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: SCAPER

Gene summary for SCAPER

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCAPER

Gene ID

49855

Gene nameS-phase cyclin A associated protein in the ER
Gene AliasIDDRP
Cytomap15q24.3
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q9BY12


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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
49855SCAPERCCI_1HumanCervixCC1.87e-091.48e+000.528
49855SCAPERCCI_3HumanCervixCC5.49e-131.01e+000.516
49855SCAPERHTA11_3410_2000001011HumanColorectumAD1.66e-12-6.18e-010.0155
49855SCAPERHTA11_2487_2000001011HumanColorectumSER3.15e-02-4.56e-01-0.1808
49855SCAPERHTA11_3361_2000001011HumanColorectumAD4.77e-07-6.54e-01-0.1207
49855SCAPERHTA11_5212_2000001011HumanColorectumAD1.65e-02-6.09e-01-0.2061
49855SCAPERHTA11_866_3004761011HumanColorectumAD7.36e-10-5.65e-010.096
49855SCAPERHTA11_10711_2000001011HumanColorectumAD3.74e-03-4.50e-010.0338
49855SCAPERHTA11_7696_3000711011HumanColorectumAD3.59e-09-4.63e-010.0674
49855SCAPERHTA11_99999970781_79442HumanColorectumMSS5.61e-03-3.59e-010.294
49855SCAPERHTA11_99999971662_82457HumanColorectumMSS1.90e-23-6.86e-010.3859
49855SCAPERHTA11_99999974143_84620HumanColorectumMSS2.37e-07-4.74e-010.3005
49855SCAPERA015-C-203HumanColorectumFAP9.99e-24-2.62e-01-0.1294
49855SCAPERA015-C-204HumanColorectumFAP9.84e-05-2.05e-01-0.0228
49855SCAPERA014-C-040HumanColorectumFAP2.19e-03-3.99e-02-0.1184
49855SCAPERA002-C-201HumanColorectumFAP1.95e-10-2.22e-010.0324
49855SCAPERA001-C-119HumanColorectumFAP2.68e-03-1.32e-01-0.1557
49855SCAPERA001-C-108HumanColorectumFAP8.33e-12-3.07e-02-0.0272
49855SCAPERA002-C-205HumanColorectumFAP9.44e-20-2.19e-01-0.1236
49855SCAPERA015-C-006HumanColorectumFAP5.27e-15-4.68e-01-0.0994
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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
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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
SCAPERSNVMissense_Mutationrs758863663c.1685N>Ap.Arg562Hisp.R562HQ9BY12protein_codingtolerated(0.11)benign(0.347)TCGA-A1-A0SH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
SCAPERSNVMissense_Mutationc.649N>Gp.Pro217Alap.P217AQ9BY12protein_codingtolerated(0.29)benign(0.005)TCGA-A2-A0CX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SCAPERSNVMissense_Mutationc.1972N>Cp.Glu658Glnp.E658QQ9BY12protein_codingdeleterious(0.01)possibly_damaging(0.899)TCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
SCAPERSNVMissense_Mutationnovelc.1465N>Tp.Asp489Tyrp.D489YQ9BY12protein_codingdeleterious(0)probably_damaging(0.976)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCAPERSNVMissense_Mutationc.649C>Tp.Pro217Serp.P217SQ9BY12protein_codingtolerated(0.59)benign(0.005)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCAPERSNVMissense_Mutationrs532766890c.868G>Ap.Glu290Lysp.E290KQ9BY12protein_codingtolerated(0.49)benign(0.272)TCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCAPERSNVMissense_Mutationnovelc.1804G>Ap.Glu602Lysp.E602KQ9BY12protein_codingdeleterious(0.02)possibly_damaging(0.908)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
SCAPERSNVMissense_Mutationnovelc.596G>Ap.Arg199Glnp.R199QQ9BY12protein_codingdeleterious(0)probably_damaging(0.973)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCAPERSNVMissense_Mutationc.1951A>Gp.Arg651Glyp.R651GQ9BY12protein_codingdeleterious(0)probably_damaging(0.98)TCGA-AN-A0AS-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SCAPERSNVMissense_Mutationc.1700N>Cp.Leu567Serp.L567SQ9BY12protein_codingtolerated(0.37)possibly_damaging(0.503)TCGA-BH-A18G-01Breastbreast invasive 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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