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: SCO2

Gene summary for SCO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCO2

Gene ID

9997

Gene namesynthesis of cytochrome C oxidase 2
Gene AliasCEMCOX1
Cytomap22q13.33
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

O43819


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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
9997SCO2LZE4THumanEsophagusESCC4.05e-121.71e-010.0811
9997SCO2LZE7THumanEsophagusESCC2.45e-103.85e-010.0667
9997SCO2LZE8THumanEsophagusESCC4.21e-081.62e-010.067
9997SCO2LZE20THumanEsophagusESCC1.15e-071.87e-010.0662
9997SCO2LZE24THumanEsophagusESCC1.84e-165.87e-010.0596
9997SCO2LZE21THumanEsophagusESCC3.48e-085.61e-010.0655
9997SCO2P1T-EHumanEsophagusESCC3.23e-168.46e-010.0875
9997SCO2P2T-EHumanEsophagusESCC1.61e-233.83e-010.1177
9997SCO2P4T-EHumanEsophagusESCC3.23e-216.60e-010.1323
9997SCO2P5T-EHumanEsophagusESCC8.50e-204.12e-010.1327
9997SCO2P8T-EHumanEsophagusESCC1.38e-111.93e-010.0889
9997SCO2P9T-EHumanEsophagusESCC1.16e-297.19e-010.1131
9997SCO2P10T-EHumanEsophagusESCC2.96e-152.69e-010.116
9997SCO2P11T-EHumanEsophagusESCC3.90e-168.36e-010.1426
9997SCO2P12T-EHumanEsophagusESCC5.65e-193.57e-010.1122
9997SCO2P15T-EHumanEsophagusESCC1.82e-273.84e-010.1149
9997SCO2P16T-EHumanEsophagusESCC5.17e-212.99e-010.1153
9997SCO2P17T-EHumanEsophagusESCC4.46e-105.39e-010.1278
9997SCO2P19T-EHumanEsophagusESCC1.91e-035.80e-010.1662
9997SCO2P20T-EHumanEsophagusESCC7.45e-184.75e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LiverThe 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.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
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
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:0022900110EsophagusESCCelectron transport chain133/8552175/187232.18e-161.67e-14133
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:0022904110EsophagusESCCrespiratory electron transport chain89/8552114/187231.36e-125.80e-1189
GO:001700413EsophagusESCCcytochrome complex assembly34/855236/187235.08e-101.31e-0834
GO:000853512EsophagusESCCrespiratory chain complex IV assembly24/855226/187236.87e-078.99e-0624
GO:003361712EsophagusESCCmitochondrial cytochrome c oxidase assembly21/855222/187238.75e-071.13e-0521
GO:005507617EsophagusESCCtransition metal ion homeostasis87/8552138/187232.85e-052.37e-0487
GO:00469169EsophagusESCCcellular transition metal ion homeostasis70/8552115/187237.28e-043.79e-0370
GO:00550703EsophagusESCCcopper ion homeostasis15/855218/187231.20e-035.88e-0315
GO:00068781EsophagusESCCcellular copper ion homeostasis12/855215/187237.31e-032.63e-0212
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:002290012LiverCirrhoticelectron transport chain111/4634175/187231.94e-271.52e-24111
GO:00229047LiverCirrhoticrespiratory electron transport chain77/4634114/187235.84e-222.29e-1977
GO:00453337LiverCirrhoticcellular respiration122/4634230/187232.15e-206.43e-18122
GO:001598012LiverCirrhoticenergy derivation by oxidation of organic compounds154/4634318/187233.11e-208.87e-18154
GO:00331087LiverCirrhoticmitochondrial respiratory chain complex assembly64/463493/187233.85e-197.79e-1764
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0523018EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa0523019EsophagusESCCCentral carbon metabolism in cancer50/420570/84651.70e-046.62e-043.39e-0450
hsa052308LiverCirrhoticCentral carbon metabolism in cancer30/253070/84651.41e-024.35e-022.68e-0230
hsa0523011LiverCirrhoticCentral carbon metabolism in cancer30/253070/84651.41e-024.35e-022.68e-0230
hsa0523021LiverHCCCentral carbon metabolism in cancer43/402070/84651.30e-023.19e-021.78e-0243
hsa0523031LiverHCCCentral carbon metabolism in cancer43/402070/84651.30e-023.19e-021.78e-0243
hsa0523016Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0523017Oral cavityOSCCCentral carbon metabolism in cancer49/370470/84657.57e-063.59e-051.83e-0549
hsa0523023Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
hsa0523033Oral cavityLPCentral carbon metabolism in cancer31/241870/84653.50e-031.46e-029.40e-0331
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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
SCO2SNVMissense_Mutationc.97N>Gp.Leu33Valp.L33VO43819protein_codingtolerated(0.62)benign(0)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
SCO2SNVMissense_Mutationrs777327176c.703N>Ap.Gly235Serp.G235SO43819protein_codingdeleterious(0.04)probably_damaging(1)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
SCO2SNVMissense_Mutationrs372731740c.340N>Tp.Arg114Cysp.R114CO43819protein_codingtolerated(0.11)benign(0.216)TCGA-DG-A2KJ-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
SCO2SNVMissense_Mutationrs764093441c.664G>Ap.Val222Metp.V222MO43819protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SCO2SNVMissense_Mutationnovelc.25N>Gp.Thr9Alap.T9AO43819protein_codingtolerated_low_confidence(0.06)benign(0)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SCO2SNVMissense_Mutationrs373674489c.284N>Ap.Arg95Hisp.R95HO43819protein_codingtolerated(0.12)probably_damaging(0.97)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SCO2SNVMissense_Mutationrs777154604c.617N>Ap.Arg206Hisp.R206HO43819protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A2QK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
SCO2SNVMissense_Mutationrs748770403c.616C>Tp.Arg206Cysp.R206CO43819protein_codingdeleterious(0)probably_damaging(1)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
SCO2SNVMissense_Mutationrs748362764c.520G>Ap.Val174Ilep.V174IO43819protein_codingtolerated(0.2)benign(0.023)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SCO2SNVMissense_Mutationnovelc.230N>Tp.Ala77Valp.A77VO43819protein_codingtolerated(0.3)benign(0.005)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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