
We carried out whole- cell patch- clamp electrophysiology with iGlut neurons as described
previously15. Briefly, we recorded spikes in I=0 current -clamp mode from iGlut neurons derived
from three representative human donor lines, 10884, 9206, and 8092. Borosilicate glass capillary
pipets (3” thinwall, 1.5 OD/1.12 ID, World Precision Instruments) were pulled with a Narishige PC-
10 puller (Narishige International USA) and had resistances of ~4 ΜΩs, with K -D-Gluconate
internal solution (140 mM K-D-Gluconate, 4 mM NaCl, 2 mM MgCl
2-6H2O, 1.1 mM EGTA, 5 mM
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15
K-HEPES, 2 mM Na 2ATP, 5 mM Na -Creatine-PO4, 0.6 mM Na 3GTP) and ACSF external.
Recordings were made with a MultiClamp 700B amplifier (Molecular Devices), low-passed filtered
at 2 kHz, digitized at 20 kHz with a Digidata 1440A A/D converter (Molecular Devices) and stored
on a laboratory computer. Recordings were carried out with pClamp 10 and analyzed with Easy
Electrophysiology software. Before the AP counting, we removed the baseline based on the first
30 s of the recording and a polynomial fitting method to remove the possible baseline fluctuation,
which was crucial for the AP thresholding. For spike counting, we used automatic thresholding,
which uses the first derivative method, with the rise time 3mV/ms, fall time 1mV/ms, and 5 ms AP
width.
We classified iGlut neurons as tonic and bursting neurons based on the interspike intervals (ISIs).
First, we determined the instantaneous firing rate (IFR = 1/ISI) and then calculated the standard
deviation of the IFRs. Cells with tonic firing usually present single APs with relatively equal ISIs
between them, while bursting neurons have short ISIs between the spikes in the bursts and long
ISIs between the bursts themselves. Based on this, we were expecting a high SD of IFR for
bursting and a low SD of IFR for tonic neurons. To classify the recorded population of iGlut
neurons, we first plotted the IFR SD values for each cell, then we performed K -mean clustering
on the dataset. To calculate the ideal number of clusters we used the elbow method. For a proper
analysis, we needed at least 3 APs (two ISIs/IFRs to calculate the SD). We identified the high IFR
SD cluster as bursting and the low IFR SD cluster as tonic neurons.
Multielectrode Array
MEA data was collected with an Axion Maestro Pro multiwell MEA with a CytoView MEA24, 24 -
well plate and CytoView MEA48, 48-well plate (Axion Biosystems). Our iGlut culture protocol on
the MEA plate is based on the culture protocol provided by Axion biosystems
45, but we made
several modifications to better fit our experimental approach. Prior to the seeding on the MEA
plate, we followed the same protocol detailed above. On day 5 we coated the plates with Matrigel
(4:250) for at least one hour before seeding the neurons. We dissociated the neurons from the 6
well plates following the above-described protocol and prepared a 1.2*107 neuron/ml suspension.
Then we placed a 10 µl droplet of the neuron suspension directly onto the electrodes, and
incubated the plates at 37
oC, 5% CO 2 for 1 h. Also, we filled the space between the wells with
sterile dH2O to prevent the cultures from drying out. After the 1 h incubation, we plated the glial
cells onto the neurons (6.5-7*104 cells/well) in the remaining 500 µl iGlut media (Neurobasal plus
+ 2% FBS). Throughout the differentiation and iGlut neuron maintenance we used the culture
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16
media compositions described above in our protocol, instead of those suggested in the Axion Cell
Culture protocol. From this point, we followed our usual maintenance procedure, with half -media
changes twice a week.
To analyze the MEA data, we used the AxIS Navigator (Version 3.7.2, Axion Biosystems), to
detect spikes, and to make a summary of the recordings, which contains the most important
information (MFR, WMFR, number of bursts and synchrony) for all wells of the MEA plate. Further,
we used AxIS Metric Plotting tool (Version 2.5.0, Axion Biosystem) and Neural Metric Tool
(Version 4.0.5, Axion Biosystems) to generate plots and summary reports. The WMFR is the mean
firing rate, based only on those electrodes which the firing rate is greater than 5 spikes/min (active
electrodes). The WMFR was only calculated for those wells which had at least one active
electrode. Synchrony is defined by a synchrony index, which is a unitless value between 0 and
1
51,52. The time window for synchrony was set as 20 ms. To calculate synchrony, a minimum of 2
spikes in a particular well was required.
Data analysis
All subsequent data representation, analysis, and statistics were carried out in R, Python,
GraphPad Prism, and Microsoft Excel software. All original code has been deposited at the GitHub
repository named “High- throughput-measurements-of-neuronal-activity-in-single-human-iPSC-
derived-glutamate-neurons” and is publicly available at DOI: 10.5281/zenodo.14841953 as of the
date of publication. Averages are shown as mean ± SEM.
The data that supports the findings of this study are available from the corresponding author upon
reasonable request.
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17
Author contributions
I.G.R. conceived the study, performed the Ca 2+ imaging data acquisition and analysis, and
contributed to the writing and critical revision of the manuscript. A.J.T. conceived the study,
performed the MEA and patch clamp data acquisition and analysis, and contributed to the writing
and critical revision of the manuscript. I.P. contributed to the initial discussions and the design of
the data analysis algorithms. C.K. provided editorial feedback on the whole manuscript. Z.P.P.
contributed to discussions and critical revisions of the manuscript. A.M.G. contributed to the critical
revision of the manuscript. R.P.H. performed the RNAseq data acquisition and analysis, and
contributed to discussions, writing, and critical revisions of the manuscript. P.A.S. conceived and
supervised the study and data analyses, and contributed to the writing and critical revisions of the
manuscript. All authors have approved the final manuscript.
Acknowledgements
We want to acknowledge members of the Slesinger lab and the Goate lab for discussions
throughout this work, as well as feedback from COGA investigators.
The Collaborative Study on the Genetics of Alcoholism (COGA), Principal Investigators B. Porjesz,
V. Hesselbrock, A. Agrawal; Scientific Director, A. Agrawal; Translational Director, D. Dick,
includes ten different centers: University of Connecticut (V. Hesselbrock); Indiana University (H.J.
Edenberg, T. Foroud, Y. Liu, M.H. Plawecki); University of Iowa Carver College of Medicine (S.
Kuperman, A. Anderson); SUNY Downstate Health Sciences University (B. Porjesz, J. Meyers);
Washington University in St. Louis (L. Bierut, A. Agrawal, S. Hartz); University of California at San
Diego (M. Schuckit); Rutgers University (D. Dick, R. Hart, J. Salvatore, J. Tischfield); The
Children’s Hospital of Philadelphia, University of Pennsylvania (L. Almasy); Icahn School of
Medicine at Mount Sinai (A. Goate, P. Slesinger); and Howard University (D. Scott). Other COGA
collaborators include: C. Holzhauer, M. Hesselbrock (University of Connecticut); D. Lai, J.
Nurnberger Jr., L. Wetherill, X., Xuei, S. O’Connor, (Indiana University); J. Kramer (University of
Iowa), G. Chan (University of Iowa; University of Connecticut); C. Kamarajan, A. Pandey, D.B.
Chorlian, P. Barr, S. Kinreich, G. Pandey, Z. Neale, S., C. Chatzinakos, J. Zhang, Saenz deViteri,
R. Christian, A. Bingly (SUNY Downstate); G. Pathak (Icahn School of Medicine at Mount Sinai);
A. Anokhin, K. Bucholz, F. Dong, A. Hatoum, E. Johnson, V. McCutcheon, J. Rice, S. Saccone
was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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18
(Washington University); F. Aliev, Z. Pang, S. Kuo, S. Brislin, J. Moore (Rutgers University); A.
Merikangas (The Children’s Hospital of Philadelphia and University of Pennsylvania); M. Gitik,
NIAAA Staff Collaborator. We continue to be inspired by our memories of Henri Begleiter and
Theodore Reich, founding PI and Co-PI of COGA, and also owe a debt of gratitude to other past
organizers of COGA, including Ting- Kai Li, P. Michael Conneally, Raymond Crowe, and Wendy
Reich, for their critical contributions. Special thanks to the COGA collaborators who collected and
classified the samples from the donors that were used in this study. This national collaborative
study is supported by NIH Grant U10AA008401 from the National Institute on Alcohol Abuse and
Alcoholism (NIAAA) and the National Institute on Drug Abuse (NIDA). We also gratefully
acknowledge the support provided by the Training Program in Stem Cell Biology fellowship from
the New York State Department of Health (NYSTEM-C32561GG) to I.G.R.
D
eclaration of interest
A.M.G. is a member Scientific Review Board for Genentech and has previously served as a
consultant for Merck. The rest of the authors declare no competing interests.
was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
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19
Figure legends:
Figure 1: Mg2+-free ACSF reveals high firing rates in mature iGlut neurons. A ) Schematic
shows induction and experimental workflow using the NGN2 induction protocol 4,53, with some
modifications (see Methods). GCaMP8f transfection was done on days 28-30 post induction, Ca2+
imaging was performed on days 75-85, patch-clamp electrophysiology on days 30-90, and MEA
recording on days 40-45 post induction. B) Ca2+ imaging is used to measure the neuronal activity
of the iGlut neurons from line 10884. Representative image shows donor line 10884 iGlut neurons
expressing GCaMP8f 2 weeks after lentiviral infection. C) ROI fluorescence traces obtained from
three different 10884 neurons showing the effects of the indicated buffer conditions. D) Plot shows
average spikes/neuron/min from two differentiation batches and 115 neurons. Note the significant
increase in the frequency of the Ca 2+ transients in Mg 2+-free conditions ( 4.1 ± 0.4 spike/min)
compared to ACSF (< 1 spike/min, p < 0.0001, one-way ANOVA, n = 115/2 batches). E) ROI
fluorescence traces obtained from two different 10884 neurons showing a decrease in Ca2+ spikes
with NMDA receptor antagonist AP-V (100 µM). F) Plot shows average spikes/neuron/min for two
conditions (Mg2+-free, with 30 µM NBQX and 3 µM Gly; p < 0.0001, one-way ANOVA, n = 94 cells,
2 batches). G) High synchrony of neuronal activity observed in both ACSF and Mg 2+-free ACSF.
For the correlation matrices , each cell represents a pairwise correlation between two cells, and
the value of the correlation coefficient is represented by the scale bar (Kendall Rank Correlation).
H) heat map shows firing rate for ACSF and Mg 2+-free conditions. I) Mean correlation coefficient
did not change between the ACSF and Mg2+-free conditions (n = 7 FOV/2 batches, paired t-test).
Figure 2: High frequency of firing detected by MEA in Mg 2+-free condition. A) Schematic
shows the timeline of the MEA experiment. The activity of iGlut neurons (donor line 10884) was
recorded on days 40-45 post induction, first under Mg2+-free ACSF, then a MgCl 2 solution was
added to reach a final concentration of 1.3 mM MgCl2 and then the activity was measured again
in MEA. B) Heat map representation of firing activity observed for one 24-well MEA plate before
and then after adding MgCl 2. C) Plot shows the MFR changes of donor line 10884 in Mg 2+-free
ACSF (n = 48 wells/2 plates, p < 0.0001, Wilcoxon test). D) The heatmap representation shows
the WMFR of 6 wells (2 with Mg2+-free ACSF + AP-V and 4 wells with Mg2+-free ACSF only. E-G)
Shows three metrics (WMFR, number of bursts and synchrony) and their differences among the
three donor lines - 10884, 9206 and 8092 (n10884 = 48/two 24 well plates, n 8092 = 24/one 24 well
plate, n9206 = 35/one 48 well plate for WMFR, n9206 = 48/one 48 well plate for number of bursts and
n9206 = 39/one 48 well plate for synchrony; *p < 0.05, ***p < 0.001, ****p < 0.0001 Kruskal-Wallis
test).
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Figure 3: Corroboration of high firing activity in Mg2+-free conditions with whole-cell patch-
clamp electrophysiology across three iPSC donor lines. A) Voltage traces from current-clamp
recordings show an increase in firing with Mg 2+-free ACSF. B-E ) Graphs show the increase in
firing rates (spikes/min) measured by electrophysiology (B, D) and Ca2+-imaging (C, E). Top plots
show individual neurons, and bottom plots show the mean ± SEM. There is a significant increase
in spikes/min for all three donor lines upon Mg 2+ removal (10884, 9206 and 8092)
(Electrophysiology: n10884 = 17/2 batches, n9206 = 7/1 batch, n8092 = 13/1 batch, p < 0.05, Wilcoxon
test; Ca2+-imaging: n10884 = 205/2 batches, n9206 = 275/2 batches, n8092 = 143/2 batches, p < 0.0001,
Wilcoxon test).
Figure 4: Patch-clamp electrophysiology reveals functional phenotypes for iGlut neurons
in Mg2+-free ACSF. A) Schematic shows patching timeline for all three lines (10884, 9206, 8092).
The recordings were carried out on days 30-90 post induction. B-D) Left, Representative current-
clamp recordings of four different neurons from each donor line showing the effect of switching
from ACSF to Mg
2+-free ACSF. Right – zoom of action potential firing pattern. Scale bars are 40
mV, 20 s and 2 s. E) Graphs show the distribution of recordings for little or no activity (0-3 spikes;
blue), tonic activity (purple), or bursting activity (pink). Bursts were characterized as 2 or more
consecutive spikes in a 100 ms window with a short ISIs. F ) Graphs show the cell capacitance
(pF) and resting potential (mV) for all recordings in the three donor lines. No significant differences
were observed (n
10884 = 17/2 batches, n9206 = 7/1 batch, n8092 = 13/1 batch, p > 0.05, Kruskal-Wallis
test).
Supplementary Figure S1: Expression levels of neurotransmitter receptor and signal
transduction genes. Single-cell RNA sequencing was performed on induced neuron cell villages
containing all three donor lines (10884, 9206 and 8092). mRNAs for both AMPA and NMDA
receptors (GRID2, GRIA2, GluA2, GRIN2B, GRIA4) were detected in the three donor lines. Genes
were grouped by function, as shown in the legend.
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RegACSF
0 Mg
2+
0 Mg
2++Gly
0 Mg
2++Gly+NBQX
Wash
0
5
10
15
20
25
Spikes/neuron/min
✱✱✱✱ ✱
✱✱✱✱
NMDA cond
APV Wash
0
5
10
15
20
Spikes/neuron/min
N = 94 (5, 2)
✱✱✱✱
✱✱✱✱
300 AFU
60 s
500 AFU
A B
C D
G
E F
Figure 1
Mg2+-free +
Gly + NBQX
+ AP-V
Mg2+-free
ACSF Mg2+-free
Mg2+-free +
Gly
Mg2+-free +
Gly + NBQX ACSF
60 s
250 AFU
ACSF
Mg2+-free
Gly
NBQX
+
-
-
-
-
+
-
-
-
+
+
-
-
+
+
+
+
-
-
-
+AP-V
N = 94 (5,2)
NMDA NMDA
ACSF
I
Correlation Coefficient
500300 AFU 250 AFU 300350
GCaMP8f
10884
iPSCs
Mg2+-freeACSF
ACSF
Mg
2+-Free
0.0
0.2
0.4
0.6
0.8
1.0Mean Correlation coef.
ns
H
1
8
16
1 8 16
- 1.0
- 0.8
- 0.6
- 0.4
- 0.2
- 0.0
Mg2+-freeACSF
1
8
16
1 8 16
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
Spikes/min
5
10- 10
- 5
Spikes/min
was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprint (whichthis version posted April 7, 2025. ; https://doi.org/10.1101/2025.04.07.646449doi: bioRxiv preprint
Figure 2
B
A
C
D
n = 48 wells (2)
10884
E
10884 9206 8092
0
5
10
15Weighted Mean Firing Rate (Hz)
10884 9206 8092
0
200
400
600
800
1000Number of Bursts
✱✱✱
10884 9206 8092
0.0
0.5
1.0
1.5Synchrony Index
✱✱✱✱
✱
F G
was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprint (whichthis version posted April 7, 2025. ; https://doi.org/10.1101/2025.04.07.646449doi: bioRxiv preprint
10884 9206 8092
0
2
4
6
8
Spike/min
✱✱✱✱✱✱✱✱
✱✱✱✱
10884 9206 8092
0
5
10
15
20Spike/min
Mg2+-free ACSFACSF
✱ ✱ ✱
10884 9206 8092
0
5
10
15
20
Spike/min
10884 9206 8092
0
10
20
30
40
50Spike/min
ACSF Mg2+ Free ACSF
Figure 3
B CSingle-cell Electrophysiology Ca Imaging
D
n=17 n=7 n=13 n=205 n=275 n=143
E
A ACSF Mg2+-free
-60
0
60
mV
-60
0
60
mV
-60
0
60
mV
20 s
10884
9206
8092
was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprint (whichthis version posted April 7, 2025. ; https://doi.org/10.1101/2025.04.07.646449doi: bioRxiv preprint
8092
9206
10884
0 - 3 spikes Tonic Bursting
8092
9206
10884
ACSF Mg2+-free
BurstingTonic
Spikes
ACSF Mg2+-free Spikes ACSF Mg2+-free Spikes
Figure 4
A B
C D
E F
ACSFMg2+-free
10884
80929206
20 s 2 s
Single-cell Electrophysiology
10 5 2
6 1
6 4 3
3 4 10
1 4 2
3
BurstingTonic
BurstingTonic
1 9
10884 9206 8092
0
20
40
60
80Capacitance (pF)
10884 9206 8092
-70
-60
-50
-40
-30
Vrest (mV)
108849206
8092
iPSCs
20 s 2 s20 s 2 s
was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprint (whichthis version posted April 7, 2025. ; https://doi.org/10.1101/2025.04.07.646449doi: bioRxiv preprint
Supplemental Figure S1
0
500
1000
1500
AMPA
NMDA
GABAA
voltage−gated K Channels
Kir K Channels
Ca and Na−gated K Channels
voltage−gated Na channels
voltage−gated Ca channels
Synaptic proteins
092
206
884
GRIA1
GRIA2
GRIA3
GRIA4
GRID1
GRID2
GRIN1
GRIN2A
GRIN2B
GRIN2D
GABRA2
GABRA3
GABRB1
GABRB2
GABRB3
GABRG2
GABRG3
KCNB1
KCNB2
KCNC1
KCNC2
KCNC3
KCND2
KCND3
KCNQ2
KCNQ3
KCNQ5
KCNH1
KCNH2
KCNH5
KCNH7
KCNH8
group
092
206
884
KCNJ3
KCNJ6
KCNMA1
KCNN1
KCNN2
KCNN3
KCNT2
SCN1A
SCN2A
SCN3A
SCN8A
SCN9A
SCN11A
CACNA1C
CACNA1D
CACNA1A
CACNA1B
CACNA1E
CACNA1H
CSNK1A1
DPYSL3
DTNBP1
GRM8
MAP6
RAB3C
SCAMP1
SCAMP5
SLC17A6
SV2C
SVOP
SYN2
SYN3
SYNJ1
group
was not certified by peer review) is the author/funder. All rights reserved. No reuse allowed without permission.
The copyright holder for this preprint (whichthis version posted April 7, 2025. ; https://doi.org/10.1101/2025.04.07.646449doi: bioRxiv preprint
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