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: UFC1

Gene summary for UFC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UFC1

Gene ID

51506

Gene nameubiquitin-fold modifier conjugating enzyme 1
Gene AliasHSPC155
Cytomap1q23.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

Q9Y3C8


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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
51506UFC1CA_HPV_1HumanCervixCC3.16e-05-1.54e-010.0264
51506UFC1CA_HPV_3HumanCervixCC1.02e-051.01e-010.0414
51506UFC1CCI_1HumanCervixCC2.02e-04-5.13e-010.528
51506UFC1CCI_2HumanCervixCC3.29e-02-4.84e-010.5249
51506UFC1CCI_3HumanCervixCC1.08e-06-5.39e-010.516
51506UFC1CCII_1HumanCervixCC2.03e-19-6.31e-010.3249
51506UFC1TumorHumanCervixCC2.32e-05-2.66e-010.1241
51506UFC1sample3HumanCervixCC1.10e-09-3.16e-010.1387
51506UFC1L1HumanCervixCC1.32e-071.39e-030.0802
51506UFC1T1HumanCervixCC2.30e-03-3.24e-010.0918
51506UFC1T3HumanCervixCC3.23e-10-3.49e-010.1389
51506UFC1HTA11_3410_2000001011HumanColorectumAD2.92e-072.43e-010.0155
51506UFC1HTA11_2487_2000001011HumanColorectumSER9.04e-104.72e-01-0.1808
51506UFC1HTA11_2951_2000001011HumanColorectumAD3.17e-035.67e-010.0216
51506UFC1HTA11_1938_2000001011HumanColorectumAD1.12e-147.38e-01-0.0811
51506UFC1HTA11_78_2000001011HumanColorectumAD3.77e-073.38e-01-0.1088
51506UFC1HTA11_347_2000001011HumanColorectumAD1.02e-327.18e-01-0.1954
51506UFC1HTA11_411_2000001011HumanColorectumSER1.28e-079.60e-01-0.2602
51506UFC1HTA11_2112_2000001011HumanColorectumSER1.94e-087.12e-01-0.2196
51506UFC1HTA11_3361_2000001011HumanColorectumAD1.17e-053.97e-01-0.1207
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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
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:000906015EndometriumEECaerobic respiration79/2168189/187232.63e-263.95e-2379
GO:004533315EndometriumEECcellular respiration83/2168230/187231.72e-222.06e-1983
GO:004277315EndometriumEECATP synthesis coupled electron transport49/216895/187231.11e-219.50e-1949
GO:004277515EndometriumEECmitochondrial ATP synthesis coupled electron transport49/216895/187231.11e-219.50e-1949
GO:001964615EndometriumEECaerobic electron transport chain45/216887/187234.34e-203.26e-1745
GO:001598015EndometriumEECenergy derivation by oxidation of organic compounds97/2168318/187235.37e-203.58e-1797
GO:002290415EndometriumEECrespiratory electron transport chain52/2168114/187237.97e-204.78e-1752
GO:000609115EndometriumEECgeneration of precursor metabolites and energy125/2168490/187233.76e-181.88e-15125
GO:002290015EndometriumEECelectron transport chain61/2168175/187234.60e-161.84e-1361
GO:000612015EndometriumEECmitochondrial electron transport, NADH to ubiquinone26/216851/187235.31e-128.85e-1026
GO:001025715EndometriumEECNADH dehydrogenase complex assembly25/216857/187238.26e-107.51e-0825
GO:003298115EndometriumEECmitochondrial respiratory chain complex I assembly25/216857/187238.26e-107.51e-0825
GO:003497617EndometriumEECresponse to endoplasmic reticulum stress63/2168256/187233.84e-092.71e-0763
GO:003310815EndometriumEECmitochondrial respiratory chain complex assembly31/216893/187232.46e-081.45e-0631
GO:002241116EndometriumEECcellular component disassembly82/2168443/187231.06e-052.26e-0482
GO:190300813EndometriumEECorganelle disassembly30/2168114/187231.09e-052.30e-0430
GO:001623613EndometriumEECmacroautophagy53/2168291/187235.40e-045.42e-0353
GO:006191212EndometriumEECselective autophagy17/216868/187231.56e-031.25e-0217
GO:000611920EsophagusHGINoxidative phosphorylation69/2587141/187231.37e-232.05e-2069
GO:000906020EsophagusHGINaerobic respiration81/2587189/187231.07e-229.26e-2081
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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
UFC1SNVMissense_Mutationc.335G>Cp.Gly112Alap.G112AQ9Y3C8protein_codingdeleterious(0)benign(0.293)TCGA-BH-A0E1-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
UFC1SNVMissense_Mutationc.427N>Ap.Gly143Serp.G143SQ9Y3C8protein_codingdeleterious(0.02)possibly_damaging(0.898)TCGA-C5-A1MF-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
UFC1SNVMissense_Mutationc.193N>Cp.Trp65Argp.W65RQ9Y3C8protein_codingdeleterious(0)probably_damaging(0.993)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UFC1SNVMissense_Mutationc.292N>Ap.Ala98Thrp.A98TQ9Y3C8protein_codingtolerated(0.16)benign(0.43)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
UFC1SNVMissense_Mutationc.283N>Tp.Pro95Serp.P95SQ9Y3C8protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AD-A5EK-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
UFC1SNVMissense_Mutationnovelc.358N>Ap.His120Asnp.H120NQ9Y3C8protein_codingdeleterious(0)possibly_damaging(0.782)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UFC1SNVMissense_Mutationrs139173256c.247G>Ap.Glu83Lysp.E83KQ9Y3C8protein_codingtolerated(0.11)possibly_damaging(0.822)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
UFC1SNVMissense_Mutationnovelc.146C>Tp.Ala49Valp.A49VQ9Y3C8protein_codingtolerated(0.16)benign(0.114)TCGA-AX-A2HA-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UFC1SNVMissense_Mutationnovelc.29N>Gp.Val10Glyp.V10GQ9Y3C8protein_codingdeleterious(0)possibly_damaging(0.628)TCGA-AX-A2HJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
UFC1SNVMissense_Mutationc.454G>Cp.Asp152Hisp.D152HQ9Y3C8protein_codingtolerated(0.55)benign(0.136)TCGA-B5-A0JN-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVChemotherapypaclitaxelSD
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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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