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: USP12

Gene summary for USP12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

USP12

Gene ID

219333

Gene nameubiquitin specific peptidase 12
Gene AliasUBH1
Cytomap13q12.13
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

O75317


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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
219333USP12HTA11_3410_2000001011HumanColorectumAD5.28e-14-5.44e-010.0155
219333USP12HTA11_2487_2000001011HumanColorectumSER1.28e-04-3.77e-01-0.1808
219333USP12HTA11_3361_2000001011HumanColorectumAD1.48e-02-4.27e-01-0.1207
219333USP12HTA11_696_2000001011HumanColorectumAD3.38e-07-4.01e-01-0.1464
219333USP12HTA11_866_2000001011HumanColorectumAD6.47e-07-3.92e-01-0.1001
219333USP12HTA11_546_2000001011HumanColorectumAD1.85e-02-4.84e-01-0.0842
219333USP12HTA11_866_3004761011HumanColorectumAD5.73e-12-5.33e-010.096
219333USP12HTA11_10711_2000001011HumanColorectumAD9.33e-04-4.68e-010.0338
219333USP12HTA11_7696_3000711011HumanColorectumAD1.12e-12-4.82e-010.0674
219333USP12HTA11_99999970781_79442HumanColorectumMSS1.72e-08-4.06e-010.294
219333USP12HTA11_99999974143_84620HumanColorectumMSS3.41e-18-5.68e-010.3005
219333USP12A015-C-203HumanColorectumFAP1.64e-21-3.57e-01-0.1294
219333USP12A015-C-204HumanColorectumFAP3.52e-05-2.58e-01-0.0228
219333USP12A014-C-040HumanColorectumFAP6.67e-03-2.41e-01-0.1184
219333USP12A002-C-201HumanColorectumFAP6.99e-13-3.26e-010.0324
219333USP12A002-C-203HumanColorectumFAP3.55e-02-2.22e-010.2786
219333USP12A001-C-119HumanColorectumFAP7.13e-05-3.50e-01-0.1557
219333USP12A001-C-108HumanColorectumFAP1.77e-09-2.54e-01-0.0272
219333USP12A002-C-205HumanColorectumFAP6.42e-18-3.03e-01-0.1236
219333USP12A015-C-005HumanColorectumFAP2.36e-02-1.90e-01-0.0336
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:000647018EsophagusESCCprotein dephosphorylation177/8552281/187233.13e-096.72e-08177
GO:00059969EsophagusESCCmonosaccharide metabolic process159/8552257/187231.11e-071.81e-06159
GO:00193189EsophagusESCChexose metabolic process147/8552237/187232.63e-073.94e-06147
GO:003367420EsophagusESCCpositive regulation of kinase activity260/8552467/187237.26e-067.22e-05260
GO:00060069EsophagusESCCglucose metabolic process119/8552196/187231.51e-051.36e-04119
GO:007064612EsophagusESCCprotein modification by small protein removal95/8552157/187231.25e-048.56e-0495
GO:00442626EsophagusESCCcellular carbohydrate metabolic process160/8552283/187231.43e-049.66e-04160
GO:00620129EsophagusESCCregulation of small molecule metabolic process184/8552334/187233.11e-041.85e-03184
GO:00109065EsophagusESCCregulation of glucose metabolic process71/8552119/187231.46e-036.92e-0371
GO:00061096EsophagusESCCregulation of carbohydrate metabolic process101/8552178/187231.89e-038.52e-03101
GO:00106755EsophagusESCCregulation of cellular carbohydrate metabolic process83/8552146/187234.24e-031.69e-0283
GO:00165793EsophagusESCCprotein deubiquitination79/8552139/187235.23e-031.97e-0279
GO:000599621LiverHCCmonosaccharide metabolic process167/7958257/187232.31e-131.25e-11167
GO:001931821LiverHCChexose metabolic process155/7958237/187237.63e-133.90e-11155
GO:000600621LiverHCCglucose metabolic process128/7958196/187238.60e-113.06e-09128
GO:006201222LiverHCCregulation of small molecule metabolic process190/7958334/187236.77e-081.40e-06190
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:000647021LiverHCCprotein dephosphorylation162/7958281/187231.91e-073.46e-06162
GO:000610921LiverHCCregulation of carbohydrate metabolic process109/7958178/187233.36e-075.78e-06109
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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
USP12SNVMissense_Mutationrs759422176c.733N>Tp.Arg245Trpp.R245WO75317protein_codingdeleterious(0)probably_damaging(0.988)TCGA-A7-A13E-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapybevacizumabPD
USP12SNVMissense_Mutationc.568N>Ap.Glu190Lysp.E190KO75317protein_codingdeleterious(0)probably_damaging(0.969)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
USP12SNVMissense_Mutationrs760502670c.944G>Ap.Arg315Glnp.R315QO75317protein_codingtolerated(0.07)probably_damaging(0.983)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
USP12SNVMissense_Mutationrs759422176c.733N>Tp.Arg245Trpp.R245WO75317protein_codingdeleterious(0)probably_damaging(0.988)TCGA-B6-A0RV-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
USP12SNVMissense_Mutationnovelc.256G>Cp.Asp86Hisp.D86HO75317protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
USP12SNVMissense_Mutationc.241N>Ap.Leu81Ilep.L81IO75317protein_codingdeleterious(0.01)possibly_damaging(0.795)TCGA-BH-A0B9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
USP12SNVMissense_Mutationnovelc.689N>Gp.Lys230Argp.K230RO75317protein_codingdeleterious(0)probably_damaging(0.999)TCGA-E9-A3X8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphaneCR
USP12SNVMissense_Mutationc.1000G>Ap.Asp334Asnp.D334NO75317protein_codingtolerated(0.06)possibly_damaging(0.74)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
USP12SNVMissense_Mutationc.800N>Tp.Gln267Leup.Q267LO75317protein_codingdeleterious(0.02)possibly_damaging(0.506)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
USP12SNVMissense_Mutationnovelc.88G>Ap.Glu30Lysp.E30KO75317protein_codingtolerated(0.19)benign(0.275)TCGA-MA-AA3Z-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
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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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