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: UFL1

Gene summary for UFL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UFL1

Gene ID

23376

Gene nameUFM1 specific ligase 1
Gene AliasKIAA0776
Cytomap6q16.1
Gene Typeprotein-coding
GO ID

GO:0001101

UniProtAcc

O94874


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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
23376UFL1LZE4THumanEsophagusESCC1.27e-155.12e-010.0811
23376UFL1LZE7THumanEsophagusESCC2.77e-024.03e-010.0667
23376UFL1LZE8THumanEsophagusESCC6.64e-072.02e-010.067
23376UFL1LZE20THumanEsophagusESCC1.17e-031.98e-010.0662
23376UFL1LZE24THumanEsophagusESCC1.36e-114.11e-010.0596
23376UFL1LZE21THumanEsophagusESCC2.69e-043.14e-010.0655
23376UFL1P1T-EHumanEsophagusESCC1.97e-085.40e-010.0875
23376UFL1P2T-EHumanEsophagusESCC1.54e-398.06e-010.1177
23376UFL1P4T-EHumanEsophagusESCC4.33e-296.27e-010.1323
23376UFL1P5T-EHumanEsophagusESCC1.08e-204.64e-010.1327
23376UFL1P8T-EHumanEsophagusESCC3.25e-325.92e-010.0889
23376UFL1P9T-EHumanEsophagusESCC1.72e-082.53e-010.1131
23376UFL1P10T-EHumanEsophagusESCC5.17e-305.84e-010.116
23376UFL1P11T-EHumanEsophagusESCC3.79e-177.24e-010.1426
23376UFL1P12T-EHumanEsophagusESCC5.28e-387.66e-010.1122
23376UFL1P15T-EHumanEsophagusESCC1.26e-143.98e-010.1149
23376UFL1P16T-EHumanEsophagusESCC1.92e-559.89e-010.1153
23376UFL1P17T-EHumanEsophagusESCC2.87e-043.69e-010.1278
23376UFL1P20T-EHumanEsophagusESCC2.38e-173.49e-010.1124
23376UFL1P21T-EHumanEsophagusESCC1.48e-356.85e-010.1617
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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
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:004217622LiverHCCregulation of protein catabolic process267/7958391/187232.45e-257.38e-23267
GO:003497612LiverHCCresponse to endoplasmic reticulum stress189/7958256/187231.43e-244.06e-22189
GO:001623621LiverHCCmacroautophagy204/7958291/187238.66e-221.41e-19204
GO:190336222LiverHCCregulation of cellular protein catabolic process182/7958255/187235.91e-218.52e-19182
GO:002241112LiverHCCcellular component disassembly282/7958443/187231.02e-191.38e-17282
GO:003596612LiverHCCresponse to topologically incorrect protein123/7958159/187232.60e-193.44e-17123
GO:190305022LiverHCCregulation of proteolysis involved in cellular protein catabolic process157/7958221/187235.93e-186.83e-16157
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:190332022LiverHCCregulation of protein modification by small protein conjugation or removal167/7958242/187234.99e-174.72e-15167
GO:001657021LiverHCChistone modification283/7958463/187232.68e-162.33e-14283
GO:006113622LiverHCCregulation of proteasomal protein catabolic process134/7958187/187235.03e-164.09e-14134
GO:200005822LiverHCCregulation of ubiquitin-dependent protein catabolic process120/7958164/187231.31e-159.74e-14120
GO:000698612LiverHCCresponse to unfolded protein103/7958137/187236.50e-154.48e-13103
GO:190300811LiverHCCorganelle disassembly89/7958114/187238.68e-155.73e-1389
GO:003243422LiverHCCregulation of proteasomal ubiquitin-dependent protein catabolic process100/7958134/187233.67e-142.32e-12100
GO:003596712LiverHCCcellular response to topologically incorrect protein89/7958116/187235.61e-143.39e-1289
GO:003139622LiverHCCregulation of protein ubiquitination142/7958210/187231.39e-137.81e-12142
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:004854522LiverHCCresponse to steroid hormone206/7958339/187236.81e-122.92e-10206
GO:003462012LiverHCCcellular response to unfolded protein71/795896/187233.70e-101.22e-0871
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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
UFL1SNVMissense_Mutationrs749425862c.1609N>Gp.Ile537Valp.I537VO94874protein_codingtolerated(0.53)benign(0.024)TCGA-A2-A04P-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxolPD
UFL1SNVMissense_Mutationc.1139T>Cp.Met380Thrp.M380TO94874protein_codingdeleterious(0)possibly_damaging(0.526)TCGA-A2-A1FV-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
UFL1SNVMissense_Mutationc.2232N>Cp.Lys744Asnp.K744NO94874protein_codingdeleterious(0.05)benign(0.185)TCGA-AR-A1AI-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanPD
UFL1SNVMissense_Mutationc.1525N>Gp.Leu509Valp.L509VO94874protein_codingdeleterious(0)possibly_damaging(0.784)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
UFL1SNVMissense_Mutationc.1884C>Gp.Asn628Lysp.N628KO94874protein_codingtolerated(0.64)benign(0.003)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
UFL1SNVMissense_Mutationc.1309N>Ap.Gly437Argp.G437RO94874protein_codingdeleterious(0.01)possibly_damaging(0.804)TCGA-E9-A22H-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
UFL1SNVMissense_Mutationrs777997396c.2375N>Tp.Thr792Metp.T792MO94874protein_codingdeleterious(0.01)possibly_damaging(0.791)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
UFL1insertionIn_Frame_Insrs775473285c.1752_1753insGAGp.Leu584_Ile585insGlup.L584_I585insEO94874protein_codingTCGA-BH-A0HN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
UFL1insertionIn_Frame_Insrs762826701c.1754_1755insAAGp.Ile585_Phe586insSerp.I585_F586insSO94874protein_codingTCGA-BH-A0HN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
UFL1SNVMissense_Mutationc.1507G>Cp.Glu503Glnp.E503QO94874protein_codingtolerated(0.2)benign(0.1)TCGA-UC-A7PF-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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