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:001025726ThyroidgoitersNADH dehydrogenase complex assembly10/49757/187232.24e-061.14e-0410
GO:003298126Thyroidgoitersmitochondrial respiratory chain complex I assembly10/49757/187232.24e-061.14e-0410
GO:003310826Thyroidgoitersmitochondrial respiratory chain complex assembly12/49793/187236.35e-062.86e-0412
GO:000612028Thyroidgoitersmitochondrial electron transport, NADH to ubiquinone9/49751/187236.87e-063.03e-049
GO:003497633ThyroidATCresponse to endoplasmic reticulum stress167/6293256/187232.62e-251.03e-22167
GO:002241124ThyroidATCcellular component disassembly248/6293443/187231.34e-223.69e-20248
GO:000906033ThyroidATCaerobic respiration126/6293189/187231.21e-202.02e-18126
GO:004603434ThyroidATCATP metabolic process167/6293277/187235.60e-208.64e-18167
GO:000609134ThyroidATCgeneration of precursor metabolites and energy256/6293490/187236.55e-187.69e-16256
GO:001623623ThyroidATCmacroautophagy169/6293291/187236.56e-187.69e-16169
GO:004533333ThyroidATCcellular respiration140/6293230/187231.76e-171.89e-15140
GO:000611933ThyroidATCoxidative phosphorylation96/6293141/187235.40e-174.88e-1596
GO:001598034ThyroidATCenergy derivation by oxidation of organic compounds177/6293318/187233.60e-162.92e-14177
GO:004277333ThyroidATCATP synthesis coupled electron transport69/629395/187237.86e-154.78e-1369
GO:004277533ThyroidATCmitochondrial ATP synthesis coupled electron transport69/629395/187237.86e-154.78e-1369
GO:002290034ThyroidATCelectron transport chain106/6293175/187232.20e-131.06e-11106
GO:002290433ThyroidATCrespiratory electron transport chain76/6293114/187235.17e-132.30e-1176
GO:001964633ThyroidATCaerobic electron transport chain62/629387/187237.42e-133.23e-1162
GO:003310832ThyroidATCmitochondrial respiratory chain complex assembly65/629393/187238.86e-133.81e-1165
GO:190300819ThyroidATCorganelle disassembly73/6293114/187232.81e-119.54e-1073
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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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