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: SOX12

Gene summary for SOX12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOX12

Gene ID

6666

Gene nameSRY-box transcription factor 12
Gene AliasSOX22
Cytomap20p13
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

O15370


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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
6666SOX12HCC1_MengHumanLiverHCC4.38e-451.27e-010.0246
6666SOX12HCC1HumanLiverHCC1.22e-163.94e+000.5336
6666SOX12HCC2HumanLiverHCC1.18e-243.64e+000.5341
6666SOX12HCC5HumanLiverHCC1.61e-031.41e+000.4932
6666SOX12Pt14.aHumanLiverHCC1.71e-031.73e-010.0169
6666SOX12Pt14.bHumanLiverHCC1.46e-031.74e-010.018
6666SOX12S014HumanLiverHCC1.10e-277.19e-010.2254
6666SOX12S015HumanLiverHCC4.34e-228.05e-010.2375
6666SOX12S016HumanLiverHCC8.57e-277.18e-010.2243
6666SOX12S027HumanLiverHCC2.75e-073.03e-010.2446
6666SOX12S028HumanLiverHCC1.22e-104.00e-010.2503
6666SOX12S029HumanLiverHCC1.30e-102.69e-010.2581
6666SOX12male-WTAHumanThyroidPTC1.13e-111.59e-010.1037
6666SOX12PTC04HumanThyroidPTC1.78e-081.21e-010.1927
6666SOX12PTC05HumanThyroidPTC7.16e-143.92e-010.2065
6666SOX12PTC06HumanThyroidPTC3.84e-163.51e-010.2057
6666SOX12PTC07HumanThyroidPTC2.01e-061.65e-010.2044
6666SOX12ATC09HumanThyroidATC1.54e-165.48e-010.2871
6666SOX12ATC12HumanThyroidATC7.08e-204.68e-010.34
6666SOX12ATC13HumanThyroidATC4.38e-081.76e-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:004578512LiverHCCpositive regulation of cell adhesion215/7958437/187232.53e-031.22e-02215
GO:0045785112ThyroidPTCpositive regulation of cell adhesion176/5968437/187231.10e-048.83e-04176
GO:0045785210ThyroidATCpositive regulation of cell adhesion194/6293437/187231.40e-061.75e-05194
GO:1903706112ThyroidATCregulation of hemopoiesis148/6293367/187233.87e-031.68e-02148
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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
SOX12SMCThyroidATCRPL24P4,PRICKLE2,CUTALP, etc.1.98e-01The 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.
∗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
SOX12SNVMissense_Mutationnovelc.342G>Cp.Lys114Asnp.K114NO15370protein_codingdeleterious(0.02)probably_damaging(0.946)TCGA-EW-A6SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytchSD
SOX12SNVMissense_Mutationnovelc.216N>Cp.Lys72Asnp.K72NO15370protein_codingdeleterious(0)possibly_damaging(0.696)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SOX12SNVMissense_Mutationnovelc.684N>Tp.Glu228Aspp.E228DO15370protein_codingtolerated(0.21)benign(0.191)TCGA-EA-A3HS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SOX12SNVMissense_Mutationnovelc.740N>Tp.Ser247Leup.S247LO15370protein_codingtolerated(0.29)benign(0.001)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
SOX12SNVMissense_Mutationrs867428648c.335N>Ap.Arg112Hisp.R112HO15370protein_codingdeleterious(0)possibly_damaging(0.591)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SOX12SNVMissense_Mutationnovelc.326N>Gp.Tyr109Cysp.Y109CO15370protein_codingdeleterious(0)possibly_damaging(0.67)TCGA-DM-A0XD-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
SOX12SNVMissense_Mutationc.223N>Ap.Gly75Serp.G75SO15370protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CC-A7IH-01Liverliver hepatocellular carcinomaMale<65III/IVUnknownUnknownSD
SOX12SNVMissense_Mutationc.880N>Ap.Glu294Lysp.E294KO15370protein_codingdeleterious(0)probably_damaging(0.992)TCGA-69-7980-01Lunglung adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SOX12SNVMissense_Mutationnovelc.855N>Gp.Phe285Leup.F285LO15370protein_codingdeleterious(0)probably_damaging(0.932)TCGA-77-8136-01Lunglung squamous cell carcinomaFemale>=65I/IIUnknownUnknownPD
SOX12SNVMissense_Mutationnovelc.872N>Ap.Cys291Tyrp.C291YO15370protein_codingdeleterious(0)probably_damaging(0.996)TCGA-CV-7433-01Oral cavityhead & neck squamous cell carcinomaMale<65I/IIUnknownUnknownPD
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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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