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: UBD

Gene summary for UBD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBD

Gene ID

10537

Gene nameubiquitin D
Gene AliasFAT10
Cytomap6p22.1
Gene Typeprotein-coding
GO ID

GO:0000278

UniProtAcc

A0A1U9X8S6


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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
10537UBDLZE5THumanEsophagusESCC1.57e-032.80e-010.0514
10537UBDLZE8THumanEsophagusESCC2.92e-301.29e+000.067
10537UBDLZE20THumanEsophagusESCC7.90e-041.15e+000.0662
10537UBDLZE24THumanEsophagusESCC1.38e-301.70e+000.0596
10537UBDP1T-EHumanEsophagusESCC8.77e-171.46e+000.0875
10537UBDP2T-EHumanEsophagusESCC3.09e-1023.01e+000.1177
10537UBDP4T-EHumanEsophagusESCC5.16e-104.04e-010.1323
10537UBDP8T-EHumanEsophagusESCC2.03e-572.38e+000.0889
10537UBDP9T-EHumanEsophagusESCC1.45e-046.60e-010.1131
10537UBDP11T-EHumanEsophagusESCC4.80e-152.26e+000.1426
10537UBDP15T-EHumanEsophagusESCC8.45e-044.76e-010.1149
10537UBDP16T-EHumanEsophagusESCC4.41e-073.22e-010.1153
10537UBDP17T-EHumanEsophagusESCC5.25e-152.11e+000.1278
10537UBDP21T-EHumanEsophagusESCC4.41e-071.01e+000.1617
10537UBDP23T-EHumanEsophagusESCC1.04e-342.05e+000.108
10537UBDP24T-EHumanEsophagusESCC1.00e-1034.32e+000.1287
10537UBDP26T-EHumanEsophagusESCC3.97e-042.33e-010.1276
10537UBDP27T-EHumanEsophagusESCC4.24e-186.90e-010.1055
10537UBDP36T-EHumanEsophagusESCC2.15e-352.98e+000.1187
10537UBDP37T-EHumanEsophagusESCC8.87e-191.70e+000.1371
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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
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:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:004312318EsophagusESCCpositive regulation of I-kappaB kinase/NF-kappaB signaling132/8552186/187232.07e-128.58e-11132
GO:0043122110EsophagusESCCregulation of I-kappaB kinase/NF-kappaB signaling167/8552249/187236.11e-122.32e-10167
GO:000724919EsophagusESCCI-kappaB kinase/NF-kappaB signaling183/8552281/187233.02e-111.01e-09183
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:000257317EsophagusESCCmyeloid leukocyte differentiation128/8552208/187232.75e-063.15e-05128
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:00343418EsophagusESCCresponse to interferon-gamma86/8552141/187231.74e-041.14e-0386
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:007084119EsophagusESCCinclusion body assembly18/855224/187233.43e-031.41e-0218
GO:00072494LiverCirrhoticI-kappaB kinase/NF-kappaB signaling108/4634281/187232.21e-075.64e-06108
GO:00431225LiverCirrhoticregulation of I-kappaB kinase/NF-kappaB signaling95/4634249/187231.68e-063.22e-0595
GO:003009912LiverCirrhoticmyeloid cell differentiation135/4634381/187231.69e-063.22e-05135
GO:00343413LiverCirrhoticresponse to interferon-gamma60/4634141/187232.57e-064.63e-0560
GO:00073463LiverCirrhoticregulation of mitotic cell cycle154/4634457/187238.73e-061.29e-04154
GO:00431234LiverCirrhoticpositive regulation of I-kappaB kinase/NF-kappaB signaling71/4634186/187233.20e-053.97e-0471
GO:00447721LiverCirrhoticmitotic cell cycle phase transition139/4634424/187231.02e-041.06e-03139
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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
UBDSNVMissense_Mutationc.332N>Tp.Ser111Leup.S111LO15205protein_codingdeleterious(0.01)benign(0.304)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
UBDSNVMissense_Mutationrs370066296c.43N>Ap.Glu15Lysp.E15KO15205protein_codingtolerated(0.25)benign(0.184)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
UBDSNVMissense_Mutationrs764791738c.178N>Tp.Arg60Trpp.R60WO15205protein_codingdeleterious(0.01)benign(0.127)TCGA-CK-5916-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
UBDdeletionFrame_Shift_Delc.97delNp.Ile33SerfsTer25p.I33Sfs*25O15205protein_codingTCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
UBDdeletionFrame_Shift_Delc.97delNp.Ile33SerfsTer25p.I33Sfs*25O15205protein_codingTCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UBDSNVMissense_Mutationnovelc.421G>Tp.Asp141Tyrp.D141YO15205protein_codingdeleterious(0.02)probably_damaging(0.995)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
UBDSNVMissense_Mutationnovelc.397N>Gp.Thr133Alap.T133AO15205protein_codingtolerated(0.11)benign(0.001)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBDSNVMissense_Mutationnovelc.148C>Ap.Leu50Ilep.L50IO15205protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBDSNVMissense_Mutationnovelc.200G>Ap.Gly67Aspp.G67DO15205protein_codingdeleterious(0.02)benign(0.149)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBDSNVMissense_Mutationnovelc.427A>Gp.Lys143Glup.K143EO15205protein_codingdeleterious(0)benign(0.079)TCGA-B5-A3FA-01Endometriumuterine corpus endometrioid carcinomaFemale>=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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