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: COMMD7

Gene summary for COMMD7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COMMD7

Gene ID

149951

Gene nameCOMM domain containing 7
Gene AliasC20orf92
Cytomap20q11.21
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q86VX2


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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
149951COMMD7HTA11_2487_2000001011HumanColorectumSER1.32e-082.15e-01-0.1808
149951COMMD7HTA11_2951_2000001011HumanColorectumAD3.40e-032.80e-010.0216
149951COMMD7HTA11_1938_2000001011HumanColorectumAD1.67e-021.39e-01-0.0811
149951COMMD7HTA11_78_2000001011HumanColorectumAD6.68e-051.98e-01-0.1088
149951COMMD7HTA11_347_2000001011HumanColorectumAD2.93e-132.57e-01-0.1954
149951COMMD7HTA11_411_2000001011HumanColorectumSER2.78e-053.68e-01-0.2602
149951COMMD7HTA11_3361_2000001011HumanColorectumAD7.91e-052.02e-01-0.1207
149951COMMD7HTA11_83_2000001011HumanColorectumSER1.79e-042.04e-01-0.1526
149951COMMD7HTA11_696_2000001011HumanColorectumAD4.28e-102.09e-01-0.1464
149951COMMD7HTA11_866_2000001011HumanColorectumAD9.55e-091.85e-01-0.1001
149951COMMD7HTA11_1391_2000001011HumanColorectumAD7.00e-132.74e-01-0.059
149951COMMD7HTA11_2992_2000001011HumanColorectumSER1.72e-053.10e-01-0.1706
149951COMMD7HTA11_5212_2000001011HumanColorectumAD5.12e-052.37e-01-0.2061
149951COMMD7HTA11_5216_2000001011HumanColorectumSER2.79e-074.15e-01-0.1462
149951COMMD7HTA11_546_2000001011HumanColorectumAD2.65e-042.15e-01-0.0842
149951COMMD7HTA11_866_3004761011HumanColorectumAD3.29e-153.14e-010.096
149951COMMD7HTA11_4255_2000001011HumanColorectumSER3.40e-032.22e-010.0446
149951COMMD7HTA11_10623_2000001011HumanColorectumAD8.98e-031.87e-01-0.0177
149951COMMD7HTA11_6801_2000001011HumanColorectumSER9.67e-093.87e-010.0171
149951COMMD7HTA11_10711_2000001011HumanColorectumAD1.67e-031.54e-010.0338
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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
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
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:0051090ColorectumMSSregulation of DNA-binding transcription factor activity106/3467440/187231.88e-031.65e-02106
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:003320914EsophagusESCCtumor necrosis factor-mediated signaling pathway67/855299/187237.87e-067.72e-0567
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:00320882EsophagusESCCnegative regulation of NF-kappaB transcription factor activity54/855293/187231.08e-023.67e-0254
GO:003461218Oral cavityOSCCresponse to tumor necrosis factor143/7305253/187231.09e-082.23e-07143
GO:007135618Oral cavityOSCCcellular response to tumor necrosis factor128/7305229/187231.49e-072.49e-06128
GO:00510907Oral cavityOSCCregulation of DNA-binding transcription factor activity221/7305440/187239.06e-071.23e-05221
GO:00332099Oral cavityOSCCtumor necrosis factor-mediated signaling pathway61/730599/187234.31e-064.98e-0561
GO:00192214Oral cavityOSCCcytokine-mediated signaling pathway222/7305472/187232.02e-041.35e-03222
GO:0032088Oral cavityOSCCnegative regulation of NF-kappaB transcription factor activity47/730593/187231.55e-024.99e-0247
GO:005109015Oral cavityLPregulation of DNA-binding transcription factor activity147/4623440/187232.00e-053.35e-04147
GO:003320913Oral cavityLPtumor necrosis factor-mediated signaling pathway38/462399/187231.72e-031.31e-0238
GO:003461219Oral cavityLPresponse to tumor necrosis factor83/4623253/187232.10e-031.54e-0283
GO:007135619Oral cavityLPcellular response to tumor necrosis factor76/4623229/187232.24e-031.62e-0276
GO:0043433Oral cavityLPnegative regulation of DNA-binding transcription factor activity61/4623185/187236.68e-033.89e-0261
GO:003461216ProstateBPHresponse to tumor necrosis factor68/3107253/187232.22e-052.67e-0468
GO:007135616ProstateBPHcellular response to tumor necrosis factor60/3107229/187231.42e-041.26e-0360
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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
COMMD7SNVMissense_Mutationc.317N>Tp.Ala106Valp.A106VQ86VX2protein_codingtolerated(0.06)probably_damaging(0.989)TCGA-D8-A1JF-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
COMMD7SNVMissense_Mutationrs755648030c.209G>Ap.Ser70Asnp.S70NQ86VX2protein_codingtolerated(1)benign(0.003)TCGA-E9-A1RC-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenSD
COMMD7SNVMissense_Mutationc.295N>Gp.Leu99Valp.L99VQ86VX2protein_codingdeleterious(0)probably_damaging(0.961)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COMMD7SNVMissense_Mutationrs781670155c.511N>Ap.Glu171Lysp.E171KQ86VX2protein_codingdeleterious(0.04)possibly_damaging(0.81)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
COMMD7SNVMissense_Mutationc.523A>Gp.Ile175Valp.I175VQ86VX2protein_codingtolerated(0.23)benign(0)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
COMMD7SNVMissense_Mutationc.312N>Tp.Glu104Aspp.E104DQ86VX2protein_codingtolerated(0.18)benign(0.017)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COMMD7SNVMissense_Mutationnovelc.279N>Tp.Gln93Hisp.Q93HQ86VX2protein_codingtolerated(0.1)benign(0.183)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
COMMD7SNVMissense_Mutationc.149N>Gp.Phe50Cysp.F50CQ86VX2protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AX-A0J0-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COMMD7SNVMissense_Mutationc.213N>Gp.Ile71Metp.I71MQ86VX2protein_codingtolerated(0.09)benign(0.142)TCGA-B5-A0JN-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapypaclitaxelSD
COMMD7SNVMissense_Mutationnovelc.572N>Ap.Arg191Glnp.R191QQ86VX2protein_codingdeleterious(0.02)benign(0.137)TCGA-BK-A56F-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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