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1 SARS-CoV-2 strategically mimics proteolytic activation 1 of human ENaC 2 3 Praveen Anand 1 , Arjun Puranik 2 , Murali Aravamudan, AJ Venkatakrishnan 2, *, Venky Soundararajan 2, * 4 5 1 nference Labs, Murugesh Pallya, Bengaluru, Karnataka 560047, India 6 2 nference, inc, One Main Street, East Arcade, Cambridge, MA 02142, USA 7 * Address correspondence to AJV ([email protected]) or VS ([email protected]) 8 Abstract 9 Molecular mimicry is an evolutionary strategy adopted by viruses to exploit the host 10 cellular machinery. We report that SARS-CoV-2 has evolved a unique S1/S2 cleavage site, 11 absent in any previous coronavirus sequenced, resulting in striking mimicry of an identical 12 FURIN-cleavable peptide on the human epithelial sodium channel α-subunit (ENaC-α). Genetic 13 alteration of ENaC-α causes aldosterone dysregulation in patients, highlighting that the FURIN 14 site is critical for activation of ENaC. Single cell RNA-seq from 65 studies shows significant 15 overlap between expression of ENaC-α and the viral receptor ACE2 in cell types linked to the 16 cardiovascular-renal-pulmonary pathophysiology of COVID-19. Triangulating this cellular 17 characterization with cleavage signatures of 178 proteases highlights proteolytic degeneracy 18 wired into the SARS-CoV-2 lifecycle. Evolution of SARS-CoV-2 into a global pandemic may be 19 driven in part by its targeted mimicry of ENaC-α, a protein critical for the homeostasis of airway 20 surface liquid, whose misregulation is associated with respiratory conditions. 21 Introduction 22 The surface of SARS-CoV-2 virions is coated with the spike (S) glycoprotein, whose 23 proteolysis is key to the infection lifecycle. After the initial interaction of the S-protein with the 24 ACE2 receptor (Walls et al., 2020), host cell entry is mediated by two key proteolytic steps. The 25 S1 subunit of the S-protein engages ACE2, and viral entry into the host cell is facilitated by 26 proteases that catalyze S1/S2 cleavage (Belouzard et al., 2012, 2009) at Arginine-667/Serine- 27 668 (Figure 1a). This is followed by S2’ site cleavage that is required for fusion of viral-host cell 28 membranes (Hoffmann et al., 2020; Walls et al., 2020). 29 30 Results 31 We hypothesized that the virus may mimic host substrates in order to achieve 32 proteolysis. Comparing human-infecting SARS-CoV-2 with SARS-CoV strains, as well as with 33 candidates of zoonotic origin (Pangolin-CoV and Bat-CoV RaTG13), shows that SARS-CoV-2 34 has evolved a unique sequence insertion at the S1/S2 site (Zhang et al., 2020) (Figure 1a). 35 Although the S protein of SARS-CoV-2 shares high sequence identity with the S proteins of 36 Pangolin-CoV (92%) and Bat-CoV RaTG13 (97%), the furin insertion site seems to be uniquely 37 acquired by SARS-CoV-2. The resulting tribasic 8-mer peptide (RRARSVAS) on the SARS- 38 CoV-2 S1/S2 site is conserved among 10,956 of 10,967 circulating strains deposited at GISAID 39 (Elbe and Buckland-Merrett, 2017), as of April 28, 2020 (Supplementary file 1a). This peptide 40 is also absent in over 13,000 non-COVID-19 coronavirus S-proteins from the VIPR database 41 (Carrillo-Tripp et al., 2009). Strikingly, examining over 10 million peptides (8-mers) of 20,350 42 canonical human proteins from UniProtKB shows that the peptide of interest (RRARSVAS) is 43 present exclusively in human ENaC-ɑ, also known as SCNN1A (p-value = 4E-4) (see Materials 44 and Methods). The location of this SARS-CoV-2 mimicked peptide in the ENaC-ɑ structure is in 45
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SARS-CoV-2 strategically mimics proteolytic activation 1

of human ENaC 2 3

Praveen Anand1, Arjun Puranik2, Murali Aravamudan, AJ Venkatakrishnan2,*, Venky Soundararajan2,* 4 5

1 nference Labs, Murugesh Pallya, Bengaluru, Karnataka 560047, India 6 2 nference, inc, One Main Street, East Arcade, Cambridge, MA 02142, USA 7

* Address correspondence to AJV ([email protected]) or VS ([email protected]) 8

Abstract 9

Molecular mimicry is an evolutionary strategy adopted by viruses to exploit the host 10 cellular machinery. We report that SARS-CoV-2 has evolved a unique S1/S2 cleavage site, 11 absent in any previous coronavirus sequenced, resulting in striking mimicry of an identical 12 FURIN-cleavable peptide on the human epithelial sodium channel α-subunit (ENaC-α). Genetic 13 alteration of ENaC-α causes aldosterone dysregulation in patients, highlighting that the FURIN 14 site is critical for activation of ENaC. Single cell RNA-seq from 65 studies shows significant 15 overlap between expression of ENaC-α and the viral receptor ACE2 in cell types linked to the 16 cardiovascular-renal-pulmonary pathophysiology of COVID-19. Triangulating this cellular 17 characterization with cleavage signatures of 178 proteases highlights proteolytic degeneracy 18 wired into the SARS-CoV-2 lifecycle. Evolution of SARS-CoV-2 into a global pandemic may be 19 driven in part by its targeted mimicry of ENaC-α, a protein critical for the homeostasis of airway 20 surface liquid, whose misregulation is associated with respiratory conditions. 21

Introduction 22

The surface of SARS-CoV-2 virions is coated with the spike (S) glycoprotein, whose 23 proteolysis is key to the infection lifecycle. After the initial interaction of the S-protein with the 24 ACE2 receptor (Walls et al., 2020), host cell entry is mediated by two key proteolytic steps. The 25 S1 subunit of the S-protein engages ACE2, and viral entry into the host cell is facilitated by 26 proteases that catalyze S1/S2 cleavage (Belouzard et al., 2012, 2009) at Arginine-667/Serine-27 668 (Figure 1a). This is followed by S2’ site cleavage that is required for fusion of viral-host cell 28 membranes (Hoffmann et al., 2020; Walls et al., 2020). 29

30

Results 31

We hypothesized that the virus may mimic host substrates in order to achieve 32 proteolysis. Comparing human-infecting SARS-CoV-2 with SARS-CoV strains, as well as with 33 candidates of zoonotic origin (Pangolin-CoV and Bat-CoV RaTG13), shows that SARS-CoV-2 34 has evolved a unique sequence insertion at the S1/S2 site (Zhang et al., 2020) (Figure 1a). 35 Although the S protein of SARS-CoV-2 shares high sequence identity with the S proteins of 36 Pangolin-CoV (92%) and Bat-CoV RaTG13 (97%), the furin insertion site seems to be uniquely 37 acquired by SARS-CoV-2. The resulting tribasic 8-mer peptide (RRARSVAS) on the SARS-38 CoV-2 S1/S2 site is conserved among 10,956 of 10,967 circulating strains deposited at GISAID 39 (Elbe and Buckland-Merrett, 2017), as of April 28, 2020 (Supplementary file 1a). This peptide 40 is also absent in over 13,000 non-COVID-19 coronavirus S-proteins from the VIPR database 41 (Carrillo-Tripp et al., 2009). Strikingly, examining over 10 million peptides (8-mers) of 20,350 42 canonical human proteins from UniProtKB shows that the peptide of interest (RRARSVAS) is 43 present exclusively in human ENaC-ɑ, also known as SCNN1A (p-value = 4E-4) (see Materials 44 and Methods). The location of this SARS-CoV-2 mimicked peptide in the ENaC-ɑ structure is in 45

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the extracellular domain (Noreng et al., 2018) (Figure 1b). This suggests that the SARS-CoV-2 46 may have specifically evolved to mimic a human protease substrate. 47

ENaC regulates sodium ion (Na+) and water homeostasis and ENaC’s expression levels 48 are controlled by aldosterone and the associated Renin-Angiotensin-Aldosterone System 49 (RAAS)6. In distal lung airways, ENaC is known to play a key role in controlling fluid 50 reabsorption at the air-liquid interface (Rossier and Stutts, 2009), and similar to SARS-CoV2, 51 ENaC-ɑ also needs to be proteolytically activated for its function (Vallet et al., 1997). FURIN 52 cleaves the equivalent peptide on mouse ENaC-ɑ between the Arginine and Serine residues in 53 the 4th and 5th positions respectively (RSAR|SASS) (Hughey et al., 2004a, 2004b), akin to the 54 recent report establishing FURIN cleavage at the S1/S2 site of SARS-CoV-2 (Walls et al., 2020) 55 (Figure 1b). It is conceivable that human ENaC activation may be compromised in SARS-CoV-56 2 infected cells, for instance by SARS-CoV-2 exploiting host FURIN for its own activation. The 57 likely consequence would be low ENaC activity on the surface of the airways leading to 58 compromised fluid reabsorption(Planès et al., 2010; Yurdakök, 2010), an important lung 59 pathology in COVID-19 patients with acute respiratory distress syndrome (ARDS). Indeed, the 60 exact mechanism of SARS-CoV-2’s potential impact of ENaC activation needs to be 61 investigated. 62

Although the furin-like cleavage motifs can be found in other viruses (Coutard et al., 63 2020), the exact mimicry of human ENaC-ɑ cleavage site raises the specter that SARS-CoV-2 64 may be hijacking the protease network of ENaC-ɑ for viral activation. We asked whether there is 65 an overlap between putative SARS-CoV-2 infecting cells and ENaC-ɑ expressing cells. 66 Systematic single cell expression profiling of the ACE2 receptor and ENaC-ɑ was performed 67 across human and mouse samples comprising ~1.3 million cells (Venkatakrishnan et al., 2020) 68 (Figure 1c). Interestingly, ENaC-ɑ is expressed in the nasal epithelial cells, type II alveolar cells 69 of the lung, tongue keratinocytes, and colon enterocytes (Figure 1c and Figure 2-figure 70 supplements 1-6), which are all implicated in COVID-19 pathophysiology (Shweta et al., 2020; 71 Venkatakrishnan et al., 2020). Further, ACE2 and ENaC-ɑ are known to be expressed generally 72 in the apical membranes of polarized epithelial cells (Butterworth, 2010; Musante et al., 2019). 73 The overlap of the cell-types expressing ACE2 and ENaC-ɑ, and similar spatial distributions at 74 the apical surfaces, suggest that SARS-CoV-2 may be leveraging the protease network 75 responsible for ENaC cleavage. 76

Beyond FURIN that cleaves the S1/S2 site (Walls et al., 2020), we were intrigued by the 77 possibility of other host proteases also being exploited by SARS-CoV-2. We created a 160-78 dimensional vector space (20 amino acids x 8 positions on the peptide) for assessment of 79 cleavage similarities between the 178 human proteases with biochemical validation from the 80 MEROPS database (see Materials and Methods; 0 < protease similarity metric < 1) (Rawlings 81 et al., 2018). This shows that FURIN (PCSK3) has overall proteolytic similarity to select PCSK 82 family members, specifically PCSK5 (0.99), PCSK7 (0.99), PCSK6 (0.99), PCSK4 (0.98), and 83 PCSK2 (0.94) (Supplementary File 1b). It is also known that the protease PLG cleaves the ɣ-84 subunit of ENaC (ENaC-ɣ)(Passero et al., 2008). 85

In order to extrapolate the tissue tropism of SARS-CoV-2 from the lens of the host 86 proteolytic network, we assessed the co-expression of these proteases concomitant with the 87 viral receptor ACE2 and ENaC-ɑ (Figure 2). This analysis shows that FURIN is expressed with 88 ACE2 and ENaC-ɑ in the colon (immature enterocytes, transit amplifying cells) and pancreas 89 (ductal cells, acinar cells) of human tissues, as well as tongue (keratinocytes) of mouse tissues. 90 PCSK5 and PCSK7 are broadly expressed across multiple cell types with ACE2 and ENaC-ɑ, 91 making it a plausible broad-spectrum protease that may cleave the S1/S2 site. In humans, 92 concomitant with ACE2 and ENaC-ɑ, PCSK6 appears to be expressed in cells from the 93 intestines, pancreas, and lungs, whereas PCSK2 is noted to be co-expressed in the respiratory 94

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tract and the pancreas (Figure 2). It is worth noting that the extracellular proteases need not 95 necessarily be expressed in the same cells as ACE2 and ENaC-ɑ. Among the PCSK family 96 members with the potential to cleave the mimicked 8-mer peptide, it is intriguing that the same 97 tissue can house multiple proteases and also that multiple tissues do share the same set of 98 proteases. 99

100

Discussion 101

Our findings emphasize that redundancy may be wired into the mechanisms of host 102 proteolytic activation of SARS-CoV-2. This study should stimulate the design of experiments 103 that confirm the working hypothesis generated by our unbiased and systematic computational 104 analysis. The mimicry of a cleavable host peptide central to pulmonary, renal, and 105 cardiovascular function provides a new perspective to the evolution of SARS-CoV-2 as the first 106 coronavirus pandemic. 107

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Materials and methods 108 109

Alignment of coronavirus spike proteins 110

The complete S-protein sequence for SARS-CoV (Uniprot ID: P59594) and SARS-CoV-111 2 was obtained from uniprot (ftp://ftp.uniprot.org/pub/databases/uniprot/pre_release/). The 112 sequences of Pangolin-CoV and Bat-CoV RaTG13 were obtained from the VIPR database 113 (https://www.viprbrc.org/). Sequence alignments using Clustal-W, and comparison of SARS-114 CoV-2 versus other coronavirus strains were performed using JalView17. 115

Analysis of 8-mers of the human proteome 116

The number of 8-mers in Uniprot 20,350 reference sequences are 10,257,893 (10.26M). 117 The previously identified SARS-CoV-2 8-mer ‘RRARSVAS’ was in fact found in a Uniprot 118 reference sequence (p-value ≈ 10.26M/208 = 4E-4; chance of finding that particular 8-mer 119 anywhere in the reference sequences). 120 121

Calculating the cosine similarity metric for protease cleavage site 122

The position frequency matrix (PFM) of the individual proteases obtained from the 123 MEROPS database (Rawlings et al., 2018) was converted to a probability weight matrix (PWM) 124 (normalized and scaled) (Supplementary File 1b). Out of 178 proteases, there were 146 125 proteases that had specificity information available on the 8 mer peptide spanning the cleavage 126 site (±4). The 20 (amino acids) x 8 (position) matrix defined for each of the proteases were 127 flattened into a single vector with 160 elements. We performed a cosine similarity calculation 128 between all pairs (X,Y) of protease specificity vector. The similarity was derived as the 129 normalized dot product of X and Y : K(X, Y) = <X, Y> / (||X||*||Y||)). 130

Overlap of cell types expressing ENaC-ɑ, ACE2 and proteases from scRNA-seq datasets 131

We performed a systematic expression profiling of the ACE2 and ENaC-ɑ across 65 132 published human and mouse single-cell studies comprising ~1.3 million cells using nferX Single 133 Cell platform (Supplementary File 1c, https://academia.nferx.com/) (Venkatakrishnan et al., 134 2020). The ACE2 expression could be detected in 67 studies (59 studies of human samples and 135 8 studies of mouse samples) spanning across ~50 tissues, over 450 cell-types and ~1.05 million 136 cells. In order to call a given cell-type to be positive for both ACE2 and a protease we applied a 137 cutoff of 1% of the cells in the total cell-type cluster population to have a non-zero count 138 associated with both ACE2 and the respective protease. The mean expression of the proteases, 139 ENaC-ɑ and ACE2 was derived for individual cell population within each of the studies. The cell-140 type information was obtained from the author annotations provided for each of the studies. The 141 analysis was performed separately on the mouse and human datasets. For each protease, the 142 mean expression of in a given cell-population (mean log[cp10k +1] counts) was Z-score 143 normalized (to ensure the sd=1 and mean ~0 for all the genes) to obtain relative expression 144 profiles across all the samples. The same normalization was applied to ACE2 and ENaC-ɑ and 145 both human and mouse datasets were analyzed independently by generating heatmaps. The 146 cell types having zero-expression values of ACE2 were also included as negative control to 147 probe the expression of various proteases. 148

We performed an analysis to identify the cell types with significant overlap of ACE2 and 149 ENaC-ɑ expression. To this end, we shortlisted cell types in which ENaC-ɑ is expressed in a 150 significantly higher proportion of ACE2-expressing cells than in the overall population of cells of 151 that sub-type. We computed the ratios of these proportions, and used a corresponding Fisher 152 exact test to compute significance. 153

154

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Acknowledgements 155

The authors thank Patrick Lenehan, David Zemmour, Travis Hughes, Tyler Wagner, and Mathai 156 Mammen for their careful review and feedback. The authors are also grateful to Ramakrishna 157 Chilaka for the software visualization tools, and Dhruti Patwardhan, Saranya Marimuthu, Jaya 158 Jain, Dariusz Murakowski, and Enrique Garcia-Rivera for their assistance with databases. 159 160 161

Figure and Supplementary file Legends 162 163 Figure 1. Targeted molecular mimicry by SARS-CoV-2 of human ENaC-ɑ and profiling 164 ACE2-FURIN-ENaC-ɑ co-expression. (a) The cartoon representation of the S-protein 165 homotrimer from SARS-CoV-2 is shown (PDB ID: 6VSB). One of the monomers in highlighted 166 red. The alignment of the S1/S2 cleavage site required for the activation of SARS-CoV-2, 167 SARS-CoV, Pangolin-CoV and Bat-CoV RaTG13 are shown. The 4 amino acid insertion 168 evolved by SARS-CoV-2, along with the abutting cleavage site is shown in a box. (b) The 169 cartoon representation of human ENaC protein is depicted (PDB ID: 6BQN; chain in green), 170 highlighting the ENaC-ɑ chain in green. The alignment on the right captures FURIN cleavage at 171 the S1/S2 site of SARS-CoV-2, along with its striking molecular mimicry of the identical peptide 172 from human ENaC-ɑ protein (circled in the cartoon rendering of human ENaC). The alignment 173 further shows the equivalent 8-mer peptide of mouse ENaC-ɑ that is also known to be cleaved 174 by FURIN. One of the known genetic alterations on human ENaC-ɑ is highlighted as well 175 (Welzel et al., 2013). (c) The single cell transcriptomic co-expression of ACE2, ENaC-ɑ, and 176 FURIN is summarized. The heatmap depicts the mean relative expression of each gene across 177 the identified cell populations. The human and mouse single cell RNA-seq are visualized 178 independently. The cell types are ranked based on decreasing expression of ACE2. The box 179 highlights the ACE2 positive cell types in human and mouse samples. 180 181 Figure 2. Expression profiling of identified proteases. The heatmap depicts the relative 182 expression of ACE2 and ENaC-ɑ along with a list of proteases that can potentially cleave the 183 S1/S2 site. The relative expression levels are denoted on a scale of blue (low) to red (high). The 184 rows denote proteases and columns denote cell-types. 185 186 Figure 2-figure supplement 1. Cardiomyocytes express ENaC-ɑ (SCNN1A) and ACE2 187 (Primary data processed from Pubmed ID:31915373 and hosted on 188 https://academia.nferx.com/) 189 190 Figure 2-figure supplement 2. Type-II Alveolar Cells of the lungs express ENaC-ɑ (SCNN1A) 191 and ACE2 (Primary data processed from Pubmed ID: 31892341 and hosted on 192 https://academia.nferx.com/) 193 194 Figure 2-figure supplement 3. Goblet cells and Ciliated cells of the nasal epithelial layer 195 express SCNN1A (ENaC-ɑ) and ACE2 (Primary data processed from Pubmed ID: 32327758 196 and hosted on https://academia.nferx.com/) 197 198

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Figure 2-figure supplement 4. Tongue keratinocytes express SCNN1A (ENaC-ɑ) and ACE2 199 (Primary data processed from Pubmed ID:30283141 and hosted on 200 https://academia.nferx.com/) 201 202 Figure 2-figure supplement 5. Higher expression of SCNN1A was detected in 58% of the 203 principal cells in the collecting duct 47% of the connecting tubule cells from the kidney, but 204 ACE2 expression was not detected in these cell types. Although only 2.77% of the proximal 205 tubule cells had detectable expression of SCNN1A, a higher percentage (8.46%) of these cells 206 were also observed to express ACE2. (Primary data processed from Pubmed ID: 31604275 and 207 hosted on https://academia.nferx.com/) 208 209 Figure 2-figure supplement 6. Colon enterocytes express SCNN1A (ENaC-ɑ) and ACE2 210 (Primary data processed from Pubmed ID:31348891 and hosted on 211 https://academia.nferx.com/) 212 213 Supplementary file 1a. SARS-CoV-2 variants in the RRARSVAS 8-mer peptide from 10,987 214 spike (S) protein sequences of the GISAID database. The specific variations are highlighted in 215 Red. 216

Supplementary file 1b. Protease cleavage propensities for FURIN and the other proteases identified 217 as similar from the vector space analysis conducted. Similarity (FURIN) ranges from 0 to 1. Highlighted 218 green are amino acids occurring in greater than 10% of the cleaved substrates at that position (compiled 219 from MEROPS). 220

Supplementary file 1c. List of single-cell studies analyzed and incorporated into the nferX 221 resource (https://academia.nferx.com/) 222

223

References 224

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S1/S2 site

SARS-CoV

SARS-CoV-2

SARS-CoV-2 S1/S2

Human ENaC-α

R686

QTNSPRRARSVASQS

VSLL----RSTSQKS

S1/S2 cleavage site

663

677 691

673

S687

683 690

201 208

RRARSVAS

RRARSVAS

Mouse ENaC-α 238 245

RSARSASS

FURIN

FURIN

*

Frameshift mutation resulting in S205X trucationcausing Pseudohypoaldosteronism type 1 (PHA 1)*human ENaC-α

a

b

Relativeexpression

Low

High

Profiling proteases for S1/S2 cleavage via Single Cell RNA-seq

ACE2FURIN

ACE2

+ ce

ll ty

pes

ACE2

- c

ell t

ypes

ace2 fur

in

ace2

+ ce

ll ty

pes

ACE2

- c

ell t

ypes

c

Mimicked cleavage of SARS-CoV-2/ENAC-α by FURIN

SARS-CoV-2 S1/S2 insertion

S protein

proximal tubule cells (kidney;study10)enterocytes (small intestine;study19)cardiomyocytes (heart;study22)epithelial cells (nasal cavity;study27)epithelial cells (respiratory tract;study27)best4+ enterocytes (colon;study3)cycling transit amplifying cells (colon;study3)enterocytes (colon;study3)goblet cells (colon;study3)immature enterocytes 1 (colon;study3)immature enterocytes 2 (colon;study3)transit amplifying cells 2 (colon;study3)t cells (small intestine jejunum;study46)alveolar type2 (lung;study68)

ENaC-α

ENaC-α

ACE2+,ENaC-α+,FURIN+cell-types

Relativeexpression

Low

High

ace2+,ENaC-α+,furin+cell-types

epithelial cells(colon; study2)Keratino cytes(tongue; study2)

SARS-CoV-2

Pangolin-CoV

Bat-CoV RaTG13

MSSF----RSVNQRS

QTNS--- -RS VASQS

677 687

677 687

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Small and large intestine

ACE2ENaC-α

FURINPCSK2

PCSK4

PCSK6

PCSK7 Lung

epithelial cells (nasal cavity; study 27)mast cells (nasal cavity; study27)

Nasal cavity

Kidney

Pancreas

keratinocytes (tongue; study2)epidermal basal cells (tongue; study2)

Tongue

cardiomyocytes (heart;study22)

Heart

Hum

an

epithelial_cells (respiratory_tract; study27)alveolar_type2 (lung; study68)fibroblasts (lung; study7)

epithelial cells (trachea; study2)smooth muscle cells (lung; study15)

Hum

an

Mou

se

pancreatic ductal cells (pancreas; study13)pancreatic acinar cells (pancreas; study13)endothelial (pancreas; study52)

Hum

an

epithelial cells (colon; study2)goblet cells (small_intestine;study1)

Hum

an

Hum

an

Mou

se

proximal_tubule_cells (kidney; study10)pelvic_epithelial_cells (kidney; study10)podocytes (kidney; study9)

PCSK5

enterocyte (rectum;study83)enterocytes (small_intestine;study19)enterocytes (colon;study3)immature_enterocytes_1 (colon;study3)t_cells (small_intestine_jejunum;study46)immature_enterocytes_2 (colon;study3)transit_amplifying_cells_2 (colon;study3)goblet_cells (small_intestine;study19)cycling_transit_amplifying_cells (colon;study3)best4+_enterocytes (colon;study3)goblet_cells (colon;study3)paneth_cells (small_intestine_duodenum;study39)fibroblasts (small_intestine_duodenum;study39)

ACE2FURIN

PCSK2

PCSK4

PCSK6

PCSK7PCSK5

ACE2FURIN

PCSK2

PCSK4

PCSK6

PCSK7PCSK5

ACE2FURIN

PCSK2

PCSK4

PCSK6

PCSK7PCSK5

ACE2FURIN

PCSK2

PCSK4

PCSK6

PCSK7PCSK5

ACE2FURIN

PCSK2

PCSK4

PCSK6

PCSK7PCSK5

Low

HighENaC-α

ENaC-α

ENaC-α

ENaC-α

ENaC-α

ACE2FURIN

PCSK2

PCSK4

PCSK6

PCSK7PCSK5

ENaC-α

Hum

anM

ouse

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21/05/2020 Single Cell

https://preview.nferx.com/singlecell/home?view=study_explorer&token=scnn1a&study=study22&studyType=human&corpus=corpus&plotBy=DisplayName&dataValue=Umap&tissueType=""&sc=df&gene=SCNN1A 2/4

Expression of In Individual Cell Populations1 Tissue , 6 Cell Populations , 14.9K Cells

Expression of Across Selected Cell Populations1 Tissue , 6 Cell Populations , 14.9K Cells

Summary of ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, SCNN1A is not appreciably expressed

SCNN1A

SCNN1A

card

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression in Individual Cells(Counts Per 10K)

Numberof Cells

Percent ofcells with

expression> 0

MC

heart Cardiomyocytes 7670 1.17

Rows per page: 1-1 o5

SCNN1A

P

21/05/2020 Single Cell

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Expression of In Individual Cell Populations1 Tissue , 6 Cell Populations , 14.9K Cells

Expression of Across Selected Cell Populations1 Tissue , 6 Cell Populations , 14.9K Cells

Dimensionality Reduction: UMAP Color Cells By: Annotated Cell Type (From Study)

Summary of ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, ACE2 is not appreciably expressed

ACE2

ACE2

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression in Individual Cells(Counts Per 10K)

Numberof Cells

Percent ofcells with

expression> 0

MC

heart Cardiomyocytes 7670 7.97

Rows per page: 1-1 o5

ACE2

P

Expression in cardiomyocytes

ENAC-⍺

ACE2

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21/05/2020 Single Cell

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Expression of In Individual Cell Populations1 Tissue , 25 Cell Populations , 57K Cells

Expression of Across Selected Cell Populations1 Tissue , 25 Cell Populations , 57K Cells

Dimensionality Reduction: UMAP Color Cells By: Annotated Cell Type (From Study)

Summary of ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, ACE2 is not appreciably expressed

ACE2

ACE2

type2

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression in Individual Cells(Counts Per 10K)

Numberof Cells

Percent ofcells with

expression> 0

MeanCP10K

LungAlveolarType2

4676 1.69 0.01

Rows per page: 1-1 of 15

ACE2

P

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Expression of In Individual Cell Populations1 Tissue , 25 Cell Populations , 57K Cells

Expression of Across Selected Cell Populations1 Tissue , 25 Cell Populations , 57K Cells

Summary of ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, SCNN1A is highly expressed in:

Lung: ,    

SCNN1A

Alveolar Type2 Alveolar Type1

SCNN1A

type2

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression in Individual Cells(Counts Per 10K)

Numberof Cells

Percent ofcells with

expression> 0

MeanCP10K

LungAlveolarType2

4676 50.04 0.45

Rows per page: 1-1 of 15

SCNN1A

P

Expression in Type-II alveolar cells of lungs

ENAC-⍺

ACE2

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Expression of In Individual Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Expression of Across Selected Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Dimensionality Reduction: UMAP Color Cells By: Annotated Cell Type (From Study)

Summary of ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, ACE2 is highly expressed in:

Nasalepithelium:  

ACE2

Club

ACE2

Goblet_

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression in Individual Cells(Counts Per 10K)

Numberof Cells

Percent ofcells with

expression> 0

MeanCP10K

NasalEpitheliumGoblet

14017 7.64 0.10

Rows per page: 1-1 of 15

ACE2

P

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Expression of In Individual Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Expression of Across Selected Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Dimensionality Reduction: UMAP Color Cells By: Annotated Cell Type (From Study)

Summary of ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, ACE2 is highly expressed in:

Nasalepithelium:  

ACE2

Club

ACE2

Goblet 2

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression in Individual Cells(Counts Per 10K)

Numberof Cells

Percent ofcells with

expression> 0

MeanCP10K

NasalEpitheliumGoblet

21463 7.59 0.10

Rows per page: 1-1 of 15

ACE2

P

21/05/2020 Single Cell

https://preview.nferx.com/singlecell/home?view=study_explorer&token=ace2&study=study85&studyType=human&corpus=corpus&plotBy=DisplayName&dataValue=Umap&tissueType=""&sc=df&gene=ACE2 2/4

Expression of In Individual Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Expression of Across Selected Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Dimensionality Reduction: UMAP Color Cells By: Annotated Cell Type (From Study)

Summary of ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, ACE2 is highly expressed in:

Nasalepithelium:  

ACE2

Club

ACE2

Ciliated 2

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression in Individual Cells(Counts Per 10K)

Numberof Cells

Percent ofcells with

expression> 0

MeanCP10K

NasalEpitheliumCiliated

21513 7.27 0.09

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ACE2

P

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Expression of In Individual Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Expression of Across Selected Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Summary of ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, SCNN1A is highly expressed in:

Nasalepithelium: ,   ,   ,   ,   ,    

SCNN1A

Ionocytes Club Goblet 1 Goblet 2 Ciliated 2 Basal 2

SCNN1A

goblet 2

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression in Individual Cells(Counts Per 10K)

Numberof Cells

Percent ofcells with

expression> 0

MeanCP10K

NasalEpitheliumGoblet

21463 71.84 1.10

Rows per page: 1-1 of 15

SCNN1A

P

21/05/2020 Single Cell

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Expression of In Individual Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Expression of Across Selected Cell Populations1 Tissue , 12 Cell Populations , 7.1K Cells

Summary of ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, SCNN1A is highly expressed in:

Nasalepithelium: ,   ,   ,   ,   ,    

SCNN1A

Ionocytes Club Goblet 1 Goblet 2 Ciliated 2 Basal 2

SCNN1A

goblet_1

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression in Individual Cells(Counts Per 10K)

Numberof Cells

Percent ofcells with

expression> 0

MeanCP10K

NasalEpitheliumGoblet

14017 83.1 1.25

Rows per page: 1-1 of 15

SCNN1A

P

ENAC-⍺

ACE2

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21/05/2020 Single Cell

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Expression of Ace2 in Individual Cell Populations18 Tissues, 148 Cell Populations, 100.6K Cells

Expression of Ace2 Across Selected Cell Populations 18 Tissues, 148 Cell Populations, 100.6K Cells

Dimensionality Reduction: UMAP Color Cells By: Tissue

Ace2 Expression

keratinocytes

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

tongue keratinocytes 3406 41.54 0.26

Rows per page: 1-1 of 5

Cell Colored By Tissue Show Legends

P

21/05/2020 Single Cell

https://pre-staging.nferx.com/dv/201912/singlecell/home?view=study_explorer&token=scnn1a&study=study2&studyType=mouse&corpus=corpus&plotBy=tissue&dataValue=Umap&tissueType=""&sc=df&gene=Scnn1a 2/4

Expression of Scnn1a in Individual Cell Populations18 Tissues, 148 Cell Populations, 100.6K Cells

Expression of Scnn1a Across Selected Cell Populations 18 Tissues, 148 Cell Populations, 100.6K Cells

Dimensionality Reduction: UMAP Color Cells By: Tissue

Scnn1a Expression

keratinocytes

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

tongue keratinocytes 3406 57.6 0.31

Rows per page: 1-1 of 5

Cell Colored By Tissue Show Legends

P

ENAC-⍺

ACE2

Expression in tongue keratinocytes

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21/05/2020 Single Cell

https://pre-staging.nferx.com/dv/201912/singlecell/home?view=study_explorer&token=scnn1a&study=study10&studyType=human&corpus=corpus&plotBy=studyAnnotation&dataValue=Umap&tissueType=""&sc=df&gene=SCNN1A 2/4

Expression of SCNN1A in Individual Cell Populations1 Tissue, 33 Cell Populations, 40.3K Cells

Expression of SCNN1A Across Selected Cell Populations 1 Tissue, 33 Cell Populations, 40.3K Cells

Dimensionality Reduction: UMAP Color Cells By: Annotated Cell Type (From Study)

SCNN1A Expression

Summary of SCNN1A ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, SCNN1A is highly expressed in:

kidney : Type B intercalated cells, Principal cells, Type A intercalatedcells, Connecting tubule cells, Epithelial progenitor cells

principal

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

kidneyPrincipalcells

88 57.95 0.58

Rows per page: 1-1 of 15

Cell Colored By Annotated Cell Type (From Study)Show Legends

P

21/05/2020 Single Cell

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Expression of SCNN1A in Individual Cell Populations1 Tissue, 33 Cell Populations, 40.3K Cells

Expression of SCNN1A Across Selected Cell Populations 1 Tissue, 33 Cell Populations, 40.3K Cells

Dimensionality Reduction: UMAP Color Cells By: Annotated Cell Type (From Study)

SCNN1A Expression

Summary of SCNN1A ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, SCNN1A is highly expressed in:

kidney : Type B intercalated cells, Principal cells, Type A intercalatedcells, Connecting tubule cells, Epithelial progenitor cells

connect

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

kidneyConnectingtubule cells

157 46.5 0.47

Rows per page: 1-1 of 15

Cell Colored By Annotated Cell Type (From Study)Show Legends

P

21/05/2020 Single Cell

https://pre-staging.nferx.com/dv/201912/singlecell/home?view=study_explorer&token=scnn1a&study=study10&studyType=human&corpus=corpus&plotBy=studyAnnotation&dataValue=Umap&tissueType=""&sc=df&gene=SCNN1A 2/4

Expression of SCNN1A in Individual Cell Populations1 Tissue, 33 Cell Populations, 40.3K Cells

Summary of SCNN1A ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, SCNN1A is highly expressed in:

kidney : Type B intercalated cells, Principal cells, Type A intercalatedcells, Connecting tubule cells, Epithelial progenitor cells

proximal tubule cells

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

kidneyProximal

tubule cells1

65 12.31 0.11

kidneyProximal

tubule cells2

151 6.62 0.08

kidneyProximal

tubule cells27497 2.77 0.03

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21/05/2020 Single Cell

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Expression of SCNN1A in Individual Cell Populations1 Tissue, 33 Cell Populations, 40.3K Cells

Summary of SCNN1A ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, SCNN1A is highly expressed in:

kidney : Type B intercalated cells, Principal cells, Type A intercalatedcells, Connecting tubule cells, Epithelial progenitor cells

proximal tubule cells

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

kidneyProximal

tubule cells1

65 12.31 0.11

kidneyProximal

tubule cells2

151 6.62 0.08

kidneyProximal

tubule cells27497 2.77 0.03

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21/05/2020 Single Cell

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Expression of ACE2 in Individual Cell Populations1 Tissue, 33 Cell Populations, 40.3K Cells

Summary of ACE2 ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, ACE2 is not appreciably expressed

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

kidneyProximal

tubule cells27497 8.46 0.1

kidneyProximal

tubule cells1

65 18.46 0.15

kidneyProximal

tubule cells2

151 9.27 0.1

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21/05/2020 Single Cell

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Expression of ACE2 in Individual Cell Populations1 Tissue, 33 Cell Populations, 40.3K Cells

Expression of ACE2 Across Selected Cell Populations 1 Tissue, 33 Cell Populations, 40.3K Cells

Dimensionality Reduction: UMAP Color Cells By: Annotated Cell Type (From Study)

ACE2 Expression

Summary of ACE2 ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, ACE2 is not appreciably expressed

princi

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

kidneyPrincipalcells

88 0 0

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Cell Colored By Annotated Cell Type (From Study)Show Legends

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21/05/2020 Single Cell

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Expression of ACE2 in Individual Cell Populations1 Tissue, 33 Cell Populations, 40.3K Cells

Expression of ACE2 Across Selected Cell Populations 1 Tissue, 33 Cell Populations, 40.3K Cells

Dimensionality Reduction: UMAP Color Cells By: Annotated Cell Type (From Study)

ACE2 Expression

Summary of ACE2 ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, ACE2 is not appreciably expressed

connec

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

kidneyConnectingtubule cells

157 0.64 0.01

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Cell Colored By Annotated Cell Type (From Study)Show Legends

P

ENAC-⍺

ACE2

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21/05/2020 Single Cell

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Expression of ACE2 in Individual Cell Populations1 Tissue, 51 Cell Populations, 110.1K Cells

Summary of ACE2 ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, ACE2 is not appreciably expressed

enterocytes

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

colon Enterocytes 1997 10.52 0.09

colonImmatureEnterocytes

14401 3.61 0.05

colonImmatureEnterocytes

24447 5.64 0.04

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Expression of SCNN1A in Individual Cell Populations1 Tissue, 51 Cell Populations, 110.1K Cells

Summary of SCNN1A ExpressionWhat genes have a similar expression profile in this study?

Among the cells selected from this study, SCNN1A is highly expressed in:

colon : Enterocytes

enterocytes

Tissue

SignalsStrength

toTissue

CellSignals

Strengthto Cell

Expression: ln(1 + CP10K)Numberof Cells

Percent ofcells with

expression> 0

Meanln(1+CP10

colon Enterocytes 1997 35.85 0.36

colonImmatureEnterocytes

14401 14.79 0.22

colonImmatureEnterocytes

24447 23.39 0.19

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ENAC-⍺

ACE2

Expression in colon enterocytes


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