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: SCG5

Gene summary for SCG5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCG5

Gene ID

6447

Gene namesecretogranin V
Gene Alias7B2
Cytomap15q13.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A024R9I1


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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
6447SCG5C04HumanOral cavityOSCC2.26e-151.03e+000.2633
6447SCG5C21HumanOral cavityOSCC6.13e-411.63e+000.2678
6447SCG5C30HumanOral cavityOSCC8.19e-053.51e-010.3055
6447SCG5C51HumanOral cavityOSCC1.79e-024.12e-010.2674
6447SCG5HTA12-15-2HumanPancreasPDAC9.30e-161.29e+000.2315
6447SCG5HTA12-23-1HumanPancreasPDAC6.22e-089.02e-010.3405
6447SCG5HTA12-25-1HumanPancreasPDAC1.74e-067.76e-010.313
6447SCG5HTA12-26-1HumanPancreasPDAC5.28e-229.68e-010.3728
6447SCG5HTA12-29-1HumanPancreasPDAC3.95e-399.02e-010.3722
6447SCG5HTA12-9-1HumanPancreasPDAC1.10e-036.44e-010.1532
6447SCG5HTA12-9-3HumanPancreasPDAC3.59e-061.09e+000.2045
6447SCG5male-WTAHumanThyroidPTC2.52e-151.17e-010.1037
6447SCG5PTC01HumanThyroidPTC2.39e-311.01e+000.1899
6447SCG5PTC05HumanThyroidPTC1.74e-251.58e+000.2065
6447SCG5PTC06HumanThyroidPTC9.86e-421.23e+000.2057
6447SCG5PTC07HumanThyroidPTC1.26e-861.77e+000.2044
6447SCG5ATC09HumanThyroidATC2.27e-147.66e-010.2871
6447SCG5ATC11HumanThyroidATC5.37e-091.24e+000.3386
6447SCG5ATC12HumanThyroidATC6.00e-092.91e-010.34
6447SCG5ATC13HumanThyroidATC3.29e-307.78e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
GO:00164856Oral cavityOSCCprotein processing121/7305225/187234.56e-065.23e-05121
GO:005160420ThyroidPTCprotein maturation132/5968294/187231.71e-062.39e-05132
GO:00164859ThyroidPTCprotein processing95/5968225/187236.60e-044.15e-0395
GO:0051604110ThyroidATCprotein maturation136/6293294/187234.00e-064.42e-05136
GO:001648515ThyroidATCprotein processing100/6293225/187234.39e-042.62e-03100
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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
SCG5SNVMissense_Mutationnovelc.572N>Cp.Arg191Thrp.R191TP05408protein_codingdeleterious(0.03)possibly_damaging(0.721)TCGA-A7-A4SA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
SCG5SNVMissense_Mutationrs757352985c.539N>Ap.Arg180Glnp.R180QP05408protein_codingtolerated(0.12)benign(0.005)TCGA-BH-A1ES-06Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SCG5SNVMissense_Mutationc.223N>Ap.Glu75Lysp.E75KP05408protein_codingtolerated(0.11)benign(0.433)TCGA-C8-A12P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SCG5deletionFrame_Shift_Delnovelc.503delNp.Tyr169ThrfsTer4p.Y169Tfs*4P05408protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SCG5deletionFrame_Shift_Delnovelc.23delNp.Met9CysfsTer58p.M9Cfs*58P05408protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
SCG5SNVMissense_Mutationnovelc.130N>Tp.Leu44Phep.L44FP05408protein_codingtolerated_low_confidence(0.07)probably_damaging(0.969)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCG5SNVMissense_Mutationc.470N>Gp.Tyr157Cysp.Y157CP05408protein_codingtolerated(0.11)probably_damaging(0.934)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SCG5SNVMissense_Mutationnovelc.526N>Ap.Glu176Lysp.E176KP05408protein_codingtolerated(0.46)benign(0.014)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SCG5insertionFrame_Shift_Insnovelc.223_224insTCp.Glu75ValfsTer25p.E75Vfs*25P05408protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SCG5SNVMissense_Mutationc.253N>Gp.Leu85Valp.L85VP05408protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A056-01Endometriumuterine corpus endometrioid 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
6447SCG5CLINICALLY ACTIONABLE, DRUGGABLE GENOMECAPSAICINCAPSAICIN3858706
6447SCG5CLINICALLY ACTIONABLE, DRUGGABLE GENOMETGFBETA114709802
6447SCG5CLINICALLY ACTIONABLE, DRUGGABLE GENOMEHISTONE DEACETYLASE INHIBITOR14709802
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