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: SCG2

Gene summary for SCG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCG2

Gene ID

7857

Gene namesecretogranin II
Gene AliasCHGC
Cytomap2q36.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P13521


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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
7857SCG2S014HumanLiverHCC9.31e-084.79e-010.2254
7857SCG2S015HumanLiverHCC9.93e-119.40e-010.2375
7857SCG2S016HumanLiverHCC1.96e-211.04e+000.2243
7857SCG2HTA12-15-2HumanPancreasPDAC4.09e-086.12e-010.2315
7857SCG2HTA12-23-1HumanPancreasPDAC3.41e-033.89e-010.3405
7857SCG2HTA12-26-1HumanPancreasPDAC2.67e-042.70e-010.3728
7857SCG2HTA12-29-1HumanPancreasPDAC4.78e-072.18e-010.3722
7857SCG2HTA12-9-3HumanPancreasPDAC4.13e-077.85e-010.2045
7857SCG2ATC12HumanThyroidATC2.61e-103.33e-010.34
7857SCG2ATC2HumanThyroidATC3.34e-111.51e+000.34
7857SCG2ATC3HumanThyroidATC6.22e-032.68e-010.338
7857SCG2ATC4HumanThyroidATC2.02e-124.30e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:009719122LiverHCCextrinsic apoptotic signaling pathway143/7958219/187236.99e-122.97e-10143
GO:200123412LiverHCCnegative regulation of apoptotic signaling pathway145/7958224/187231.33e-115.36e-10145
GO:200123621LiverHCCregulation of extrinsic apoptotic signaling pathway98/7958151/187232.17e-085.08e-0798
GO:200123712LiverHCCnegative regulation of extrinsic apoptotic signaling pathway62/795897/187231.67e-051.81e-0462
GO:003559212LiverHCCestablishment of protein localization to extracellular region176/7958360/187237.96e-033.15e-02176
GO:000930612LiverHCCprotein secretion175/7958359/187239.32e-033.57e-02175
GO:000166721LiverHCCameboidal-type cell migration226/7958475/187231.35e-024.81e-02226
GO:200123335ThyroidATCregulation of apoptotic signaling pathway206/6293356/187232.81e-215.92e-19206
GO:2001234210ThyroidATCnegative regulation of apoptotic signaling pathway129/6293224/187231.26e-136.46e-12129
GO:0097191210ThyroidATCextrinsic apoptotic signaling pathway125/6293219/187237.19e-133.16e-11125
GO:000166731ThyroidATCameboidal-type cell migration228/6293475/187233.72e-111.22e-09228
GO:2001236210ThyroidATCregulation of extrinsic apoptotic signaling pathway89/6293151/187231.43e-104.40e-0989
GO:001063131ThyroidATCepithelial cell migration169/6293357/187234.21e-087.69e-07169
GO:009013031ThyroidATCtissue migration171/6293365/187238.55e-081.47e-06171
GO:009013231ThyroidATCepithelium migration169/6293360/187238.57e-081.47e-06169
GO:200123729ThyroidATCnegative regulation of extrinsic apoptotic signaling pathway54/629397/187236.41e-066.68e-0554
GO:004354231ThyroidATCendothelial cell migration127/6293279/187232.14e-051.91e-04127
GO:005092123ThyroidATCpositive regulation of chemotaxis70/6293141/187235.77e-054.43e-0470
GO:003210324ThyroidATCpositive regulation of response to external stimulus178/6293427/187232.61e-041.67e-03178
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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
SCG2SNVMissense_Mutationc.1765C>Gp.Leu589Valp.L589VP13521protein_codingdeleterious(0.02)benign(0.13)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SCG2SNVMissense_Mutationc.533N>Ap.Pro178Hisp.P178HP13521protein_codingdeleterious(0)probably_damaging(0.964)TCGA-D8-A1JK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCG2SNVMissense_Mutationrs141189708c.1424N>Tp.Ser475Leup.S475LP13521protein_codingtolerated(0.25)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCG2SNVMissense_Mutationrs769298378c.208C>Ap.His70Asnp.H70NP13521protein_codingtolerated(1)benign(0)TCGA-IR-A3LA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCG2SNVMissense_Mutationc.244C>Gp.Gln82Glup.Q82EP13521protein_codingtolerated(0.13)possibly_damaging(0.735)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCG2SNVMissense_Mutationc.676T>Cp.Tyr226Hisp.Y226HP13521protein_codingdeleterious(0.02)probably_damaging(0.994)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
SCG2SNVMissense_Mutationrs777727782c.464N>Cp.Gln155Prop.Q155PP13521protein_codingtolerated(0.43)possibly_damaging(0.629)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SCG2SNVMissense_Mutationnovelc.820A>Cp.Lys274Glnp.K274QP13521protein_codingdeleterious(0.02)benign(0.043)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SCG2SNVMissense_Mutationc.1429N>Ap.Gln477Lysp.Q477KP13521protein_codingtolerated(0.58)benign(0.061)TCGA-AA-A02Y-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
SCG2SNVMissense_Mutationnovelc.1238N>Tp.Ser413Ilep.S413IP13521protein_codingdeleterious(0.05)benign(0.305)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<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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