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
150684COMMD1HTA11_3410_2000001011HumanColorectumAD1.03e-13-4.62e-010.0155
150684COMMD1HTA11_866_3004761011HumanColorectumAD7.84e-05-3.14e-010.096
150684COMMD1HTA11_99999970781_79442HumanColorectumMSS7.11e-17-4.48e-010.294
150684COMMD1HTA11_99999971662_82457HumanColorectumMSS1.14e-03-3.58e-010.3859
150684COMMD1HTA11_99999974143_84620HumanColorectumMSS1.08e-03-2.96e-010.3005
150684COMMD1A015-C-203HumanColorectumFAP8.44e-20-4.72e-01-0.1294
150684COMMD1A015-C-204HumanColorectumFAP4.34e-04-3.33e-01-0.0228
150684COMMD1A014-C-040HumanColorectumFAP9.11e-03-4.10e-01-0.1184
150684COMMD1A002-C-201HumanColorectumFAP3.39e-13-4.23e-010.0324
150684COMMD1A001-C-119HumanColorectumFAP1.87e-06-4.05e-01-0.1557
150684COMMD1A001-C-108HumanColorectumFAP3.91e-13-3.31e-01-0.0272
150684COMMD1A002-C-205HumanColorectumFAP1.18e-20-5.10e-01-0.1236
150684COMMD1A015-C-006HumanColorectumFAP3.97e-11-4.14e-01-0.0994
150684COMMD1A015-C-106HumanColorectumFAP6.34e-11-2.66e-01-0.0511
150684COMMD1A002-C-114HumanColorectumFAP2.64e-13-4.28e-01-0.1561
150684COMMD1A015-C-104HumanColorectumFAP7.50e-21-4.95e-01-0.1899
150684COMMD1A001-C-014HumanColorectumFAP4.93e-12-3.83e-010.0135
150684COMMD1A002-C-016HumanColorectumFAP7.13e-16-3.72e-010.0521
150684COMMD1A015-C-002HumanColorectumFAP1.84e-10-5.21e-01-0.0763
150684COMMD1A001-C-203HumanColorectumFAP7.20e-05-1.73e-01-0.0481
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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:19033221LiverHCCpositive regulation of protein modification by small protein conjugation or removal94/7958138/187239.87e-103.01e-0894
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:00313981LiverHCCpositive regulation of protein ubiquitination79/7958119/187231.18e-072.26e-0679
GO:000689321LiverHCCGolgi to plasma membrane transport44/795860/187231.24e-061.81e-0544
GO:190382811LiverHCCnegative regulation of cellular protein localization71/7958117/187235.44e-055.12e-0471
GO:005507612LiverHCCtransition metal ion homeostasis81/7958138/187238.87e-057.72e-0481
GO:00510902LiverHCCregulation of DNA-binding transcription factor activity220/7958440/187238.04e-044.82e-03220
GO:0055070LiverHCCcopper ion homeostasis14/795818/187232.57e-031.23e-0214
GO:00421768LungIACregulation of protein catabolic process97/2061391/187236.32e-151.25e-1197
GO:19033208LungIACregulation of protein modification by small protein conjugation or removal64/2061242/187231.38e-114.83e-0964
GO:19033628LungIACregulation of cellular protein catabolic process63/2061255/187234.30e-109.45e-0863
GO:00313968LungIACregulation of protein ubiquitination53/2061210/187234.65e-097.07e-0753
GO:19030508LungIACregulation of proteolysis involved in cellular protein catabolic process52/2061221/187237.90e-087.95e-0652
GO:20000588LungIACregulation of ubiquitin-dependent protein catabolic process42/2061164/187231.16e-071.07e-0542
GO:00104988LungIACproteasomal protein catabolic process90/2061490/187236.69e-073.89e-0590
GO:00431618LungIACproteasome-mediated ubiquitin-dependent protein catabolic process78/2061412/187231.10e-066.02e-0578
GO:00068926LungIACpost-Golgi vesicle-mediated transport27/2061104/187231.54e-054.49e-0427
GO:00611368LungIACregulation of proteasomal protein catabolic process40/2061187/187232.71e-057.24e-0440
GO:19023058LungIACregulation of sodium ion transmembrane transport20/206168/187232.75e-057.26e-0420
GO:00510903LungIACregulation of DNA-binding transcription factor activity76/2061440/187234.44e-051.05e-0376
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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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