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: SKP2

Gene summary for SKP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SKP2

Gene ID

6502

Gene nameS-phase kinase associated protein 2
Gene AliasFBL1
Cytomap5p13.2
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q13309


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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
6502SKP2LZE4THumanEsophagusESCC1.83e-062.31e-010.0811
6502SKP2LZE7THumanEsophagusESCC2.12e-054.71e-010.0667
6502SKP2LZE8THumanEsophagusESCC7.53e-042.65e-010.067
6502SKP2LZE20THumanEsophagusESCC6.33e-031.66e-010.0662
6502SKP2LZE24THumanEsophagusESCC5.92e-041.91e-010.0596
6502SKP2LZE6THumanEsophagusESCC1.80e-106.53e-010.0845
6502SKP2P1T-EHumanEsophagusESCC1.70e-042.39e-010.0875
6502SKP2P2T-EHumanEsophagusESCC5.35e-234.53e-010.1177
6502SKP2P4T-EHumanEsophagusESCC4.41e-154.39e-010.1323
6502SKP2P5T-EHumanEsophagusESCC5.11e-051.79e-010.1327
6502SKP2P8T-EHumanEsophagusESCC7.99e-122.68e-010.0889
6502SKP2P9T-EHumanEsophagusESCC3.15e-031.08e-010.1131
6502SKP2P10T-EHumanEsophagusESCC8.08e-387.52e-010.116
6502SKP2P11T-EHumanEsophagusESCC8.61e-084.45e-010.1426
6502SKP2P12T-EHumanEsophagusESCC9.23e-112.45e-010.1122
6502SKP2P15T-EHumanEsophagusESCC3.60e-041.54e-010.1149
6502SKP2P16T-EHumanEsophagusESCC2.84e-183.30e-010.1153
6502SKP2P17T-EHumanEsophagusESCC4.81e-073.66e-010.1278
6502SKP2P20T-EHumanEsophagusESCC2.43e-113.70e-010.1124
6502SKP2P21T-EHumanEsophagusESCC1.50e-256.24e-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
∗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:0010498111EsophagusESCCproteasomal protein catabolic process369/8552490/187231.13e-411.80e-38369
GO:0043161111EsophagusESCCproteasome-mediated ubiquitin-dependent protein catabolic process312/8552412/187233.53e-364.48e-33312
GO:1903320111EsophagusESCCregulation of protein modification by small protein conjugation or removal181/8552242/187231.80e-202.60e-18181
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:0031396111EsophagusESCCregulation of protein ubiquitination154/8552210/187232.70e-162.04e-14154
GO:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:000961518EsophagusESCCresponse to virus238/8552367/187236.65e-143.32e-12238
GO:0031668111EsophagusESCCcellular response to extracellular stimulus168/8552246/187234.93e-132.23e-11168
GO:007093617EsophagusESCCprotein K48-linked ubiquitination55/855265/187238.42e-112.58e-0955
GO:00516075EsophagusESCCdefense response to virus171/8552265/187233.91e-101.05e-08171
GO:01405465EsophagusESCCdefense response to symbiont171/8552265/187233.91e-101.05e-08171
GO:190332216EsophagusESCCpositive regulation of protein modification by small protein conjugation or removal99/8552138/187234.39e-101.16e-0899
GO:0030522110EsophagusESCCintracellular receptor signaling pathway170/8552265/187238.58e-102.09e-08170
GO:00448394EsophagusESCCcell cycle G2/M phase transition103/8552148/187233.09e-096.67e-08103
GO:00000864EsophagusESCCG2/M transition of mitotic cell cycle96/8552137/187236.00e-091.23e-0796
GO:0048545111EsophagusESCCresponse to steroid hormone204/8552339/187234.47e-088.11e-07204
GO:003139816EsophagusESCCpositive regulation of protein ubiquitination82/8552119/187232.41e-073.64e-0682
GO:000008214EsophagusESCCG1/S transition of mitotic cell cycle134/8552214/187234.04e-075.55e-06134
GO:004484314EsophagusESCCcell cycle G1/S phase transition148/8552241/187235.68e-077.48e-06148
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0412027EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa052229EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa041505EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0412036EsophagusESCCUbiquitin mediated proteolysis122/4205142/84656.53e-207.29e-183.74e-18122
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0516937EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0522216EsophagusESCCSmall cell lung cancer69/420592/84655.40e-073.85e-061.97e-0669
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0415013EsophagusESCCmTOR signaling pathway98/4205156/84655.81e-041.95e-039.97e-0498
hsa0412041LiverHCCUbiquitin mediated proteolysis110/4020142/84651.67e-133.74e-122.08e-12110
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa0516921LiverHCCEpstein-Barr virus infection128/4020202/84653.17e-062.79e-051.55e-05128
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa041502LiverHCCmTOR signaling pathway95/4020156/84654.70e-041.99e-031.11e-0395
hsa052032LiverHCCViral carcinogenesis117/4020204/84652.68e-038.98e-035.00e-03117
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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
SKP2SNVMissense_Mutationnovelc.28N>Ap.Pro10Thrp.P10TQ13309protein_codingdeleterious(0.01)benign(0.232)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SKP2insertionFrame_Shift_Insnovelc.665_666insTTTAAAGCCTATGGTAGGTTATCTGTGCAGTGTGGGAp.Val223LeufsTer26p.V223Lfs*26Q13309protein_codingTCGA-AO-A0J2-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SKP2SNVMissense_Mutationc.484N>Tp.Ala162Serp.A162SQ13309protein_codingtolerated(0.34)benign(0.034)TCGA-AA-3855-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SKP2SNVMissense_Mutationrs752559772c.535N>Gp.Ser179Glyp.S179GQ13309protein_codingtolerated(0.39)benign(0.001)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
SKP2SNVMissense_Mutationnovelc.313N>Tp.Leu105Phep.L105FQ13309protein_codingdeleterious(0)probably_damaging(0.997)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SKP2SNVMissense_Mutationrs759798637c.674N>Tp.Thr225Ilep.T225IQ13309protein_codingdeleterious(0.01)benign(0.03)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SKP2SNVMissense_Mutationnovelc.66N>Tp.Trp22Cysp.W22CQ13309protein_codingdeleterious(0.05)probably_damaging(0.956)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SKP2SNVMissense_Mutationnovelc.987N>Tp.Gln329Hisp.Q329HQ13309protein_codingtolerated(0.18)benign(0.143)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
SKP2SNVMissense_Mutationnovelc.234N>Ap.Asp78Glup.D78EQ13309protein_codingtolerated(0.23)benign(0.007)TCGA-AX-A0J1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SKP2SNVMissense_Mutationnovelc.247N>Tp.Arg83Cysp.R83CQ13309protein_codingtolerated(0.06)benign(0.045)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
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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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