| Literature DB >> 34769520 |
María Fernanda Suarez1, José Echenique2, Juan Manuel López3, Esteban Medina3, Mariano Irós3, Horacio M Serra2, M Elizabeth Fini1,4.
Abstract
Solar damage due to ultraviolet radiation (UVR) is implicated in the development of two proliferative lesions of the ocular surface: pterygium and pinguecula. Pterygium and pinguecula specimens were collected, along with adjacent healthy conjunctiva specimens. RNA was extracted and sequenced. Pairwise comparisons were made of differentially expressed genes (DEGs). Computational methods were used for analysis. Transcripts from 18,630 genes were identified. Comparison of two subgroups of pterygium specimens uncovered evidence of genomic instability associated with inflammation and the immune response; these changes were also observed in pinguecula, but to a lesser extent. Among the top DEGs were four genes encoding tumor suppressors that were downregulated in pterygium: C10orf90, RARRES1, DMBT1 and SCGB3A1; C10orf90 and RARRES1 were also downregulated in pinguecula. Ingenuity Pathway Analysis overwhelmingly linked DEGs to cancer for both lesions; however, both lesions are clearly still benign, as evidenced by the expression of other genes indicating their well-differentiated and non-invasive character. Pathways for epithelial cell proliferation were identified that distinguish the two lesions, as well as genes encoding specific pathway components. Upregulated DEGs common to both lesions, including KRT9 and TRPV3, provide a further insight into pathophysiology. Our findings suggest that pterygium and pinguecula, while benign lesions, are both on the pathological pathway towards neoplastic transformation.Entities:
Keywords: cancer; conjunctiva; genomic instability; immune response; inflammation; ocular surface epithelia; pinguecula; pterygium
Mesh:
Substances:
Year: 2021 PMID: 34769520 PMCID: PMC8584501 DOI: 10.3390/ijms222112090
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Transcriptome Differences among Tissue Specimens.
| Tissue Comparison | Normal Conjunctiva: 18,630 Genes Identified | % Similarity | ||
|---|---|---|---|---|
| Number Differentially Expressed Genes (DEGs) | ||||
| Upregulated | Downregulated | Total | ||
| Conjunctiva vs. Pinguecula | 3015 | 2074 | 5089 | 73% |
| Conjunctiva vs. Pterygium-E | 2564 | 3238 | 5802 | 69% |
| Conjunctiva vs. Pterygium-NE | 2069 | 4188 | 6257 | 66% |
| Pinguecula vs. Pterygium-E | 418 | 453 | 871 | 95% |
| Pinguecula vs. Pterygium-NE | 431 | 538 | 969 | 95% |
| Pterygium-NE vs. Pterygium-E | 61 | 88 | 149 | 99.2% |
Figure 1Validation of RNA-seq Data. Bar graph showing the relative correlation between RNA-seq data and qPCR data. (A) pinguecula vs. conjunctiva. (B) pterygium-E vs. conjunctiva. Black bars indicate fold change of gene transcripts in RNA-seq data; gray bars indicate fold change of gene transcripts determined by qPCR (dark gray = downregulated; light gray = upregulated). A normalized ratio (Y-axis) of more than 1 indicates upregulation, whereas a ratio of less than one indicates downregulation. The X-axis shows a random selection of 13 genes, n = 4 or 5 for each determination, with dot plots used to display the range of data points.
Top 25 Genes Upregulated with Respect to Normal Conjunctiva.
| Ordered by Pterygium-E: Fold Change | Ordered by Pterygium-NE: Fold Change | Ordered by Pinguecula: Fold Change | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Gene (HUGO Designation) | Pt-E | Pt-NE | Ping | Gene (HUGO Designation) | Pt-E | Pt-NE | Ping | Gene (HUGO Designation) | Pt-E | Pt-NE | Ping |
|
| 119.47 | 2.47 | 3.68 |
| 16.95 | 768.94 | −1.21 |
| 5.67 | 1.76 | 239.41 |
|
| 58.77 | 1.10 | 4.85 |
| 2.91 | 401.63 | 2.02 |
| −1.17 | −1.99 | 41.06 |
|
| 27.64 | 6.26 | 3.51 |
| 10.72 | 98.55 | −1.35 |
| 4.00 | 1.79 | 38.03 |
|
| 19.84 | 1.73 | 1.49 |
| 2.75 | 34.38 | 1.48 |
| −1.25 | −3.55 | 34.89 |
|
| 16.95 | 768.94 | −1.21 |
| 3.83 | 28.63 | −1.27 |
| −5.22 | −1.93 | 30.77 |
|
| 16.82 | −1.92 | 3.44 |
| 1.31 | 25.33 | 1.42 |
| −1.11 | −1.32 | 28.80 |
|
| 13.43 | 9.05 | 1.22 |
| 4.81 | 23.98 | −1.16 |
| 1.38 | −1.09 | 26.83 |
|
| 12.44 | −3.93 | −3.24 |
| 5.85 | 17.36 | 1.69 |
| −1.47 | −1.72 | 26.33 |
|
| 11.39 | 1.33 | 3.96 |
| 5.87 | 17.06 | 9.54 |
| 1.70 | 1.77 | 21.56 |
|
| 10.85 | 9.00 | 4.52 |
| 8.70 | 15.07 | 2.94 |
| −1.18 | −2.07 | 16.78 |
|
| 10.72 | 98.55 | −1.35 |
| 2.97 | 14.79 | −1.26 |
| 1.36 | 1.03 | 15.39 |
|
| 10.72 | 4.82 | 2.67 |
| 1.49 | 14.27 | −1.05 |
| 2.38 | 1.43 | 14.57 |
|
| 10.53 | 3.03 | 1.15 |
| 1.05 | 14.19 | −1.29 |
| −1.58 | −1.84 | 14.39 |
|
| 10.13 | 7.64 | −1.03 |
| 1.54 | 14.01 | 2.74 |
| 2.75 | −1.09 | 13.94 |
|
| 9.99 | 1.62 | 3.03 |
| 3.45 | 13.67 | 4.19 |
| −1.04 | −1.09 | 13.64 |
|
| 9.86 | 8.20 | 1.36 |
| 2.07 | 13.42 | −1.62 |
| −13.53 | −14.70 | 13.58 |
|
| 9.66 | 9.95 | −1.36 |
| 2.30 | 13.09 | 1.10 |
| −1.21 | 1.34 | 13.44 |
|
| 9.36 | 9.09 | 1.84 |
| 2.13 | 12.31 | 3.13 |
| 4.70 | 1.34 | 13.05 |
|
| 9.34 | 4.20 | 2.26 |
| 3.71 | 12.14 | 4.56 |
| 2.63 | −1.55 | 12.58 |
|
| 9.33 | 2.10 | 1.97 |
| 2.18 | 11.98 | 6.09 |
| 2.05 | 1.37 | 12.29 |
|
| 9.29 | 2.73 | 1.07 |
| 3.40 | 11.77 | 1.66 |
| 1.15 | −1.17 | 12.18 |
|
| 8.92 | 1.71 | 1.27 |
| 4.74 | 11.71 | 7.41 |
| −7.13 | −4.82 | 12.06 |
|
| 8.71 | 1.62 | 1.68 |
| 8.45 | 10.96 | 2.62 |
| 1.44 | −1.67 | 12.02 |
|
| 8.70 | 15.07 | 2.94 |
| 5.93 | 10.84 | 3.48 |
| 8.25 | 4.74 | 11.86 |
|
| 8.55 | 4.94 | 2.28 |
| 4.27 | 10.73 | −2.37 |
| −1.27 | −1.40 | 11.82 |
| Color Key | |||||||||||
| DEGs 5-fold higher than conjunctiva | DEGs 5-fold lower than conjunctiva | ||||||||||
| DEGs 4 to-5-fold higher than conjunctiva | DEGs 4 to-5-fold lower than conjunctiva | ||||||||||
| DEGs 3 to 4-fold higher than conjunctiva | DEGs 3 to 4-fold lower than conjunctiva | ||||||||||
| DEGs 2 to 3-fold higher than conjunctiva | DEGs 2 to 3-fold lower than conjunctiva | ||||||||||
| DEGs 1.5 to 2-fold higher than conjunctiva | DEGs 1.5 to 2-fold lower than conjunctiva | ||||||||||
Top 25 Genes Downregulated with Respect to Normal Conjunctiva.
| Ordered by Pterygium-E: Fold Change | Ordered by Pterygium-NE: Fold Change | Ordered by Pinguecula: Fold Change | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Gene (HUGO Designation) | Pt-E | Pt-NE | Ping | Gene (HUGO | Pt-E | Pt-NE | Ping | Gene (HUGO | Pt-E | Pt-NE | Ping |
|
| −51.82 | −8.48 | −2.36 |
| −44.67 | −125.64 | 2.78 |
| −12.34 | −43.07 | −64.70 |
|
| −44.67 | −125.64 | 2.78 |
| −13.30 | −70.91 | −39.26 |
| −9.60 | −14.10 | −48.56 |
|
| −24.47 | −8.51 | 2.91 |
| −12.34 | −43.07 | −64.70 |
| 2.42 | 1.23 | −45.93 |
|
| −16.54 | −12.29 | −3.42 |
| −2.96 | −26.04 | −13.63 |
| −13.30 | −70.91 | −39.26 |
|
| −13.53 | −14.70 | 13.58 |
| −9.92 | −25.12 | −10.52 |
| −1.34 | −3.73 | −21.74 |
|
| −13.44 | −4.77 | −4.12 |
| −11.94 | −20.29 | −2.50 |
| −2.16 | −8.59 | −21.73 |
|
| −13.30 | −70.91 | −39.26 |
| −2.75 | −18.85 | −4.49 |
| −2.96 | −26.04 | −13.63 |
|
| −12.34 | −43.07 | −64.70 |
| −3.25 | −17.11 | −7.69 |
| −1.64 | 1.93 | −12.71 |
|
| −12.04 | −2.75 | 2.92 |
| −10.31 | −15.95 | −8.09 |
| 1.24 | 1.03 | −11.17 |
|
| −11.94 | −20.29 | −2.50 |
| −13.53 | −14.70 | 13.58 |
| −9.92 | −25.12 | −10.52 |
|
| −11.78 | −5.34 | −1.66 |
| −9.60 | −14.10 | −48.56 |
| −2.42 | −7.17 | −9.62 |
|
| −11.66 | −4.14 | −1.61 |
| −16.54 | −12.29 | −3.42 |
| −1.74 | 1.33 | −8.70 |
|
| −11.66 | −4.15 | −1.61 |
| −4.51 | −12.13 | −1.06 |
| −2.80 | −1.98 | −8.14 |
|
| −11.28 | −10.58 | −4.57 |
| −5.53 | −12.05 | −1.47 |
| −10.31 | −15.95 | −8.09 |
|
| −11.00 | −11.87 | 5.39 |
| −11.00 | −11.87 | 5.39 |
| −2.33 | −1.30 | −7.96 |
|
| −10.64 | −10.17 | 3.76 |
| −1.24 | −11.60 | −2.45 |
| −3.25 | −17.11 | −7.69 |
|
| −10.49 | −4.63 | 1.74 |
| −11.28 | −10.58 | −4.57 |
| −4.97 | −7.73 | −7.27 |
|
| −10.31 | −15.95 | −8.09 |
| −2.78 | −10.32 | −3.77 |
| −7.58 | −4.27 | −7.06 |
|
| −9.98 | −9.40 | −1.50 |
| −10.64 | −10.17 | 3.76 |
| 1.23 | −2.66 | −6.98 |
|
| −9.92 | −25.12 | −10.52 |
| −3.35 | −10.09 | −2.16 |
| 1.82 | 1.34 | −6.98 |
|
| −9.60 | −14.10 | −48.56 |
| −6.19 | −9.86 | −2.09 |
| −5.02 | −4.80 | −6.95 |
|
| −9.46 | −7.88 | 2.18 |
| −4.52 | −9.55 | −1.75 |
| −2.86 | −1.66 | −6.73 |
|
| −9.09 | −4.43 | −3.49 |
| −6.76 | −9.48 | −6.29 |
| −7.09 | −2.83 | −6.70 |
|
| −9.03 | −3.18 | 10.98 |
| −2.83 | −9.45 | −2.22 |
| −4.15 | −5.76 | −6.68 |
|
| −8.95 | −4.42 | −2.45 |
| −9.98 | −9.40 | −1.50 |
| −3.64 | −8.11 | −6.40 |
| Color Key | |||||||||||
| DEGs 5-fold higher than conjunctiva | DEGs 5-fold lower than conjunctiva | ||||||||||
| DEGs 4 to-5-fold higher than conjunctiva | DEGs 4 to-5-fold lower than conjunctiva | ||||||||||
| DEGs 3 to 4-fold higher than conjunctiva | DEGs 3 to 4-fold lower than conjunctiva | ||||||||||
| DEGs 2 to 3-fold higher than conjunctiva | DEGs 2 to 3-fold lower than conjunctiva | ||||||||||
| DEGs 1.5 to 2-fold higher than conjunctiva | DEGs 1.5 to 2-fold lower than conjunctiva | ||||||||||
IPA Top Diseases and Biological Functions.
| Tissue Comparison | Diseases or Functions Annotated | # Molecules | |
|---|---|---|---|
| Conjunctiva vs. Pinguecula | Cancer, Organismal Injuries & Abnormalities | 3.63 × 10−2 to 7.20 × 10−7 | 105 |
| Conjunctiva vs. Pterygium-E | Cancer, Organismal Injuries & Abnormalities | 9.64 × 10−3 to 4.80 × 10−8 | 205 |
| Conjunctiva vs. Pterygium-E | Cancer, Organismal Injuries & Abnormalities | 7.75 × 10−3 to 3.89 × 10−7 | 276 |
| Pinguecula vs. Pterygium-E | Cancer, Organismal Injuries & Abnormalities | 2.75 × 10−6 to 1.32 × 10−38 | 670 |
| Pinguecula vs. Pterygium-NE | Cancer, Organismal Injuries & Abnormalities | 2.57 × 10−4 to 1.96 × 10−31 | 721 |
| Pterygium-E vs. Pterygium-NE | Cancer, Organismal Injuries & Abnormalities | 4.84 × 10−2 to 1.48 × 10−5 | 70 |
| Dermatologic Diseases & Conditions | 4.84 × 10−2 to 1.91 × 10−5 | 16 | |
| Immunological Disease | 4.89 × 10−2 to 3.82 × 10−4 | 12 | |
| Inflammatory Disease | 4.84e × 10−2 to 3.82 × 10−4 | 13 | |
| Cell Cycle | 5 |
DEGs in Pterygium-E vs. Pterygium-NE.
| Gene (HUGO Designation) | Fold-Change vs. Conjunctiva | Protein Function | ||
|---|---|---|---|---|
| Pterygium-E | Pterygium-NE | Pinguecula | ||
| 1. DNA Damage Response, Mitotic Checkpoints, Cell Cycle | ||||
|
| −1.70 | −3.78 | 1.29 | Maintain mitotic chromosomes |
|
| 1.67 | −3.28 | −2.12 | Assists RAD51 to repair DNA damage by homologous recombination |
|
| 1.43 | −3.06 | 1.43 | Recruitment of PLK1 to the central mitotic spindle |
|
| 2.30 | −2.91 | 1.57 | Mitotic spindle regulator required for G2/M progression |
|
| −1.40 | −2.87 | −1.68 | Involved in mitosis, cytokinesis, DNA repair response |
|
| 1.64 | −2.27 | 1.36 | Required for mitotic spindle checkpoint silencing for anaphase entry |
|
| 1.04 | −2.12 | −1.13 | X-Ray Radiation Resistance Associated 1 |
|
| 1.13 | −1.84 | −1.47 | Double strand break DNA repair protein |
|
| 1.90 | −1.77 | −1.23 | Transmembrane serine protease, induces G1 cell cycle arrest |
|
| −1.35 | −1.70 | −1.01 | Double strand break DNA repair protein |
|
| −1.27 | −1.40 | 11.82 | Inhibits expression of DNA double-strand break repair genes |
|
| −1.45 | −1.35 | −1.61 | Double strand break DNA repair protein |
|
| 1.48 | −1.26 | 1.01 | Repairs DNA damage by homologous recombination |
|
| −1.09 | −1.25 | 1.16 | Double strand break DNA repair protein |
|
| −1.12 | −1.14 | 1.47 | Double strand break DNA repair protein |
|
| 4.72 | −1.14 | 1.14 | Endonuclease that functions in DNA repair and recombination |
|
| 1.11 | 1.05 | −1.04 | Mitotic checkpoint regulator, involved in the DNA repair response |
|
| 1.45 | 1.38 | 1.63 | Assists RAD51 to repair DNA damage by homologous recombination |
|
| −2.21 | 2.03 | 1.47 | Transcription factor drives degradation of CTNNB1 |
|
| 1.83 | 2.17 | −1.07 | P21 cyclin dependent kinase inhibitor |
|
| 9.29 | 2.73 | 1.07 | Endonuclease thought to be involved in maintaining genomic stability |
|
| −1.72 | 2.76 | 1.18 | (FAAP24) DNA damage response resolving crosslinking lesions |
|
| −1.19 | 2.69 | −1.08 | Tumor suppressor |
|
| 1.58 | 7.54 | −1.25 | Recruited to kinetochores by PLK1 during early mitosis |
|
| 8.70 | 15.07 | 2.94 | Induced during apoptosis, may be needed for growth arrest |
| 2. Inflammation and Immune Response | ||||
|
| 1.09 | −8.61 | −1.27 | High affinity Fc-gamma receptor |
|
| 1.37 | −5.78 | 1.50 | Serine proteinase inhibitor |
|
| −1.70 | −3.78 | 1.29 | Maintain mitotic chromosomes |
|
| 1.67 | −3.28 | −2.12 | Maintain chromosome stability and repair DNA damage |
|
| −1.27 | −2.61 | −1.19 | Thymidine phosphorylase; promotes angiogenesis |
|
| 1.05 | −1.73 | −1.63 | Copine 1, calcium-dependent membrane binding protein |
|
| 2.44 | −1.44 | −1.18 | One of the galectins |
|
| 2.38 | −1.19 | 1.56 | Mevalonate diphosphate decarboxylase; cholesterol biosynthesis |
|
| −5.34 | −1.17 | −2.57 | IL1 Receptor 2 |
|
| 58.77 | 1.10 | 4.85 | Lectin that functions as a co-receptor for TLR3 (toll-like receptor 3) |
|
| 4.03 | 1.50 | 1.24 | DNA binding protein that seems to act as a transcription factor |
|
| −2.92 | 1.69 | −2.97 | Melanin synthesis |
|
| −2.62 | 1.85 | 1.27 | Carbonic Anhydrase 14 |
|
| −1.51 | 2.04 | 1.85 | T-box transcription factor |
|
| −1.30 | 2.05 | −1.27 | Cystatin A (cysteine proteinase inhibitor) |
|
| 1.27 | 2.14 | −1.12 | Sciellin (cornified envelope) |
|
| 1.10 | 2.20 | −1.63 | Transporter involved in lipid homeostasis |
|
| −1.96 | 2.90 | 1.83 | Coiled coil containing |
|
| −2.21 | 2.03 | 1.47 | Transcription factor |
|
| 1.10 | 2.01 | −1.56 | Enzyme responsible for O-linked glycosylation in mucins |
|
| 1.91 | 4.49 | −1.76 | Interleukin 1 receptor antagonist |
|
| 1.96 | 7.84 | −1.38 | Apolipoprotein B mRNA editing enzyme |
|
| 2.07 | 13.42 | −1.62 | Endonuclease; promotes tolerance via B-cell activation-induced death |
|
| 2.97 | 14.79 | −1.26 | Transcription factor involved in stress responses; AP-1 complex |
|
| 5.87 | 17.06 | 9.54 | Putative Mg2+/Mn2+ Dependent Protein Phosphatase |
|
| 3.83 | 28.63 | −1.27 | Involucrin (cornified envelope) |
|
| 2.75 | 34.38 | 1.48 | Small Proline Rich Protein 3 |
| Color Key | ||||
| DEGs 5-fold higher than conjunctiva | DEGs 5-fold lower than conjunctiva | |||
| DEGs 4 to-5-fold higher than conjunctiva | DEGs 4 to-5-fold lower than conjunctiva | |||
| DEGs 3 to 4-fold higher than conjunctiva | DEGs 3 to 4-fold lower than conjunctiva | |||
| DEGs 2 to 3-fold higher than conjunctiva | DEGs 2 to 3-fold lower than conjunctiva | |||
| DEGs 1.5 to 2-fold higher than conjunctiva | DEGs 1.5 to 2-fold lower than conjunctiva | |||
Changes in Expression of Cell Type Signature Genes in Human.
| Gene (HUGO | Fold Change vs. Conjunctiva | Function | ||
|---|---|---|---|---|
| Pterygium-E | Pterygium-NE | Pinguecula | ||
| Epithelial Cell Types | ||||
| Conjunctival Suprabasal (cluster 6) | ||||
| KRT4 | 2.39 | 4.37 | −1.20 | Epithelial keratin |
| KRT13 | 1.57 | 3.34 | −1.68 | Epithelial keratin |
| MUC1 | 1.27 | 1.18 | −1.06 | Membrane-Associated Mucin |
| MUC4 | 2.48 | 1.09 | 1.35 | Membrane-Associated Mucin |
| S100A8 | −3.04 | −1.69 | 1.04 | Calcium binding protein |
| S100A9 | −1.78 | −1.38 | −1.06 | Calcium binding protein |
| Conjunctival Basal (cluster 0) | ||||
| KRT6A | 1.64 | 1.43 | −1.48 | Epithelial keratin |
| KRT13 | 1.57 | 3.34 | −1.68 | Epithelial keratin |
| KRT14 | 1.17 | 1.06 | −2.04 | Epithelial keratin |
| KRT15 | −1.32 | 1.07 | −1.95 | Epithelial keratin |
| S100A8 | −3.04 | −1.69 | 1.04 | Calcium binding protein |
| S100A9 | −1.78 | −1.38 | −1.06 | Calcium binding protein |
| Corneal Limbal Superficial (cluster 5) | ||||
| KRT24 | −3.34 | 2.63 | −1.45 | Epithelial keratin |
| LYPD2 | 1.20 | 3.08 | 1.06 | LY6/PLAUR Domain Containing 2 |
| Corneal Limbal Suprabasal and Superficial (cluster 2) | ||||
| KRT3 | 2.88 | 2.13 | −1.53 | Epithelial keratin |
| KRT12 | 1.28 | −1.67 | −1.84 | Epithelial keratin |
| KRT24 | −3.34 | 2.63 | −1.45 | Epithelial keratin |
| AREG | 1.77 | 5.03 | 1.40 | EGF family amphiregulin |
| Corneal Limbal Suprabasal (cluster 7) | ||||
| KRT3 | 2.88 | 2.13 | −1.53 | Epithelial keratin |
| KRT12 | 1.28 | −1.67 | −1.84 | Epithelial keratin |
| KRT24 | −3.34 | 2.63 | −1.45 | Epithelial keratin |
| Corneal Limbal Suprabasal (cluster 4) | ||||
| KRT14 | 1.17 | 1.06 | −2.04 | Epithelial keratin |
| KRT15 | −1.32 | 1.07 | −1.95 | Epithelial keratin |
| GJA1 | −1.27 | −1.57 | −1.31 | Gap junction connexin |
| CLDN1 | −1.16 | −1.03 | −1.63 | Tight junction claudin |
| CLDN4 | 2.49 | 3.20 | −1.67 | Tight junction claudin |
| TP63 | 1.22 | 1.40 | −1.28 | Transcription factor p53 family |
| Corneal Limbal Basal and Suprabasal (cluster 1) | ||||
| KRT12 | 1.28 | −1.67 | −1.84 | Epithelial keratin |
| GJB6 | 1.72 | −1.22 | −1.03 | Connexin (gap junction) |
| HES1 | 1.04 | −1.32 | −1.13 | Notch signaling transcription factor |
| HES5 | 6.02 | 3.21 | −1.69 | Notch signaling transcription factor |
| Corneal Limbal Progenitor (cluster 9) | ||||
| KRT14 | 1.17 | 1.06 | −2.04 | Epithelial keratin |
| KRT15 | −1.32 | 1.07 | −1.95 | Epithelial keratin |
| CXCL14 | −1.16 | −1.03 | 1.14 | Chemokine receptor |
| CEBPD | 1.30 | 1.33 | 1.36 | bZIP transcription factor |
| S100A2 | −1.19 | −1.37 | −2.25 | Calcium binding protein |
| TXNIP | −1.98 | −1.71 | 1.12 | Protects against oxidative stress |
| TP63 | 1.22 | 1.40 | −1.28 | Transcription factor p53 family |
| Corneal Limbal Neural Crest Derived Progenitor (cluster 10) | ||||
| KRT14 | 1.17 | 1.06 | −2.04 | Epithelial keratin |
| CPVL | −2.30 | −3.49 | 1.26 | Carboxypeptidase vitellogenic like |
| PAX6 | 1.41 | −1.38 | −1.02 | Transcription factor; regulates eye development |
| TP63 | 1.22 | 1.40 | −1.28 | Transcription factor p53 family |
| Corneal Limbal Quiescent Stem Cell (cluster 13) | ||||
| GPHA2 | Not expressed | Glycoprotein Hormone Subunit A2 | ||
| CASP14 | Not expressed | Caspase 14 | ||
| Stromal Cell Types | ||||
| Corneal Central Stromal Keratocyte (cluster 12) | ||||
| KERA | Not expressed | Keratocan | ||
| LUM | −2.41 | −1.58 | 2.89 | Lumican |
| Corneal Limbal Stromal Keratocyte (cluster 16) | ||||
| FBLN1 | 1.11 | 1.05 | 2.82 | Limbal Stem Cell Niche |
| COL1A1 | −2.25 | −4.04 | 2.63 | Collagen of Limbal Stromal Niche |
| COL1A2 | −1.47 | −2.17 | 2.64 | Collagen of Limbal Stromal Niche |
| COL3A1 | −1.67 | −2.40 | 3.01 | Collagen of Limbal Stromal Niche |
| OGN | −1.23 | −1.59 | −1.06 | Osteoglycin |
| Corneal Limbal Fibroblast (cluster 8) | ||||
| FBLN1 | 1.11 | 1.05 | 2.82 | Fibrillin 1 limbal stem cell niche marker |
| Corneal Stromal Stem Cell (cluster 3) | ||||
| KERA | Not expressed | Keratocan | ||
| ENG (CD105) | Not expressed | Endoglin | ||
| Other Cell Types | ||||
| Corneal Endothelial Cells (cluster 20) | ||||
| ACKR1 | Not expressed | Chemokine receptor | ||
| CDH18 | Not expressed | Cadherin | ||
| Fibroblastic Corneal Endothelial Cells (cluster 17) | ||||
| TAGLN | −1.22 | −1.09 | 2.77 | Calponin family actin binding protein transgelin |
| ACTA2 | −1.39 | −1.25 | 2.60 | Smooth muscle actin |
| Endothelial Cells of Vessels (cluster 11) | ||||
| ACKR1 | Not expressed | Chemokine receptor | ||
| POSTN | −7.13 | −4.82 | 12.06 | Matricellular protein periostin |
| Blood Cells (cluster 14) | ||||
| HBA1 | −13.53 | −14.70 | 13.58 | |
| Lymphatic Vessels (cluster 18) | ||||
| ACKR1 | Not expressed | Chemokine receptor | ||
| CCL21 | −1.62 | −1.14 | 2.99 | Chemokine |
| LYVE1 | 1.19 | −1.36 | 1.93 | Lymphatic vessel endothelial hyaluronan receptor 1 |
| Immune Cells I (cluster 15) | ||||
| CCL3 | Not expressed | Chemokine | ||
| Immune Cells II (cluster 17) | ||||
| CCL5 | −2.57 | −2.56 | 2.98 | Chemokine |
| Melanocytes (cluster 19) | ||||
| MLANA | −2.32 | −1.55 | 1.88 | Stabilizes PMEL |
| PMEL | −2.98 | −1.39 | 1.69 | Melanosome marker |
| MITF | −1.46 | 1.06 | 2.84 | Melanocyte inducing transcription factor |
| TYRP1 | −2.77 | 1.16 | 1.64 | Tyrosinase family melanosomal enzyme |
| TYR | −2.60 | −1.61 | 1.65 | Tyrosinase family melanosomal enzyme |
| Color Key | ||||
| DEGs 5-fold higher than conjunctiva | DEGs 5-fold lower than conjunctiva | |||
| DEGs 4 to-5-fold higher than conjunctiva | DEGs 4 to-5-fold lower than conjunctiva | |||
| DEGs 3 to 4-fold higher than conjunctiva | DEGs 3-fold lower than conjunctiva | |||
| DEGs 2 to 3-fold higher than conjunctiva | DEGs 2 to 3-fold lower than conjunctiva | |||
| DEGs 1.5 to 2-fold higher than conjunctiva | DEGs 1.5 to 2-fold lower than conjunctiva | |||
Upstream Regulators Predicted by IPA.
| Tissue | Upstream Regulator: Pathway Activated | Upstream Regulator: Pathway Inhibited | ||||||
|---|---|---|---|---|---|---|---|---|
| Epithelial Cell Proliferation | Epithelial Cell Fate | Inflammation | Stress | Epithelial- | DNA Damage Response | Immune | Fibrovascular Proliferation | |
| Conjunctiva vs. Pinguecula | ||||||||
| Conjunctiva vs. Pterygium-E | PDGFBB, PRKCE, EGF, HGF, TNFA, ERK, MEK | IL1B, ECSIT | IgG | |||||
| Conjunctiva vs. Pterygium-NE | HGF, SRC | MYC | IgG, PTGER | |||||
| Pinguecula vs. | PGFBB, ERBB2, ERK, CREB1 | MYC, TP63, KLF4 | SNAI1 | IgG | VCAN | |||
| Pinguecula vs. | KRAS | MYC, TP63, KLF4 | NUPRI1 | FOXM1 | IgG, CSF2, OSM | |||
| Pterygium-E vs. Pterygium-NE | ||||||||