Cross-species single-cell analysis
Model plant
Weed
Easy
to grow
Small
genome
Short
life cycle
(6 weeks)
Bioenergy
Crops
Arabidopsis
Medical
plants
Maize, Sorghum
Poplar, Switchgrass
Mayapple, Periwinkle, Yew
1
Genetics, Bioinformatics, and Computational Biology, Virginia Tech
OMG: Orthologous marker groups reveal broad cell identity conservation across plant single-cell transcriptomes
Orthologous marker gene groups
UMAP_1
UMAP_2
Reference
UMAP_1
UMAP_2
Query
Single-cell
transcriptomics
200 marker gene extraction for each cell cluster
OMGs conversion by OrthoFinder
Pairwise comparison between OMGs of reference and query sample
GeneE_1
GeneA_1
GeneA_2
GeneF_2
GeneB_2
GeneB_4
GeneC_4
GeneC_3
GeneG_3
Orthogroup 1
Orthogroup 3
Orthogroup 2
GeneA_1
GeneA_2
GeneA_3
…
GeneA_200
GeneB_1
GeneB_2
…
GeneB_200
GeneC_1
GeneC_2
…
GeneC_200
GeneD_1
…
GeneD_200
GeneE_1
GeneE_2
GeneE_3
…
GeneE_200
GeneF_1
GeneF_2
…
GeneF_200
GeneG_1
GeneG_2
…
GeneG_200
GeneH_1
…
GeneH_200
(Chau et al., 2025)
Reference
Query
3
Genetics, Bioinformatics, and Computational Biology, Virginia Tech
Prediction of cell types in a query sample
Tomato root single-cell data
(Cantó-Pastor et al., 2024)
4
Genetics, Bioinformatics, and Computational Biology, Virginia Tech
Prediction of cell types in a query sample
Query: Tomato
Reference: Arabidopsis
Plant Species
Cluster
Quantity of Common
Orthologous Marker Genes
(OMGs)
Plant Species
Significant Result
by Fisher Exact Test
(p-value < 0.01)
Cell type
5
Genetics, Bioinformatics, and Computational Biology, Virginia Tech
Prediction of cell types in a query sample
Most clusters in Rice share many OMGs with the Arabidopsis xylem
Tomato clusters share significant OMGs with Arabidopsis nonhair
6
Genetics, Bioinformatics, and Computational Biology, Virginia Tech
Prediction of cell types in a query sample
Reference: Arabidopsis
14. Phloem
13. Nonhair
12. Xylem
11. Endodermis
9. Endodermis
8. MZ
7. Cortex/Nonhair
4. MZ
3. Cortex
6. MZ
1. Hair
0. Nonhair
10. MZ
5. Cortex
2. Stele
Predicted labels
Query: Tomato
17
16
20
49
37
37
31
21
24
23
26
25
23
47
35
25
71
80
43
41
68
75
46
47
7
Genetics, Bioinformatics, and Computational Biology, Virginia Tech
Cell type mapping across 15 diverse species
Maize
Arabidopsis
Rice
Tomato
Cotton
Populus
Soybean
Tobacco
Cassava
Periwinkle
Field mustard
Wild strawberry
Barrel clover
15
species
264
cell clusters
1
million cells
53,600
marker genes
14 conserved cell types across 15 diverse species
Annotate Pennycress (Thlaspi arvense)
OrthoMarkerGene
9
Genetics, Bioinformatics, and Computational Biology, Virginia Tech