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: SCAMP4

Gene summary for SCAMP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCAMP4

Gene ID

113178

Gene namesecretory carrier membrane protein 4
Gene AliasSCAMP-4
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q969E2


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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
113178SCAMP4LZE8THumanEsophagusESCC1.58e-081.97e-010.067
113178SCAMP4LZE20THumanEsophagusESCC5.12e-051.41e-010.0662
113178SCAMP4LZE22THumanEsophagusESCC1.32e-023.00e-010.068
113178SCAMP4LZE24THumanEsophagusESCC6.18e-215.45e-010.0596
113178SCAMP4P1T-EHumanEsophagusESCC1.14e-147.74e-010.0875
113178SCAMP4P2T-EHumanEsophagusESCC2.68e-354.66e-010.1177
113178SCAMP4P4T-EHumanEsophagusESCC8.11e-234.96e-010.1323
113178SCAMP4P5T-EHumanEsophagusESCC4.66e-061.24e-010.1327
113178SCAMP4P8T-EHumanEsophagusESCC1.54e-202.73e-010.0889
113178SCAMP4P9T-EHumanEsophagusESCC1.18e-193.25e-010.1131
113178SCAMP4P10T-EHumanEsophagusESCC1.01e-355.67e-010.116
113178SCAMP4P11T-EHumanEsophagusESCC1.92e-218.41e-010.1426
113178SCAMP4P12T-EHumanEsophagusESCC9.53e-386.26e-010.1122
113178SCAMP4P15T-EHumanEsophagusESCC9.50e-214.29e-010.1149
113178SCAMP4P16T-EHumanEsophagusESCC2.65e-254.82e-010.1153
113178SCAMP4P17T-EHumanEsophagusESCC6.28e-053.26e-010.1278
113178SCAMP4P19T-EHumanEsophagusESCC2.28e-035.60e-010.1662
113178SCAMP4P20T-EHumanEsophagusESCC1.55e-112.80e-010.1124
113178SCAMP4P21T-EHumanEsophagusESCC4.16e-225.03e-010.1617
113178SCAMP4P22T-EHumanEsophagusESCC1.98e-314.89e-010.1236
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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
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
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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
SCAMP4SNVMissense_Mutationrs772989300c.125N>Ap.Arg42Glnp.R42QQ969E2protein_codingdeleterious(0.03)benign(0.009)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SCAMP4SNVMissense_Mutationrs766830264c.272N>Ap.Arg91Glnp.R91QQ969E2protein_codingdeleterious(0.01)benign(0.273)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SCAMP4SNVMissense_Mutationnovelc.499N>Gp.Ile167Valp.I167VQ969E2protein_codingtolerated(0.59)benign(0.006)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SCAMP4SNVMissense_Mutationrs77329316c.445G>Ap.Val149Metp.V149MQ969E2protein_codingdeleterious(0)probably_damaging(0.918)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/IIUnknownUnknownSD
SCAMP4SNVMissense_Mutationrs547180326c.320C>Tp.Ala107Valp.A107VQ969E2protein_codingtolerated(1)possibly_damaging(0.746)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SCAMP4SNVMissense_Mutationnovelc.323N>Ap.Phe108Tyrp.F108YQ969E2protein_codingdeleterious(0.04)probably_damaging(0.999)TCGA-E6-A1LX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
SCAMP4SNVMissense_Mutationnovelc.604N>Cp.Glu202Glnp.E202QQ969E2protein_codingtolerated(0.28)benign(0.057)TCGA-CC-A9FS-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownPD
SCAMP4deletionFrame_Shift_Delnovelc.639_649delGCCCGAGTACCp.Pro214HisfsTer148p.P214Hfs*148Q969E2protein_codingTCGA-G3-A3CK-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
SCAMP4SNVMissense_Mutationnovelc.96N>Cp.Glu32Aspp.E32DQ969E2protein_codingtolerated(0.53)benign(0.012)TCGA-83-5908-01Lunglung adenocarcinomaFemale<65I/IIUnknownUnknownSD
SCAMP4SNVMissense_Mutationrs199600249c.191N>Ap.Gly64Aspp.G64DQ969E2protein_codingtolerated(0.46)probably_damaging(0.962)TCGA-BR-8591-01Stomachstomach adenocarcinomaMale>=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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