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. 2022 Sep 7;122(18):14842–14880. doi: 10.1021/acs.chemrev.2c00212

Table 1. Microfluidic-Based Approaches Applied to Single-Cell and Single-Nucleus Sequencing and Preparation of Cell Atlases from Different Brain Regions.

cell source (brain region or organoid) species (sample) microfluidic platform cells or nuclei (number) sequencing depth (reads/cell) results (types and number of detected cell clusters and subclusters)
whole brain human healthy brain during surgery Fluidigm 466 cells 2.83 million Oligodendrocyte precursor cells (OPCs), oligodendrocytes, astrocytes, microglia, neurons (excitatory and inhibitory subclusters), endothelial cells, neuronal progenitors, and quiescent newly born neurons were identified.165
whole brain post-mortem human Fluidigm 3227 nuclei 8.34 million Single-nucleus RNA sequencing showed 16 neuronal clusters with 16 neuronal subtypes annotated on the basis of cortical cytoarchitecture.128
telencephalon (cortex and MGEa): germinal zone, cortical plate, prefrontal cortex, and primary visual cortex human developing brain Fluidigm 4261 cells   11 classes including astrocytes, OPCs,b microglia, radial glia, intermediate progenitor cells, excitatory cortical neurons, ventral MGE progenitors, inhibitory cortical interneurons, choroid plexus cells, mural cells, and endothelial cells (plus temporal and spatial trajectories of radial glia maturation and neurogenesis).138
whole brain 23–25 dpfc zebrafish Drop-Seq 58 492 cells 22 500 Simultaneous extraction of cell type and lineage information. More than 100 cell types and marker genes were identified, including 45 neuronal subtypes, 9 neuronal progenitor subtypes, and 3 oligodendrocyte subtypes.80
telencephalon, diencephalon, midbrain, hindbrain, and cerebellum first trimester human 10× Chromium 289 000 cells   Nine progenitor populations were detected proximal to the telencephalon.140
cortex P10 to P89d mouse Fluidigm 50 cells qPCR Three subgroups of astrocytes were detected from P10 to P50.178
cortex mouse sNucDrop-Seqe 18 194 nuclei 15 471 40 clusters were identified, including 27 excitatory, 7 inhibitory, and 6 non-neuronal cells.121
cortex: germinal zone 16 wpcf human Fluidigm 65 cells 5000 Four major groups of cells were identified including multiple progenitor and neuronal subtypes.179
cortex: VZg and OSVZh 16–18 wpc human Fluidigm 393 cells 2.9 million Transcriptional state associated with neuronal differentiation: radial glia, intermediate neuronal progenitor cells (INPCs), neuronal progenitor cells (NPCs), and excitatory and inhibitory neurons.167
cortex: primary motor cortex mouse 10× Chromium and Smart-Seq4 175 000 and 6300 cells 1–2.1 million 59 GABAergic inhibitory neurons, 31 glutamatergic excitatory neurons, and 26 non-neurons were detected.142
cortex: primary motor cortex mouse SMART-Seq and 10× Chromium 280 327 and 94 162 cells 2.5 million 120 000 Linked the SMART-Seq resolved isoforms to the cell types defined by 10× Chromium. Spatially resolved isoform atlas of the mouse primary motor cortex was generated.155
cortex: primary motor cortex post-mortem human monkey SMART-Seq and 10× Chromium >450 000 nuclei 17 576 and 77 816 Around 100 cell types were detected in each species, with distinct marker-gene expression and accessible chromatin sites.180
cortex: somatosensory S1 and hippocampus CA1 mouse Fluidigm 3005 cells 500 000 47 molecularly distinct subclasses of cells: 7 S1 pyramidal neurons, 2 CA1 glutamatergic cells, 16 interneurons, 2 astrocytes, 2 immune cells, and 6 oligodendrocytes.120
cortex: primary visual cortex mouse Fluidigm 1679 cells >5 million 49 transcriptomic cell types: 23 GABAergic, 19 glutamatergic, and 7 non-neuronal types.181
visual system drosophila: multiple stages of neuronal development: over 100 h 10× Chromium 208 976 cells 176 636 Transcriptional atlas generated across multiple stages of visual system development (162 distinct neuronal populations were detected at 7 time points: prior to, during, and after synaptogenesis).182
olfactory epithelium P4–P10 and P30–P90 mouse Fluidigm 178 cells 1.06–4.52 million Classified based on specific olfactory receptor expression in newborn and adult mouse.183
lateral ganglionic eminence (LGE)i 7–20 wpc human embryo 10× Chromium 96 789 cells 80 million Fifteen different cell states were detected. A common progenitor generates medium spiny neurons with D1 or D2j receptors.141
striatum neurons mouse Fluidigm 1208 cells 1–5 million Ten clusters of cells were detected, including neurons, astrocytes, oligodendrocytes, vascular, and 2 ependymal, 2 immune, and 2 stem cell types.184
striatum P22–P28, P21–P26, and P55–P76 mouse Fluidigm 1135 cells and 3417 cells 800–1500 529 cells identified as neurons. Seven interneuron classes (6 subclasses of GABAergic interneurons) were identified.185
substantia nigra (SN) and cortex human 10× Chromium 2455 nuclei and 690 nuclei 46 598–59 513 and 18 377–44 710 SNk cell-type atlas together with a matching cortical atlas were extracted. Genetic risk in Parkinson’s disease is associated with dopaminergic neurons and oligodendrocytes.186
thalamic reticular nucleus (TRN)l mouse Smart-Seq2 and 10× Chromium 1687 nuclei 1.3 million Two neuronal populations expressing different genes were detected. Each population was connected to distinct thalamus nuclei and formed molecularly specific subnetworks.187
hypothalamus mouse Drop-Seq 3131 cells >1500 Seven cell types were distinguished, including neurons. Neurons were further classified into 62 clusters of glutamatergic, dopaminergic, and GABAergic subclasses.188
hypothalamus mouse Drop-Seq 14 437 cells >800 45 cell clusters were identified, including 34 neuronal and 11 non-neuronal. Neuronal clusters further divided into 15 glutamatergic, 18 GABAergic, and 1 histamatergic subclasses.35
hypothalamus: preoptic region mouse 10× Chromium 31 299 cells 101 771 23 excitatory neuron subclasses and 43 inhibitory neuron subclasses were identified.189
hypothalamus: ventral posterior hypothalamus (VPH)m mouse 10× Chromium 16 000 cells 50 000 Twenty neuronal (excitatory and inhibitory) and 18 non-neuronal cell clusters were identified in VPH.190
hypothalamus: lateral hypothalamic neurons P21–P23 mouse Fluidigm 89 and 69 cells qPCR Both excitatory (glutamate) and inhibitory (GABA) neurons were identified.191
midbrain: dopaminergic neuron mouse Fluidigm 159 cells qPCR Simultaneous expression of 96 genes in single neuron. Six different subtypes of dopaminergic neurons were distinguished.192
midbrain: ventral midbrain human embryos (6–11 week) E11.5–E18.5n mouse postnatal mouse Fluidigm 1977 cells, 1907 cells, 245 cells 1200–24 000 2000–26 000 2000–30 000 25 human and 26 mouse clusters were identified. Human: 5 subtypes of radial glia-like cells and 4 of progenitors. Mouse embryo: 2 dopaminergic neuron subtypes. Mouse postnatal: 5 dopaminergic neuron subtypes. Clear differences in cell proliferation, developmental timing, and dopaminergic neuron development between species.166
midbrain: dopaminergic neurons mouse Fluidigm 111 cells Single-cell qRT-PCR Co-varying gene modules that link neurotransmitter identity and electrical phenotype.193
midbrain Drosophila Drop-Seq 10 286 cells >800 Cell atlas of the fly brain provides a unique resource of gene expression across many cell types and regions of the visual neuropil. Twenty-nine cell clusters were identified.194
suprachiasmatic nucleus (SCN) mouse Fluidigm 352 cells qRT-PCR Five subtypes of mammalian SCNo neurons were distinguished.195
suprachiasmatic nucleus mouse 10× Chromium and Drop-Seq 62 083 cells and 16 004 cells 1 million Based on combinations of markers and their spatial distribution, circadian rhythmicity and light responsiveness, 5 SCN neuronal subtypes were identified.196
geniculate ganglion mouse Fluidigm 96 cells 1 million Two main groups of gustatory and somatosensory neurons were detected. Gustatory neurons included 3 subclasses.197
trigeminal ganglion neurons mouse Drop-Seq 6998 cells   13 genetically defined classes of sensory neurons were identified.198
DRG sensory neurons mouse Fluidigm 334 cells qRT-PCR Six distinct subgroups of DRGp populations were identified.199
spinal cord postnatal mouse 10× Chromium 19 353 nuclei 50 000 Unifying the previously published data sets137,145,200202 into a common reference framework.203 Validated combinatory marker codes for 84 types of spinal-cord cells and mapped their spatial distributions.
retina mouse Drop-Seq 44 808 cells >100 000 39 transcriptionally distinct clusters in 6 classes: photoreceptor, bipolar, horizontal, amacrine, and ganglion cells, and other cell types.33
retina E18 chicken droplet-based scRNA-Seq platform160 30 022 cells   Five neuronal classes (PRs,q HCs,r BCs,s ACs,t and RGCsu) as well as 2 glial types, Müller glia and oligodendrocytes were identified.204
retina: bipolar cells mouse Drop-Seq 27 499 cells 8200 26 cell classes identified: 14 bipolar, Müller glia, 11 rods and cones, and amacrine cells. These data were validated by in vivo matching of gene expression to bipolar cell morphology.136
retina: fovea and peripheral retina human 10× Chromium 85 000 cells 4062–550 895 58 cell types were identified in following cell classes: photoreceptor, horizontal, bipolar, amacrine, retinal ganglion and non-neuronal cells.205
retina: amacrine cells (ACs) P19 mouse 10× Chromium 32 000 cells   63 types of ACs were identified in mice retina.206
cerebral organoids vs fetal neocortex hiPSC-derived organoids, 12–13 wpc human Fluidigm 333 + 175 cells, 226 cells 2–5 million Similar genetic features responsible for human cortical development between in vivo fetal brain and in vitro organoid culture were identified.34
cerebral organoids hiPSC lines, chimpanzee iPSC lines, fetal human cortex Fluidigm 52 cells, 344 cells, 220 cells   Transcriptomic similarities between human and chimpanzee neuronal stem and progenitor cells were highlighted.132
brain organoid hiPSC lines, 3–6 month old organoids Drop-Seq 82 291 cells   Beyond similarities between 3- and 6-month-old organoids, mature photoreceptors and mature astrocytes only presented in 6-month-old organoids.168 Despite the differences in the profiling methods used (Drop-Seq and Fluidigm C1v), preferential correlation between corresponding cell types for radial glia, interneurons, projection neurons, and induced pluripotent stem cells were detected.
a

Medial ganglionic eminence.

b

Oligodendrocyte precursor cells.

c

Days postfertilization.

d

Postnatal day.

e

Single-nucleus RNA-Seq approach.

f

Weeks post conception.

g

Ventricular zone.

h

Outer subventricular zone.

i

Lateral ganglionic eminence.

j

Dopamine receptor 1 and 2.

k

Substantia nigra.

l

Thalamic reticular nucleus.

m

Ventral posterior hypothalamus.

n

Embryonic day.

o

Suprachiasmatic nucleus.

p

Dorsal root ganglion.

q

Photoreceptors.

r

Horizontal cells.

s

Bipolar cells.

t

Amacrine cells.

u

Retinal ganglion cells.

v

C1TM single-cell auto prep integrated fluidic circuit (IFC).