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: COMMD1

Gene summary for COMMD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COMMD1

Gene ID

150684

Gene namecopper metabolism domain containing 1
Gene AliasC2orf5
Cytomap2p15
Gene Typeprotein-coding
GO ID

GO:0002028

UniProtAcc

Q8N668


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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
150684COMMD1cirrhotic1HumanLiverCirrhotic2.40e-092.14e-010.0202
150684COMMD1cirrhotic2HumanLiverCirrhotic1.40e-03-1.76e-020.0201
150684COMMD1cirrhotic3HumanLiverCirrhotic1.22e-03-3.91e-020.0215
150684COMMD1HCC1HumanLiverHCC5.02e-033.11e+000.5336
150684COMMD1HCC2HumanLiverHCC3.94e-033.47e+000.5341
150684COMMD1HCC5HumanLiverHCC8.42e-051.67e+000.4932
150684COMMD1Pt13.bHumanLiverHCC5.79e-11-4.89e-020.0251
150684COMMD1Pt13.cHumanLiverHCC2.41e-03-3.52e-010.0076
150684COMMD1S014HumanLiverHCC6.94e-045.16e-010.2254
150684COMMD1S015HumanLiverHCC4.60e-055.92e-010.2375
150684COMMD1S016HumanLiverHCC2.84e-034.39e-010.2243
150684COMMD1S027HumanLiverHCC4.70e-026.16e-010.2446
150684COMMD1S028HumanLiverHCC4.44e-024.41e-010.2503
150684COMMD1S029HumanLiverHCC5.38e-056.04e-010.2581
150684COMMD1RNA-P25T1-P25T1-1HumanLungAIS9.93e-115.18e-01-0.2116
150684COMMD1RNA-P25T1-P25T1-3HumanLungAIS1.50e-025.13e-01-0.2107
150684COMMD1RNA-P25T1-P25T1-4HumanLungAIS1.86e-033.44e-01-0.2119
150684COMMD1RNA-P6T2-P6T2-1HumanLungIAC3.61e-196.86e-01-0.0166
150684COMMD1RNA-P6T2-P6T2-2HumanLungIAC1.69e-236.93e-01-0.0132
150684COMMD1RNA-P6T2-P6T2-3HumanLungIAC5.12e-236.69e-01-0.013
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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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
GO:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:1903362ColorectumADregulation of cellular protein catabolic process109/3918255/187232.14e-156.08e-13109
GO:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:1903050ColorectumADregulation of proteolysis involved in cellular protein catabolic process92/3918221/187232.04e-123.19e-1092
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0061136ColorectumADregulation of proteasomal protein catabolic process75/3918187/187231.65e-091.20e-0775
GO:2000058ColorectumADregulation of ubiquitin-dependent protein catabolic process68/3918164/187231.82e-091.31e-0768
GO:0098876ColorectumADvesicle-mediated transport to the plasma membrane57/3918136/187232.30e-081.27e-0657
GO:1903320ColorectumADregulation of protein modification by small protein conjugation or removal86/3918242/187239.43e-084.65e-0686
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:0032434ColorectumADregulation of proteasomal ubiquitin-dependent protein catabolic process54/3918134/187232.51e-071.02e-0554
GO:0055076ColorectumADtransition metal ion homeostasis53/3918138/187231.89e-065.65e-0553
GO:0031396ColorectumADregulation of protein ubiquitination72/3918210/187234.50e-061.21e-0472
GO:0006893ColorectumADGolgi to plasma membrane transport27/391860/187232.41e-054.66e-0427
GO:0002028ColorectumADregulation of sodium ion transport36/391890/187232.89e-055.37e-0436
GO:1902305ColorectumADregulation of sodium ion transmembrane transport27/391868/187233.19e-043.80e-0327
GO:1903828ColorectumADnegative regulation of cellular protein localization39/3918117/187231.18e-031.06e-0239
GO:0034394ColorectumADprotein localization to cell surface24/391868/187234.33e-032.97e-0224
GO:2000009ColorectumADnegative regulation of protein localization to cell surface7/391812/187235.09e-033.38e-027
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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
COMMD1SNVMissense_Mutationc.409N>Gp.Gln137Glup.Q137EQ8N668protein_codingdeleterious(0.02)benign(0.009)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COMMD1SNVMissense_Mutationnovelc.443A>Gp.Glu148Glyp.E148GQ8N668protein_codingdeleterious(0)probably_damaging(0.965)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COMMD1SNVMissense_Mutationrs779213025c.340N>Tp.Arg114Cysp.R114CQ8N668protein_codingtolerated(0.14)benign(0.041)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
COMMD1SNVMissense_Mutationnovelc.157N>Ap.Ala53Thrp.A53TQ8N668protein_codingtolerated(0.43)benign(0.187)TCGA-EY-A1GU-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COMMD1SNVMissense_Mutationnovelc.88A>Gp.Ile30Valp.I30VQ8N668protein_codingtolerated(0.25)benign(0.006)TCGA-86-A4D0-01Lunglung adenocarcinomaMale<65I/IIChemotherapyetoposideCR
COMMD1SNVMissense_Mutationnovelc.353G>Cp.Gly118Alap.G118AQ8N668protein_codingtolerated(0.8)benign(0.02)TCGA-99-7458-01Lunglung adenocarcinomaFemale>=65III/IVTargeted Molecular therapytarcevaSD
COMMD1SNVMissense_Mutationnovelc.508N>Ap.Gln170Lysp.Q170KQ8N668protein_codingtolerated(0.14)benign(0.294)TCGA-63-A5MW-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
COMMD1SNVMissense_Mutationc.433N>Gp.Ile145Valp.I145VQ8N668protein_codingtolerated(1)benign(0)TCGA-66-2771-01Lunglung squamous cell carcinomaMale<65I/IIChemotherapycarboplatinCR
COMMD1SNVMissense_Mutationc.425N>Cp.Val142Alap.V142AQ8N668protein_codingtolerated(0.07)benign(0.318)TCGA-CG-5721-01Stomachstomach adenocarcinomaMale<65III/IVUnknownUnknownSD
COMMD1insertionNonsense_Mutationnovelc.260_261insTTGAGGTTp.Ser88Terp.S88*Q8N668protein_codingTCGA-FY-A4B0-01Thyroidthyroid carcinomaMale>=65I/IIHormone TherapysynthroidSD
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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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