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: 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


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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
51569UFM1HTA11_99999970781_79442HumanColorectumMSS1.34e-044.54e-010.294
51569UFM1HTA11_99999965104_69814HumanColorectumMSS6.48e-077.02e-010.281
51569UFM1HTA11_99999971662_82457HumanColorectumMSS9.76e-157.50e-010.3859
51569UFM1A015-C-203HumanColorectumFAP3.31e-10-2.32e-01-0.1294
51569UFM1A015-C-204HumanColorectumFAP6.04e-04-2.34e-01-0.0228
51569UFM1A002-C-201HumanColorectumFAP7.45e-09-2.51e-010.0324
51569UFM1A001-C-119HumanColorectumFAP1.85e-07-2.85e-01-0.1557
51569UFM1A001-C-108HumanColorectumFAP3.72e-07-2.18e-01-0.0272
51569UFM1A002-C-205HumanColorectumFAP3.98e-13-2.85e-01-0.1236
51569UFM1A001-C-104HumanColorectumFAP9.39e-05-2.17e-010.0184
51569UFM1A015-C-006HumanColorectumFAP2.70e-06-2.64e-01-0.0994
51569UFM1A015-C-106HumanColorectumFAP1.07e-05-2.10e-01-0.0511
51569UFM1A002-C-114HumanColorectumFAP4.69e-07-2.32e-01-0.1561
51569UFM1A015-C-104HumanColorectumFAP1.30e-08-2.23e-01-0.1899
51569UFM1A001-C-014HumanColorectumFAP3.77e-05-2.05e-010.0135
51569UFM1A002-C-016HumanColorectumFAP1.59e-06-2.25e-010.0521
51569UFM1A015-C-002HumanColorectumFAP1.53e-04-2.61e-01-0.0763
51569UFM1A001-C-203HumanColorectumFAP9.16e-07-2.35e-01-0.0481
51569UFM1A002-C-116HumanColorectumFAP1.07e-07-2.43e-01-0.0452
51569UFM1A014-C-008HumanColorectumFAP1.40e-05-2.63e-01-0.191
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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.

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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: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
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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
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
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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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