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Gene: CCS |
Gene summary for CCS |
 Gene summary. |
| Gene information | Species | Human | Gene symbol | CCS | Gene ID | 9973 |
| Gene name | copper chaperone for superoxide dismutase | |
| Gene Alias | CCS | |
| Cytomap | 11q13.2 | |
| Gene Type | protein-coding | GO ID | GO:0000302 | UniProtAcc | O14618 |
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Malignant transformation analysis |
| Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells |
| Malignant transformation involving gene list. |
| Entrez ID | Symbol | Replicates | Species | Organ | Tissue | Adj P-value | Log2FC | Malignancy |
| 9973 | CCS | P48T-E | Human | Esophagus | ESCC | 5.43e-21 | 3.95e-01 | 0.0959 |
| 9973 | CCS | P49T-E | Human | Esophagus | ESCC | 2.63e-18 | 2.00e+00 | 0.1768 |
| 9973 | CCS | P52T-E | Human | Esophagus | ESCC | 4.90e-29 | 6.68e-01 | 0.1555 |
| 9973 | CCS | P54T-E | Human | Esophagus | ESCC | 6.09e-13 | 3.38e-01 | 0.0975 |
| 9973 | CCS | P56T-E | Human | Esophagus | ESCC | 9.62e-15 | 1.57e+00 | 0.1613 |
| 9973 | CCS | P57T-E | Human | Esophagus | ESCC | 1.26e-43 | 8.80e-01 | 0.0926 |
| 9973 | CCS | P61T-E | Human | Esophagus | ESCC | 2.98e-33 | 8.37e-01 | 0.099 |
| 9973 | CCS | P62T-E | Human | Esophagus | ESCC | 3.50e-51 | 9.06e-01 | 0.1302 |
| 9973 | CCS | P65T-E | Human | Esophagus | ESCC | 1.20e-30 | 6.72e-01 | 0.0978 |
| 9973 | CCS | P74T-E | Human | Esophagus | ESCC | 7.64e-56 | 1.45e+00 | 0.1479 |
| 9973 | CCS | P75T-E | Human | Esophagus | ESCC | 4.45e-55 | 1.08e+00 | 0.1125 |
| 9973 | CCS | P76T-E | Human | Esophagus | ESCC | 2.56e-46 | 9.11e-01 | 0.1207 |
| 9973 | CCS | P79T-E | Human | Esophagus | ESCC | 2.93e-37 | 6.85e-01 | 0.1154 |
| 9973 | CCS | P80T-E | Human | Esophagus | ESCC | 7.60e-31 | 7.86e-01 | 0.155 |
| 9973 | CCS | P82T-E | Human | Esophagus | ESCC | 1.71e-21 | 1.12e+00 | 0.1072 |
| 9973 | CCS | P83T-E | Human | Esophagus | ESCC | 1.69e-30 | 7.82e-01 | 0.1738 |
| 9973 | CCS | P84T-E | Human | Esophagus | ESCC | 9.48e-12 | 5.70e-01 | 0.0933 |
| 9973 | CCS | P89T-E | Human | Esophagus | ESCC | 1.02e-18 | 1.07e+00 | 0.1752 |
| 9973 | CCS | P91T-E | Human | Esophagus | ESCC | 2.34e-20 | 1.74e+00 | 0.1828 |
| 9973 | CCS | P94T-E | Human | Esophagus | ESCC | 6.20e-05 | 4.34e-01 | 0.0879 |
| Page: 1 2 3 4 5 6 |
| Transcriptomic changes along malignancy continuum. |
| Tissue | Expression Dynamics | Abbreviation |
| Esophagus |  | ESCC: Esophageal squamous cell carcinoma |
| HGIN: High-grade intraepithelial neoplasias | ||
| LGIN: Low-grade intraepithelial neoplasias | ||
| Liver |  | HCC: Hepatocellular carcinoma |
| NAFLD: Non-alcoholic fatty liver disease | ||
| Oral Cavity |  | EOLP: Erosive Oral lichen planus |
| LP: leukoplakia | ||
| NEOLP: Non-erosive oral lichen planus | ||
| OSCC: Oral squamous cell carcinoma | ||
| Skin |  | AK: Actinic keratosis |
| cSCC: Cutaneous squamous cell carcinoma | ||
| SCCIS:squamous cell carcinoma in situ | ||
| Thyroid |  | ATC: Anaplastic thyroid cancer |
| HT: Hashimoto's thyroiditis | ||
| PTC: Papillary thyroid cancer |
| ∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage. |
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Malignant transformation related pathway analysis |
| Find out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer |
| Figure of enriched GO biological processes. |
| Tissue | Disease Stage | Enriched GO biological Processes |
| Colorectum | AD |  |
| Colorectum | SER |  |
| Colorectum | MSS |  |
| Colorectum | MSI-H |  |
| Colorectum | FAP |  |
| ∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust). |
| Page: 1 2 3 4 5 6 7 8 9 |
| Enriched GO biological processes. |
| GO ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | Count |
| GO:0006979111 | Esophagus | ESCC | response to oxidative stress | 303/8552 | 446/18723 | 7.15e-22 | 1.30e-19 | 303 |
| GO:0062197111 | Esophagus | ESCC | cellular response to chemical stress | 234/8552 | 337/18723 | 5.37e-19 | 5.97e-17 | 234 |
| GO:0034599111 | Esophagus | ESCC | cellular response to oxidative stress | 197/8552 | 288/18723 | 3.76e-15 | 2.15e-13 | 197 |
| GO:0000302111 | Esophagus | ESCC | response to reactive oxygen species | 150/8552 | 222/18723 | 3.06e-11 | 1.02e-09 | 150 |
| GO:005160418 | Esophagus | ESCC | protein maturation | 189/8552 | 294/18723 | 7.64e-11 | 2.39e-09 | 189 |
| GO:001700413 | Esophagus | ESCC | cytochrome complex assembly | 34/8552 | 36/18723 | 5.08e-10 | 1.31e-08 | 34 |
| GO:003461420 | Esophagus | ESCC | cellular response to reactive oxygen species | 103/8552 | 155/18723 | 1.34e-07 | 2.17e-06 | 103 |
| GO:000963620 | Esophagus | ESCC | response to toxic substance | 150/8552 | 262/18723 | 1.00e-04 | 7.12e-04 | 150 |
| GO:007259318 | Esophagus | ESCC | reactive oxygen species metabolic process | 137/8552 | 239/18723 | 1.82e-04 | 1.16e-03 | 137 |
| GO:1990748110 | Esophagus | ESCC | cellular detoxification | 70/8552 | 116/18723 | 1.02e-03 | 5.17e-03 | 70 |
| GO:0097237110 | Esophagus | ESCC | cellular response to toxic substance | 72/8552 | 124/18723 | 3.65e-03 | 1.49e-02 | 72 |
| GO:0098869110 | Esophagus | ESCC | cellular oxidant detoxification | 60/8552 | 101/18723 | 3.76e-03 | 1.53e-02 | 60 |
| GO:00513534 | Esophagus | ESCC | positive regulation of oxidoreductase activity | 37/8552 | 59/18723 | 6.23e-03 | 2.29e-02 | 37 |
| GO:000697912 | Liver | Cirrhotic | response to oxidative stress | 196/4634 | 446/18723 | 2.80e-19 | 5.86e-17 | 196 |
| GO:006219712 | Liver | Cirrhotic | cellular response to chemical stress | 147/4634 | 337/18723 | 1.84e-14 | 1.72e-12 | 147 |
| GO:003459912 | Liver | Cirrhotic | cellular response to oxidative stress | 127/4634 | 288/18723 | 4.29e-13 | 3.32e-11 | 127 |
| GO:000030212 | Liver | Cirrhotic | response to reactive oxygen species | 100/4634 | 222/18723 | 2.92e-11 | 1.73e-09 | 100 |
| GO:00516046 | Liver | Cirrhotic | protein maturation | 121/4634 | 294/18723 | 3.54e-10 | 1.68e-08 | 121 |
| GO:00346147 | Liver | Cirrhotic | cellular response to reactive oxygen species | 70/4634 | 155/18723 | 2.27e-08 | 7.91e-07 | 70 |
| GO:000963612 | Liver | Cirrhotic | response to toxic substance | 104/4634 | 262/18723 | 5.63e-08 | 1.74e-06 | 104 |
| Page: 1 2 3 4 5 6 |
| Enriched KEGG pathways. |
| Pathway ID | Tissue | Disease Stage | Description | Gene Ratio | Bg Ratio | pvalue | p.adjust | qvalue | Count |
| hsa05014210 | Esophagus | ESCC | Amyotrophic lateral sclerosis | 266/4205 | 364/8465 | 1.31e-20 | 2.20e-18 | 1.13e-18 | 266 |
| hsa05022210 | Esophagus | ESCC | Pathways of neurodegeneration - multiple diseases | 318/4205 | 476/8465 | 6.10e-15 | 2.04e-13 | 1.05e-13 | 318 |
| hsa0501438 | Esophagus | ESCC | Amyotrophic lateral sclerosis | 266/4205 | 364/8465 | 1.31e-20 | 2.20e-18 | 1.13e-18 | 266 |
| hsa0502238 | Esophagus | ESCC | Pathways of neurodegeneration - multiple diseases | 318/4205 | 476/8465 | 6.10e-15 | 2.04e-13 | 1.05e-13 | 318 |
| hsa0501414 | Liver | Cirrhotic | Amyotrophic lateral sclerosis | 187/2530 | 364/8465 | 1.56e-18 | 6.50e-17 | 4.01e-17 | 187 |
| hsa0502214 | Liver | Cirrhotic | Pathways of neurodegeneration - multiple diseases | 217/2530 | 476/8465 | 7.30e-14 | 2.03e-12 | 1.25e-12 | 217 |
| hsa0501415 | Liver | Cirrhotic | Amyotrophic lateral sclerosis | 187/2530 | 364/8465 | 1.56e-18 | 6.50e-17 | 4.01e-17 | 187 |
| hsa0502215 | Liver | Cirrhotic | Pathways of neurodegeneration - multiple diseases | 217/2530 | 476/8465 | 7.30e-14 | 2.03e-12 | 1.25e-12 | 217 |
| hsa0501422 | Liver | HCC | Amyotrophic lateral sclerosis | 252/4020 | 364/8465 | 8.85e-18 | 7.41e-16 | 4.12e-16 | 252 |
| hsa0502222 | Liver | HCC | Pathways of neurodegeneration - multiple diseases | 298/4020 | 476/8465 | 6.59e-12 | 1.30e-10 | 7.22e-11 | 298 |
| hsa0501432 | Liver | HCC | Amyotrophic lateral sclerosis | 252/4020 | 364/8465 | 8.85e-18 | 7.41e-16 | 4.12e-16 | 252 |
| hsa0502232 | Liver | HCC | Pathways of neurodegeneration - multiple diseases | 298/4020 | 476/8465 | 6.59e-12 | 1.30e-10 | 7.22e-11 | 298 |
| hsa0501428 | Oral cavity | OSCC | Amyotrophic lateral sclerosis | 246/3704 | 364/8465 | 6.65e-21 | 1.11e-18 | 5.67e-19 | 246 |
| hsa0502228 | Oral cavity | OSCC | Pathways of neurodegeneration - multiple diseases | 292/3704 | 476/8465 | 1.60e-15 | 4.47e-14 | 2.28e-14 | 292 |
| hsa05014112 | Oral cavity | OSCC | Amyotrophic lateral sclerosis | 246/3704 | 364/8465 | 6.65e-21 | 1.11e-18 | 5.67e-19 | 246 |
| hsa05022112 | Oral cavity | OSCC | Pathways of neurodegeneration - multiple diseases | 292/3704 | 476/8465 | 1.60e-15 | 4.47e-14 | 2.28e-14 | 292 |
| hsa0501429 | Oral cavity | LP | Amyotrophic lateral sclerosis | 197/2418 | 364/8465 | 1.25e-25 | 1.39e-23 | 8.93e-24 | 197 |
| hsa0502229 | Oral cavity | LP | Pathways of neurodegeneration - multiple diseases | 232/2418 | 476/8465 | 7.77e-22 | 3.69e-20 | 2.38e-20 | 232 |
| hsa0501437 | Oral cavity | LP | Amyotrophic lateral sclerosis | 197/2418 | 364/8465 | 1.25e-25 | 1.39e-23 | 8.93e-24 | 197 |
| hsa0502237 | Oral cavity | LP | Pathways of neurodegeneration - multiple diseases | 232/2418 | 476/8465 | 7.77e-22 | 3.69e-20 | 2.38e-20 | 232 |
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Cell-cell communication analysis |
| Identification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states |
| Ligand | Receptor | LRpair | Pathway | Tissue | Disease Stage |
| Page: 1 |
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Single-cell gene regulatory network inference analysis |
| Find out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states |
| TF | Cell Type | Tissue | Disease Stage | Target Gene | RSS | Regulon Activity |
| ∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression. |
| Page: 1 |
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Somatic mutation of malignant transformation related genes |
| Annotation of somatic variants for genes involved in malignant transformation |
| Hugo Symbol | Variant Class | Variant Classification | dbSNP RS | HGVSc | HGVSp | HGVSp Short | SWISSPROT | BIOTYPE | SIFT | PolyPhen | Tumor Sample Barcode | Tissue | Histology | Sex | Age | Stage | Therapy Types | Drugs | Outcome |
| CCS | SNV | Missense_Mutation | c.613N>T | p.Asp205Tyr | p.D205Y | O14618 | protein_coding | deleterious(0.03) | probably_damaging(0.999) | TCGA-D8-A1J9-01 | Breast | breast invasive carcinoma | Female | <65 | I/II | Unknown | Unknown | SD | |
| CCS | insertion | Frame_Shift_Ins | novel | c.589_590insCTCCATCTCAACAAAACAAAACAAAACAAAACAAAACAAAAGTT | p.Ser197ThrfsTer17 | p.S197Tfs*17 | O14618 | protein_coding | TCGA-AN-A03X-01 | Breast | breast invasive carcinoma | Female | >=65 | I/II | Unknown | Unknown | SD | ||
| CCS | SNV | Missense_Mutation | c.571N>C | p.Trp191Arg | p.W191R | O14618 | protein_coding | tolerated(0.08) | benign(0.354) | TCGA-AA-A010-01 | Colorectum | colon adenocarcinoma | Female | <65 | I/II | Chemotherapy | folinic | CR | |
| CCS | SNV | Missense_Mutation | c.407N>G | p.Asp136Gly | p.D136G | O14618 | protein_coding | deleterious(0) | probably_damaging(0.999) | TCGA-AU-6004-01 | Colorectum | colon adenocarcinoma | Female | >=65 | I/II | Unknown | Unknown | SD | |
| CCS | SNV | Missense_Mutation | c.779N>T | p.Ala260Val | p.A260V | O14618 | protein_coding | deleterious(0.02) | benign(0.141) | TCGA-NH-A5IV-01 | Colorectum | colon adenocarcinoma | Female | >=65 | I/II | Unknown | Unknown | SD | |
| CCS | insertion | Frame_Shift_Ins | rs759691599 | c.278_279insG | p.Pro96AlafsTer16 | p.P96Afs*16 | O14618 | protein_coding | TCGA-CM-4743-01 | Colorectum | colon adenocarcinoma | Male | >=65 | I/II | Chemotherapy | capecitabine | SD | ||
| CCS | SNV | Missense_Mutation | novel | c.141N>T | p.Glu47Asp | p.E47D | O14618 | protein_coding | tolerated(0.43) | benign(0.02) | TCGA-A5-A0G2-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | III/IV | Unknown | Unknown | SD |
| CCS | SNV | Missense_Mutation | rs776789603 | c.334N>T | p.Arg112Cys | p.R112C | O14618 | protein_coding | tolerated(0.07) | benign(0.02) | TCGA-AX-A1CE-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | I/II | Unspecific | Paclitaxel | SD |
| CCS | SNV | Missense_Mutation | novel | c.648N>T | p.Lys216Asn | p.K216N | O14618 | protein_coding | deleterious(0.02) | benign(0.364) | TCGA-B5-A3FC-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | <65 | I/II | Unknown | Unknown | SD |
| CCS | SNV | Missense_Mutation | rs765752116 | c.590G>C | p.Ser197Thr | p.S197T | O14618 | protein_coding | deleterious(0) | possibly_damaging(0.855) | TCGA-D1-A103-01 | Endometrium | uterine corpus endometrioid carcinoma | Female | >=65 | I/II | Unknown | Unknown | SD |
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Related drugs of malignant transformation related genes |
| Identification of chemicals and drugs interact with genes involved in malignant transfromation |
| (DGIdb 4.0) |
| Entrez ID | Symbol | Category | Interaction Types | Drug Claim Name | Drug Name | PMIDs |
| Page: 1 |
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