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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: UFM1

Gene summary for UFM1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UFM1

Gene ID

51569

Gene nameubiquitin fold modifier 1
Gene AliasBM-002
Cytomap13q13.3
Gene Typeprotein-coding
GO ID

GO:0006464

UniProtAcc

P61960


Top

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
51569UFM1LZE8THumanEsophagusESCC7.00e-054.21e-010.067
51569UFM1LZE20THumanEsophagusESCC5.27e-042.88e-020.0662
51569UFM1LZE22D1HumanEsophagusHGIN6.56e-053.22e-020.0595
51569UFM1LZE22THumanEsophagusESCC6.95e-037.22e-010.068
51569UFM1LZE24THumanEsophagusESCC2.37e-186.07e-010.0596
51569UFM1LZE22D3HumanEsophagusHGIN8.29e-041.53e-010.0653
51569UFM1LZE6THumanEsophagusESCC5.27e-096.30e-020.0845
51569UFM1P1T-EHumanEsophagusESCC4.90e-066.17e-010.0875
51569UFM1P2T-EHumanEsophagusESCC6.01e-275.87e-010.1177
51569UFM1P4T-EHumanEsophagusESCC7.79e-226.61e-010.1323
51569UFM1P5T-EHumanEsophagusESCC6.80e-286.28e-010.1327
51569UFM1P8T-EHumanEsophagusESCC5.78e-328.93e-010.0889
51569UFM1P9T-EHumanEsophagusESCC3.89e-297.50e-010.1131
51569UFM1P10T-EHumanEsophagusESCC5.34e-398.66e-010.116
51569UFM1P11T-EHumanEsophagusESCC1.64e-167.62e-010.1426
51569UFM1P12T-EHumanEsophagusESCC1.31e-162.01e-010.1122
51569UFM1P15T-EHumanEsophagusESCC1.56e-266.32e-010.1149
51569UFM1P16T-EHumanEsophagusESCC1.08e-152.70e-010.1153
51569UFM1P17T-EHumanEsophagusESCC8.90e-149.68e-010.1278
51569UFM1P19T-EHumanEsophagusESCC6.53e-081.14e+000.1662
Page: 1 2 3 4 5 6 7 8 9 

check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00725942ColorectumMSSestablishment of protein localization to organelle139/3467422/187235.75e-131.12e-10139
GO:00069132ColorectumMSSnucleocytoplasmic transport99/3467301/187231.35e-091.03e-0799
GO:00511692ColorectumMSSnuclear transport99/3467301/187231.35e-091.03e-0799
GO:19001802ColorectumMSSregulation of protein localization to nucleus54/3467136/187236.20e-093.95e-0754
GO:00713832ColorectumMSScellular response to steroid hormone stimulus72/3467204/187238.87e-095.43e-0772
GO:00224112ColorectumMSScellular component disassembly130/3467443/187231.44e-088.46e-07130
GO:00162362ColorectumMSSmacroautophagy93/3467291/187232.08e-081.17e-0693
GO:00345042ColorectumMSSprotein localization to nucleus92/3467290/187233.66e-081.98e-0692
GO:00331572ColorectumMSSregulation of intracellular protein transport76/3467229/187237.03e-083.56e-0676
GO:00323862ColorectumMSSregulation of intracellular transport102/3467337/187239.73e-084.71e-06102
GO:00434012ColorectumMSSsteroid hormone mediated signaling pathway51/3467136/187231.43e-076.67e-0651
GO:00305222ColorectumMSSintracellular receptor signaling pathway84/3467265/187231.47e-076.79e-0684
GO:00485452ColorectumMSSresponse to steroid hormone101/3467339/187232.60e-071.10e-05101
GO:00349762ColorectumMSSresponse to endoplasmic reticulum stress81/3467256/187232.65e-071.10e-0581
GO:00305182ColorectumMSSintracellular steroid hormone receptor signaling pathway44/3467116/187236.95e-072.49e-0544
GO:00097552ColorectumMSShormone-mediated signaling pathway63/3467190/187239.26e-073.23e-0563
GO:00468222ColorectumMSSregulation of nucleocytoplasmic transport40/3467106/187232.55e-067.75e-0540
GO:19030082ColorectumMSSorganelle disassembly42/3467114/187232.98e-068.91e-0542
GO:00170382ColorectumMSSprotein import65/3467206/187234.28e-061.22e-0465
GO:00511702ColorectumMSSimport into nucleus52/3467159/187231.23e-052.87e-0452
Page: 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
UFM1SNVMissense_Mutationc.68N>Tp.Ala23Valp.A23VP61960protein_codingdeleterious_low_confidence(0.03)possibly_damaging(0.691)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
UFM1SNVMissense_Mutationnovelc.253N>Gp.Phe85Valp.F85VP61960protein_codingdeleterious_low_confidence(0)possibly_damaging(0.804)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
UFM1SNVMissense_Mutationnovelc.278N>Tp.Arg93Leup.R93LP61960protein_codingdeleterious_low_confidence(0.02)possibly_damaging(0.875)TCGA-EY-A1GK-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
UFM1SNVMissense_Mutationrs368429371c.277N>Tp.Arg93Trpp.R93WP61960protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.988)TCGA-FI-A2D5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinumPD
UFM1SNVMissense_Mutationnovelc.191N>Ap.Thr64Lysp.T64KP61960protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-ZQ-A9CR-01Stomachstomach adenocarcinomaFemale>=65III/IVUnknownUnknownSD
Page: 1 

Top

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
Page: 1