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: COMMD2

Gene summary for COMMD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COMMD2

Gene ID

51122

Gene nameCOMM domain containing 2
Gene AliasHSPC042
Cytomap3q25.1
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q86X83


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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
51122COMMD2S015HumanLiverHCC6.28e-171.23e+000.2375
51122COMMD2S016HumanLiverHCC1.27e-381.33e+000.2243
51122COMMD2S027HumanLiverHCC2.64e-057.20e-010.2446
51122COMMD2S028HumanLiverHCC4.67e-118.61e-010.2503
51122COMMD2S029HumanLiverHCC7.70e-107.43e-010.2581
51122COMMD2C04HumanOral cavityOSCC3.44e-291.17e+000.2633
51122COMMD2C21HumanOral cavityOSCC9.80e-561.40e+000.2678
51122COMMD2C30HumanOral cavityOSCC6.43e-471.90e+000.3055
51122COMMD2C38HumanOral cavityOSCC1.52e-191.26e+000.172
51122COMMD2C43HumanOral cavityOSCC3.09e-234.75e-010.1704
51122COMMD2C46HumanOral cavityOSCC3.50e-246.39e-010.1673
51122COMMD2C51HumanOral cavityOSCC6.70e-208.56e-010.2674
51122COMMD2C57HumanOral cavityOSCC2.08e-461.12e+000.1679
51122COMMD2C06HumanOral cavityOSCC3.98e-071.70e+000.2699
51122COMMD2C07HumanOral cavityOSCC2.62e-059.74e-010.2491
51122COMMD2C08HumanOral cavityOSCC1.26e-601.20e+000.1919
51122COMMD2C09HumanOral cavityOSCC5.52e-041.60e-010.1431
51122COMMD2LN22HumanOral cavityOSCC7.36e-101.30e+000.1733
51122COMMD2LN46HumanOral cavityOSCC9.18e-115.73e-010.1666
51122COMMD2LP15HumanOral cavityLP2.77e-081.32e+000.2174
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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
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
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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
COMMD2SNVMissense_Mutationnovelc.305N>Cp.Leu102Prop.L102PQ86X83protein_codingdeleterious(0.01)probably_damaging(0.915)TCGA-EW-A6SB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
COMMD2deletionIn_Frame_Delc.100_102delNNNp.Phe34delp.F34delQ86X83protein_codingTCGA-A8-A09V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
COMMD2SNVMissense_Mutationnovelc.478N>Tp.His160Tyrp.H160YQ86X83protein_codingtolerated(0.09)benign(0.084)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COMMD2SNVMissense_Mutationc.517N>Tp.Leu173Phep.L173FQ86X83protein_codingtolerated(0.06)possibly_damaging(0.626)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COMMD2SNVMissense_Mutationc.387G>Tp.Trp129Cysp.W129CQ86X83protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
COMMD2SNVMissense_Mutationrs779093793c.586N>Tp.Arg196Cysp.R196CQ86X83protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
COMMD2SNVMissense_Mutationc.439G>Ap.Ala147Thrp.A147TQ86X83protein_codingtolerated(0.44)benign(0.003)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
COMMD2SNVMissense_Mutationnovelc.290A>Gp.Lys97Argp.K97RQ86X83protein_codingtolerated(0.25)benign(0.018)TCGA-AG-3892-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
COMMD2SNVMissense_Mutationrs373377514c.49C>Tp.Pro17Serp.P17SQ86X83protein_codingtolerated(0.63)benign(0.012)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COMMD2SNVMissense_Mutationnovelc.293N>Cp.Leu98Serp.L98SQ86X83protein_codingtolerated(0.4)benign(0.081)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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