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 sets137,145,200−202 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. |
Medial ganglionic eminence.
Oligodendrocyte precursor cells.
Days postfertilization.
Postnatal day.
Single-nucleus RNA-Seq approach.
Weeks post conception.
Ventricular zone.
Outer subventricular zone.
Lateral ganglionic eminence.
Dopamine receptor 1 and 2.
Substantia nigra.
Thalamic reticular nucleus.
Ventral posterior hypothalamus.
Embryonic day.
Suprachiasmatic nucleus.
Dorsal root ganglion.
Photoreceptors.
Horizontal cells.
Bipolar cells.
Amacrine cells.
Retinal ganglion cells.
C1TM single-cell auto prep integrated fluidic circuit (IFC).