Main

The development of the monocot grass leaf has long intrigued plant biologists. Grass leaves are planar, comprising a distal, strap-like blade specialized for photosynthesis and a proximal, sheathing leaf base that encircles and supports the stem (Fig. 1a,b). Leaf development begins from organ initial cells in the peripheral zone of the shoot apical meristem (SAM); these cells comprise at least three mediolateral domains (that is, central, lateral and marginal) that extend bidirectionally from the midvein toward the edges of the leaf (Fig. 1c,d)1. The planar, mediolateral outgrowth of both eudicot and monocot leaves is dependent on conserved Wuschel-like homeobox3 (WOX3) transcription-factor-encoding genes2,3,4. As described previously, Wox3 genes are expressed in the marginal domain of the SAM peripheral zone and at the intersection of the adaxial–abaxial (top–bottom) domains (that is, the rim1) of developing leaf primordial edges, where they promote mediolateral outgrowth of the marginal leaf domain1,2,3,4. In maize, double mutations in the redundant maize Wox3 homologs narrow sheath1 (Ns1) and narrow sheath2 (Ns2) delete the marginal domain, resulting in narrow leaves that fail to form a sheathing leaf base (Fig. 1e–h)3,4,5. Meanwhile, at the blade–sheath boundary (BSB), grasses form two evolutionarily novel leaf elaborations that are not described in eudicot leaves (Fig. 1b): (1) a hinge-like auricle that angles the blade away from the shoot axis to maximize light capture and (2) the ligule, a fringe of epidermally derived tissue that grows out from the adaxial surface of the leaf and demarcates the BSB6. Loss-of-function mutations in the liguless1 (Lg1) gene delete both the ligule and auricle, causing dramatic decreases in leaf angle6,7. Natural variation in LG1 activity was a target of selection during domestication to produce the upright leaf angles found in modern cultivated maize8. Despite the evolutionary novelty and agricultural importance of the grass ligule and auricle, surprisingly little is known about their morphological homology or developmental mechanisms.

Fig. 1: Single-cell transcriptomic analysis of normal and ns shoot apices.
Fig. 1: Single-cell transcriptomic analysis of normal and ns shoot apices.
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a, The maize seedling shoot. Scale bar, 5 cm. b, Morphology of the BSB. Scale bar, 5 mm. c,d, Illustration of leaf domains in a young leaf primordium (c) and a mature leaf (d). e,f, WT (e) and ns mutant sibling (f) showing effect of ns mutations on leaf width. g,h, Transverse sections through WT sibling (g) and ns mutant (h) shoot apices, false coloured to illustrate leaf domains. The tapered marginal domain in WT siblings is deleted in ns mutants. Scale bars, 100 μm. i, Single-cell transcriptomic approach. j, UMAP and embeddings of shoot apex cells coloured by putative cell-type identity. UMI, unique molecular identifier.

Recent molecular, genetic and computational models of maize leaf development have proposed the existence of a rim domain, defined as cells that promote planar outgrowth at the edges of leaf primordia1,5. However, it remains unclear how the rim is genetically specified and whether the rim comprises a distinctive cell type in leaf ontogeny. Moreover, it is uncertain if the ligule also emerges from a rim domain, although transcriptomic analyses of initiating maize ligules indicate that many genes transcribed during leaf initiation are also expressed in ligules9. Here, we used a combination of single-cell transcriptomics, higher-order genetics, and molecular–morphogenetic analyses to reveal that a Wox3-patterning module underlies rim domain function at the leaf edge, promoting mediolateral outgrowth of the maize leaf and ligule patterning. We propose that this Wox3-based rim function is a generalizable mechanism enabling planar outgrowth of plant lateral organs and their elaborations. In addition, our results suggest that the ligule is continuous with the epidermal rim of the leaf sheath, supporting a 150-year-old hypothesis that the ligule develops as a distal extension of the sheath margin10.

Results

Single-cell transcriptomic analysis reveals a leaf-rim domain

Models of maize leaf development have invoked a rim domain at the developing leaf primordial edge to direct planar outgrowth1,5. We reasoned that the functionally redundant WOX3 family transcription factors NS1 and NS2 (NS1/2) are possible mediators of rim function due to their spatially restricted expression in the marginal rims of leaf primordia and their role in promoting leaf mediolateral outgrowth4,5. We used single-cell RNA sequencing (scRNA-seq) to compare the transcriptional profile of cells derived from the shoot apices of phenotypically normal maize seedlings (genotype Ns1+/ns1; ns2/ns2, hereafter designated as wild type (WT)) to that of ns double mutants expressing the marginal domain deletion phenotype3 (genotype ns1/ns1; ns2/ns2, hereafter designated as ns; Fig. 1i–j). Our aims were (1) to explore the presence of a distinct transcriptional state defining the hypothetical rim domain of leaf primordia and, if detected, (2) to explore whether Ns1/2 function is required to maintain this transcriptional state and rim function. We performed two replicates of scRNA-seq on dissected shoots containing the shoot apex plus the six youngest leaf primordia (that is, primordium 0 (P0)–P6 (ref. 6)) and associated stem tissue. Protoplast samples from WT and ns double mutants were processed in parallel using the 10X Genomics Chromium microfluidic system (Fig. 1i). In total, we captured 17,128 cells (8,717 WT cells, 8,411 ns cells) and inferred their cell-type identities on the basis of the expression of known cell-type-specific marker genes11 (Extended Data Fig. 1a–d and Supplementary Table 1). We identified major cell transcriptional states corresponding to the stem, leaf primordia, vasculature, epidermis and cell cycle across both genotypes (Fig. 1j and Extended Data Fig. 2a–f). Notably, no cluster comprising SAM cells was identified; this failure may be due to the relative scarcity of SAM cells in the sampled tissues and the documented challenges in obtaining plant-shoot stem cells using this microfluidic system11,12. To search for a rim cell type, we first identified cells expressing the functionally characterized Wox3 genes Ns1/2 (ref. 4) along with their functionally uncharacterized, duplicate paralogs Wox3a/b13. Transcripts of all four genes were previously shown to accumulate in the putative rim domain of maize leaf primordia. We found that cells expressing the Wox3 genes Ns1/2 and Wox3a/b were primarily confined to a single epidermal cell-type cluster (cluster 18) expressing the epidermal marker genes lipid transfer protein2 (Ltp2)14 and outer cell layer4 (Ocl4) (Figs. 1j and 2a,b)15. Expression was also detected in proliferating S phase and G2-M phase epidermal cells, consistent with the leaf rim being a site of active cell division5. Therefore, we considered these Wox3-expressing cells to be the most likely candidates for defining the rim cell type.

Fig. 2: scRNA-seq reveals a leaf primordial rim cell type.
Fig. 2: scRNA-seq reveals a leaf primordial rim cell type.
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a, Expression patterns of epidermal marker genes Ocl4 and Ltp2 compared with Wox3 genes. Arrows indicate rim cell cluster. b, Heatmap of more than 1,000 gene transcripts upregulated in cells from WT plants expressing one or more Wox3 genes compared with a randomly selected subset of 1,000 shoot apex cells. Two-sided Wilcoxon rank-sum test, Bonferroni-adjusted P < 0.05. cj, RNA in situ hybridizations of the rim-upregulated genes Ga2ox3 (c,g), Ralf-like (d,h), Nga2-like (e,i), and Fpf1-like (f,j) in WT (cf) and ns mutant (gj) transverse shoot apex sections (n = 3). Scale bars, 100 µm. Max., maximum.

To explore the transcriptional signatures associated with these putative Wox3-expressing rim cells, we performed differential expression analysis. We identified over 1,000 upregulated transcripts (adjusted P < 0.05) in the WT Wox3-positive cells relative to all other WT cells in our scRNA-seq dataset. We then validated the expression of several of these genes using RNA in situ hybridization, which revealed transcript accumulation at both the leaf edge (that is, putative rim) and in more medial, subepidermal tissue layers of WT leaf primordia (that is, non-rim; Fig. 2b–f and Supplementary Table 2). This suggests that the Wox3 expression domain is situated at the lateral edge of a broader domain of gene expression that extends medially into the leaf. To determine if these transcriptional patterns are dependent on WOX3 function, we also examined their expression pattern by RNA in situ hybridization in the ns double mutant. The expression domains of these marker genes were attenuated in the ns mutant (Fig. 2g–j), indicating Ns1/2 function is required, either directly or indirectly, to maintain accumulation of these transcripts within and medial to the growing leaf edges. Some of these identified differentially expressed genes have previously described functions in growth regulation. For example, Ga2ox3 regulates cell growth and elongation through gibberellic acid inactivation16 and is upregulated in the leaf rim and more medial leaf regions (Fig. 2c,g). Likewise, two NGATHA2-like (Nga2-like) genes, whose Arabidopsis homologs control leaf growth17, are upregulated in WT leaf edges and medial regions but show reduced transcript accumulation in ns mutants (Fig. 2e,i). Together, these results support the existence of a transcriptionally distinct, WOX3-dependent population of cells at the epidermal leaf edge with the potential to function as a unique rim cell type that is responsible for directing planar outgrowth of the leaf primordium. Hereafter, we refer to this edge-most region of Wox3 expression as the leaf primordial rim domain.

Leaf and ligule rims share transcriptional signatures

Intriguingly, we observed that the transcription-factor-encoding gene Lg1 was co-expressed with Ns1/2 and Wox3a/b and appears among the upregulated transcripts within the rim cell type (Fig. 2b). Notably, Lg1 is also detected in additional cells and tissue layers (Fig. 3a), in agreement with previous reports showing accumulation of Lg1 transcripts in both epidermal and internal tissue layers during ligule and auricle initiation9. Lg1 is required for ligule and auricle development but is not expressed in the leaf primordial rim5,6,7,9. Moreover, although the marginal domain is deleted in ns mutant leaves, the ligule and auricle are otherwise phenotypically normal3. The coclustering of cells with ligule and leaf-rim identity suggests that a rim domain may also exist at the initiating ligule. We evaluated the similarity between rim and ligule cell types by comparing transcripts upregulated in rim cells with those upregulated in ligules, as identified in previous laser-microdissection RNA-seq (LM-RNAseq) experiments5,9. We found a statistically significant enrichment of shared transcripts in pairwise comparisons of the three datasets (Fig. 3b and Supplementary Table 3). These included genes with growth regulatory functions, such as two cytokinin oxidase enzymes, three Nga2/3-like genes, the auxin response regulator lateral root primordia1 (Lrp1)18 and the MYB family transcription-factor-encoding gene fused leaves1 (Fdl1), which promotes organ separation19. These results suggest that both the leaf and ligule primordia may possess transcriptional signatures of a rim domain that organizes planar growth of both structures.

Fig. 3: The leaf primordium and its ligule possess rim cells juxtaposed between adaxial–abaxial domains.
Fig. 3: The leaf primordium and its ligule possess rim cells juxtaposed between adaxial–abaxial domains.
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a, Expression pattern of Lg1, arrow indicates subset of Lg1+ rim cells. Arrow indicates rim cell cluster. b, Overlap between upregulated genes in leaf-rim cells and previously collected developing leaf rim and ligule RNA-seq dataset. Numbers indicate fold enrichment and P values are the result of a hypergeometric test. ce, RNA in situ hybridization of abaxial (Arf3a) (c), rim (Ns1/2) (d) and adaxial (Phb) (e) patterning genes in longitudinal sections of the developing ligule (arrowheads) at the midrib–central domain (c,e) and marginal domain (d). fh, Expression of the same indicated patterning genes in median longitudinal sections of the shoot apex (f,h) and transverse (g) sections of the stem. Scale bars, 100 μm. i, RNA in situ hybridization of Wox3a/b transcripts (arrowhead) in a longitudinal section of the developing ligule at the midrib (central) domain and the leaf rim in the marginal domain (arrows). Scale bar, 100 μm. For micrograph data, n = 3. j, Scheme for assigning cells to adaxial, abaxial and mixed cell-identity categories. k, Colour-coded cell-type identities in the UMAP projection. l, Breakdown of cell identities among all cells, rim cells and ligule cells. Cell numbers are in bold, fold enrichment and associated P values for subpopulations compared with all cells in the dataset are the output of a two-sided hypergeometric test. FC, fold change; FDR, false discovery rate.

Tissue polarity correlates with Wox3 expression in leaves and ligules

The leaf rim occupies the epidermal edge of developing primordia, at the juxtaposition of adaxial and abaxial leaf domains1,5. Ligules, in contrast, arise from the adaxial surfaces of maize leaf primordia6. To investigate whether the putative ligule rim also defines an adaxial–abaxial boundary, we asked whether the abaxial and adaxial leaf genes Arf3a20 and Phb9,21 are also expressed in ligules (Fig. 3c–h). RNA in situ hybridization revealed that transcripts of both Arf3a and Phb accumulated in initiating ligules, suggesting both abaxial and adaxial cell identities are present in the adaxially derived ligule. However, the mutually exclusive expression of these two genes, as previously described in leaf primordia22, is less well defined in the ligule (Fig. 3c,f,e,h). Transcripts of Ns1/2 (Fig. 3d) and the paralogs Wox3a/b (Fig. 3i) are likewise localized to the epidermally derived distal tip of the growing ligule, at the juxtaposition of adaxial–abaxial gene expression domains, and to the leaf primordia edges (Fig. 3d,i).

To complement our adaxial–abaxial marker gene expression analyses, we asked whether global transcriptional signatures of adaxial–abaxial identity could be detected using our single-cell transcriptomic data. We leveraged published LM-RNAseq data from the adaxial and abaxial domains of P3 primordia to identify domain-specific marker genes (213 adaxial genes, 93 abaxial genes; log2(fold change) > 2, false discovery rate < 0.05)23. We then calculated the index of cell identity (ICI) for each cell in our dataset and assessed ICI significance to assign cells to adaxial, abaxial or mixed identities (Fig. 3j,k)24. Across all cells in our scRNA-seq data, the majority exhibited a mixed identity, having both adaxial and abaxial character, with a minority of cells having strictly adaxial or abaxial identity (Fig. 3k,l). Among cells in the rim domain population (cluster 18), almost all cells had a mixed identity, consistent with the rim domain being situated at the site of adaxial–abaxial juxtaposition and/or overlap. Consistent with our RNA in situ hybridization results described above (Fig. 3c–i), we found that epidermal cells with initiating ligule identity (that is, expressing ligule markers Lg1 and Glu1 (refs. 9,25)), exhibited adaxial, abaxial and mixed identities (Fig. 3l). However, adaxial and mixed cell types predominated in the putative ligule-derived cells, probably because the ligule arises from the adaxial surface of maize leaf primordia6. Histological analysis of the mature ligule indicates that, similar to leaves, the adaxial and abaxial surfaces of the ligule exhibit distinct epidermal cell morphologies (Extended Data Fig. 3). These data suggest that gene expression signatures of adaxial–abaxial polarity in the initiating ligule (Fig. 3c,e) correspond to asymmetry in the mature organ. Overall, these results support the notion that both leaves and ligules are dorsiventrally asymmetrical and grow via rim function at the juxtaposition of adaxial–abaxial domains.

Wox3 mutants perturb the marginal and lateral leaf domains

If Ns1/2 are responsible for organizing the rim domain, we predicted that signatures of the rim domain would be perturbed or absent in scRNA-seq data collected from ns double mutants in which the marginal leaf domain is deleted1,3 (Fig. 1e–h). To determine how cellular transcriptional states were affected by Ns1/2 mutations, we compared the transcriptomes of cells from ns mutant plants to cells from their phenotypically normal siblings. Consistent with the tissue-deletion phenotype of ns mutants, perturbation analysis using MELD26 identified depletion of epidermal and ground tissue cell types in ns mutant samples relative to WT siblings (Fig. 4a,b). However, cells from cluster 18 (that is, cells with rim identity) were only modestly depleted in ns mutant seedlings, suggesting the persistence of the rim domain despite the loss of Ns1/2 function (Fig. 4b). Mutated ns1;ns2 transcripts also accumulated in ns mutant rim cells, despite the fact that both the ns1 and ns2 mutant alleles encode non-functional proteins4 (Fig. 4c,d). We reasoned the rim cells in ns mutant primordia, from which the marginal domain is deleted, may derive from the rims of the intact lateral leaf domain and from ligule domains that persist in ns mutant leaves. In addition, the thickened, abnormal leaf edges found in ns mutant sheath and blade margins3 may contribute to rim cell identity in the ns double mutants because they accumulate non-functional ns1/2 transcripts (Fig. 4c,d). Given the accumulation of Ns1/2 paralogous Wox3a/b transcripts in the rim, we hypothesized that the genetic basis of rim identity in the ns mutant background might be due to Wox3a/b function in the lateral domain of the leaf.

Fig. 4: ns mutants show a depletion of cell transcriptional states.
Fig. 4: ns mutants show a depletion of cell transcriptional states.
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a, Cells with transcriptional profiles identified as more likely to be depleted or enriched in ns mutants relative to normal siblings. Arrows indicate ns-depleted cells in clusters 11 and 14. b, Proportion of depleted and enriched cell states by replicate across clusters. c,d, RNA in situ hybridization of Ns1/2 transcripts in transverse sections through the shoot apices of WT (c) and ns mutant (d) seedlings (n = 3). Scale bars, 100 μm. Rep., replicate.

To test our hypothesis of Wox3a/b function in the lateral rim domain, we used clustered regularly interspaced short palindromic repeats (CRISPR)–Cas9 genome editing to create loss-of-function alleles of the maize Wox3a and Wox3b genes. Two independently induced mutant alleles were generated for both Wox3a and Wox3b. Specifically, wox3a-1 and wox3a-2 comprise two distinct mutagenic events that each generated an identical CG deletion in the conserved homeobox region of exon 1, which caused a frameshift predicted to induce a premature stop codon in exon 2 of the Wox3a transcript; wox3b-1 contains a T insertion, whereas wox3b-2 harbours a G deletion in exon 1, both of which are predicted to induce frameshifts and premature stop codons within that exon (Extended Data Fig. 4). Surprisingly, phenotypic characterization of the T2 generations revealed that wox3a;wox3b double mutants showed no phenotypic differences from their WT siblings (Extended Data Fig. 5a,b), suggesting that some other factor(s) may compensate for loss of Wox3a/b function. To test for higher-order functional redundancy between Ns1/2 and Wox3a/b, we generated quadruple mutants of Ns1/2 and Wox3a/b in a segregating F2 population. Triple mutant ns1;ns2;wox3a plants had much narrower leaves than those observed in WT sibling and in ns double mutant plants; triple mutant plants also display severe reductions in plant height and increased leaf curling/twisting (Fig. 5a–e). Notably, plants homozygous for ns1/2 double mutations and heterozygous for wox3a mutations exhibited an intermediate leaf phenotype, which was more severe than ns double mutants but less severe than ns1;ns2;wox3a triple mutants (Extended Data Fig. 5c–d). Thus, wox3a mutations exhibit a dosage-dependent effect on mediolateral leaf outgrowth in the ns double mutant background. Moreover, loss of Wox3b function had no appreciable effect on the severities of either the ns double mutant or the ns1;ns2;wox3a triple mutant phenotypes (Fig. 5d,e), indicating Wox3b may be dispensable for normal leaf development and does not genetically compensate for loss of paralogous Wox3 function.

Fig. 5: Higher-order Wox3 mutants perturb mediolateral outgrowth of the leaf primordium.
Fig. 5: Higher-order Wox3 mutants perturb mediolateral outgrowth of the leaf primordium.
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ae, Whole shoot phenotypes of WT (a), ns1;ns2 (b), ns1;ns2;wox3a (c), ns1;ns2;wox3a;Wox3b+/wox3b (d), and ns1;ns2;wox3a;wox3b 4-week-old maize seedlings (e). Scale bars, 10 cm. fk, Epifluorescence microscopy of the P4–P5 disc of insertion (fh) and lateral views of P1–P2 (ik) in (f,i) WT, (g,j) ns1;ns2, and (h,k) ns1;ns2;wox3a. ln, RNA in situ hybridization of Cuc2 transcripts in transverse sections through the shoot apices of WT (l), ns double mutant (m) and ns1;ns2;wox3a triple mutant (n) seedling shoot apices at the P4 stage. White dotted lines outline the P4-staged primordium. Scale bars, 100 μm. o, Illustrations of indicated genotypes and their effects on leaf mediolateral domain development. pr, RNA in situ hybridization of Ns1/2 (p) and Wox3a/b (q) in WT and of Ns1/2 (r) in the wox3a;wox3b mutant background in transverse sections of early-staged, initiating P1 leaf primordia. Scale bars, 100 μm. s,t, RNA in situ hybridization of Ns1/2 (s) and Wox3a/b (t) transcripts in transverse sections through the upper region of WT P2 leaf primordia. Scale bars, 100 μm. u,v, RNA in situ hybridization of Ns1/2 transcripts in two serial transverse sections slightly below (u) and at the tip (v) of the P2 primordium in a wox3a;wox3b mutant. Arrowheads indicate expected position of expression foci. Scale bars, 100 μm. w, Proposed expression patterns of Ns1/2 and Wox3a/b along the proximodistal axis of the leaf primordial rim. For all micrograph data presented in this figure, n = 3.

Epiluminescence microscopy of primordia from WT, ns double mutant and wox3 triple mutant seedlings indicates that the reduction of leaf mediolateral outgrowth observed in the wox3 triple mutant leaf occurs early in development, during the initiation of leaf primordia from the SAM (Fig. 5f–k). Leaf edges of WT P4-staged leaf primordia are overlapped and completely surround the SAM (Fig. 5f,o), whereas equivalently staged ns mutant leaf edges fail to overlap due to deletion of the marginal domain, leaving a small gap between the leaf edges3 (Fig. 5g,o). Leaf margins of ns1;ns2;wox3a triple mutant P4 primordia are widely separated, putatively reflecting failed outgrowth of both the marginal and lateral leaf domains (Fig. 5h,o). Comparative views of WT, ns double mutant and wox3 triple mutant SAM and P1–P2 primordia (Fig. 5i–k) likewise reveal reduced mediolateral growth in proximal regions of ns double mutant P2 leaves (Fig. 5j) and more severe mediolateral growth defects in wox3 triple mutants (Fig. 5k) as compared with phenotypically normal WT siblings (Fig. 5i).

To reveal the mediolateral extent of the leaf base (that is, the proximal-most part of the sheath as it emerges from the node27) in the wox3 mutants, we analysed expression of the developmental boundary gene Cuc2 via RNA in situ hybridization of transverse shoot sections1,9. In WT maize leaves, the sheath fully emerges from the node at the P4 stage of leaf development28. At this stage in WT leaf development, Cuc2 transcripts accumulated only in the margin of the innermost sheath1; the outermost sheath edge wraps around the innermost edge to form a sheathing leaf base that encircles the stem3,27 (Fig. 5l). In contrast, Cuc2 accumulation in ns double mutant leaf primordia was observed in the edges of both sheaths1 (Fig. 5m), which fail to wrap past one another because of the marginal domain deletion3. The sheath primordia of the triple mutant ns1;ns2;wox3a were markedly reduced in mediolateral development; foci of Cuc2 expression marked the edges of the mediolaterally stunted primordium (Fig. 5n).

Taken together, these data suggest that, whereas ns double mutations delete the marginal domain1,3, wox3 triple mutants also delete the lateral leaf domain. We propose that Wox3a and Ns1/2 redundantly promote development of the lateral domain, whereas only Ns1/2 are necessary for marginal domain outgrowth from the SAM3 (Fig. 5o).

Compensations in gene expression and Wox3 redundancy

Although ns double mutants delete the marginal domain of maize leaves, mutations in Wox3a and Wox3b have no effect on maize shoot development (Extended Data Fig. 3). In light of the genetic redundancy revealed by higher-order wox3 mutants, we tested if differential accumulation of Wox3 transcripts in leaf domains of initiating P1 primordia might explain the partially redundant wox3 mutant phenotypes. Specifically, we hypothesized that the localization of Ns1/2 transcript accumulation may be altered in a compensatory fashion in the rim domains of wox3a;wox3b mutants, explaining the lack of a wox3a;wox3b double mutant phenotype. As described previously, Ns1/2 transcripts accumulate in the marginal rim of WT P1 primordia4,5 (Fig. 5p). Also consistent with previous reports13, Wox3a/b transcript accumulation extends from the marginal to the lateral and central rim domains of the WT P1-staged leaf primordium (Fig. 5q). However, in phenotypically normal wox3a;wox3b double mutant P1 leaves, Ns1/2 expression is extended from the marginal to the lateral and central domains (Fig. 5r), a compensatory pattern not observed in WT siblings4,5. These data suggest that the absence of a mutant phenotype in wox3a;wox3b double mutant leaves is due to compensatory changes in Ns1/2 expression.

We next examined the relative extent of Ns1/2 and Wox3a/b transcript accumulation in proximodistal domains of maize leaf primordia. Our model of maize leaf mediolateral domains1 predicts that the marginal domain encompasses the rim of the entire leaf sheath and extends proximodistally to approximately the midlength of the blade3 (Fig. 1d). Our model likewise predicts that the lateral domain comprises the rim of the leaf blade distal to the marginal domain, whereas the central domain occupies the rim at the leaf tip1 (Fig. 1d). RNA in situ hybridization of serial-transverse seedling sections revealed that Wox3a/b transcript accumulation occurs in the upper, putative lateral-domain rim of WT P2 leaf primordia, whereas Ns1/2 expression was undetectable in these distal P2 rim domains (Fig. 5s,t). These data indicate that Wox3a/b transcripts accumulate higher, in more distal rim domains of the leaf primordium than do Ns1/2 transcripts. We also observed that, in phenotypically normal wox3a;wox3b mutant seedlings, Ns1/2 expression extended more distally in the P2 primordial rim relative to WT leaves (Fig. 5u,v), suggesting transcriptional compensation in wox3a;wox3b double mutant leaf domains occurs proximodistally and mediolaterally (Fig. 5r). We propose that, in WT leaf primordia, Wox3a/b and Ns1/2 expression and function are spatially partitioned, yet overlapping, along the proximodistal axis of the leaf rim (Fig. 5w). Specifically, Wox3a/b is expressed in the lateral and marginal domain (Figs. 3i and 5p,s), whereas Ns1/2 is expressed in the marginal domain (Figs. 3g and 4c).

Higher-order Wox3 function and ligule development

Our previous LM-RNAseq analyses of ligule initiation detected both Wox3a/b and Ns1/2 transcripts in the ligule lateral domain9. Likewise, in situ hybridizations detect Wox3a/b and Ns1/2 expression at the initiating ligule in histological sections of the midrib (that is, central domain; Fig. 3i and Extended Data Fig. 6), and Ns1/2 transcripts are detected at the ligule in marginal domains (Fig. 3d). These data suggest that, unlike in leaf primordia, the overlapping expression of Wox3 paralogs in the ligule primordial rim is extended to include the central, lateral and marginal domains. We next examined whether ligule development was perturbed in ns1;ns2;wox3a triple mutants. In WT plants, the ligule forms a long epidermal fringe that spans the width of the mediolateral axis at the BSB3 (Fig. 6a,f). Ligule height, localization and continuity are also normal in ns double mutants3, despite the deletion of the leaf marginal domain and its associated ligule and auricle tissues (Fig. 6b,g). However, numerous ligule developmental defects are observed in ns1;ns2;wox3a triple mutants, including displaced, misaligned and disconnected ligule fragments that are reduced in length and fail to span the mediolateral extent of the narrow leaf (Fig. 6c–e,h–i). In juvenile leaves, wox3 triple mutant ligules are sometimes absent (Extended Data Fig. 7a). As described above for leaf development, wox3b mutations had no effect on the phenotypic severity of the ligule defects of wox3 triple mutants. Notably, wox3 triple mutant leaves with missing ligules retain adaxial–abaxial patterning at the BSB, indicating that disruption of ligule development is not due to the loss of adaxial–abaxial polarity (Extended Data Fig. 7b,c)29.

Fig. 6: Higher-order Wox3 mutants perturb ligule development.
Fig. 6: Higher-order Wox3 mutants perturb ligule development.
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ae, Light micrographs of ligule phenotypes at the BSB of WT (a), ns1;ns2 (b), ns1;ns2;wox3a (c), and ns1;ns2;wox3a;wox3b (d,e) observed by light microscopy. Dotted lines trace distal rim of ligule. Scale bars, 1 mm. fi, CryoSEM of the BSB in WT (f), ns1;ns2 (g), and ns1;ns2;wox3a;Wox3b+/wox3b (h,i). Scale bars, 500 μm. For all micrograph data presented in this figure, n = 3.

Because wox3 triple mutants can form ligules despite the apparent deletions of marginal and lateral leaf domains, we tested whether polar auxin transport is required for ligule initiation, similar to initiating leaf primordia28. To this end, maize shoot apices were cultured on control media supplemented with dimethylformamide and on experimental media containing the polar auxin transport inhibitor N-1-naphthylphthalamic acid (NPA). Whereas shoot apices cultured in the absence of NPA initiated normal ligules, no ligule primordia were observed in NPA-treated shoot apices (Extended Data Fig. 8). This finding, combined with previous observations of localization of the PIN1-YFP auxin-efflux reporter at the initiating ligule9,30, suggests that ligule outgrowth requires auxin transport dynamics. These data support a model wherein development of both leaves and ligules requires polar auxin transport and a redundant WOX3 rim patterning function.

Discussion

In this study, we identify the transcriptional signatures of a rim cell type expressing redundant WOX3 function at the edges of leaf and ligule primordia. The presence of rim function in developing maize leaves is supported by previous analyses of ns double mutants5 and was used in computational modelling of both maize and eudicot leaf development1. We show that compromised rim function in higher-order wox3 maize mutants disrupts planar mediolateral outgrowth in leaves and ligules alike (Figs. 5 and 6). Reiterative use and repurposing of genetic patterning modules to sculpt morphogenesis throughout ontogeny is a common theme in development31. For example, genes involved in the development of simple leaves in Arabidopsis are redeployed during leaflet development in the compound-leaved relative Cardamine hirsuta32. Moreover, alongside the Wox3 adaxial–abaxial rim patterning module characterized here, class I knox, Pin and Cuc gene expression are associated with leaf and ligule development in maize9,33. These same gene families are also important regulators of leaf and leaflet initiation in eudicots. Similar to initiating leaf primordia, we show that polar transport of the plant hormone auxin is also required for ligule initiation28 (Extended Data Fig. 9). Therefore, we suggest that a transport-mediated auxin maximum is required during initiation of both leaf primordia28,34 and ligules9,30. In this model, auxin precedes the redundant roles of Wox3 genes in promoting leaf5,31 and ligule outgrowth (Fig. 7a). Moreover, ligule and leaves each exhibit adaxial–abaxial juxtapositioning and grow from this RIM domain via WOX3 function (Figs. 3c–h and 6). In this model, the adaxial side of the initiating ligule comprises sheath identity; more experiments are needed to ascertain if the abaxial domain of this emerging ligule comprises sheath, blade or auricle identity.

Fig. 7: Model for ligule developmental homology.
Fig. 7: Model for ligule developmental homology.
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a, Model for the elaboration of the grass ligule and the leaf in which WOX3 function in the rim organizes tissue outgrowth between juxtaposed domains of adaxial and abaxial identity. Auxin transport is necessary for both leaf and ligule initiation, and Cuc2 boundary gene expression is present in both contexts. bd, Proposed homologies for the ligule in monocots and eudicots (Arabidopsis): grass ligule and sheath margin are homologous to the margins of the eudicot leaf base and stipules (that is, the ligule is a stipule) (b), ligule and sheath margins are homologous to the margins of the eudicot petiole (that is, the ligule is an extended sheath margin) (c) and the ligule lacks homology with any eudicot leaf feature (d). e, Confocal fluorescence micrographs of compiled longitudinal sections through ligules at varying stages of maturity (left to right, from leaf). Cells express a pTUBULIN:CFP-TUBULIN construct. The length of the sheath at each stage is indicated (n = 3). Arrowheads indicate the ligule cleft. f, The BSB of a mature leaf. Arrowheads indicate the continuity between the rim of the sheath and the ligule. B, blade; L, ligule; S, sheath.

Open questions remain regarding the functional significance of observed differences in Wox gene expression in maize versus Arabidopsis leaves. Postinitiation, Wox3 transcript accumulation quickly converges to the leaf rim in maize, whereas Arabidopsis WOX-family leaf genes maintain broader expression in the ‘middle domain’ of the lamina, medial to the leaf edge35. Such differences may reflect a role for rim-specific expression of grass Wox3 genes to reinforce proximodistal growth in the strap-like grass leaf, as compared to Arabidopsis leaves. Moreover, compensatory and expanded shifts in expression of Ns1/2 may explain the lack of a wox3a/b mutant phenotype (Fig. 4). It remains unclear why Wox3a/b does not compensate for loss of Ns1/2 function. Promoter and coding sequence-swap experiments may reveal whether changes in transcript accumulation or protein function may be responsible for the partially diverged functions of the maize Wox3 paralogs.

In addition, wox3b mutations have no effects on the severity of ns1;ns2;wox3a triple mutant leaf or ligule phenotypes (Figs. 5c–e and 6c–e). We note that the non-mutant Wox3B sequence has an intact open reading frame. Comparative alignment of the predicted amino acid sequences of WOX3A and WOX3B reveal high sequence similarity in the homeodomain and the WUS-box domain (Extended Data Fig. 9a), although the functional significance of numerous non-conserved residues outside these regions remains unclear. Perhaps more informatively, our scRNA-seq data reveal that Wox3b transcript accumulation is barely detectable in both WT and ns mutant seedlings, and is far less abundant than that of Ns1, Ns2, or Wox3a (Extended Data Fig. 9b). We propose that the extremely low level of Wox3b expression in maize seedlings may explain why mutations in wox3b have no noticeable impact on the severity of the wox3 triple mutant phenotype.

Furthermore, our work sheds light on the evolutionary homology of the grass-specific ligule. For over 150 years, botanists have debated whether the ligule is homologous to the eudicot stipule36,37,38 or comprises a distal extension of the grass sheath margin10,39, whereas others have argued that the ligule is a grass-specific evolutionary novelty with no developmentally homologous counterpart in eudicots40 (Fig. 7b–d). Classical plant morphologists use explicit criteria to test for organ homology, proposing that homologous organs will occupy equivalent positions in the plant body, share unique derived morphological characters or features and use similar ontogenetic strategies41. Recently published work illustrates that the maize sheath is homologous to the eudicot petiole1. Thus, early hypotheses that the ligule (located at the distal end of the sheath) is homologous to the stipule (a laterally derived emanation from the eudicot leaf base) violate the criterion of positional homology41. Confocal imaging reveals that the initiating ligule orients its growth outward from the distal rim of the sheath; subsequent growth extends the ligule to override the blade (Fig. 7e and Extended Data Fig. 10). Furthermore, we noted that the epidermally derived sheath edges are continuous with the ligule as it extends along the distal rim of the sheath (Figs. 1b and 7f). Our data thus support a hypothesis in which the ligule is an elaboration of the distal end of the sheath edge, and its growth is organized by a leaf-like rim patterning module that comprises marginal, lateral and central leaf domains. Thus, the maize ligule and sheath edges share equivalent positions at the leaf rim and also share special characters and ontogeny, for example, as epidermal elaborations requiring auxin transport and Wox3 function. In this sense, the ligule and sheath edge satisfy established criteria for homologous structures41. Therefore, we propose that the ligule is a derived structure of the grass leaf, homologous to the unelaborated distal margin of the eudicot petiole (Fig. 7c), that is, developmentally patterned by a conserved repertoire of genetic factors.

Methods

Genetic stocks and plant growth conditions

Maize seedlings for scRNA-seq and RNA in situ hybridization were grown in 72-well trays in a Percival A100 growth chamber in soil consisting of a 1:1 mixture of Turface MVP and LM111. The day temperature was 29.4 °C, the night temperature was 23.9 °C and the relative humidity was 50%. The day length was 16 h and the relative humidity was 50%. Crosses and phenotypic analysis of CRISPR–Cas9-edited plant material were performed at the Gutermann Greenhouse Facility.

Maize stocks segregating for the narrow sheath mutant phenotype were obtained from the ns 1:1 line, proprietary stock generated by a Pioneer Hi-Bred International (Johnston, IA) and donated by M. Albertson as previously described3, which has been subsequently introgressed for over 25 generations. Phenotypically WT plants from this line are heterozygous for the ns1 mutation and homozygous for the ns2 mutation (genotype Ns1/ns1-R, homozygous ns2-R), whereas ns mutant plants are homozygous for both ns1-R and ns2-R.

CRISPR–Cas9 mutagenesis and genotyping

A guide RNA (gRNA) oligonucleotide sequence specifically targeting the homeodomain sequence of the maize Wox3a and Wox3b genes was designed using CRISPOR. The forward and reverse complement oligonucleotides were synthesized with overhanging sticky ends compatible with cloning into the BsaI site of pRGEB31 (forward sequence TGCTGGATCTGCGACGCGTT). The two complementary oligonucleotides were combined in a 1:1 ratio at a concentration of 2 µM and heated to 95 °C for 5 min, and then allowed to cool to room temperature for 20 min. pRGEBB31 was digested to completion with BsaI and 1 µl of the annealed single gRNA was ligated into 100 ng of pRGEB31 using T4 DNA ligase downstream of the OsU3 promoter. The ligation product was then transformed into TOP10 competent Escherichia coli. Insertion of the gRNA was verified with colony PCR and Sanger sequencing. The gRNA portion of pRGREB31 consisting of the OsU3 promoter, ligated gRNA and gRNA scaffold, along with the downstream 35S promoterCas9NOS terminator construct were amplified from pRGEB31 and cloned into a pENTR-dTOPO Gateway Entry vector according to the manufacturer’s instructions (Thermo Fisher Scientific). Sequence verification was done by Sanger sequencing, and a correct clone was introduced into the maize transformation vector pTF101.1 by a Gateway LR clonase reaction. Purified plasmid was supplied to the Iowa State Transformation Facility, where Agrobacterium-mediated transformation was used to introduce the pTF101.1 construct harbouring the gRNA and Cas9 constructs into maize inbred B104 callus. Regenerated T1 plantlets were transferred to soil. We genotyped T1 and T2 individuals to identify the nature of the Cas9-generated alleles at Wox3a and Wox3b using Sanger sequencing of PCR products TA-cloned into pCRII-TOPO vector according to the manufacturer’s instructions. Two independently generated alleles at both loci were carried forward. Individuals carrying alleles that were negative for the Cas9 transgene in the T2 generation were used to perform crosses to ns1;ns2 plants. F1 plants from this cross were self-pollinated and ~3,000 resulting F2 progeny were screened for phenotypes. Plants were genotyped at the Wox3a, Wox3b, Ns1 and Ns2 loci. DNA was extracted using a guanidium-HCl Whatman paper extraction, as previously described42. Genotyping of Ns1 was performed by PCR amplification with two Ns1-specific and a single CACTA-element-specific primer, such that DNA gel electrophoresis banding patterns could be used to detect the presence of the CACTA insertion in the ns1-R mutant allele. Ns2 was genotyped using Sanger sequencing of PCR products to detect the G insertion in the ns2-R mutant allele. Primers used for construct design and genotyping are presented in Supplementary Table 4.

Scanning electron cryomicroscopy

The leaf BSB was dissected and mounted onto a scanning electron microscopy (SEM) stub using conductive graphite adhesive. The sample was lowered into slushed liquid nitrogen, flash frozen and sublimated for 2 min at −70 °C to reduce the formation of ice crystals. The sample was then sputter coated with gold palladium for 30 s at 20 mA before SEM imaging. Samples were imaged on an FEI Strata 400 S DualBeam Focused Ion Beam scanning electron microscope (FIB-SEM) fitted with a Quorum PP3010T scanning electron cryomicroscopy (CryoSEM) or FIB-SEM preparation system.

RNA in situ hybridization

RNA in situ hybridization probes were prepared as previously described43. Primers used for probe cloning are presented in Supplementary Table 4. Images were taken using an Axio Imager Z10 (Carl Zeiss Microscopy) microscope equipped with an AxioCam MRc5 camera.

Histology

Maize shoot apices were harvested from growth-chamber-grown 2-week-old seedlings and fixed in formaldehyde alcohol acetic acid at 4 °C overnight. Tissues were then dehydrated through a series of 4 °C ethanol solutions (50, 70, 85, 95, 100%), each for 1 h. A 4 °C 100% ethanol incubation was performed overnight, followed by a final room temperature 2 h 100% ethanol incubation the next day. Dehydrated samples were transferred to a 1:1 solution of HistoClear-II (National Diagnostics) for 1 h. A series of three 100% HistoClear-II incubations were then performed, each for 1 h. Samples were placed in a 3:1 mix of HistoClear-II and Paraplast Plus (McCormick Scientific) overnight and heated to 42 °C the next day until the Paraplast dissolved. Samples were then embedded in molten Paraplast over the next 3 days, changing the Paraplast twice daily. Embedded tissues were sectioned using a Leica RM2235 Microtome at a thickness of 10 µm and adhered to Probe-on-Plus microscope slides for RNA in situ hybridization or HistoBond slides for general histological analysis (Thermo Fisher Scientific).

Adhered tissues for toluidine blue (TBO) staining were deparaffinized in HistoClear-II and carried through a decreasing-concentration ethanol series (100% twice, 95, 85, 70, 50, 30%, each for 30 s) and then washed in water. Next, the slides were stained in 0.5% TBO in 1% sodium borate for 2 min and washed twice in water to remove excess TBO. The slides were carried through an increasing-concentration ethanol series (the reverse of the above) and washed twice in HistoClear-II before mounting with Permount.

Hand sections of the BSB were prepared using a razor blade. Tissue was briefly rinsed in de-ionized water and then transferred to 0.5% TBO in 1% sodium borate for 30 s. Samples were rinsed in water to remove excess stain. All samples for histology were imaged using an Axio Imager Z10 (Carl Zeiss Microscopy) microscope equipped with an AxioCam MRc5 camera.

Confocal microscopy

Confocal microscopy of the developing ligule was performed on maize seedlings expressing pTUBULIN:CFP-TUBULIN (described previously44) grown in a growth chamber for 2–3 weeks before live dissection and imaging. At this stage, the BSB of leaf 3 is visually present without dissection, and leaf 4 is emerging with the BSB still inside the sheath bundle. The BSB of leaves 4–7 were dissected out and their sheath lengths were recorded. Samples were laid flat in between a microscope slide and cover slip with the adaxial side up and then imaged on a Zeiss LSM710 Confocal Microscope and camera system at the Cornell University Biotechnology Resource Imaging Center. Z-stacks are three-dimensionally reconstructed in Fiji45 (ImageJ) software and resliced to obtain longitudinal sections.

Epiluminescence microscopy

Meristem images were taken using the epi-illumination method46,47,48 as follows. Zea mays plants, 2–3 weeks old, were dissected down to 25 mm in length and fixed, under vacuum, in formalin acetic acid alcohol (50% ethanol (EtOH), 37% formalin, 5% glacial acetic acid, 35% H2O) for 24 hrs. Samples were dehydrated to 95% EtOH in a serially graded series and then stained with 1% w/v nigrosin solution in 95% EtOH. Samples were further dissected to expose the developing leaves and/or meristem, and image stacks were captured with a Leitz Ultropak incident light illuminator microscope equipped with a Nikon Digital Sights Fi-3 camera running Nikon Elements F software (v.4.60). Focus stacking was performed using the software Picolay (v.2020-10-27) with four filter settings and the ‘2× align’ parameter if alignment was necessary. Images were converted to grayscale, contrast and brightness were adjusted and a scale bar was added in Fiji (v.1.53c).

Protoplast isolation and scRNA-seq library preparation

Protoplasts were enzymatically isolated from shoot apices as previously described11. Briefly, 2-week-old phenotypically mutant ns1;ns2 and normal Ns1+/ns1; ns2/ns2 sibling shoots were cut just above the soil. Transverse cuts were made until the diameter of visible stem was approximately 1 mm. Next, a 1-mm-diameter tissue biopsy punch was centred over the stem and used to slice out a cylinder of tissue consisting of the shoot apex and the six to seven most recently initiated leaf primordia. Forceps were used to dissect away excess leaf primordia and the tissue was briefly chopped and added to enzyme solution for 2 hr. Protoplasts were washed and resuspended at a concentration of ~1,000 cells per µl. Protoplasts from each genotype were generated in parallel from ~40 plants per genotype in two replicates.

Protoplasts from each genotype were next loaded into separate wells of a 10X Genomics Chromium single-cell A chip, loading the manufacturer-recommended amount to capture ~10,000 single-cell transcriptomes. Then, 3′ scRNA-seq transcriptomic libraries were prepared according to manufacturer instructions. Complementary DNA and postamplification fragmented libraries were run on a Bioanalyzer to confirm library quality. Separately barcoded libraries from the same replicate were then pooled and sequenced on an Illumina NextSeq 500 sequencer. Library preparation and sequencing were performed at the Cornell University Biotechnology Resource Center.

scRNA-seq read processing, cell barcode filtering and dimensionality reduction

FASTQ files were generated using the makefastq command in CellRanger v.3.1.0. Next, reads were trimmed, aligned and assigned to cell barcodes using the count command in CellRanger under the default settings. Reads were aligned to the B73 reference genome v3. Because Wox3b is unannotated in v3, the genomic sequence of Ns2 (Zm00001d052598) and its associated annotations from the B73 reference genome v4 were appended to the v3 reference genome. Cell barcodes associated with fewer than 3,000 detected genes, more than 100,000 detected transcripts (that is, unique molecular identifiers) and/or greater than 1% of transcripts derived from mitochondrial genes were excluded from downstream analysis.

The resulting expression count matrices were then merged and analysed in the Seurat R package49. scTransform was used for normalization, scaling and log transformation of the count matrix, followed by RunPCA to calculate principal components. The FindNeighbors function was used over dimensions (dims) = 1:25 to construct the shared nearest neighbour graph, followed by FindClusters with resolution of one to assign cells to clusters. The RunUMAP function was used to generate uniform manifold approximation (UMAP) embeddings with the following settings: dims = 1:25, nearest neighbours (n.neighbors) = 25, minimum distance (min.dist) = 0.01 and spread = 1.

Differential expression analysis was performed using the FindMarkers function in Seurat with the Wilcoxon rank-sum test method. Differentially expressed genes were detected by comparing expression in cells expressing at least one Wox3 gene. To identify markers for each cell-type cluster, the FindAllMarkers function was used with the Wilcoxon rank-sum test method. For all differential expression tests, no minimum fold-change threshold or expression cutoffs were used.

Sample-associated likelihood analysis

To calculate the likelihood of a cell originating from a particular sample, a sample-associated relative likelihood was calculated for each cell using the MELD algorithm implemented in Python (v.3.8.5)26. Briefly, the gene expression count matrix was filtered to include only genes with at least ten transcripts detected over all cells in the dataset. Next, expression levels were normalized on a per-cell basis and square-root transformed. MELD uses graph signal processing to estimate a probability density function for each sample (genotype and replicate) on a graph built over the embedded cell transcriptional space. Three-dimensional UMAP coordinates from Seurat and associated metadata, including genotype and replicate, were therefore provided to MELD. Because optimal graph building parameters need to be determined empirically, the β and k-nearest neighbour (knn) graph parameters were estimated using the MELD parameter search framework, which permutes cell-sample relationships and calculates the mean squared error (MSE) between sample-associated relative likelihoods for the calculated and ground truth probability density functions. A coarse (knn range of 1–100, step = 5; β range of 1–100, step = 5) followed by fine parameter search (knn range of 1–10, step = 1; β range of 10–40, step = 1) indicated that parameter values of knn = 8 and β = 14 minimized mean squared error and were therefore considered optimal. These values were then used to build the MELD graph and estimate the probability density function for each sample. Normalization of the resulting probabilities on a per-sample basis was then used to calculate the likelihood of a cell deriving from the ns1;ns2 relative to Ns1+/ns1; ns2/ns2 sample. A cutoff of 2 s.d. about the mean of the sample-associated likelihood distribution of all cells was then used to determine whether a cell was depleted, unaffected or enriched in the ns1;ns2 relative to Ns1+/ns1; ns/ns2 samples. The normalized fraction of cells corresponding to each category was calculated by dividing the number of cells in the category by the total number of cells from that replicate in the cluster.

Index of cell identity

The ICI was calculated as previously described with some modifications24,50. Marker genes for adaxial and abaxial cell fate were determined using previously published RNA-seq data23. Reads were downloaded from the Short Reads Archive (SRA: SRP101301) and aligned to the maize B73 genome v3 using STAR (v.2.7.9a)51. Reads were counted using HTSeq (v.0.11.2)52. Differential expression testing was done using edgeR (v.3.32.1)53 to identify differentially expressed genes between the adaxial and abaxial leaf domains. Marker genes were determined as those genes with a log2(fold change) > 2 at a Benjamini–Hochberg false discovery rate of 0.05 (Supplementary Table 5). The positive marker genes for the adaxial and abaxial domains determined by edgeR were used to calculate the ICI. A modified formula was used to calculate the gene specificity score sg for gene g in tissue 1 (t1) relative to tissue 2 (t2), where CPM is expression in counts per million for a given tissue47.

$$s_{g,t_1} = \frac{{{\mathrm{CPM}}_{t_1} - {\mathrm{CPM}}_{t_2}}}{{{\mathrm{CPM}}_{t_1} + {\mathrm{CPM}}_{t_2}}}$$

Following calculation of sg, ICI for each cell was calculated using the following formula:

$${\mathrm{ICI}}_{t_1} = \mathop {\sum}\limits_g^{nt_1} {\frac{{e_g \times s_{g,t_1}}}{{n_{t_1}}} \times \mathop {\sum}\limits_g^{n_{t_1}} {\frac{{{\mathrm{expressed}}(g)}}{{n_{t_1}}}} }$$

Where eg is the expression level of gene g in a given cell, \(n_{t_1}\) is the total number of marker genes for tissue 1 expressed in that cell, and expressed(g) gives the number of expressed marker genes for tissue 1 in that cell. To determine whether a cell had a significant ICI value for that tissue, a null distribution of ICI scores was created by assigning a random set of genes as tissue marker genes, equivalent in number to the differentially expressed marker genes for each tissue, and the ICI for each tissue calculated for a total of 1,000 permutations. The experimental ICI values for each cell and tissue were then compared with the null distribution of ICI. Experimental ICI values above the fifth percentile of null values were deemed significant and cells were thereby assigned to adaxial, abaxial or mixed cell identity.

Reporting summary

Further information on research design is available in the Nature Portfolio Reporting Summary linked to this article.