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: COX7A1

Gene summary for COX7A1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COX7A1

Gene ID

1346

Gene namecytochrome c oxidase subunit 7A1
Gene AliasCOX7A
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0002082

UniProtAcc

P24310


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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
1346COX7A1C21HumanOral cavityOSCC2.84e-03-4.95e-010.2678
1346COX7A1C43HumanOral cavityOSCC8.91e-18-5.26e-010.1704
1346COX7A1C46HumanOral cavityOSCC4.82e-09-5.14e-010.1673
1346COX7A1C57HumanOral cavityOSCC4.26e-08-5.26e-010.1679
1346COX7A1C08HumanOral cavityOSCC8.39e-14-5.08e-010.1919
1346COX7A1C09HumanOral cavityOSCC1.74e-241.32e+000.1431
1346COX7A1LN46HumanOral cavityOSCC6.41e-03-5.13e-010.1666
1346COX7A1EOLP-1HumanOral cavityEOLP8.79e-03-3.15e-01-0.0202
1346COX7A1NEOLP-2HumanOral cavityNEOLP3.94e-047.73e-02-0.0196
1346COX7A1NEOLP-3HumanOral cavityNEOLP1.29e-06-1.72e-02-0.0191
1346COX7A1SYSMH1HumanOral cavityOSCC2.03e-17-5.17e-010.1127
1346COX7A1SYSMH2HumanOral cavityOSCC2.03e-11-4.91e-010.2326
1346COX7A1SYSMH3HumanOral cavityOSCC8.72e-15-3.90e-010.2442
1346COX7A1SYSMH4HumanOral cavityOSCC2.74e-07-3.33e-010.1226
1346COX7A1SYSMH5HumanOral cavityOSCC7.44e-099.55e-010.0647
1346COX7A1Adj_PTCwithHT_6HumanThyroidHT5.43e-04-2.72e-010.02
1346COX7A1male-WTAHumanThyroidPTC8.28e-06-2.16e-010.1037
1346COX7A1PTC01HumanThyroidPTC5.55e-03-2.61e-010.1899
1346COX7A1PTC05HumanThyroidPTC6.80e-062.59e-010.2065
1346COX7A1PTC07HumanThyroidPTC7.61e-173.43e-010.2044
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:002290018Oral cavityOSCCelectron transport chain126/7305175/187236.65e-198.42e-17126
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:000906018Oral cavityOSCCaerobic respiration133/7305189/187231.79e-182.02e-16133
GO:004533318Oral cavityOSCCcellular respiration153/7305230/187232.07e-171.87e-15153
GO:004277318Oral cavityOSCCATP synthesis coupled electron transport75/730595/187231.95e-151.33e-1375
GO:004277518Oral cavityOSCCmitochondrial ATP synthesis coupled electron transport75/730595/187231.95e-151.33e-1375
GO:002290418Oral cavityOSCCrespiratory electron transport chain86/7305114/187232.43e-151.63e-1386
GO:001598018Oral cavityOSCCenergy derivation by oxidation of organic compounds190/7305318/187234.10e-142.26e-12190
GO:001964618Oral cavityOSCCaerobic electron transport chain68/730587/187239.88e-145.17e-1268
GO:004603420Oral cavityOSCCATP metabolic process166/7305277/187231.16e-125.12e-11166
GO:000611919Oral cavityOSCCoxidative phosphorylation96/7305141/187232.33e-129.75e-1196
GO:004346716Oral cavityOSCCregulation of generation of precursor metabolites and energy71/7305130/187232.15e-041.41e-0371
GO:19037158Oral cavityOSCCregulation of aerobic respiration23/730533/187233.47e-042.12e-0323
GO:00434577Oral cavityOSCCregulation of cellular respiration31/730549/187235.04e-042.95e-0331
GO:190357819Oral cavityOSCCregulation of ATP metabolic process46/730587/187235.93e-032.26e-0246
GO:00020823Oral cavityOSCCregulation of oxidative phosphorylation15/730523/187239.84e-033.46e-0215
GO:004603426Oral cavityEOLPATP metabolic process68/2218277/187232.72e-091.71e-0768
GO:001964625Oral cavityEOLPaerobic electron transport chain26/221887/187235.15e-061.04e-0426
GO:004277325Oral cavityEOLPATP synthesis coupled electron transport27/221895/187239.68e-061.75e-0427
GO:004277525Oral cavityEOLPmitochondrial ATP synthesis coupled electron transport27/221895/187239.68e-061.75e-0427
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0501428Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa0493228Oral cavityOSCCNon-alcoholic fatty liver disease124/3704155/84651.22e-201.37e-186.96e-19124
hsa0501230Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa0501628Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa0501028Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa0502028Oral cavityOSCCPrion disease181/3704273/84652.05e-145.30e-132.70e-13181
hsa0520830Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa0541529Oral cavityOSCCDiabetic cardiomyopathy131/3704203/84651.33e-091.49e-087.57e-09131
hsa0019028Oral cavityOSCCOxidative phosphorylation88/3704134/84652.15e-071.44e-067.32e-0788
hsa0471430Oral cavityOSCCThermogenesis138/3704232/84657.67e-074.35e-062.22e-06138
hsa05014112Oral cavityOSCCAmyotrophic lateral sclerosis246/3704364/84656.65e-211.11e-185.67e-19246
hsa04932112Oral cavityOSCCNon-alcoholic fatty liver disease124/3704155/84651.22e-201.37e-186.96e-19124
hsa05012113Oral cavityOSCCParkinson disease188/3704266/84651.82e-191.52e-177.75e-18188
hsa05016112Oral cavityOSCCHuntington disease204/3704306/84651.70e-167.13e-153.63e-15204
hsa05010112Oral cavityOSCCAlzheimer disease244/3704384/84651.18e-153.60e-141.83e-14244
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa05020112Oral cavityOSCCPrion disease181/3704273/84652.05e-145.30e-132.70e-13181
hsa05208114Oral cavityOSCCChemical carcinogenesis - reactive oxygen species150/3704223/84656.45e-131.20e-116.11e-12150
hsa05415113Oral cavityOSCCDiabetic cardiomyopathy131/3704203/84651.33e-091.49e-087.57e-09131
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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
COX7A1SNVMissense_Mutationc.142N>Ap.Val48Ilep.V48IP24310protein_codingtolerated(0.15)benign(0.003)TCGA-AP-A0LT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COX7A1SNVMissense_Mutationnovelc.105G>Tp.Glu35Aspp.E35DP24310protein_codingdeleterious(0.03)benign(0.174)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COX7A1SNVMissense_Mutationc.26N>Ap.Ala9Glup.A9EP24310protein_codingtolerated(0.4)benign(0.237)TCGA-D1-A163-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapytaxolSD
COX7A1SNVMissense_Mutationc.79C>Tp.Arg27Cysp.R27CP24310protein_codingdeleterious(0)benign(0.289)TCGA-D1-A16F-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COX7A1SNVMissense_Mutationnovelc.190A>Gp.Thr64Alap.T64AP24310protein_codingtolerated(0.05)benign(0.134)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COX7A1SNVMissense_Mutationc.26N>Tp.Ala9Valp.A9VP24310protein_codingtolerated(0.61)benign(0.006)TCGA-VQ-A8PX-01Stomachstomach adenocarcinomaMale<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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