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: COMTD1

Gene summary for COMTD1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

COMTD1

Gene ID

118881

Gene namecatechol-O-methyltransferase domain containing 1
Gene AliasCOMTD1
Cytomap10q22.2
Gene Typeprotein-coding
GO ID

GO:0008150

UniProtAcc

Q86VU5


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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
118881COMTD1LZE4THumanEsophagusESCC2.73e-094.30e-010.0811
118881COMTD1LZE5THumanEsophagusESCC4.49e-044.66e-010.0514
118881COMTD1LZE7THumanEsophagusESCC4.76e-081.76e-010.0667
118881COMTD1LZE20THumanEsophagusESCC5.15e-094.74e-010.0662
118881COMTD1LZE22THumanEsophagusESCC6.22e-056.29e-010.068
118881COMTD1LZE24THumanEsophagusESCC9.78e-206.86e-010.0596
118881COMTD1P1T-EHumanEsophagusESCC9.10e-161.05e+000.0875
118881COMTD1P2T-EHumanEsophagusESCC2.20e-092.63e-010.1177
118881COMTD1P4T-EHumanEsophagusESCC8.48e-341.07e+000.1323
118881COMTD1P5T-EHumanEsophagusESCC2.04e-551.33e+000.1327
118881COMTD1P8T-EHumanEsophagusESCC1.18e-154.90e-010.0889
118881COMTD1P9T-EHumanEsophagusESCC4.60e-246.96e-010.1131
118881COMTD1P10T-EHumanEsophagusESCC4.51e-12-6.10e-020.116
118881COMTD1P11T-EHumanEsophagusESCC1.45e-151.04e+000.1426
118881COMTD1P12T-EHumanEsophagusESCC6.59e-297.50e-010.1122
118881COMTD1P15T-EHumanEsophagusESCC2.04e-338.52e-010.1149
118881COMTD1P16T-EHumanEsophagusESCC2.85e-171.58e-010.1153
118881COMTD1P17T-EHumanEsophagusESCC1.70e-128.38e-010.1278
118881COMTD1P19T-EHumanEsophagusESCC5.86e-129.58e-010.1662
118881COMTD1P20T-EHumanEsophagusESCC2.67e-481.32e+000.1124
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
GO:00322592EsophagusESCCmethylation222/8552364/187232.26e-095.09e-08222
GO:0032259LiverHCCmethylation206/7958364/187233.35e-087.53e-07206
GO:00322591Oral cavityOSCCmethylation168/7305364/187233.03e-031.31e-02168
GO:00322593SkincSCCmethylation120/4864364/187231.61e-039.93e-03120
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:003225911ThyroidATCmethylation148/6293364/187232.69e-031.23e-02148
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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
COMTD1SNVMissense_Mutationnovelc.713G>Ap.Arg238Hisp.R238HQ86VU5protein_codingdeleterious(0.02)benign(0.236)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
COMTD1SNVMissense_Mutationrs748345837c.614G>Ap.Gly205Glup.G205EQ86VU5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A3BD-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinCR
COMTD1SNVMissense_Mutationnovelc.658N>Ap.Leu220Metp.L220MQ86VU5protein_codingtolerated(0.06)probably_damaging(0.949)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
COMTD1SNVMissense_Mutationnovelc.567G>Tp.Glu189Aspp.E189DQ86VU5protein_codingtolerated(0.27)benign(0.003)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
COMTD1SNVMissense_Mutationnovelc.724N>Ap.Asp242Asnp.D242NQ86VU5protein_codingdeleterious(0)probably_damaging(1)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
COMTD1SNVMissense_Mutationnovelc.769A>Cp.Thr257Prop.T257PQ86VU5protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
COMTD1SNVMissense_Mutationc.523N>Ap.Glu175Lysp.E175KQ86VU5protein_codingdeleterious(0.04)benign(0.157)TCGA-CN-A6V1-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIImmunotherapyerbituxCR
COMTD1SNVMissense_Mutationnovelc.698N>Ap.Arg233Glnp.R233QQ86VU5protein_codingtolerated(0.06)benign(0.039)TCGA-CV-7177-01Oral cavityhead & neck squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
COMTD1SNVMissense_Mutationnovelc.116N>Ap.Arg39Glnp.R39QQ86VU5protein_codingtolerated(0.64)benign(0.143)TCGA-QK-A6II-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIChemotherapycisplatinPD
COMTD1deletionFrame_Shift_Delnovelc.713delNp.Arg238ProfsTer30p.R238Pfs*30Q86VU5protein_codingTCGA-VQ-A8PB-01Stomachstomach adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilCR
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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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