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: SCAMP2

Gene summary for SCAMP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCAMP2

Gene ID

10066

Gene namesecretory carrier membrane protein 2
Gene AliasSCAMP2
Cytomap15q24.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

A8K769


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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
10066SCAMP2HTA11_3410_2000001011HumanColorectumAD8.17e-063.53e-010.0155
10066SCAMP2HTA11_2487_2000001011HumanColorectumSER7.45e-301.19e+00-0.1808
10066SCAMP2HTA11_1938_2000001011HumanColorectumAD4.93e-199.54e-01-0.0811
10066SCAMP2HTA11_78_2000001011HumanColorectumAD2.97e-137.06e-01-0.1088
10066SCAMP2HTA11_347_2000001011HumanColorectumAD3.64e-531.27e+00-0.1954
10066SCAMP2HTA11_411_2000001011HumanColorectumSER2.74e-121.90e+00-0.2602
10066SCAMP2HTA11_2112_2000001011HumanColorectumSER8.13e-081.05e+00-0.2196
10066SCAMP2HTA11_3361_2000001011HumanColorectumAD5.14e-199.02e-01-0.1207
10066SCAMP2HTA11_83_2000001011HumanColorectumSER8.04e-158.48e-01-0.1526
10066SCAMP2HTA11_696_2000001011HumanColorectumAD1.40e-441.17e+00-0.1464
10066SCAMP2HTA11_866_2000001011HumanColorectumAD1.91e-208.42e-01-0.1001
10066SCAMP2HTA11_1391_2000001011HumanColorectumAD1.62e-271.03e+00-0.059
10066SCAMP2HTA11_2992_2000001011HumanColorectumSER5.98e-058.65e-01-0.1706
10066SCAMP2HTA11_5212_2000001011HumanColorectumAD2.82e-151.10e+00-0.2061
10066SCAMP2HTA11_5216_2000001011HumanColorectumSER2.61e-131.09e+00-0.1462
10066SCAMP2HTA11_546_2000001011HumanColorectumAD1.70e-181.10e+00-0.0842
10066SCAMP2HTA11_7862_2000001011HumanColorectumAD3.34e-075.71e-01-0.0179
10066SCAMP2HTA11_866_3004761011HumanColorectumAD2.23e-196.51e-010.096
10066SCAMP2HTA11_9408_2000001011HumanColorectumAD1.55e-024.98e-010.0451
10066SCAMP2HTA11_8622_2000001021HumanColorectumSER5.59e-056.27e-010.0528
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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:0048193ColorectumADGolgi vesicle transport109/3918296/187231.80e-101.68e-08109
GO:0006892ColorectumADpost-Golgi vesicle-mediated transport45/3918104/187232.22e-079.26e-0645
GO:00481931ColorectumSERGolgi vesicle transport79/2897296/187234.20e-072.15e-0579
GO:00068921ColorectumSERpost-Golgi vesicle-mediated transport31/2897104/187231.59e-043.08e-0331
GO:00481932ColorectumMSSGolgi vesicle transport101/3467296/187239.09e-119.77e-09101
GO:00068922ColorectumMSSpost-Golgi vesicle-mediated transport40/3467104/187231.45e-064.82e-0540
GO:00481934ColorectumFAPGolgi vesicle transport77/2622296/187232.86e-082.62e-0677
GO:00068923ColorectumFAPpost-Golgi vesicle-mediated transport36/2622104/187239.23e-086.22e-0636
GO:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:004819311LiverCirrhoticGolgi vesicle transport153/4634296/187231.02e-236.43e-21153
GO:000689211LiverCirrhoticpost-Golgi vesicle-mediated transport51/4634104/187237.12e-082.15e-0651
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:000689221LiverHCCpost-Golgi vesicle-mediated transport77/7958104/187236.14e-112.24e-0977
GO:004819315Oral cavityOSCCGolgi vesicle transport209/7305296/187231.39e-286.30e-26209
GO:00068929Oral cavityOSCCpost-Golgi vesicle-mediated transport71/7305104/187231.37e-093.33e-0871
GO:004819316Oral cavityLPGolgi vesicle transport141/4623296/187236.11e-181.06e-15141
GO:000689214Oral cavityLPpost-Golgi vesicle-mediated transport44/4623104/187235.90e-058.05e-0444
GO:0048193110SkincSCCGolgi vesicle transport153/4864296/187231.85e-213.41e-19153
GO:000689217SkincSCCpost-Golgi vesicle-mediated transport49/4864104/187232.71e-064.30e-0549
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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
SCAMP2SNVMissense_Mutationnovelc.89C>Ap.Pro30Glnp.P30QO15127protein_codingtolerated(0.57)benign(0.003)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
SCAMP2SNVMissense_Mutationc.160C>Tp.Leu54Phep.L54FO15127protein_codingtolerated(0.7)benign(0.031)TCGA-BH-A0B9-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SCAMP2SNVMissense_Mutationnovelc.177G>Tp.Gln59Hisp.Q59HO15127protein_codingdeleterious(0.02)benign(0.043)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SCAMP2SNVMissense_Mutationc.836N>Tp.Ser279Leup.S279LO15127protein_codingdeleterious(0.01)benign(0.1)TCGA-MU-A51Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SCAMP2SNVMissense_Mutationnovelc.335N>Gp.Asn112Serp.N112SO15127protein_codingtolerated(1)benign(0)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SCAMP2SNVMissense_Mutationnovelc.560N>Tp.Ser187Phep.S187FO15127protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SCAMP2SNVMissense_Mutationnovelc.572N>Ap.Phe191Tyrp.F191YO15127protein_codingdeleterious(0.01)benign(0.319)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SCAMP2SNVMissense_Mutationrs746545894c.440N>Ap.Arg147Glnp.R147QO15127protein_codingdeleterious(0.02)possibly_damaging(0.487)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
SCAMP2SNVMissense_Mutationnovelc.560N>Tp.Ser187Phep.S187FO15127protein_codingdeleterious(0.02)probably_damaging(0.989)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SCAMP2SNVMissense_Mutationnovelc.861N>Ap.His287Glnp.H287QO15127protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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