Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: CCDC80

Gene summary for CCDC80

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC80

Gene ID

151887

Gene namecoiled-coil domain containing 80
Gene AliasCL2
Cytomap3q13.2
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

Q76M96


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Malignant transformation analysis

check button 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
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
151887CCDC80CCI_3HumanCervixCC1.31e-079.35e-010.516
151887CCDC80sample1HumanCervixCC1.02e-055.90e-010.0959
151887CCDC80T1HumanCervixCC8.77e-177.38e-010.0918
151887CCDC80LZE20THumanEsophagusESCC9.81e-032.05e-010.0662
151887CCDC80P5T-EHumanEsophagusESCC2.29e-149.79e-010.1327
151887CCDC80P8T-EHumanEsophagusESCC2.66e-311.02e+000.0889
151887CCDC80P9T-EHumanEsophagusESCC1.38e-101.78e+000.1131
151887CCDC80P28T-EHumanEsophagusESCC1.95e-02-1.88e-010.1149
151887CCDC80P32T-EHumanEsophagusESCC2.13e-034.81e-010.1666
151887CCDC80P37T-EHumanEsophagusESCC1.73e-123.93e-010.1371
151887CCDC80P44T-EHumanEsophagusESCC4.50e-021.05e+000.1096
151887CCDC80P47T-EHumanEsophagusESCC6.69e-076.24e-010.1067
151887CCDC80P48T-EHumanEsophagusESCC1.69e-03-8.14e-020.0959
151887CCDC80P56T-EHumanEsophagusESCC3.83e-023.25e-010.1613
151887CCDC80P61T-EHumanEsophagusESCC1.53e-034.70e-010.099
151887CCDC80P79T-EHumanEsophagusESCC2.67e-073.65e-010.1154
151887CCDC80P127T-EHumanEsophagusESCC2.14e-033.76e-010.0826
151887CCDC80P128T-EHumanEsophagusESCC1.44e-121.97e+000.1241
151887CCDC80C04HumanOral cavityOSCC8.32e-191.34e+000.2633
151887CCDC80C21HumanOral cavityOSCC1.28e-087.19e-010.2678
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe image shows the transcriptomic changes along malignancy continuum.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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
EsophagusThe image shows the transcriptomic changes along malignancy continuum.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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.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.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

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: 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).
ColorectumSERGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: 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).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: 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).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: 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).
∗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).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001081010CervixCCregulation of cell-substrate adhesion69/2311221/187238.57e-145.69e-1169
GO:00315898CervixCCcell-substrate adhesion96/2311363/187231.48e-138.85e-1196
GO:004578510CervixCCpositive regulation of cell adhesion101/2311437/187231.96e-103.08e-08101
GO:001081110CervixCCpositive regulation of cell-substrate adhesion34/2311123/187233.66e-069.68e-0534
GO:0030198CervixCCextracellular matrix organization52/2311301/187237.43e-033.98e-0252
GO:0043062CervixCCextracellular structure organization52/2311302/187237.92e-034.17e-0252
GO:0045229CervixCCexternal encapsulating structure organization52/2311304/187239.00e-034.57e-0252
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:001081020EsophagusESCCregulation of cell-substrate adhesion144/8552221/187233.55e-097.45e-08144
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:001081126EsophagusESCCpositive regulation of cell-substrate adhesion84/8552123/187233.18e-074.50e-0684
GO:00301984EsophagusESCCextracellular matrix organization171/8552301/187236.08e-054.67e-04171
GO:00430624EsophagusESCCextracellular structure organization171/8552302/187237.73e-055.76e-04171
GO:00452294EsophagusESCCexternal encapsulating structure organization172/8552304/187237.80e-055.80e-04172
GO:003158917Oral cavityOSCCcell-substrate adhesion193/7305363/187232.48e-084.82e-07193
GO:001081019Oral cavityOSCCregulation of cell-substrate adhesion126/7305221/187234.02e-087.55e-07126
GO:004578520Oral cavityOSCCpositive regulation of cell adhesion225/7305437/187236.06e-081.09e-06225
GO:001081120Oral cavityOSCCpositive regulation of cell-substrate adhesion71/7305123/187231.96e-051.87e-0471
GO:00301983Oral cavityOSCCextracellular matrix organization146/7305301/187234.67e-042.77e-03146
GO:00452293Oral cavityOSCCexternal encapsulating structure organization147/7305304/187235.30e-043.08e-03147
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon 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.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
CCDC80SNVMissense_Mutationc.2431N>Tp.Arg811Cysp.R811CQ76M96protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A2-A1FW-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
CCDC80SNVMissense_Mutationc.1725N>Tp.Lys575Asnp.K575NQ76M96protein_codingtolerated(0.11)benign(0.007)TCGA-A8-A08L-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CCDC80SNVMissense_Mutationnovelc.2365N>Ap.Asp789Asnp.D789NQ76M96protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC80SNVMissense_Mutationrs371496097c.1256N>Ap.Arg419Glnp.R419QQ76M96protein_codingtolerated(0.23)benign(0.132)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CCDC80SNVMissense_Mutationc.120G>Tp.Leu40Phep.L40FQ76M96protein_codingtolerated_low_confidence(0.12)benign(0.055)TCGA-B6-A0X1-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
CCDC80SNVMissense_Mutationc.1630G>Cp.Glu544Glnp.E544QQ76M96protein_codingdeleterious(0.03)benign(0.044)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
CCDC80SNVMissense_Mutationc.667N>Tp.Met223Leup.M223LQ76M96protein_codingtolerated(0.35)benign(0.372)TCGA-D8-A1JP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
CCDC80SNVMissense_Mutationnovelc.52N>Ap.Val18Metp.V18MQ76M96protein_codingdeleterious_low_confidence(0)possibly_damaging(0.467)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CCDC80SNVMissense_Mutationnovelc.2387N>Gp.Gln796Argp.Q796RQ76M96protein_codingdeleterious(0)probably_damaging(0.996)TCGA-E2-A9RU-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
CCDC80SNVMissense_Mutationc.2617N>Ap.Gly873Argp.G873RQ76M96protein_codingdeleterious(0)probably_damaging(0.999)TCGA-HN-A2OB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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