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: SKP1

Gene summary for SKP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SKP1

Gene ID

6500

Gene nameS-phase kinase associated protein 1
Gene AliasEMC19
Cytomap5q31.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

P63208


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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
6500SKP1GSM4909286HumanBreastIDC2.73e-07-1.34e-010.1081
6500SKP1GSM4909288HumanBreastIDC4.46e-02-2.51e-030.0988
6500SKP1GSM4909293HumanBreastIDC5.41e-123.17e-010.1581
6500SKP1GSM4909294HumanBreastIDC1.52e-363.43e-010.2022
6500SKP1GSM4909296HumanBreastIDC2.02e-13-9.03e-020.1524
6500SKP1GSM4909297HumanBreastIDC9.41e-375.68e-020.1517
6500SKP1GSM4909298HumanBreastIDC4.21e-052.60e-010.1551
6500SKP1GSM4909299HumanBreastIDC3.98e-052.14e-010.035
6500SKP1GSM4909300HumanBreastIDC9.16e-032.58e-010.0334
6500SKP1GSM4909302HumanBreastIDC2.07e-04-2.79e-010.1545
6500SKP1GSM4909305HumanBreastIDC3.07e-073.01e-010.0436
6500SKP1GSM4909306HumanBreastIDC6.40e-122.94e-010.1564
6500SKP1GSM4909307HumanBreastIDC2.06e-152.92e-010.1569
6500SKP1GSM4909308HumanBreastIDC1.01e-374.82e-010.158
6500SKP1GSM4909309HumanBreastIDC1.64e-171.82e-010.0483
6500SKP1GSM4909311HumanBreastIDC1.94e-65-5.43e-010.1534
6500SKP1GSM4909312HumanBreastIDC2.97e-13-1.48e-010.1552
6500SKP1GSM4909313HumanBreastIDC1.38e-069.38e-020.0391
6500SKP1GSM4909315HumanBreastIDC2.12e-232.77e-010.21
6500SKP1GSM4909316HumanBreastIDC1.29e-162.57e-010.21
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:0032507ColorectumADmaintenance of protein location in cell25/391865/187239.12e-048.71e-0325
GO:0033522ColorectumADhistone H2A ubiquitination12/391826/187233.47e-032.51e-0212
GO:0051651ColorectumADmaintenance of location in cell61/3918214/187235.02e-033.37e-0261
GO:0006513ColorectumADprotein monoubiquitination23/391867/187237.55e-034.58e-0223
GO:0045185ColorectumADmaintenance of protein location30/391894/187238.26e-034.85e-0230
GO:00104981ColorectumSERproteasomal protein catabolic process132/2897490/187233.08e-115.55e-09132
GO:19033201ColorectumSERregulation of protein modification by small protein conjugation or removal70/2897242/187236.84e-084.42e-0670
GO:00431611ColorectumSERproteasome-mediated ubiquitin-dependent protein catabolic process105/2897412/187237.48e-084.70e-06105
GO:00313961ColorectumSERregulation of protein ubiquitination62/2897210/187231.69e-079.71e-0662
GO:00345041ColorectumSERprotein localization to nucleus74/2897290/187235.74e-062.05e-0474
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00325071ColorectumSERmaintenance of protein location in cell21/289765/187235.39e-047.57e-0321
GO:00451851ColorectumSERmaintenance of protein location26/289794/187231.76e-031.81e-0226
GO:1903322ColorectumSERpositive regulation of protein modification by small protein conjugation or removal34/2897138/187233.30e-032.83e-0234
GO:1904666ColorectumSERregulation of ubiquitin protein ligase activity9/289723/187235.20e-033.95e-029
GO:00516511ColorectumSERmaintenance of location in cell47/2897214/187237.20e-034.99e-0247
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:19033202ColorectumMSSregulation of protein modification by small protein conjugation or removal82/3467242/187237.49e-094.63e-0782
GO:00345042ColorectumMSSprotein localization to nucleus92/3467290/187233.66e-081.98e-0692
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513218BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0414118BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0513219BreastPrecancerSalmonella infection49/684249/84652.92e-096.15e-084.71e-0849
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0414119BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0513224BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0414124BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0517014BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0513234BreastIDCSalmonella infection55/867249/84652.07e-084.49e-073.36e-0755
hsa0513134BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0414134BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0517015BreastIDCHuman immunodeficiency virus 1 infection33/867212/84659.28e-034.37e-023.27e-0233
hsa0513243BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0414143BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0513144BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa0517024BreastDCISHuman immunodeficiency virus 1 infection33/846212/84656.49e-033.22e-022.37e-0233
hsa0513253BreastDCISSalmonella infection55/846249/84658.71e-091.87e-071.38e-0755
hsa0414153BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
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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
SKP1SNVMissense_Mutationnovelc.228G>Cp.Glu76Aspp.E76DP63208protein_codingtolerated(0.54)benign(0.005)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SKP1SNVMissense_Mutationnovelc.411N>Tp.Lys137Asnp.K137NP63208protein_codingdeleterious(0.04)benign(0.158)TCGA-AA-3877-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SKP1SNVMissense_Mutationnovelc.407G>Cp.Arg136Prop.R136PP63208protein_codingdeleterious(0.01)benign(0.012)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SKP1SNVMissense_Mutationnovelc.406N>Tp.Arg136Cysp.R136CP63208protein_codingdeleterious(0.04)benign(0.011)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
SKP1SNVMissense_Mutationnovelc.382N>Cp.Lys128Glnp.K128QP63208protein_codingdeleterious(0)possibly_damaging(0.656)TCGA-D1-A1O8-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
SKP1insertionFrame_Shift_Insnovelc.226_227insCATCTTTATTATCTTTGCGTATAGCAATTCGTATTATTGGGCAAGACp.Glu76AlafsTer34p.E76Afs*34P63208protein_codingTCGA-DD-A73E-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownSD
SKP1SNVMissense_Mutationc.49N>Tp.Asp17Tyrp.D17YP63208protein_codingdeleterious(0)possibly_damaging(0.891)TCGA-05-4382-01Lunglung adenocarcinomaMale>=65I/IIUnknownUnknownPD
SKP1SNVMissense_Mutationnovelc.239A>Gp.Lys80Argp.K80RP63208protein_codingtolerated(0.27)possibly_damaging(0.899)TCGA-05-4427-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapycisplatinCR
SKP1SNVMissense_Mutationnovelc.139N>Gp.Leu47Valp.L47VP63208protein_codingtolerated(0.11)probably_damaging(0.959)TCGA-49-6742-01Lunglung adenocarcinomaMale>=65I/IIChemotherapyalimtaPD
SKP1SNVMissense_Mutationnovelc.317N>Gp.Ala106Glyp.A106GP63208protein_codingdeleterious(0)possibly_damaging(0.698)TCGA-55-8089-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownSD
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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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