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: UFSP2

Gene summary for UFSP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

UFSP2

Gene ID

55325

Gene nameUFM1 specific peptidase 2
Gene AliasBHD
Cytomap4q35.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

B3KRI4


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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
55325UFSP2LZE4THumanEsophagusESCC1.31e-133.67e-010.0811
55325UFSP2LZE5THumanEsophagusESCC1.75e-023.07e-010.0514
55325UFSP2LZE8THumanEsophagusESCC4.13e-023.97e-020.067
55325UFSP2LZE20THumanEsophagusESCC3.38e-023.77e-020.0662
55325UFSP2LZE24THumanEsophagusESCC1.19e-112.54e-010.0596
55325UFSP2P1T-EHumanEsophagusESCC6.01e-114.89e-010.0875
55325UFSP2P2T-EHumanEsophagusESCC2.15e-295.16e-010.1177
55325UFSP2P4T-EHumanEsophagusESCC1.09e-224.31e-010.1323
55325UFSP2P5T-EHumanEsophagusESCC3.87e-193.24e-010.1327
55325UFSP2P8T-EHumanEsophagusESCC3.74e-152.91e-010.0889
55325UFSP2P9T-EHumanEsophagusESCC2.24e-132.63e-010.1131
55325UFSP2P10T-EHumanEsophagusESCC1.46e-212.85e-010.116
55325UFSP2P11T-EHumanEsophagusESCC1.28e-175.15e-010.1426
55325UFSP2P12T-EHumanEsophagusESCC9.22e-306.14e-010.1122
55325UFSP2P15T-EHumanEsophagusESCC2.15e-213.67e-010.1149
55325UFSP2P16T-EHumanEsophagusESCC2.40e-205.30e-010.1153
55325UFSP2P17T-EHumanEsophagusESCC2.66e-073.61e-010.1278
55325UFSP2P19T-EHumanEsophagusESCC1.15e-105.92e-010.1662
55325UFSP2P20T-EHumanEsophagusESCC1.56e-162.87e-010.1124
55325UFSP2P21T-EHumanEsophagusESCC3.77e-283.92e-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:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:0071383110EsophagusESCCcellular response to steroid hormone stimulus127/8552204/187231.26e-061.55e-05127
GO:003051819EsophagusESCCintracellular steroid hormone receptor signaling pathway76/8552116/187231.25e-051.15e-0476
GO:004340119EsophagusESCCsteroid hormone mediated signaling pathway87/8552136/187231.25e-051.15e-0487
GO:00331438EsophagusESCCregulation of intracellular steroid hormone receptor signaling pathway50/855274/187231.16e-048.04e-0450
GO:000975516EsophagusESCChormone-mediated signaling pathway106/8552190/187233.13e-031.30e-02106
GO:003052014EsophagusESCCintracellular estrogen receptor signaling pathway35/855254/187233.55e-031.45e-0235
GO:00331463EsophagusESCCregulation of intracellular estrogen receptor signaling pathway23/855235/187231.34e-024.38e-0223
GO:004854512LiverCirrhoticresponse to steroid hormone146/4634339/187237.87e-146.76e-12146
GO:007138312LiverCirrhoticcellular response to steroid hormone stimulus90/4634204/187231.04e-094.70e-0890
GO:003052212LiverCirrhoticintracellular receptor signaling pathway105/4634265/187235.44e-081.69e-06105
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:000975511LiverCirrhotichormone-mediated signaling pathway71/4634190/187237.09e-057.98e-0471
GO:003314311LiverCirrhoticregulation of intracellular steroid hormone receptor signaling pathway30/463474/187231.97e-031.23e-0230
GO:003052011LiverCirrhoticintracellular estrogen receptor signaling pathway23/463454/187233.02e-031.72e-0223
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:004854522LiverHCCresponse to steroid hormone206/7958339/187236.81e-122.92e-10206
GO:007138322LiverHCCcellular response to steroid hormone stimulus128/7958204/187233.92e-091.04e-07128
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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
UFSP2SNVMissense_Mutationc.403G>Ap.Glu135Lysp.E135KQ9NUQ7protein_codingtolerated(0.56)benign(0.006)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
UFSP2SNVMissense_Mutationrs147049967c.402T>Gp.Ile134Metp.I134MQ9NUQ7protein_codingdeleterious(0)benign(0.246)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
UFSP2SNVMissense_Mutationnovelc.52N>Cp.Asp18Hisp.D18HQ9NUQ7protein_codingdeleterious(0.04)possibly_damaging(0.554)TCGA-BH-A5IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
UFSP2insertionNonsense_Mutationnovelc.103_104insATTTATAATAp.Leu35HisfsTer3p.L35Hfs*3Q9NUQ7protein_codingTCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
UFSP2SNVMissense_Mutationnovelc.835T>Cp.Tyr279Hisp.Y279HQ9NUQ7protein_codingtolerated(0.28)benign(0.011)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UFSP2SNVMissense_Mutationrs781397551c.84N>Cp.Glu28Aspp.E28DQ9NUQ7protein_codingtolerated(0.39)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
UFSP2SNVMissense_Mutationnovelc.277G>Ap.Glu93Lysp.E93KQ9NUQ7protein_codingdeleterious(0.02)benign(0.156)TCGA-VS-A9V5-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
UFSP2SNVMissense_Mutationc.620A>Cp.Lys207Thrp.K207TQ9NUQ7protein_codingtolerated(0.51)benign(0.015)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
UFSP2SNVMissense_Mutationc.620N>Cp.Lys207Thrp.K207TQ9NUQ7protein_codingtolerated(0.51)benign(0.015)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
UFSP2SNVMissense_Mutationc.1198G>Ap.Gly400Argp.G400RQ9NUQ7protein_codingdeleterious(0)probably_damaging(1)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
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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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