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: UBE2H

Gene summary for UBE2H

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UBE2H

Gene ID

7328

Gene nameubiquitin conjugating enzyme E2 H
Gene AliasE2-20K
Cytomap7q32.2
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

P62256


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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
7328UBE2HCA_HPV_1HumanCervixCC2.65e-05-2.67e-010.0264
7328UBE2HCCI_2HumanCervixCC5.30e-071.12e+000.5249
7328UBE2HH2HumanCervixHSIL_HPV2.22e-063.83e-010.0632
7328UBE2HHTA11_99999965104_69814HumanColorectumMSS1.36e-045.96e-010.281
7328UBE2HA015-C-203HumanColorectumFAP4.02e-26-3.79e-01-0.1294
7328UBE2HA015-C-204HumanColorectumFAP3.46e-02-1.02e-01-0.0228
7328UBE2HA014-C-040HumanColorectumFAP1.00e-03-2.42e-01-0.1184
7328UBE2HA002-C-201HumanColorectumFAP1.52e-09-1.80e-010.0324
7328UBE2HA002-C-203HumanColorectumFAP8.94e-031.63e-010.2786
7328UBE2HA001-C-119HumanColorectumFAP2.99e-061.58e-01-0.1557
7328UBE2HA001-C-108HumanColorectumFAP1.66e-13-1.07e-01-0.0272
7328UBE2HA002-C-205HumanColorectumFAP6.87e-18-3.49e-01-0.1236
7328UBE2HA015-C-006HumanColorectumFAP5.30e-13-4.30e-01-0.0994
7328UBE2HA015-C-106HumanColorectumFAP2.34e-08-1.39e-01-0.0511
7328UBE2HA002-C-114HumanColorectumFAP3.31e-17-3.37e-01-0.1561
7328UBE2HA015-C-104HumanColorectumFAP1.55e-26-3.03e-01-0.1899
7328UBE2HA001-C-014HumanColorectumFAP4.32e-14-1.30e-010.0135
7328UBE2HA002-C-016HumanColorectumFAP4.88e-18-2.07e-010.0521
7328UBE2HA015-C-002HumanColorectumFAP7.47e-11-3.89e-01-0.0763
7328UBE2HA001-C-203HumanColorectumFAP6.38e-08-1.17e-01-0.0481
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:00709366CervixCCprotein K48-linked ubiquitination22/231165/187235.56e-061.38e-0422
GO:007093613CervixHSIL_HPVprotein K48-linked ubiquitination8/73765/187233.86e-033.35e-028
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:00709361ColorectumMSSprotein K48-linked ubiquitination27/346765/187231.40e-053.18e-0427
GO:00431614ColorectumFAPproteasome-mediated ubiquitin-dependent protein catabolic process98/2622412/187235.41e-084.20e-0698
GO:00104984ColorectumFAPproteasomal protein catabolic process110/2622490/187232.12e-071.26e-05110
GO:00709362ColorectumFAPprotein K48-linked ubiquitination24/262265/187233.42e-061.23e-0424
GO:00002093ColorectumFAPprotein polyubiquitination59/2622236/187234.53e-061.52e-0459
GO:00709363ColorectumCRCprotein K48-linked ubiquitination19/207865/187235.34e-051.22e-0319
GO:00002094ColorectumCRCprotein polyubiquitination46/2078236/187239.91e-051.98e-0346
GO:00431615ColorectumCRCproteasome-mediated ubiquitin-dependent protein catabolic process69/2078412/187233.16e-044.90e-0369
GO:00104985ColorectumCRCproteasomal protein catabolic process77/2078490/187231.03e-031.21e-0277
GO:001049816EndometriumAEHproteasomal protein catabolic process108/2100490/187232.73e-124.67e-10108
GO:004316116EndometriumAEHproteasome-mediated ubiquitin-dependent protein catabolic process88/2100412/187231.54e-091.36e-0788
GO:00709367EndometriumAEHprotein K48-linked ubiquitination21/210065/187234.56e-061.18e-0421
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412014CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa0412015CervixCCUbiquitin mediated proteolysis49/1267142/84654.26e-097.68e-084.54e-0849
hsa041204ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041205ColorectumMSSUbiquitin mediated proteolysis55/1875142/84655.02e-066.00e-053.68e-0555
hsa041206ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041207ColorectumFAPUbiquitin mediated proteolysis51/1404142/84651.55e-085.84e-073.55e-0751
hsa041208ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
hsa041209ColorectumCRCUbiquitin mediated proteolysis42/1091142/84659.98e-086.67e-064.52e-0642
hsa0412016EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0412017EndometriumAEHUbiquitin mediated proteolysis41/1197142/84653.42e-064.27e-053.13e-0541
hsa0412023EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0412033EndometriumEECUbiquitin mediated proteolysis41/1237142/84657.86e-069.58e-057.14e-0541
hsa0412026EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa04120111EsophagusHGINUbiquitin mediated proteolysis49/1383142/84657.78e-081.33e-061.06e-0649
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0412010LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412011LiverNAFLDUbiquitin mediated proteolysis44/1043142/84652.59e-091.70e-071.37e-0744
hsa0412021LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
hsa0412031LiverCirrhoticUbiquitin mediated proteolysis72/2530142/84651.32e-071.97e-061.21e-0672
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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
UBE2HSNVMissense_Mutationc.487N>Ap.Asp163Asnp.D163NP62256protein_codingtolerated(0.09)benign(0.024)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
UBE2HSNVMissense_Mutationrs778682033c.523G>Ap.Glu175Lysp.E175KP62256protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-D1-A17Q-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2HSNVMissense_Mutationnovelc.58N>Ap.Glu20Lysp.E20KP62256protein_codingtolerated(0.64)benign(0.441)TCGA-EO-A22U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2HSNVMissense_Mutationnovelc.537N>Tp.Gln179Hisp.Q179HP62256protein_codingdeleterious(0.02)benign(0.365)TCGA-EO-A3KX-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UBE2HSNVMissense_Mutationnovelc.398N>Ap.Arg133Glnp.R133QP62256protein_codingtolerated(0.06)benign(0.003)TCGA-EY-A1GI-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UBE2HSNVMissense_Mutationnovelc.449N>Gp.Thr150Argp.T150RP62256protein_codingdeleterious(0.05)probably_damaging(0.945)TCGA-DD-AAEG-01Liverliver hepatocellular carcinomaFemale<65I/IIUnknownUnknownSD
UBE2HSNVMissense_Mutationnovelc.161N>Tp.Arg54Ilep.R54IP62256protein_codingdeleterious(0)probably_damaging(0.92)TCGA-49-AAR4-01Lunglung adenocarcinomaMale<65III/IVChemotherapytaxolPD
UBE2HSNVMissense_Mutationnovelc.296N>Gp.Tyr99Cysp.Y99CP62256protein_codingdeleterious(0)probably_damaging(0.998)TCGA-85-8354-01Lunglung squamous cell carcinomaMale<65I/IIUnknownUnknownSD
UBE2HSNVMissense_Mutationrs778682033c.523N>Ap.Glu175Lysp.E175KP62256protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-85-A4CL-01Lunglung squamous cell carcinomaMale>=65I/IIUnknownUnknownSD
UBE2HSNVMissense_Mutationc.370N>Ap.Gly124Serp.G124SP62256protein_codingtolerated(0.13)benign(0.101)TCGA-CG-4305-01Stomachstomach adenocarcinomaMale>=65I/IIChemotherapycisplatinCR
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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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