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:00349767LiverCirrhoticresponse to endoplasmic reticulum stress130/4634256/187231.72e-193.86e-17130
GO:00224117LiverCirrhoticcellular component disassembly182/4634443/187231.59e-141.54e-12182
GO:003238611LiverCirrhoticregulation of intracellular transport147/4634337/187231.84e-141.72e-12147
GO:004854512LiverCirrhoticresponse to steroid hormone146/4634339/187237.87e-146.76e-12146
GO:003315711LiverCirrhoticregulation of intracellular protein transport108/4634229/187231.23e-131.04e-11108
GO:001623611LiverCirrhoticmacroautophagy129/4634291/187231.75e-131.41e-11129
GO:19030084LiverCirrhoticorganelle disassembly59/4634114/187234.82e-102.27e-0859
GO:007138312LiverCirrhoticcellular response to steroid hormone stimulus90/4634204/187231.04e-094.70e-0890
GO:000691312LiverCirrhoticnucleocytoplasmic transport118/4634301/187231.71e-086.27e-07118
GO:005116912LiverCirrhoticnuclear transport118/4634301/187231.71e-086.27e-07118
GO:003450411LiverCirrhoticprotein localization to nucleus113/4634290/187235.00e-081.58e-06113
GO:003052212LiverCirrhoticintracellular receptor signaling pathway105/4634265/187235.44e-081.69e-06105
GO:004682211LiverCirrhoticregulation of nucleocytoplasmic transport51/4634106/187231.54e-074.12e-0651
GO:19001807LiverCirrhoticregulation of protein localization to nucleus61/4634136/187232.39e-076.06e-0661
GO:004340111LiverCirrhoticsteroid hormone mediated signaling pathway58/4634136/187233.44e-065.95e-0558
GO:003051811LiverCirrhoticintracellular steroid hormone receptor signaling pathway50/4634116/187231.11e-051.59e-0450
GO:00170387LiverCirrhoticprotein import77/4634206/187233.56e-054.32e-0477
GO:000975511LiverCirrhotichormone-mediated signaling pathway71/4634190/187237.09e-057.98e-0471
GO:19038285LiverCirrhoticnegative regulation of cellular protein localization48/4634117/187237.59e-058.41e-0448
GO:00619124LiverCirrhoticselective autophagy30/463468/187233.72e-043.12e-0330
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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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