Cited by 412Single-cell and spatial transcriptomicsNeuroscience and Neuropharmacology ResearchNeural dynamics and brain function

Phenotypic variation of transcriptomic cell types in mouse motor cortex

Open access
Scala, Federico, Kobak, Dmitry, Bernabucci, Matteo, Bernaerts, Yves, Cadwell, Cathryn René, Castro, Jesus Ramon, Hartmanis, Leonard, Jiang, Xiaolong +9 more·2021·Nature

Published version of a preprint

Abstract

Cortical neurons exhibit extreme diversity in gene expression as well as in morphological and electrophysiological properties 1,2 . Most existing neural taxonomies are based on either transcriptomic 3,4 or morpho-electric 5,6 criteria, as it has been technically challenging to study both aspects of neuronal diversity in the same set of cells 7 . Here we used Patch-seq 8 to combine patch-clamp recording, biocytin staining, and single-cell RNA sequencing of more than 1,300 neurons in adult mouse primary motor cortex, providing a morpho-electric annotation of almost all transcriptomically defined neural cell types. We found that, although broad families of transcriptomic types (those expressing Vip , Pvalb , Sst and so on) had distinct and essentially non-overlapping morpho-electric phenotypes, individual transcriptomic types within the same family were not well separated in the morpho-electric space. Instead, there was a continuum of variability in morphology and electrophysiology, with neighbouring transcriptomic cell types showing similar morpho-electric features, often without clear boundaries between them. Our results suggest that neuronal types in the neocortex do not always form discrete entities. Instead, neurons form a hierarchy that consists of distinct non-overlapping branches at the level of families, but can form continuous and correlated transcriptomic and morpho-electrical landscapes within families.

AI snapshot

Written from the paper’s full text.

TL;DR

Patch-seq in adult mouse primary motor cortex linked transcriptomic cell types to morpho-electric phenotypes for 1,227 neurons, covering 77 of 90 neuronal t-types. Broad transcriptomic families were morpho-electrically distinct, but within families phenotypes varied continuously rather than forming discrete clusters.

Key findings

  • Broad transcriptomic families (Pvalb, Sst, Vip, Lamp5, and excitatory classes) had largely distinct morpho-electric phenotypes; kNN classification was mostly diagonal, with only IT and ET subclasses strongly overlapping.
  • Within families, morpho-electric phenotypes varied continuously: transcriptomic distance correlated with electrophysiological distance across 200 t-type pairs (r = 0.60), and IT transcriptomic distance correlated with soma depth (r = 0.70).
  • Sparse reduced-rank regression predicted electrophysiological features from gene expression using 25 genes and a 5-dimensional latent space, with cross-validated R² = 0.38; the first three projection correlations were 0.90, 0.74, and 0.67. An ion-channel-only model performed similarly (R² = 0.33).
  • Many individual t-types showed non-trivial phenotypic variability above k-means cluster baselines; for example, Vip Mybpc1_2 had high electrophysiological variability, whereas Pvalb Vipr2_2 (chandelier cells) appeared morpho-electrically homogeneous.

Methods

  • Patch-seq combined patch-clamp recording, biocytin staining, and Smart-seq2 single-cell RNA sequencing in acute slices from adult mouse primary motor cortex (MOp); >2,000 cells were recorded, 1,329 passed initial QC, and 1,227 received final t-type assignments (817 inhibitory, 410 excitatory; 369 and 269 with morphological reconstructions, respectively).
  • t-types were assigned by nearest-centroid/Pearson-correlation mapping to seven BICCN reference datasets, with consensus assignment; analyses extracted 29 electrophysiological and about 50 morphological features and used sparse reduced-rank regression, t-SNE, kNN classification, within-family distance correlations, and variance/Leiden clustering.
  • Recordings were mostly at room temperature (25 °C), with follow-up experiments at 34 °C; layer boundaries were measured by Nissl staining, and morphologies were reconstructed and normalized by cortical thickness.

Limitations

  • The paper states that some t-types were covered only sparsely or not at all, and that some very rare putative t-types might not be amenable to Patch-seq.
  • The paper states that RNA extraction may have interfered with biocytin diffusion and that MOp thickness made complete morphology recovery difficult for some groups, such as deep L5 Martinotti cells with thin long axons.
  • The paper states that technical challenges of Patch-seq or exact spatial location cannot be fully excluded as sources of within-type variability; evident from the Methods, experiments were not randomized or blinded, recordings were mostly at room temperature, and tissue shrinkage of about 10–20% was not compensated.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1038/s41586-020-2907-3

Cites

74 of 74 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 59 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Patch-seq combines patch-clamp recording, biocytin staining, and single-cell RNA sequencing of more than 1,300 neurons in adult mouse primary motor cortex.

    “Here we used Patch-seq8 to combine patch-clamp recording, biocytin staining, and single-cell RNA sequencing of more than 1,300 neurons in adult mouse primary motor cortex, providing a morpho-electric annotation of almost all transcriptomically defined neural cell types.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [8] Cadwell, C. R. et al. Electrophysiological, transcriptomic and morphologic profiling of single neurons using Patch-seq. Nat. Biotechnol. 34, 199–203 (2016). source

      Not checked in the free run.

  • Findingcitation

    The study used Patch-seq to describe the morpho-electric phenotypes for most of the t-types in MOp.

    “We used the Patch-seq technique8,17–19 to describe the morpho-electric phenotypes for most of the t-types in MOp20.”
    Quote in the paperSubstantial claim0 of 5 sources checked
    • cites [8] Cadwell, C. R. et al. Electrophysiological, transcriptomic and morphologic profiling of single neurons using Patch-seq. Nat. Biotechnol. 34, 199–203 (2016). source

      Not checked in the free run.

    • cites [17] Cadwell, C. R. et al. Multimodal profiling of single-cell morphology, electrophysiology, and gene expression using Patch-seq. Nat. Protocols 12, 2531 (2017). source

      Not checked in the free run.

    • cites [18] Fuzik, J. et al. Integration of electrophysiological recordings with single-cell RNA-seq data identifies neuronal subtypes. Nat. Biotechnol. 34, 175–183 (2016). source

      Not checked in the free run.

    • cites [19] Földy, C. et al. Single-cell RNAseq reveals cell adhesion molecule profiles in electrophysiologically defined neurons. Proc. Natl Acad. Sci. USA 113, E5222–E5231 (2016). source

      Not checked in the free run.

    • cites [20] Yao, Z. et al. A transcriptomic and epigenomic cell atlas of the mouse primary motor cortex. Nature https://doi.org/10.1038/s41586-021-03500-8 (2021). source

      Not checked in the free run.

  • Findingown data

    Individual transcriptomic types within the same family were not well separated in the morpho-electric space.

    “We found that, although broad families of transcriptomic types (those expressing Vip, Pvalb, Sst and so on) had distinct and essentially non-overlapping morpho-electric phenotypes, individual transcriptomic types within the same family were not well separated in the morpho-electric space.”
    • Also stated in: § Continuous phenotypic variation · plain
      “Within individual transcriptomic families, morpho-electric phenotypes rarely formed isolated clusters (Fig. 3).”
    Quote in the paperSubstantial claim
  • Findingown data

    The study provides a morpho-electric annotation of almost all transcriptomically defined neural cell types.

    “Here we used Patch-seq8 to combine patch-clamp recording, biocytin staining, and single-cell RNA sequencing of more than 1,300 neurons in adult mouse primary motor cortex, providing a morpho-electric annotation of almost all transcriptomically defined neural cell types.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [8] Cadwell, C. R. et al. Electrophysiological, transcriptomic and morphologic profiling of single neurons using Patch-seq. Nat. Biotechnol. 34, 199–203 (2016). source

      Not checked in the free run.

  • Findingown data

    Broad families of transcriptomic types (those expressing Vip, Pvalb, Sst and so on) had distinct and essentially non-overlapping morpho-electric phenotypes.

    “We found that, although broad families of transcriptomic types (those expressing Vip, Pvalb, Sst and so on) had distinct and essentially non-overlapping morpho-electric phenotypes, individual transcriptomic types within the same family were not well separated in the morpho-electric space.”
    • Also stated in: § Distinct phenotypes of major families · hedged
      “In summary, different transcriptomic families had largely distinct morpho-electric phenotypes, in agreement with them being well separated in the transcriptomic space4.”
    • Also stated in: § Discussion · hedged
      “Broad transcriptomic families were mostly well separated in their morpho-electric properties.”
    Quote in the paperSubstantial claim
  • May combine two claims. 48
  • Classified as probably not a substantial claim. 49
  • May combine two claims.

    Findingown data

    The resulting data set covered 77 out of the 90 neuronal t-types, with 73 t-types having at least one morphologically reconstructed neuron.

    “The resulting data set covered 77 out of the 90 neuronal t-types (Fig. 1a), with 73 t-types having at least one morphologically reconstructed neuron.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Coverage was good for interneurons derived from the caudal and medial ganglionic eminences (CGE and MGE) and for excitatory neurons.

    “The coverage was good for interneurons derived from the caudal and medial ganglionic eminences (CGE and MGE) and for excitatory neurons.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Three previously described morphological types of L5 Pvalb cells, as well as two morphological types of L5 Martinotti cells, corresponded to different t-types.

    “We also showed that three previously described morphological types of L5 Pvalb cells5, as well as two morphological types of L5 Martinotti cells29,30, corresponded to different t-types.”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [5] Jiang, X. et al. Principles of connectivity among morphologically defined cell types in adult neocortex. Science 350, aac9462 (2015). source

      Not checked in the free run.

    • cites [29] Muñoz, W., Tremblay, R., Levenstein, D. & Rudy, B. Layer-specific modulation of neocortical dendritic inhibition during active wakefulness. Science 355, 954–959 (2017). source

      Not checked in the free run.

    • cites [30] Nigro, M. J., Hashikawa-Yamasaki, Y. & Rudy, B. Diversity and connectivity of layer 5 somatostatin-expressing interneurons in the mouse barrel cortex. J. Neurosci. 38, 1622–1633 (2018). source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Lamp5 Egln3_1 neurons had rather Vip- and Sst-like firing instead of the typical Lamp5 electrophysiology, and Vip Mybpc1 neurons often had Sst-like firing.

    “Similarly, Lamp5 Egln3_1 neurons had rather Vip- and Sst-like firing instead of the typical Lamp5 electrophysiology, and Vip Mybpc1 neurons often had Sst-like firing.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The selected sparse reduced-rank regression model used 25 genes with a 5-dimensional latent space and achieved a cross-validated R2 of 0.38.

    “The selected model used 25 genes with a 5-dimensional latent space and achieved a cross-validated R2 of 0.38.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [32] Kobak, D. et al. Sparse reduced-rank regression for exploratory visualization of paired multivariate data sets. R. Stat. Soc. 70, 980–1000 (2021). source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    The observed phenotypes included most of the morphological and electrophysiological types of cortical neurons that have been described previously in mice and rats, allowing linking of transcriptomic and morpho-electric descriptions.

    “The observed phenotypes included most of the morphological and electrophysiological types of cortical neurons that have been described previously in mice and rats5,6,24, allowing us to link transcriptomic and morpho-electric descriptions (Extended Data Fig. 3, Supplementary File 1).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [5] Jiang, X. et al. Principles of connectivity among morphologically defined cell types in adult neocortex. Science 350, aac9462 (2015). source

      Not checked in the free run.

    • cites [6] Markram, H. et al. Reconstruction and simulation of neocortical microcircuitry. Cell 163, 456–492 (2015). source

      Not checked in the free run.

    • cites [24] Gouwens, N. W. et al. Classification of electrophysiological and morphological neuron types in the mouse visual cortex. Nat. Neurosci. 22, 1182–1195 (2019). source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Electrophysiological properties of the t-types within the Vip subclass varied continuously across the transcriptomic landscape; the membrane time constant had its largest values close to the Sncg subclass and gradually decreased towards Vip Gpc3.

    “For example, electrophysiological properties of the t-types within the Vip subclass varied continuously across the transcriptomic landscape; the membrane time constant, for instance, had its largest values close to the Sncg subclass and gradually decreased towards Vip Gpc3 (Fig. 4a).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingcitation

    Different transcriptomic families had largely distinct morpho-electric phenotypes, in agreement with them being well separated in the transcriptomic space.

    “In summary, different transcriptomic families had largely distinct morpho-electric phenotypes, in agreement with them being well separated in the transcriptomic space4.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [4] Tasic, B. et al. Shared and distinct transcriptomic cell types across neocortical areas. Nature 563, 72–78 (2018). source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Different Pvalb t-types had different preferred morphologies but showed substantial overlap.

    “While we found that different t-types had different preferred morphologies (Extended Data Table 1), they showed substantial overlap, in agreement with the L5 Pvalb t-types themselves not having clear boundaries4 (Fig. 1d).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [4] Tasic, B. et al. Shared and distinct transcriptomic cell types across neocortical areas. Nature 563, 72–78 (2018). source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    L4/5 and L5 IT t-types that were transcriptomically close to L2/3 IT t-types were located at the top of L5 close to the border between L2/3 and L5, whereas L5 IT t-types that were transcriptomically close to L6 IT t-types were located at the bottom of L5 close to the border with L6.

    “For example, L4/5 and L5 IT t-types that were transcriptomically close to the L2/3 IT t-types were located at the top of L5 close to the border between L2/3 and L5, whereas L5 IT t-types that were transcriptomically close to L6 IT t-types were located at the bottom of L5 close to the border with L6.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Between-family separability was strongest when electrophysiological and morphological features were combined into a joint representation, showing that these sets of properties are not redundant.

    “The between-family separability was strongest when we had combined electrophysiological and morphological features into a joint representation (Fig. 3c, d), showing that these sets of properties are not redundant.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    These five major groups had distinct electrophysiological properties; for example, Pvalb neurons were characterized by high firing rates while Sst neurons had high values of the hyperpolarization sag and rebound.

    “These groups had distinct electrophysiological properties: for example, as expected, Pvalb neurons were characterized by high firing rates while Sst neurons had high values of the hyperpolarization sag and rebound (Fig. 2, right).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    IT t-types did not form distinct groups for each cortical layer; instead, soma depth and RNA expression varied continuously along a one-dimensional manifold.

    “However, we found that IT t-types did not form distinct groups for each cortical layer; instead, the soma depth and RNA expression varied continuously along a one-dimensional manifold (Fig. 4d), in agreement with parallel findings based on a spatial transcriptomics approach34.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [34] Zhang, M. et al. Spatially resolved cell atlas of the mouse primary motor cortex by MERFISH. Nature https://doi.org/10.1038/s41586-021-03705-x (2021). source

      Not checked in the free run.

  • May combine two claims.

    Findingcitation

    A t-type, L4/5 IT_1, was located on the boundary between L2/3 and L5 and probably corresponds to the quasi-L4 neurons described previously in motor cortex.

    “We were also able to identify a t-type, L4/5 IT_1, that was located on the boundary between L2/3 and L5 and probably corresponds to the quasi-L4 neurons described previously in motor cortex31.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [31] Yamawaki, N., Borges, K., Suter, B. A., Harris, K. D. & Shepherd, G. M. A genuine layer 4 in motor cortex with prototypical synaptic circuit connectivity. eLife 3, e05422 (2014). source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    The correlation between transcriptomic and electrophysiological distances was also observed within multiple individual families and for many individual electrophysiological features.

    “The correlation was also observed within multiple individual families and for many individual electrophysiological features (Extended Data Fig. 7).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Our data sets are overall in good agreement and together offer an unprecedented view of cell type variability in the neocortex.

    “Our data sets are overall in good agreement (Extended Data Fig. 9) and together offer an unprecedented view of cell type variability in the neocortex.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The shape of the axonal arbor of Pvalb cells showed continuous changes across the transcriptomic landscape: small shrub-like basket cells, horizontally elongated basket cells, and vertically elongated classical basket cells were located in different corners of the t-SNE embedding, with intermediate morphologies in between.

    “The shape of the axonal arbor showed continuous changes across the transcriptomic landscape (Fig. 4e): small shrub-like basket cells, horizontally elongated basket cells, and vertically elongated classical basket cells were located in different corners of the t-SNE embedding, with intermediate morphologies in between.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Most t-types could be unambiguously placed into the correct transcriptomic family using electrophysiological features, but some t-types were in between two families.

    “Most t-types could be unambiguously placed into the correct family (Fig. 5a), but some t-types were in between two families.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Vip Mybpc1_2 was marked as having high electrophysiological variability and had high variance in input resistance, membrane time constant, and rebound.

    “By contrast, Vip Mybpc1_2 was marked as having high electrophysiological variability and indeed had high variance in input resistance, membrane time constant, and rebound (Extended Data Fig. 4).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Sst Pvalb Calb2 cells had high variability in maximum firing rate, but high-firing cells were mostly grouped in one part of the transcriptomic landscape.

    “Similarly, Sst Pvalb Calb2 cells had high variability in terms of the maximum firing rate, but high-firing cells were mostly grouped in one part of the transcriptomic landscape (Fig. 5d).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In the Sst subclass, morpho-electric properties varied continuously across the transcriptomic landscape, with neighbouring t-types consistently showing similar morphologies and similar rebound values.

    “We observed the same in the Sst subclass, which is known to be transcriptomically4 and morpho-electrically29,30,33 diverse in L5. Here we also found that morpho-electric properties varied continuously across the transcriptomic landscape, with neighbouring t-types consistently showing similar morphologies and similar rebound values (Fig. 4b).”
    Quote in the paperSubstantial claim0 of 4 sources checked
    • cites [4] Tasic, B. et al. Shared and distinct transcriptomic cell types across neocortical areas. Nature 563, 72–78 (2018). source

      Not checked in the free run.

    • cites [29] Muñoz, W., Tremblay, R., Levenstein, D. & Rudy, B. Layer-specific modulation of neocortical dendritic inhibition during active wakefulness. Science 355, 954–959 (2017). source

      Not checked in the free run.

    • cites [30] Nigro, M. J., Hashikawa-Yamasaki, Y. & Rudy, B. Diversity and connectivity of layer 5 somatostatin-expressing interneurons in the mouse barrel cortex. J. Neurosci. 38, 1622–1633 (2018). source

      Not checked in the free run.

    • cites [33] Naka, A. et al. Complementary networks of cortical somatostatin interneurons enforce layer specific control. eLife 8, e43696 (2019). source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Within each class, cells were strongly segregated by soma depth, with excitatory cells forming mostly a one-dimensional manifold.

    “Within each class, cells were strongly segregated by the soma depth, with excitatory cells forming mostly a one-dimensional manifold.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The resulting cDNA yield was not correlated with the hold time (Spearman correlation −0.01).

    “The resulting cDNA yield was not correlated with the hold time (Spearman correlation −0.01).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    In Gnb4-Cre mice, no labelled cells were found in MOp; all labelled cells were far outside MOp and close to the claustrum.

    “We were unable to find any labelled cells in MOp in the Gnb4-Cre mice: all labelled cells were far outside of MOp and close to the claustrum46.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [46] Peng, H. et al. Morphological diversity of single neurons in molecularly defined cell types. Nature https://doi.org/10.1038/s41586-021-03941-1 (2021). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingcitation

    The addition of the RNase inhibitor resulted in an increase in osmolarity to the desired value of 315-320 mOSM without a further dilution.

    “The addition of the inhibitor resulted in an increase in osmolarity to the desired value of 315–320 mOSM without a further dilution17.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17] Cadwell, C. R. et al. Multimodal profiling of single-cell morphology, electrophysiology, and gene expression using Patch-seq. Nat. Protocols 12, 2531 (2017). source

      Not checked in the free run.

  • May combine two claims.

    Findingnone given

    A substantial portion of the RNA extracted from the neurons was nascent and contained intronic sequences.

    “A substantial portion of the RNA extracted from the neurons was nascent and contained intronic sequences.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    We detected 42,466 genes, including pseudogenes and annotated non-coding segments, in at least one cell.

    “We detected 42,466 genes, including pseudogenes and annotated non-coding segments, in at least one cell.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    One hundred and ten cells mapped to the Sst subclass, 43 to IT, 12 to ET, 10 to Pvalb, and 2 to NP.

    “One hundred and ten cells mapped to the Sst subclass, 43 to IT, 12 to ET, 10 to Pvalb, and 2 to NP.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    175 cells were assigned to L5 in the post hoc analysis.

    “175 cells were assigned to L5 in the post hoc analysis (see below).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Neurons form a hierarchy that consists of distinct non-overlapping branches at the level of families, but can form continuous and correlated transcriptomic and morpho-electrical landscapes within families.

    “Instead, neurons form a hierarchy that consists of distinct non-overlapping branches at the level of families, but can form continuous and correlated transcriptomic and morpho-electrical landscapes within families.”
    • Also stated in: § Discussion · plain
      “In this metaphor, neurons follow a hierarchy consisting of distinct, non-overlapping branches at the level of families (large leaves), but with a spectrum of cells forming continuous and correlated transcriptomic and morpho-electrical landscapes within each leaf.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    After excluding cells with poor mapping, 1,227 neurons remained for further analysis (817 inhibitory, 410 excitatory; 369 and 269 with morphological reconstructions, respectively).

    “Cells that showed poor mapping (owing to a low read count or excessive RNA contamination) were excluded (Extended Data Fig. 2), leaving 1,227 neurons for further analysis (817 inhibitory, 410 excitatory; 369 and 269 with morphological reconstructions, respectively).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Premisecitation

    To understand the roles of t-types in cortical computations, it is necessary to know their anatomy, connectivity, and electrophysiology.

    “However, to understand the roles of t-types in cortical computations, it is necessary to know their anatomy, connectivity, and electrophysiology7.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7] Zeng, H. & Sanes, J. R. Neuronal cell-type classification: challenges, opportunities and the path forward. Nat. Rev. Neurosci. 18, 530–546 (2017). source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductown data

    The study performed whole-cell recordings from more than 2,000 cells, of which 1,329 passed initial quality control.

    “In total, we performed whole-cell recordings from more than 2,000 cells, of which 1,329 cells (from 266 mice) passed initial quality control.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    The mRNA of the 1,329 cells was sequenced, yielding on average 1.3 million exonic and 0.7 million intronic reads and 9,100 ± 3,500 detected genes per cell.

    “The mRNA of these 1,329 cells was sequenced, yielding on average 1.3 million exonic and 0.7 million intronic reads (medians; mean ± s.d. on a log10 scale: 6.0 ± 0.6 and 5.6 ± 0.8, respectively) and 9,100 ± 3,500 (mean ± s.d.) detected genes per cell (Extended Data Fig. 2).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Linking transcriptomically defined cell types to their phenotypes has remained a major challenge.

    “High-throughput single-cell sequencing techniques have identified dozens of types of neuron on the basis of their transcriptional profiles3,4,14,15, but linking transcriptomically defined cell types (t-types) to their phenotypes has remained a major challenge16.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [16] Huang, Z. J. & Paul, A. The diversity of GABAergic neurons and neural communication elements. Nat. Rev. Neurosci. 20, 563–572 (2019). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S1 (asserted).

    Premisecitation

    The current view is that a neuronal cell type is characterized by a common genetic profile that gives rise to distinct physiological and anatomical properties, including patterns of connectivity.

    “The current view is that a neuronal cell type is characterized by a common genetic profile that gives rise to distinct physiological and anatomical properties, including patterns of connectivity7,9.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [7] Zeng, H. & Sanes, J. R. Neuronal cell-type classification: challenges, opportunities and the path forward. Nat. Rev. Neurosci. 18, 530–546 (2017). source

      Not checked in the free run.

    • cites [9] Masland, R. H. Neuronal cell types. Curr. Biol. 14, R497–R500 (2004). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Of the 1,329 neurons, 646 had sufficient staining for their morphologies to be reconstructed.

    “Of these neurons, 646 had sufficient staining for their morphologies to be reconstructed.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Cortical neurons exhibit extreme diversity in gene expression as well as in morphological and electrophysiological properties.

    “Cortical neurons exhibit extreme diversity in gene expression as well as in morphological and electrophysiological properties1,2.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [1] Harris, K. D. & Shepherd, G. M. The neocortical circuit: themes and variations. Nat. Neurosci. 18, 170–181 (2015). source

      Not checked in the free run.

    • cites [2] Tremblay, R., Lee, S. & Rudy, B. GABAergic interneurons in the neocortex: from cellular properties to circuits. Neuron 91, 260–292 (2016). source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    High-throughput single-cell sequencing techniques have identified dozens of types of neuron on the basis of their transcriptional profiles.

    “High-throughput single-cell sequencing techniques have identified dozens of types of neuron on the basis of their transcriptional profiles3,4,14,15, but linking transcriptomically defined cell types (t-types) to their phenotypes has remained a major challenge16.”
    Quote in the paperSubstantial claim0 of 4 sources checked
    • cites [3] Tasic, B. et al. Adult mouse cortical cell taxonomy revealed by single cell transcriptomics. Nat. Neurosci. 19, 335–346 (2016). source

      Not checked in the free run.

    • cites [4] Tasic, B. et al. Shared and distinct transcriptomic cell types across neocortical areas. Nature 563, 72–78 (2018). source

      Not checked in the free run.

    • cites [14] Zeisel, A. et al. Cell types in the mouse cortex and hippocampus revealed by single-cell RNA-seq. Science 347, 1138–1142 (2015). source

      Not checked in the free run.

    • cites [15] Zeisel, A. et al. Molecular architecture of the mouse nervous system. Cell 174, 999–1014.e22 (2018). source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Although all deep NGCs belong to the Lamp5 subclass, some are derived from the CGE and some from the MGE, as in the hippocampus.

    “Our results suggest that although all deep NGCs belong to the Lamp5 subclass, some are derived from the CGE and some from the MGE, as in the hippocampus25–27.”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [25] Tricoire, L. et al. Common origins of hippocampal Ivy and nitric oxide synthase expressing neurogliaform cells. J. Neurosci. 30, 2165–2176 (2010). source

      Not checked in the free run.

    • cites [26] Pelkey, K. A. et al. Hippocampal GABAergic inhibitory interneurons. Physiol. Rev. 97, 1619–1747 (2017). source

      Not checked in the free run.

    • cites [27] Harris, K. D. et al. Classes and continua of hippocampal CA1 inhibitory neurons revealed by single-cell transcriptomics. PLoS Biol. 16, e2006387 (2018). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Recent transcriptomic and anatomical studies have argued that neurons in hippocampus, striatum, and cerebellum can be better described as forming partially continuous manifolds.

    “Consistent with our interpretation, recent transcriptomic and anatomical studies have argued that neurons in hippocampus, striatum, and cerebellum can be better described as forming partially continuous manifolds27,37–39.”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [27] Harris, K. D. et al. Classes and continua of hippocampal CA1 inhibitory neurons revealed by single-cell transcriptomics. PLoS Biol. 16, e2006387 (2018). source

      Not checked in the free run.

    • cites [37] Muñoz-Manchado, A. B. et al. Diversity of interneurons in the dorsal striatum revealed by single-cell RNA sequencing and PatchSeq. Cell Rep. 24, 2179–2190.e7 (2018). source

      Not checked in the free run.

    • cites [38] Stanley, G. et al. Continuous and discrete neuron types of the adult murine striatum. Neuron 105, 688–699.e8 (2019). source

      Not checked in the free run.

    • cites [39] Wang, W. X. & Lefebvre, J. L. Morphological pseudotime ordering and fate mapping reveals diversification of cerebellar inhibitory interneurons. Preprint at https://doi.org/10.1101/2020.02.29.971366 (2020). source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    Although some within-type morpho-electric variability may be attributed to technical challenges of Patch-seq or to factors such as the exact spatial location of the cell within motor cortex, there are clear cases in the data that suggest within-type morpho-electric variability is related to within-type transcriptomic variability.

    “Although we cannot fully exclude the possibility that some of this variability can be attributed to technical challenges of Patch-seq or to factors such as the exact spatial location of the cell within motor cortex36, there are clear cases in our data that suggest that within-type morpho-electric variability is related to within-type transcriptomic variability.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [36] Cembrowski, M. S. et al. Spatial gene-expression gradients underlie prominent heterogeneity of ca1 pyramidal neurons. Neuron 89, 351–368 (2016). source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    While overall transcriptomic family was highly predictive of the cell phenotype, some t-types exhibited properties similar to those of another transcriptomic family.

    “Thus, while overall transcriptomic family was highly predictive of the cell phenotype, some t-types exhibited properties similar to those of another transcriptomic family.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Previous studies using transgenic lines had shown that morpho-electric properties within these families can be highly variable.

    “Previous studies using transgenic lines had shown that morpho-electric properties within these families can be highly variable5,24.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [5] Jiang, X. et al. Principles of connectivity among morphologically defined cell types in adult neocortex. Science 350, aac9462 (2015). source

      Not checked in the free run.

    • cites [24] Gouwens, N. W. et al. Classification of electrophysiological and morphological neuron types in the mouse visual cortex. Nat. Neurosci. 22, 1182–1195 (2019). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    A parallel Patch-seq study of the inhibitory neurons in the mouse visual cortex focused on isolating multimodal neural types but also often observed continuous variation.

    “A parallel Patch-seq study of the inhibitory neurons in the mouse visual cortex45 focused on isolating multimodal neural types (‘met-types’) but also often observed continuous variation.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [45] Gouwens, N. W. et al. Integrated morphoelectric and transcriptomic classification of cortical GABAergic cells. Cell 183, 1–19 (2020). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    No statistical methods were used to predetermine sample size.

    “No statistical methods were used to predetermine sample size.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Within-type distributions of soma depths agreed well with previous data and with the layer-specific nomenclature of excitatory t-types, confirming the validity of t-type assignment.

    “Within-type distributions of soma depths (Fig. 1b) agreed well with previous data4 and with the layer-specific nomenclature of excitatory t-types, confirming the validity of our t-type assignment.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [4] Tasic, B. et al. Shared and distinct transcriptomic cell types across neocortical areas. Nature 563, 72–78 (2018). source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    Cortical studies have identified many intermediate cells with uncertain t-type assignments.

    “Similarly, cortical studies have identified many intermediate cells with uncertain t-type assignments3,4.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [3] Tasic, B. et al. Adult mouse cortical cell taxonomy revealed by single cell transcriptomics. Nat. Neurosci. 19, 335–346 (2016). source

      Not checked in the free run.

    • cites [4] Tasic, B. et al. Shared and distinct transcriptomic cell types across neocortical areas. Nature 563, 72–78 (2018). source

      Not checked in the free run.

  • May combine two claims.

    Study design and conductcitation

    The RNA extraction process may have interfered with biocytin diffusion and MOp is quite thick, making it difficult to recover complete morphologies of some groups of neurons, such as deep L5 Martinotti cells.

    “Second, as the RNA extraction process may have interfered with biocytin diffusion17 and as MOp is quite thick, it was difficult to recover complete morphologies of some groups of neurons, such as deep L5 Martinotti cells with thin long axons that reach all the way to L1.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17] Cadwell, C. R. et al. Multimodal profiling of single-cell morphology, electrophysiology, and gene expression using Patch-seq. Nat. Protocols 12, 2531 (2017). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    The experiments were not randomized and investigators were not blinded to allocation during experiments and outcome assessment, unless otherwise stated.

    “The experiments were not randomized and investigators were not blinded to allocation during experiments and outcome assessment, unless otherwise stated.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    On a fine within-family scale, both transcriptomic and morpho-electric landscapes are continuous rather than discrete.

    “This is in agreement with the idea that on a fine within-family scale, both transcriptomic and morpho-electric landscapes are continuous rather than discrete.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductown data

    We obtained high-quality electrophysiological recordings and extracted electrophysiological features of 184 cells.

    “We obtained high-quality electrophysiological recordings and extracted electrophysiological features of 184 cells.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The investigators were blinded to the cell type of each sample during library construction and sequencing.

    “The investigators were blinded to the cell type of each sample during library construction and sequencing.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Two inhibitory neurons were left out because some of the morphometric statistics could not be extracted owing to insufficient dendritic recovery; this left 367 inhibitory neurons (with 50 morphometric features) and 269 excitatory neurons (with 35 morphometric features).

    “Two inhibitory neurons were left out because some of the morphometric statistics could not be extracted owing to insufficient dendritic recovery; this left 367 inhibitory neurons (with 50 morphometric features) and 269 excitatory neurons (with 35 morphometric features).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    We obtained soma depth information for 1,284 neurons out of 1,329.

    “We obtained soma depth information for 1,284 neurons out of 1,329 (45 neurons were mistakenly recorded using a solution with insufficient biocytin concentration, and we could measure soma depths for only 2 of those; for 2 other neurons the measurements could not be carried out because the slices were lost).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Samples containing less than around 1 ng total cDNA (in the 15 μl final volume) or with an average size less than 1,500 bp were typically not sequenced (with some occasional exceptions).

    “Samples containing less than around 1 ng total cDNA (in the 15 μl final volume) or with an average size less than 1,500 bp were typically not sequenced (with some occasional exceptions).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    We did not use any axonal features for the excitatory cells because only a small part of the axon could typically be reconstructed.

    “We did not use any axonal features for the excitatory cells because only a small part of the axon could typically be reconstructed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    We sequenced in total 185 neurons, obtained from 8 adult mice (7 Sst-Cre/Ai9 and 1 Pvalb-Cre/Ai9), of which 177 neurons passed the transcriptomic quality control and got a t-type assignment.

    “We sequenced in total 185 neurons, obtained from 8 adult mice (7 Sst-Cre/Ai9 and 1 Pvalb-Cre/Ai9), of which 177 neurons passed the transcriptomic quality control and got a t-type assignment (see below).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    We took special care to exclude reconstructions of all neurons that showed any signs of damage, lack of contrast, or poor overall staining.

    “We took special care to exclude reconstructions of all neurons that showed any signs of damage, lack of contrast, or poor overall staining.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    One cell was probably located outside MOp, based on the slice anatomy, and was excluded.

    “In addition, one cell was probably located outside MOp, based on the slice anatomy, and was excluded as well.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    For all statistical analysis, we used 17 of the 29 extracted electrophysiological features, excluding features that were zero for many cells, highly correlated with other features, highly skewed, or undefined for some cells.

    “For all statistical analysis we used 17 features out of the extracted 29, excluding features that were equal to zero for many cells (afterdepolarization, burstiness, rebound number of APs, sag area, sag time, wildness), two Fano factor features that were highly correlated with the corresponding coefficient of variation features (AP Fano factor, ISI Fano factor) and another measure of latency that”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    This is effectively a leave-one-out cross-validation procedure.

    “This is effectively a leave-one-out cross-validation procedure.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning

    To prevent overlap between these two populations, we added a small constant value of 0.25 to the excitatory block-diagonal block, leading to the strong excitatory-inhibitory separation in Fig. 3b.

    “To prevent overlap between these two populations, we added a small constant value of 0.25 to the excitatory block-diagonal block, leading to the strong excitatory–inhibitory separation in Fig. 3b.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    We used the entropies of a Leiden clustering35 as an alternative way to approach the same question.

    “We used the entropies of a Leiden clustering35 as an alternative way to approach the same question.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [35] Traag, V. A., Waltman, L. & van Eck, N. J. From Louvain to Leiden: guaranteeing well-connected communities. Sci. Rep. 9, 5233 (2019). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    We did not use any features measuring morphological properties in the slice depth (y) direction because of possible slice shrinkage artefacts.

    “We did not use any features measuring morphological properties in the slice depth (y) direction because of possible slice shrinkage artefacts.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Forty-five sequenced cells were mistakenly recorded using a solution with a much smaller concentration of biocytin, and their morphologies could not be recovered.

    “Forty-five sequenced cells were mistakenly recorded using a solution with a much smaller concentration of biocytin, and their morphologies could not be recovered.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    We used bootstrapping over genes to assess the confidence of each t-type assignment.

    “We used bootstrapping over genes to assess the confidence of each t-type assignment.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    To provide a sensible baseline for the range of possible normalized total variances in a population of morpho-electrically homogeneous types, we used a clustering analysis.

    “To provide a sensible baseline for the range of possible normalized total variances in a population of morpho-electrically homogeneous types, we used a clustering analysis.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The k-means clusters represent morpho-electrically homogeneous types.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The remaining 1,232 cells passed quality control and entered the second round.

    “The remaining 1,232 cells passed quality control and entered the second round.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The distributions of the remaining features were visually checked for outliers and for meaningful variation between transcriptomic types, leading to a further exclusion of three features for the inhibitory cells.

    “The distributions of the remaining features were visually checked for outliers and for meaningful variation between transcriptomic types, leading to a further exclusion of three features for the inhibitory cells.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Special care was taken to ensure that the seal between the pipette and the cell membrane remained intact to reduce contamination from the extracellular environment.

    “Special care was taken to ensure that the seal between the pipette and the cell membrane remained intact to reduce contamination from the extracellular environment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    We did not use the Sncg and NP families owing to insufficient coverage in our data set (Fig. 1).

    “We did not use the Sncg and NP families owing to insufficient coverage in our data set (Fig. 1).”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductnone given

    We used the following quality control criteria: (1) seal resistance value >1 GΩ before achieving whole-cell configuration; (2) access resistance <30 MΩ.

    “We used the following quality control criteria: (1) seal resistance value >1 GΩ before achieving whole-cell configuration; (2) access resistance <30 MΩ.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    In each case, we excluded features with coefficient of variation below 0.25 (among the features with only positive values).

    “In each case, we excluded features with coefficient of variation below 0.25 (among the features with only positive values).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The final number of cells with t-type assignment was 1,227.

    “The final number of cells with t-type assignment was 1,227.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductown data

    We reduced each set to five PCs, discarded PC1 (it was strongly correlated with the normalized soma depth and made the resulting embedding strongly influenced by the soma depth), and scaled the PCs by the standard deviation of the respective PC2.

    “We reduced each set to five PCs, discarded PC1 (it was strongly correlated with the normalized soma depth and made the resulting embedding strongly influenced by the soma depth), and scaled the PCs by the standard deviation of the respective PC2.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    The three large transcriptomic groups (CGE-derived interneurons, MGE-derived interneurons, and excitatory neurons) are perfectly separated from each other with no transcriptomically intermediate cells.

    “the three large transcriptomic groups (CGE-derived interneurons, MGE-derived interneurons, and excitatory neurons) that are perfectly separated from each other with no transcriptomically intermediate cells4.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [4] Tasic, B. et al. Shared and distinct transcriptomic cell types across neocortical areas. Nature 563, 72–78 (2018). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    This shrinkage was not compensated for in our analysis.

    “This shrinkage was not compensated for in our analysis.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Tissue shrinkage due to the fixation and staining procedures was about 10-20%.

    “Consistently with previous studies, tissue shrinkage due to the fixation and staining procedures was about 10–20%5,28,49.”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [5] Jiang, X. et al. Principles of connectivity among morphologically defined cell types in adult neocortex. Science 350, aac9462 (2015). source

      Not checked in the free run.

    • cites [28] Scala, F. et al. Layer 4 of mouse neocortex differs in cell types and circuit organization between sensory areas. Nat. Commun. 10, 4174 (2019). source

      Not checked in the free run.

    • cites [49] Markram, H., Lübke, J., Frotscher, M., Roth, A. & Sakmann, B. Physiology and anatomy of synaptic connections between thick tufted pyramidal neurones in the developing rat neocortex. J. Physiol. (Lond.) 500, 409–440 (1997). source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Study design and conductnone given

    The measured electrophysiological properties of the 45 cells mistakenly recorded with a smaller biocytin concentration were not systematically different from those of the other sequenced cells.

    “We made sure that the measured electrophysiological properties of these cells were not systematically different from those of the the other sequenced cells.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Four features were log-transformed to make their distribution more Gaussian-like: AP coefficient of variation, ISI coefficient of variation, ISI adaptation index, and latency.

    “Four features were log-transformed to make their distribution more Gaussian-like: AP coefficient of variation, ISI coefficient of variation, ISI adaptation index, and latency.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    Cells meeting any of the following exclusion criteria were declared low quality and did not get a t-type assignment.

    “Cells meeting any of the following exclusion criteria were declared low quality and did not get a t-type assignment (Extended Data Fig. 2e): cells with the highest correlation below 0.4 (78 cells); cells that would be assigned to non-neural t-types, presumably owing to RNA contamination51 (14 cells; see also Extended Data Fig. 2j–n); cells with the highest correlation less than 0.02 above the max”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    These four cells were excluded from all analyses and visualizations.

    “These four cells were excluded from all analyses and visualizations (as if they did not pass the transcriptomic quality control).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    The confidences obtained with seven reference data sets agreed well with each other and were averaged to obtain the consensus confidence.

    “The confidences obtained with seven reference data sets agreed well with each other (Extended Data Fig. 2i) and were averaged to obtain the consensus confidence.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Subsampling was done to eliminate a possible bias due to the t-type abundance.

    “Subsampling was done to eliminate a possible bias due to the t-type abundance.”
    Quote in the paperSubstantial claim
85 of 85
  • The authors state this as an assumption.

    The variance of k-means clusters (with k set to the number of t-types) reflects the minimal possible phenotypic variance obtainable in the data set.

    “The rationale here was that the variance of the k-means clusters would reflect the minimal possible variance obtainable in our data set.”
  • The authors state this as an assumption.

    The k-means clusters represent morpho-electrically homogeneous types.

    “reasoning that these clusters should be as homogeneous as possible given the variability in our data set.”
2 of 2

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Transcriptomically defined cell types have been shown to exhibit concordant morphological and physiological properties.

    “Transcriptomically defined cell types have been shown to exhibit concordant morphological and physiological properties10,11.”
  • In each mouse motor cortex subclass, morpho-electrical properties change continuously together with transcriptomic types.

    “Within each subclass the morpho-electrical properties vary continuously along with the transcriptomic types.”

    From What is a cell type and how to define it? (2022) · cites this paper as Scala et al., 2021

  • Some transcriptomic types show extra heterogeneity in morpho-electrical properties.

    “There is also additional heterogeneity of morpho-electrical properties within some transcriptomic types, indicating a more complex picture.”

    From What is a cell type and how to define it? (2022) · cites this paper as Scala et al., 2021

  • Patch-seq data integrating transcriptome, electrophysiology and morphology indicate that mouse motor cortex cell types have corresponding multimodal distinctions at the subclass level.

    “Integration of transcriptomic, electrophysiological and morphological properties by Patch-seq reveals multimodal corresponding distinctions of mouse motor cortex cell types at subclass level (Scala et al., 2021).”

    From What is a cell type and how to define it? (2022) · cites this paper as Scala et al., 2021

  • Excitatory t-types from IT subclasses with more similar transcriptomes were also located at adjacent cortical depths, suggesting that distance in t-space co-varied with anatomical distance, even within a layer.

    “For example, excitatory t-types from the IT subclasses with more similar transcriptomes were also located at adjacent cortical depths, suggesting that distance in t-space co-varied with anatomical distance42, even within a layer (Fig. 3g), in line with the above MERFISH results (Fig. 2c).”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Electrophysiological representation is described as both 17- and 16-dimensional

    Minor

    The electrophysiological representation is said to have 17 principal components, but the later combined analysis calls it 16-dimensional. No step is described that removes a component from the electrophysiological representation.

1 of 1

Cites

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Authors
Scala, F., Kobak, D., Bernabucci, M., Bernaerts, Y., Cadwell, C. R., Castro, J. R., Hartmanis, L., Jiang, X., Laturnus, S., Miranda, E., Mulherkar, S., Tan, Z. H., Yao, Z., Zeng, H., Sandberg, R., Berens, P., & Tolias, A. S.
Affiliations
  • Baylor College of Medicine (US)
  • University of Tübingen (DE)
  • University of California, San Francisco (US)
  • Karolinska Institutet (SE)
  • Allen Institute for Brain Science (US)
  • Bernstein Center for Computational Neuroscience Tübingen (DE)
Corresponding author
  • Berens, Philipp
  • Tolias, Andreas S.
Venue
Nature
Published
2020-11-12
Volume
598
Issue
7879
Pages
144-150
ISSN
  • 0028-0836 (ISSN-L)
  • 1476-4687
OpenAlex
W3106117005
Cited by
398
References
74
Citations by year
2026: 52 · 2025: 83 · 2024: 62 · 2023: 74 · 2022: 63 · 2021: 47 · 2020: 14 · 2019: 1 · 2018: 1
FWCI
15.99
Type
journal article
Language
en
Open access
Locations
  • Nature (publishedVersion, cc-by)
  • bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
  • Europe PMC (PubMed Central) (publishedVersion, other-oa)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • RePEc: Research Papers in Economics (submittedVersion)
  • eScholarship (California Digital Library) (submittedVersion, cc-by)
Funders
  • Deutsche Forschungsgemeinschaft (EXC2064, (BE5601/4-1, 276693517, 390727645)
  • Bundesministerium für Bildung und Forschung (FKZ 01GQ1601, FKZ 01GQ1601 and 01IS18039A, 01IS18039A, 01GQ1601)
  • National Institutes of Health (EY002520)
  • Intelligence Advanced Research Projects Activity (D16PC00003)
  • Interior Business Center
  • National Institute of Mental Health (R01MH109556, R01MH120404, R01MH122169, U19MH114830)
  • National Eye Institute (P30EY002520, EY002520, T32EY007001, R01EY033492)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Single-cell and spatial transcriptomics
  • Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neuropharmacology Research
  • Life Sciences › Neuroscience › Cognitive Neuroscience › Neural dynamics and brain function
Keywords
neuronal cell types, primary motor cortex, Patch-seq, single-cell RNA sequencing, patch-clamp recording, neocortical neurons, neuronal heterogeneity, VIP, parvalbumin, SST
MeSH terms
Animals, Atlases as Topic, Female, Glutamates, Lysine, Male, Motor Cortex, Neurons, Organ Specificity, Phenotype, Staining and Labeling, Sequence Analysis, RNA, Patch-Clamp Techniques, Gene Expression Profiling, Mice, Single-Cell Analysis, GABAergic Neurons, Transcriptome

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-07.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-07.

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