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: SCAMP3

Gene summary for SCAMP3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCAMP3

Gene ID

10067

Gene namesecretory carrier membrane protein 3
Gene AliasC1orf3
Cytomap1q22
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

O14828


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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
10067SCAMP3LZE2THumanEsophagusESCC5.82e-049.14e-010.082
10067SCAMP3LZE4THumanEsophagusESCC8.61e-114.76e-010.0811
10067SCAMP3LZE5THumanEsophagusESCC3.28e-022.35e-010.0514
10067SCAMP3LZE7THumanEsophagusESCC6.01e-109.67e-010.0667
10067SCAMP3LZE8THumanEsophagusESCC2.22e-043.08e-010.067
10067SCAMP3LZE20THumanEsophagusESCC4.90e-123.37e-010.0662
10067SCAMP3LZE22D1HumanEsophagusHGIN1.37e-026.57e-020.0595
10067SCAMP3LZE22THumanEsophagusESCC7.82e-036.64e-010.068
10067SCAMP3LZE24THumanEsophagusESCC4.01e-257.86e-010.0596
10067SCAMP3LZE6THumanEsophagusESCC5.03e-066.30e-010.0845
10067SCAMP3P1T-EHumanEsophagusESCC2.33e-086.97e-010.0875
10067SCAMP3P2T-EHumanEsophagusESCC5.86e-469.04e-010.1177
10067SCAMP3P4T-EHumanEsophagusESCC5.39e-359.12e-010.1323
10067SCAMP3P5T-EHumanEsophagusESCC3.82e-378.87e-010.1327
10067SCAMP3P8T-EHumanEsophagusESCC1.99e-256.66e-010.0889
10067SCAMP3P9T-EHumanEsophagusESCC9.67e-369.95e-010.1131
10067SCAMP3P10T-EHumanEsophagusESCC8.49e-407.13e-010.116
10067SCAMP3P11T-EHumanEsophagusESCC3.44e-291.14e+000.1426
10067SCAMP3P12T-EHumanEsophagusESCC2.69e-244.57e-010.1122
10067SCAMP3P15T-EHumanEsophagusESCC2.04e-297.47e-010.1149
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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
∗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:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:000689210EsophagusHGINpost-Golgi vesicle-mediated transport26/2587104/187231.63e-031.81e-0226
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
SCAMP3SNVMissense_Mutationc.412C>Gp.Leu138Valp.L138VO14828protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0DX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
SCAMP3SNVMissense_Mutationc.37N>Ap.Glu13Lysp.E13KO14828protein_codingdeleterious(0.03)benign(0.015)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
SCAMP3SNVMissense_Mutationnovelc.280G>Cp.Ala94Prop.A94PO14828protein_codingtolerated(0.09)possibly_damaging(0.889)TCGA-C5-A1BE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SCAMP3SNVMissense_Mutationc.115N>Cp.Asp39Hisp.D39HO14828protein_codingdeleterious(0)probably_damaging(0.998)TCGA-EK-A2RC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SCAMP3SNVMissense_Mutationc.334N>Cp.Glu112Glnp.E112QO14828protein_codingdeleterious(0)benign(0.335)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SCAMP3SNVMissense_Mutationc.331N>Cp.Glu111Glnp.E111QO14828protein_codingtolerated(0.09)benign(0.014)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SCAMP3SNVMissense_Mutationnovelc.81N>Gp.Ile27Metp.I27MO14828protein_codingtolerated(0.06)benign(0.233)TCGA-VS-A9V1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
SCAMP3SNVMissense_Mutationnovelc.65N>Gp.Gln22Argp.Q22RO14828protein_codingtolerated(0.05)benign(0.003)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SCAMP3SNVMissense_Mutationc.74N>Tp.Ala25Valp.A25VO14828protein_codingdeleterious(0)possibly_damaging(0.612)TCGA-AY-4070-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapy5-fuPD
SCAMP3SNVMissense_Mutationnovelc.223N>Tp.Leu75Phep.L75FO14828protein_codingtolerated(0.05)possibly_damaging(0.454)TCGA-A5-A0G2-01Endometriumuterine 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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