Id |
Subject |
Object |
Predicate |
Lexical cue |
T53 |
0-9 |
Sentence |
denotes |
Figure 2. |
T54 |
11-114 |
Sentence |
denotes |
Triangulation of knowledge synthesis with ACE2 expression profile by scRNAseq across cells and tissues. |
T55 |
115-326 |
Sentence |
denotes |
Scatterplot shows comparison of percentage of cells with non-zero expression (x-axis) against literature-derived associations: local score (y-axis and size of circles) and global score (transparency of circles). |
T56 |
327-446 |
Sentence |
denotes |
Data includes cell types identified from ~1.8 million human cells and 462,000 mouse cells cumulatively from 72 studies. |
T57 |
447-476 |
Sentence |
denotes |
Figure 2—figure supplement 1. |
T58 |
478-551 |
Sentence |
denotes |
ACE2 expression in cell types from murine and human pancreas by scRNAseq. |
T59 |
552-890 |
Sentence |
denotes |
(A) Ace2 expression in pancreatic cell types from the Tabula Muris study (Tabula Muris Consortium et al., 2018), including polypeptide (gamma) and alpha cells. (B) ACE2 expression in pancreatic cell types from human samples (Muraro et al., 2016; Segerstolpe et al., 2016; Grün et al., 2016), with notable absence in gamma and alpha cells. |
T60 |
891-920 |
Sentence |
denotes |
Figure 2—figure supplement 2. |
T61 |
922-1001 |
Sentence |
denotes |
Multimodal analysis of ACE2 expression using bulk RNA-seq, proteomics, and IHC. |
T62 |
1002-1071 |
Sentence |
denotes |
(A) ACE2 expression by bulk RNA-seq across healthy tissues from GTEx. |
T63 |
1072-1520 |
Sentence |
denotes |
Gray box highlights the tissues with highest expression including small intestine and kidney; green arrow indicates lung. (B–C) Expression of ACE2 and other coronavirus receptors by proteomics across over 20 healthy human tissues from the Human Proteome Map (B) and the Human Protein Atlas (C). (D) IHC stained images showing ACE2 expression in the kidney, small intestine, and colon, with minimal or low expression detected in respiratory tissues. |
T64 |
1521-1550 |
Sentence |
denotes |
Figure 2—figure supplement 3. |
T65 |
1552-1682 |
Sentence |
denotes |
ACE2, DPP4, and ANPEP show similar expression profiles in the renal proximal tubule epithelial cells by scRNAseq and bulk RNA-seq. |
T66 |
1683-1905 |
Sentence |
denotes |
(A–C) Cosine similarities between gene expression vectors of all genes and ACE2 (A), DPP4 (B), and ANPEP (C) among all annotated proximal tubule epithelial cells from a human kidney scRNAseq dataset (Stewart et al., 2019). |
T67 |
1906-2144 |
Sentence |
denotes |
ACE2, DPP4, and ANPEP are reciprocally among the most similar genes to each other. (D–F) Analysis of Pearson correlation coefficients between all genes and ACE2 (D), DPP4 (E), and ANPEP (F) from human kidney cortex samples (GTEx; n = 85). |
T68 |
2145-2239 |
Sentence |
denotes |
ACE2, DPP4, and ANPEP are reciprocally among the most strongly correlated genes to each other. |
T69 |
2240-2269 |
Sentence |
denotes |
Figure 2—figure supplement 4. |
T70 |
2271-2324 |
Sentence |
denotes |
Overview of nferX Single Cell platform functionality. |
T71 |
2325-2533 |
Sentence |
denotes |
Use case shows results for a query of Ins1 in the Tabula Muris study. (A) Violin Plot section shows that pancreatic beta cells express Ins1 at the highest level among 148 annotated cell types from 18 tissues. |
T72 |
2534-2748 |
Sentence |
denotes |
Summary statistics for each row indicate the percent of cells within a given cluster expressing Ins1, the mean expression of Ins1 in that cluster, and a metric of expression specificity (Cohen’s D) to each cluster. |
T73 |
2749-3015 |
Sentence |
denotes |
On the left side of the table, ‘Signals’ columns highlight literature-derived associations between Ins1 and the tissue (‘pancreas’) or cell type (e.g. ‘pancreatic beta cells’). (B) Dimensionality reduction-based visualization of all ~100,600 cells from Tabula Muris. |
T74 |
3016-3335 |
Sentence |
denotes |
Left-sided plot colors cells (points) based on Ins1 expression in the individual cell; right-sided plot colors cells based on a selected metadata variable (here, tissue of origin). (C) List of cluster-defining genes for a selected cell population - by default, any cell population which highly expresses the query gene. |
T75 |
3336-3420 |
Sentence |
denotes |
Here, cluster-defining genes for pancreatic beta cells include Ins1, Ins2, and Iapp. |
T76 |
3421-3541 |
Sentence |
denotes |
Blue box highlights functionality to triangulate such cluster-defining gene lists with any literature query of interest. |
T77 |
3542-3571 |
Sentence |
denotes |
Figure 2—figure supplement 5. |
T78 |
3573-3662 |
Sentence |
denotes |
Assessment of DPP4, ANPEP, and TMPRSS2 across healthy tissues using bulk RNA-seq and IHC. |
T79 |
3663-4087 |
Sentence |
denotes |
(A–C) GTEx tissues with highest expression observed for DPP4 (A), ANPEP (B), and TMPRSS2 (C). (D) Assessment of ACE2 expression along with other coronavirus receptors in non-GTEx tissues from the Janssen BodyMap dataset (bulk RNA-seq). (E) IHC staining showing that DPP4 and ANPEP are apically expressed in the small intestine (top), while DPP4, ANPEP, and TMPRSS2 are all expressed apically in renal tubular cells (bottom). |
T80 |
4088-4117 |
Sentence |
denotes |
Figure 2—figure supplement 6. |
T81 |
4119-4208 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in the adult and fetal human kidney. |
T82 |
4209-4572 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, G) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B, H) from adult (A–B) and fetal (G–H) human kidney samples (Stewart et al., 2019). (C–F) Violin plot visualization of gene expression for ACE2 (C), TMPRSS2 (D), ANPEP (E), and DPP4 (F) in adult human kidney scRNAseq dataset. |
T83 |
4573-4674 |
Sentence |
denotes |
Automated literature synthesis highlights strong associations of ACE2, DPP4, and ANPEP to the kidney. |
T84 |
4675-4704 |
Sentence |
denotes |
Figure 2—figure supplement 7. |
T85 |
4706-4789 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in the human and murine heart. |
T86 |
4790-5144 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, C, E) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B, D, F) from multiple studies: (A–B) human heart (Wang et al., 2020b), (C–D) murine heart from Tabula Muris (Tabula Muris Consortium et al., 2018), and (E–F) murine heart from Mouse Cell Atlas (Han et al., 2018). |
T87 |
5145-5174 |
Sentence |
denotes |
Figure 2—figure supplement 8. |
T88 |
5176-5247 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in adipose tissue. |
T89 |
5248-5933 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, C, E) and corresponding expression levels of Ace2, Dpp4, Anpep and Tmprss2 (B, D, F) from multiple studies: (A–B) adipose stromovascular fraction from mice treated with PBS or a beta-3 adrenergic agonist (Rajbhandari and Arneson, 2019), (C–D) murine adipose stromovascular fraction from Tabula Muris (Tabula Muris Consortium et al., 2018), and (E–F) adipose tissue from mice subjected to 24 hr of cold shock and processed for single nucleus RNA-sequencing (Rajbhandari and Arneson, 2019). (G–H) Identification of adipocytes as the most likely ACE2-expressing cell type in adipose tissue based on literature associations. |
T90 |
5934-6168 |
Sentence |
denotes |
The query shown is from the nferX Signals platform and effectively extracts any textual fragments which contain [‘ACE2’ or its gene synonyms] AND [displayed terms related to gene expression/protein detection] AND [‘adipose’ OR 'fat']. |
T91 |
6169-6402 |
Sentence |
denotes |
Among these textual fragments, we extract the tokens which represent cell types and calculate enrichments of each cell type among these fragments, normalized by the number of occurrences of this cell type elsewhere in the literature. |
T92 |
6403-6432 |
Sentence |
denotes |
Figure 2—figure supplement 9. |
T93 |
6434-6518 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in the human and murine testis. |
T94 |
6519-6796 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, C) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B, D) from multiple studies: (A–B) adult human testis (Guo et al., 2018), and (C–D) murine testis from Mouse Cell Atlas (Han et al., 2018). |
T95 |
6797-6827 |
Sentence |
denotes |
Figure 2—figure supplement 10. |
T96 |
6829-6912 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in the human and murine ovary. |
T97 |
6913-7188 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, C) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B, D) from multiple studies: (A–B) adult human ovary (Fan et al., 2019), and (C–D) murine ovary from Mouse Cell Atlas (Han et al., 2018). |
T98 |
7189-7219 |
Sentence |
denotes |
Figure 2—figure supplement 11. |
T99 |
7221-7324 |
Sentence |
denotes |
IHC images of coronavirus receptors in healthy pancreas and liver samples from the Human Protein Atlas. |
T100 |
7325-7859 |
Sentence |
denotes |
(A–B) ACE2 expression on the apical surface of gallbladder epithelial cells (A) and on ductal surfaces in the pancreas (B). (C) ANPEP is expressed on apical membranes in pancreatic acini and ducts. (D) TMPRSS2 is expressed on apical membranes in pancreatic acini and ducts. (E) DPP4 is expressed weakly in the pancreas, both on ductal surfaces and in endocrine islets. (F) DPP4 expression in healthy liver. (G) ANPEP expression in healthy liver; ANPEP appears to be the most strongly expressed coronavirus receptor in the human liver. |
T101 |
7860-7890 |
Sentence |
denotes |
Figure 2—figure supplement 12. |
T102 |
7892-7977 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in the human liver and pancreas. |
T103 |
7978-8308 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, C) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B, D) from multiple studies: (A–B) human liver (Aizarani et al., 2019), and (C–D) three integrated studies of human pancreas (Muraro et al., 2016; Segerstolpe et al., 2016; Grün et al., 2016). |
T104 |
8309-8339 |
Sentence |
denotes |
Figure 2—figure supplement 13. |
T105 |
8341-8434 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in human blood, spleen, and bone marrow. |
T106 |
8435-8782 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, C, E) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B, D, F) from multiple studies: (A–B) human peripheral blood mononuclear cells (Single Cell Portal, 2020b), (C–D) human spleen (Madissoon et al., 2020), and (E–F) human bone marrow (Data Browser HCA, 2020). |
T107 |
8783-8813 |
Sentence |
denotes |
Figure 2—figure supplement 14. |
T108 |
8815-8910 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in murine spleen, bone marrow, and thymus. |
T109 |
8911-9195 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, C, E) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B, D, F) from multiple tissues in the Tabula Muris study (Tabula Muris Consortium et al., 2018): (A–B) spleen, (C–D) bone marrow, (E–F) thymus. |
T110 |
9196-9226 |
Sentence |
denotes |
Figure 2—figure supplement 15. |
T111 |
9228-9322 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in human and murine bladder and prostate. |
T112 |
9323-9730 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, C, E, G) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B, D, F, H) from multiple studies: (A–B) human bladder (Yu et al., 2019), (C–D) murine bladder from Tabula Muris (Tabula Muris Consortium et al., 2018), (E–F) murine bladder from Mouse Cell Atlas (Han et al., 2018), and (G–H) human prostate and prostatic urethra. |
T113 |
9731-9761 |
Sentence |
denotes |
Figure 2—figure supplement 16. |
T114 |
9763-9837 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in the murine uterus. |
T115 |
9838-10045 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B) in uterus-derived cells from the Mouse Cell Atlas (Han et al., 2018). |
T116 |
10046-10076 |
Sentence |
denotes |
Figure 2—figure supplement 17. |
T117 |
10078-10182 |
Sentence |
denotes |
Single-cell RNAseq analysis of coronavirus receptors in human and murine central nervous system tissues. |
T118 |
10183-10553 |
Sentence |
denotes |
UMAP-based dimensionality reduction plot denoting cell types (A, C, E) and corresponding expression levels of ACE2, DPP4, ANPEP and TMPRSS2 (B, D, F) in CNS samples from multiple studies: (A–B) murine brain from Tabula Muris (Tabula Muris Consortium et al., 2018), (C–D) murine brain from Mouse Cell Atlas (Han et al., 2018), and (E–F) human retina (Menon et al., 2019). |
T119 |
10554-10584 |
Sentence |
denotes |
Figure 2—figure supplement 18. |
T120 |
10586-10640 |
Sentence |
denotes |
IHC analysis of DPP4 expression in human brain cortex. |
T121 |
10641-10773 |
Sentence |
denotes |
Images from the Human Protein Atlas showing brain cortex samples from three different individuals stained to assess DPP4 expression. |
T122 |
10774-10843 |
Sentence |
denotes |
Staining is notably absent from all cell types in all samples tested. |
T123 |
10844-10874 |
Sentence |
denotes |
Figure 2—figure supplement 19. |
T124 |
10876-10965 |
Sentence |
denotes |
Association of age with ACE2 expression and co-administered drugs with COVID-19 outcomes. |
T125 |
10966-11544 |
Sentence |
denotes |
(A) Among GTEx transverse colon samples (n = 405), ACE2 expression tends to be higher in samples derived from younger individuals. (B) Among GTEx gastroesophageal junction samples, ACE2 expression tends to be higher in samples derived from older individuals. (C) Analysis of differential adverse events between ACE inhibitors and other classes of antihypertensive medications (example shown for beta-blockers), real-world evidence shows that patients taking ACE inhibitors are more likely to experience angioedema of various tissues including the small intestine and epiglottis. |
T126 |
11545-11575 |
Sentence |
denotes |
Figure 2—figure supplement 20. |
T127 |
11577-11658 |
Sentence |
denotes |
Characterization of oral epithelium cluster-defining genes from Xu et al., 2020b. |
T128 |
11659-11819 |
Sentence |
denotes |
From a non-public scRNAseq study, oral mucosal epithelial cells (including tongue-derived epithelial cells) were defined by expression of SFN, KRT6A, and KRT10. |
T129 |
11820-11970 |
Sentence |
denotes |
Assessment of SFN (A), KRT6A (B), and KRT10 (C) expression in tongue cells sequenced in the Tabula Muris study (Tabula Muris Consortium et al., 2018). |
T130 |
11971-12089 |
Sentence |
denotes |
Each gene is most strongly expressed in murine tongue keratinocytes, with expression in basal epidermal cells as well. |
T131 |
12090-12120 |
Sentence |
denotes |
Figure 2—figure supplement 21. |
T132 |
12122-12219 |
Sentence |
denotes |
Expression of ACE2 in respiratory tract associated samples from GEO in comparison to Lung (GTEx). |
T133 |
12220-12369 |
Sentence |
denotes |
Plots showing the comparison expression distribution of ACE2 between samples from lung (GTEx in purple) and samples from four GEO studies (in green). |
T134 |
12370-12420 |
Sentence |
denotes |
The GEO identifiers for each comparison are shown. |