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: COX7A2L

Gene summary for COX7A2L

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COX7A2L

Gene ID

9167

Gene namecytochrome c oxidase subunit 7A2 like
Gene AliasCOX7AR
Cytomap2p21
Gene Typeprotein-coding
GO ID

GO:0002082

UniProtAcc

O14548


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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
9167COX7A2LHTA11_3410_2000001011HumanColorectumAD2.09e-032.17e-010.0155
9167COX7A2LHTA11_1938_2000001011HumanColorectumAD1.87e-075.43e-01-0.0811
9167COX7A2LHTA11_78_2000001011HumanColorectumAD2.16e-044.86e-01-0.1088
9167COX7A2LHTA11_347_2000001011HumanColorectumAD4.36e-186.72e-01-0.1954
9167COX7A2LHTA11_83_2000001011HumanColorectumSER8.59e-044.40e-01-0.1526
9167COX7A2LHTA11_1391_2000001011HumanColorectumAD8.94e-085.69e-01-0.059
9167COX7A2LHTA11_7862_2000001011HumanColorectumAD3.02e-066.56e-01-0.0179
9167COX7A2LHTA11_866_3004761011HumanColorectumAD4.41e-054.37e-010.096
9167COX7A2LHTA11_4255_2000001011HumanColorectumSER2.35e-025.54e-010.0446
9167COX7A2LHTA11_7663_2000001011HumanColorectumSER1.02e-036.86e-010.0131
9167COX7A2LHTA11_6801_2000001011HumanColorectumSER4.74e-081.17e+000.0171
9167COX7A2LHTA11_7696_3000711011HumanColorectumAD1.43e-053.77e-010.0674
9167COX7A2LHTA11_7469_2000001011HumanColorectumAD2.52e-037.52e-01-0.0124
9167COX7A2LHTA11_99999970781_79442HumanColorectumMSS1.24e-177.83e-010.294
9167COX7A2LHTA11_99999965104_69814HumanColorectumMSS4.39e-107.52e-010.281
9167COX7A2LHTA11_99999971662_82457HumanColorectumMSS1.95e-239.24e-010.3859
9167COX7A2LHTA11_99999974143_84620HumanColorectumMSS9.92e-031.76e-010.3005
9167COX7A2LA015-C-203HumanColorectumFAP1.87e-06-2.58e-01-0.1294
9167COX7A2LA001-C-119HumanColorectumFAP7.43e-05-3.67e-01-0.1557
9167COX7A2LA001-C-108HumanColorectumFAP1.97e-05-2.79e-01-0.0272
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0046034ColorectumADATP metabolic process142/3918277/187232.64e-298.26e-26142
GO:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0009060ColorectumADaerobic respiration108/3918189/187239.14e-281.43e-24108
GO:0045333ColorectumADcellular respiration119/3918230/187233.21e-254.02e-22119
GO:0006119ColorectumADoxidative phosphorylation83/3918141/187237.95e-238.30e-2083
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0022900ColorectumADelectron transport chain89/3918175/187231.42e-188.91e-1689
GO:0019646ColorectumADaerobic electron transport chain53/391887/187235.58e-162.16e-1353
GO:0042773ColorectumADATP synthesis coupled electron transport56/391895/187236.76e-162.22e-1356
GO:0042775ColorectumADmitochondrial ATP synthesis coupled electron transport56/391895/187236.76e-162.22e-1356
GO:0022904ColorectumADrespiratory electron transport chain63/3918114/187238.23e-162.45e-1363
GO:1902600ColorectumADproton transmembrane transport66/3918157/187231.59e-091.17e-0766
GO:0043467ColorectumADregulation of generation of precursor metabolites and energy49/3918130/187238.33e-061.99e-0449
GO:1903578ColorectumADregulation of ATP metabolic process34/391887/187238.30e-051.30e-0334
GO:0043457ColorectumADregulation of cellular respiration20/391849/187231.23e-031.09e-0220
GO:1903715ColorectumADregulation of aerobic respiration15/391833/187231.36e-031.18e-0215
GO:0006123ColorectumADmitochondrial electron transport, cytochrome c to oxygen10/391821/187235.71e-033.64e-0210
GO:00090601ColorectumSERaerobic respiration96/2897189/187235.53e-301.70e-2696
GO:00460341ColorectumSERATP metabolic process117/2897277/187235.54e-271.13e-23117
GO:00453331ColorectumSERcellular respiration103/2897230/187232.35e-263.61e-23103
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05012ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa05208ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa00190ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa05415ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa05010ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa05016ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa04714ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa04932ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
hsa05020ColorectumADPrion disease133/2092273/84652.47e-188.29e-175.29e-17133
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa04260ColorectumADCardiac muscle contraction32/209287/84657.92e-033.13e-022.00e-0232
hsa050121ColorectumADParkinson disease147/2092266/84652.53e-278.48e-255.41e-25147
hsa052081ColorectumADChemical carcinogenesis - reactive oxygen species126/2092223/84651.01e-241.68e-221.07e-22126
hsa001901ColorectumADOxidative phosphorylation86/2092134/84652.47e-222.76e-201.76e-2086
hsa054151ColorectumADDiabetic cardiomyopathy114/2092203/84653.65e-223.06e-201.95e-20114
hsa050101ColorectumADAlzheimer disease174/2092384/84651.82e-199.26e-185.91e-18174
hsa050161ColorectumADHuntington disease147/2092306/84651.93e-199.26e-185.91e-18147
hsa047141ColorectumADThermogenesis120/2092232/84652.76e-191.16e-177.37e-18120
hsa049321ColorectumADNon-alcoholic fatty liver disease90/2092155/84654.83e-191.80e-171.15e-1790
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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
COX7A2LSNVMissense_Mutationc.298N>Cp.Tyr100Hisp.Y100HO14548protein_codingdeleterious(0)probably_damaging(0.995)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COX7A2LSNVMissense_Mutationnovelc.263N>Ap.Arg88Glnp.R88QO14548protein_codingtolerated(0.05)benign(0.104)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COX7A2LSNVMissense_Mutationnovelc.236N>Ap.Arg79Glnp.R79QO14548protein_codingtolerated(0.2)benign(0.062)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
COX7A2LSNVMissense_Mutationnovelc.247N>Ap.Asp83Asnp.D83NO14548protein_codingdeleterious(0.02)possibly_damaging(0.583)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
COX7A2LSNVMissense_Mutationrs752710138c.310N>Ap.Ala104Thrp.A104TO14548protein_codingtolerated(0.14)possibly_damaging(0.683)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COX7A2LSNVMissense_Mutationrs759362219c.326N>Tp.Ser109Leup.S109LO14548protein_codingdeleterious(0.01)benign(0.36)TCGA-AX-A05Y-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownPD
COX7A2LSNVMissense_Mutationnovelc.158N>Gp.Asp53Glyp.D53GO14548protein_codingtolerated(0.14)benign(0.055)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COX7A2LSNVMissense_Mutationc.14N>Gp.Phe5Cysp.F5CO14548protein_codingdeleterious(0)possibly_damaging(0.838)TCGA-BS-A0UF-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COX7A2LSNVMissense_Mutationnovelc.325N>Cp.Ser109Prop.S109PO14548protein_codingdeleterious(0.02)possibly_damaging(0.782)TCGA-D1-A175-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
COX7A2LSNVMissense_Mutationc.268N>Tp.Thr90Serp.T90SO14548protein_codingdeleterious(0.01)possibly_damaging(0.901)TCGA-55-1592-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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