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:004230617ThyroidATCregulation of protein import into nucleus38/629360/187232.34e-062.76e-0538
GO:0043401111ThyroidATCsteroid hormone mediated signaling pathway71/6293136/187235.72e-066.07e-0571
GO:003314316ThyroidATCregulation of intracellular steroid hormone receptor signaling pathway43/629374/187231.30e-051.25e-0443
GO:006191216ThyroidATCselective autophagy38/629368/187231.30e-049.17e-0438
GO:009031712ThyroidATCnegative regulation of intracellular protein transport26/629342/187231.60e-041.10e-0326
GO:003238713ThyroidATCnegative regulation of intracellular transport33/629358/187232.25e-041.46e-0333
GO:190495013ThyroidATCnegative regulation of establishment of protein localization61/6293131/187231.38e-037.16e-0361
GO:005122413ThyroidATCnegative regulation of protein transport59/6293127/187231.75e-038.71e-0359
GO:004682311ThyroidATCnegative regulation of nucleocytoplasmic transport14/629321/187231.99e-039.54e-0314
GO:0009755110ThyroidATChormone-mediated signaling pathway83/6293190/187232.34e-031.09e-0283
GO:003052015ThyroidATCintracellular estrogen receptor signaling pathway28/629354/187234.27e-031.80e-0228
GO:005105114ThyroidATCnegative regulation of transport183/6293470/187238.12e-033.13e-02183
GO:003314611ThyroidATCregulation of intracellular estrogen receptor signaling pathway19/629335/187239.36e-033.44e-0219
GO:19001811ThyroidATCnegative regulation of protein localization to nucleus18/629333/187231.06e-023.84e-0218
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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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