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: URM1

Gene summary for URM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

URM1

Gene ID

81605

Gene nameubiquitin related modifier 1
Gene AliasC9orf74
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0002097

UniProtAcc

Q9BTM9


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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
81605URM1HTA11_2487_2000001011HumanColorectumSER2.37e-053.40e-01-0.1808
81605URM1HTA11_1938_2000001011HumanColorectumAD2.22e-064.13e-01-0.0811
81605URM1HTA11_347_2000001011HumanColorectumAD4.79e-052.62e-01-0.1954
81605URM1HTA11_696_2000001011HumanColorectumAD3.90e-093.51e-01-0.1464
81605URM1HTA11_1391_2000001011HumanColorectumAD5.68e-084.65e-01-0.059
81605URM1HTA11_546_2000001011HumanColorectumAD9.71e-054.69e-01-0.0842
81605URM1HTA11_10623_2000001011HumanColorectumAD1.23e-044.85e-01-0.0177
81605URM1HTA11_7696_3000711011HumanColorectumAD3.29e-134.71e-010.0674
81605URM1HTA11_6818_2000001021HumanColorectumAD9.89e-033.06e-010.0588
81605URM1HTA11_99999970781_79442HumanColorectumMSS2.47e-032.89e-010.294
81605URM1HTA11_99999965104_69814HumanColorectumMSS3.50e-096.57e-010.281
81605URM1HTA11_99999971662_82457HumanColorectumMSS1.31e-095.21e-010.3859
81605URM1HTA11_99999974143_84620HumanColorectumMSS4.21e-053.24e-010.3005
81605URM1LZE2THumanEsophagusESCC9.98e-064.85e-010.082
81605URM1LZE4THumanEsophagusESCC1.31e-124.16e-010.0811
81605URM1LZE5THumanEsophagusESCC5.13e-042.40e-010.0514
81605URM1LZE7THumanEsophagusESCC6.34e-114.69e-010.0667
81605URM1LZE8THumanEsophagusESCC9.62e-153.39e-010.067
81605URM1LZE20THumanEsophagusESCC1.95e-175.58e-010.0662
81605URM1LZE22D1HumanEsophagusHGIN4.63e-031.33e-010.0595
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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
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:003447010EsophagusHGINncRNA processing97/2587395/187235.92e-093.90e-0797
GO:00346606EsophagusHGINncRNA metabolic process104/2587485/187232.26e-068.23e-05104
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:00080333EsophagusESCCtRNA processing92/8552127/187237.83e-101.93e-0892
GO:00063992EsophagusESCCtRNA metabolic process122/8552179/187239.03e-102.19e-08122
GO:00094512EsophagusESCCRNA modification114/8552167/187232.76e-096.04e-08114
GO:00064002EsophagusESCCtRNA modification62/855290/187237.02e-067.04e-0562
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
GO:00346603LiverCirrhoticncRNA metabolic process173/4634485/187233.64e-081.21e-06173
GO:00344702LiverHCCncRNA processing293/7958395/187234.26e-386.76e-35293
GO:00346601LiverHCCncRNA metabolic process332/7958485/187231.48e-317.80e-29332
GO:0008033LiverHCCtRNA processing87/7958127/187232.66e-097.23e-0887
GO:0006399LiverHCCtRNA metabolic process108/7958179/187231.07e-061.59e-05108
GO:0009451LiverHCCRNA modification101/7958167/187232.02e-062.78e-05101
GO:0006400LiverHCCtRNA modification60/795890/187233.09e-064.09e-0560
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
GO:00080332Oral cavityOSCCtRNA processing78/7305127/187232.56e-074.00e-0678
GO:00063991Oral cavityOSCCtRNA metabolic process101/7305179/187231.65e-062.15e-05101
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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
URM1SNVMissense_Mutationc.368N>Cp.Arg123Thrp.R123TQ9BTM9protein_codingdeleterious_low_confidence(0)benign(0.124)TCGA-D8-A1XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
URM1SNVMissense_Mutationc.369N>Tp.Arg123Serp.R123SQ9BTM9protein_codingdeleterious_low_confidence(0)benign(0.007)TCGA-D8-A1XU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
URM1insertionIn_Frame_Insnovelc.121_122insGACAGTTGAGGACCATAGGCTp.Asn40_Leu41insArgGlnLeuArgThrIleGlyp.N40_L41insRQLRTIGQ9BTM9protein_codingTCGA-BH-A0AY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapySD
URM1SNVMissense_Mutationc.154N>Cp.Glu52Glnp.E52QQ9BTM9protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
URM1SNVMissense_Mutationnovelc.265N>Ap.Pro89Thrp.P89TQ9BTM9protein_codingtolerated_low_confidence(0.84)benign(0.168)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
URM1SNVMissense_Mutationnovelc.141N>Tp.Lys47Asnp.K47NQ9BTM9protein_codingdeleterious(0.05)benign(0.088)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
URM1SNVMissense_Mutationrs200405492c.44C>Tp.Ala15Valp.A15VQ9BTM9protein_codingtolerated(0.27)benign(0.129)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
URM1SNVMissense_Mutationc.71N>Cp.Lys24Thrp.K24TQ9BTM9protein_codingdeleterious(0.05)benign(0.088)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
URM1SNVMissense_Mutationnovelc.308N>Tp.Ser103Phep.S103FQ9BTM9protein_codingtolerated_low_confidence(0.66)benign(0.001)TCGA-EY-A1GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
URM1SNVMissense_Mutationc.43N>Ap.Ala15Thrp.A15TQ9BTM9protein_codingtolerated(0.1)benign(0.372)TCGA-DD-A113-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownPD
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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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