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: COMMD9

Gene summary for COMMD9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COMMD9

Gene ID

29099

Gene nameCOMM domain containing 9
Gene AliasC11orf55
Cytomap11p13
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q53FR9


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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
29099COMMD9LZE4THumanEsophagusESCC2.18e-103.15e-010.0811
29099COMMD9LZE5THumanEsophagusESCC1.39e-023.74e-010.0514
29099COMMD9LZE7THumanEsophagusESCC3.17e-042.92e-010.0667
29099COMMD9LZE8THumanEsophagusESCC1.19e-051.95e-010.067
29099COMMD9LZE20THumanEsophagusESCC3.29e-111.90e-010.0662
29099COMMD9LZE24THumanEsophagusESCC1.89e-154.91e-010.0596
29099COMMD9LZE6THumanEsophagusESCC1.09e-051.44e-010.0845
29099COMMD9P1T-EHumanEsophagusESCC3.89e-072.91e-010.0875
29099COMMD9P2T-EHumanEsophagusESCC2.95e-416.07e-010.1177
29099COMMD9P4T-EHumanEsophagusESCC1.64e-163.57e-010.1323
29099COMMD9P5T-EHumanEsophagusESCC6.33e-131.64e-010.1327
29099COMMD9P8T-EHumanEsophagusESCC8.54e-295.03e-010.0889
29099COMMD9P9T-EHumanEsophagusESCC3.70e-283.77e-010.1131
29099COMMD9P10T-EHumanEsophagusESCC1.47e-304.30e-010.116
29099COMMD9P11T-EHumanEsophagusESCC5.93e-208.11e-010.1426
29099COMMD9P12T-EHumanEsophagusESCC3.23e-334.92e-010.1122
29099COMMD9P15T-EHumanEsophagusESCC8.92e-213.99e-010.1149
29099COMMD9P16T-EHumanEsophagusESCC2.35e-223.34e-010.1153
29099COMMD9P17T-EHumanEsophagusESCC4.41e-105.54e-010.1278
29099COMMD9P19T-EHumanEsophagusESCC2.40e-055.57e-010.1662
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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
∗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:005508811LiverCirrhoticlipid homeostasis74/4634167/187232.46e-088.51e-0774
GO:004263211LiverCirrhoticcholesterol homeostasis46/463496/187237.15e-071.52e-0546
GO:005509211LiverCirrhoticsterol homeostasis46/463497/187231.04e-062.13e-0546
GO:00550882LiverHCClipid homeostasis103/7958167/187234.27e-077.18e-06103
GO:005509221LiverHCCsterol homeostasis59/795897/187232.06e-041.58e-0359
GO:004263221LiverHCCcholesterol homeostasis58/795896/187232.99e-042.13e-0358
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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
COMMD9SNVMissense_Mutationc.409G>Ap.Asp137Asnp.D137NQ9P000protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
COMMD9SNVMissense_Mutationrs750912709c.482N>Cp.Gly161Alap.G161AQ9P000protein_codingtolerated(0.19)benign(0.279)TCGA-AC-A8OS-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
COMMD9SNVMissense_Mutationnovelc.39N>Cp.Gln13Hisp.Q13HQ9P000protein_codingtolerated(0.05)possibly_damaging(0.864)TCGA-GH-A9DA-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
COMMD9SNVMissense_Mutationc.490N>Tp.Pro164Serp.P164SQ9P000protein_codingtolerated(0.09)benign(0.355)TCGA-AF-2693-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownSD
COMMD9insertionIn_Frame_Insnovelc.321_322insCTGATCp.Ser107_Thr108insLeuIlep.S107_T108insLIQ9P000protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
COMMD9SNVMissense_Mutationrs759005618c.481G>Ap.Gly161Argp.G161RQ9P000protein_codingtolerated(0.14)benign(0.018)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COMMD9SNVMissense_Mutationnovelc.175G>Ap.Glu59Lysp.E59KQ9P000protein_codingtolerated(0.33)benign(0)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COMMD9SNVMissense_Mutationc.64N>Tp.Asp22Tyrp.D22YQ9P000protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COMMD9SNVMissense_Mutationnovelc.40N>Cp.Ser14Argp.S14RQ9P000protein_codingtolerated(0.35)benign(0.084)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COMMD9SNVMissense_Mutationnovelc.121N>Cp.Lys41Glnp.K41QQ9P000protein_codingtolerated(0.67)benign(0.02)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
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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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