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: SKAP2

Gene summary for SKAP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SKAP2

Gene ID

8935

Gene namesrc kinase associated phosphoprotein 2
Gene AliasPRAP
Cytomap7p15.2
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

B7Z5R3


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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
8935SKAP2HTA11_3410_2000001011HumanColorectumAD5.63e-06-3.81e-010.0155
8935SKAP2HTA11_347_2000001011HumanColorectumAD3.29e-044.01e-01-0.1954
8935SKAP2HTA11_3361_2000001011HumanColorectumAD2.48e-02-2.65e-01-0.1207
8935SKAP2HTA11_99999970781_79442HumanColorectumMSS1.34e-05-3.72e-010.294
8935SKAP2HTA11_99999974143_84620HumanColorectumMSS1.23e-09-4.26e-010.3005
8935SKAP2A001-C-207HumanColorectumFAP1.52e-04-4.06e-010.1278
8935SKAP2A015-C-203HumanColorectumFAP3.43e-20-4.12e-01-0.1294
8935SKAP2A002-C-201HumanColorectumFAP1.75e-09-4.27e-010.0324
8935SKAP2A001-C-119HumanColorectumFAP3.27e-07-5.17e-01-0.1557
8935SKAP2A001-C-108HumanColorectumFAP3.59e-13-3.47e-01-0.0272
8935SKAP2A002-C-205HumanColorectumFAP3.54e-15-4.70e-01-0.1236
8935SKAP2A001-C-104HumanColorectumFAP1.17e-03-3.17e-010.0184
8935SKAP2A015-C-005HumanColorectumFAP1.08e-06-4.00e-01-0.0336
8935SKAP2A015-C-006HumanColorectumFAP7.03e-13-5.20e-01-0.0994
8935SKAP2A015-C-106HumanColorectumFAP6.51e-11-3.53e-01-0.0511
8935SKAP2A002-C-114HumanColorectumFAP1.71e-12-4.89e-01-0.1561
8935SKAP2A015-C-104HumanColorectumFAP1.38e-23-4.89e-01-0.1899
8935SKAP2A001-C-014HumanColorectumFAP3.76e-12-3.88e-010.0135
8935SKAP2A002-C-016HumanColorectumFAP7.29e-17-3.00e-010.0521
8935SKAP2A015-C-002HumanColorectumFAP7.92e-08-4.28e-01-0.0763
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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
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:00421132Oral cavityEOLPB cell activation61/2218334/187233.68e-043.35e-0361
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05135ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa051351ColorectumADYersinia infection58/2092137/84653.90e-064.35e-052.78e-0558
hsa051354ColorectumMSSYersinia infection53/1875137/84657.73e-068.93e-055.47e-0553
hsa051355ColorectumMSSYersinia infection53/1875137/84657.73e-068.93e-055.47e-0553
hsa051356ColorectumFAPYersinia infection43/1404137/84651.21e-051.62e-049.86e-0543
hsa051357ColorectumFAPYersinia infection43/1404137/84651.21e-051.62e-049.86e-0543
hsa0513526EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa05135111EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa0513542LiverHCCYersinia infection92/4020137/84652.25e-062.19e-051.22e-0592
hsa0513552LiverHCCYersinia infection92/4020137/84652.25e-062.19e-051.22e-0592
hsa0513520Oral cavityOSCCYersinia infection94/3704137/84652.85e-093.08e-081.57e-0894
hsa05135110Oral cavityOSCCYersinia infection94/3704137/84652.85e-093.08e-081.57e-0894
hsa0513544Oral cavityEOLPYersinia infection44/1218137/84658.88e-081.06e-066.27e-0744
hsa0513554Oral cavityEOLPYersinia infection44/1218137/84658.88e-081.06e-066.27e-0744
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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
SKAP2SNVMissense_Mutationc.682N>Ap.Glu228Lysp.E228KO75563protein_codingdeleterious(0.04)possibly_damaging(0.836)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SKAP2SNVMissense_Mutationnovelc.773N>Gp.Asp258Glyp.D258GO75563protein_codingtolerated(0.09)possibly_damaging(0.62)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SKAP2SNVMissense_Mutationc.406N>Cp.Glu136Glnp.E136QO75563protein_codingdeleterious(0)probably_damaging(0.967)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
SKAP2SNVMissense_Mutationc.302N>Tp.Ser101Phep.S101FO75563protein_codingdeleterious(0.04)benign(0.07)TCGA-DG-A2KM-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SKAP2SNVMissense_Mutationc.770N>Tp.Asp257Valp.D257VO75563protein_codingdeleterious(0.01)possibly_damaging(0.503)TCGA-AA-3848-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
SKAP2SNVMissense_Mutationc.160N>Tp.Asp54Tyrp.D54YO75563protein_codingdeleterious(0.02)possibly_damaging(0.872)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SKAP2SNVMissense_Mutationc.157N>Cp.Lys53Glnp.K53QO75563protein_codingtolerated(0.73)possibly_damaging(0.883)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SKAP2SNVMissense_Mutationc.423G>Tp.Trp141Cysp.W141CO75563protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A026-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
SKAP2SNVMissense_Mutationnovelc.106A>Cp.Asn36Hisp.N36HO75563protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SKAP2SNVMissense_Mutationnovelc.601G>Ap.Ala201Thrp.A201TO75563protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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