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: COA7

Gene summary for COA7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COA7

Gene ID

65260

Gene namecytochrome c oxidase assembly factor 7
Gene AliasC1orf163
Cytomap1p32.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q96BR5


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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
65260COA7LZE4THumanEsophagusESCC1.84e-021.01e-010.0811
65260COA7LZE24THumanEsophagusESCC1.10e-091.23e-010.0596
65260COA7P2T-EHumanEsophagusESCC1.70e-163.05e-010.1177
65260COA7P4T-EHumanEsophagusESCC1.81e-082.24e-010.1323
65260COA7P5T-EHumanEsophagusESCC1.69e-132.70e-010.1327
65260COA7P8T-EHumanEsophagusESCC2.53e-063.76e-020.0889
65260COA7P9T-EHumanEsophagusESCC6.76e-071.08e-010.1131
65260COA7P10T-EHumanEsophagusESCC4.26e-162.20e-010.116
65260COA7P11T-EHumanEsophagusESCC1.93e-022.47e-010.1426
65260COA7P12T-EHumanEsophagusESCC1.80e-092.49e-010.1122
65260COA7P15T-EHumanEsophagusESCC9.25e-173.53e-010.1149
65260COA7P16T-EHumanEsophagusESCC6.83e-091.02e-010.1153
65260COA7P17T-EHumanEsophagusESCC2.14e-031.45e-010.1278
65260COA7P19T-EHumanEsophagusESCC7.15e-033.44e-010.1662
65260COA7P20T-EHumanEsophagusESCC5.19e-172.63e-010.1124
65260COA7P21T-EHumanEsophagusESCC8.24e-153.86e-010.1617
65260COA7P22T-EHumanEsophagusESCC5.77e-076.20e-020.1236
65260COA7P23T-EHumanEsophagusESCC4.41e-164.53e-010.108
65260COA7P24T-EHumanEsophagusESCC1.87e-071.96e-010.1287
65260COA7P26T-EHumanEsophagusESCC6.13e-112.03e-010.1276
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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
∗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:000697922LiverHCCresponse to oxidative stress281/7958446/187239.75e-191.24e-16281
GO:006219722LiverHCCcellular response to chemical stress216/7958337/187236.86e-165.44e-14216
GO:003459922LiverHCCcellular response to oxidative stress183/7958288/187233.65e-131.93e-11183
GO:007099722LiverHCCneuron death202/7958361/187231.44e-072.70e-06202
GO:190121412LiverHCCregulation of neuron death179/7958319/187235.65e-079.01e-06179
GO:190121512LiverHCCnegative regulation of neuron death113/7958208/187233.68e-042.54e-03113
GO:003647511LiverHCCneuron death in response to oxidative stress22/795831/187231.27e-036.92e-0322
GO:003647312LiverHCCcell death in response to oxidative stress55/795895/187231.76e-039.12e-0355
GO:190288212LiverHCCregulation of response to oxidative stress55/795898/187234.46e-031.93e-0255
GO:190040712LiverHCCregulation of cellular response to oxidative stress50/795889/187236.33e-032.58e-0250
GO:190320112LiverHCCregulation of oxidative stress-induced cell death42/795874/187239.32e-033.57e-0242
GO:190320311LiverHCCregulation of oxidative stress-induced neuron death18/795827/187239.75e-033.66e-0218
GO:00069798LungIACresponse to oxidative stress82/2061446/187231.99e-069.18e-0582
GO:00709978LungIACneuron death68/2061361/187236.32e-062.32e-0468
GO:00621978LungIACcellular response to chemical stress64/2061337/187238.92e-063.01e-0464
GO:00345998LungIACcellular response to oxidative stress54/2061288/187236.20e-051.35e-0354
GO:19012148LungIACregulation of neuron death58/2061319/187238.28e-051.69e-0358
GO:19028828LungIACregulation of response to oxidative stress24/206198/187231.22e-042.30e-0324
GO:19004078LungIACregulation of cellular response to oxidative stress22/206189/187231.99e-043.51e-0322
GO:19032018LungIACregulation of oxidative stress-induced cell death18/206174/187238.98e-041.11e-0218
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04714211EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0471430Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa04714113Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
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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
COA7SNVMissense_Mutationc.343N>Ap.Gly115Serp.G115SQ96BR5protein_codingdeleterious(0.01)possibly_damaging(0.809)TCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
COA7SNVMissense_Mutationc.671N>Cp.Gly224Alap.G224AQ96BR5protein_codingtolerated(1)benign(0)TCGA-AO-A03T-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
COA7insertionNonsense_Mutationnovelc.326_327insCTTAACATTTGGGTAATGTp.Ala110LeufsTer5p.A110Lfs*5Q96BR5protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
COA7insertionFrame_Shift_Insnovelc.601_602insTCACCATCTACTGTp.Asp201ValfsTer15p.D201Vfs*15Q96BR5protein_codingTCGA-AO-A0J5-01Breastbreast invasive carcinomaFemale<65III/IVOther, specify in notesBisphosphonatezoledronicPD
COA7SNVMissense_Mutationnovelc.515G>Ap.Cys172Tyrp.C172YQ96BR5protein_codingtolerated(0.11)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COA7SNVMissense_Mutationc.601N>Cp.Asp201Hisp.D201HQ96BR5protein_codingdeleterious(0.02)benign(0.253)TCGA-VS-A94X-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
COA7SNVMissense_Mutationc.344N>Ap.Gly115Aspp.G115DQ96BR5protein_codingdeleterious(0)probably_damaging(0.925)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
COA7SNVMissense_Mutationnovelc.524N>Ap.Ser175Tyrp.S175YQ96BR5protein_codingdeleterious(0)probably_damaging(0.911)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COA7SNVMissense_Mutationrs768084335c.115N>Tp.Arg39Trpp.R39WQ96BR5protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
COA7SNVMissense_Mutationrs768757974c.296N>Tp.Ala99Valp.A99VQ96BR5protein_codingtolerated(0.08)benign(0.054)TCGA-AX-A0J1-01Endometriumuterine 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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