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: SOX13

Gene summary for SOX13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SOX13

Gene ID

9580

Gene nameSRY-box transcription factor 13
Gene AliasICA12
Cytomap1q32.1
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q9UN79


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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
9580SOX13CCI_1HumanCervixCC1.40e-108.57e-010.528
9580SOX13CCI_3HumanCervixCC2.33e-045.73e-010.516
9580SOX13LZE2THumanEsophagusESCC1.11e-023.85e-010.082
9580SOX13LZE22THumanEsophagusESCC1.77e-032.21e-010.068
9580SOX13LZE21THumanEsophagusESCC8.05e-052.23e-010.0655
9580SOX13P2T-EHumanEsophagusESCC7.63e-035.72e-020.1177
9580SOX13P4T-EHumanEsophagusESCC6.13e-081.60e-010.1323
9580SOX13P5T-EHumanEsophagusESCC1.72e-068.98e-020.1327
9580SOX13P8T-EHumanEsophagusESCC4.27e-048.70e-020.0889
9580SOX13P9T-EHumanEsophagusESCC5.99e-143.49e-010.1131
9580SOX13P10T-EHumanEsophagusESCC2.53e-214.11e-010.116
9580SOX13P11T-EHumanEsophagusESCC3.31e-021.62e-010.1426
9580SOX13P12T-EHumanEsophagusESCC8.94e-071.08e-010.1122
9580SOX13P15T-EHumanEsophagusESCC4.19e-121.89e-010.1149
9580SOX13P16T-EHumanEsophagusESCC3.33e-121.86e-010.1153
9580SOX13P17T-EHumanEsophagusESCC1.86e-031.44e-010.1278
9580SOX13P23T-EHumanEsophagusESCC2.59e-071.98e-010.108
9580SOX13P26T-EHumanEsophagusESCC1.63e-071.08e-010.1276
9580SOX13P27T-EHumanEsophagusESCC4.59e-161.42e-010.1055
9580SOX13P28T-EHumanEsophagusESCC9.86e-335.75e-010.1149
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
∗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:002240710CervixCCregulation of cell-cell adhesion103/2311448/187231.78e-102.87e-08103
GO:004578510CervixCCpositive regulation of cell adhesion101/2311437/187231.96e-103.08e-08101
GO:00421108CervixCCT cell activation107/2311487/187231.24e-091.46e-07107
GO:00508638CervixCCregulation of T cell activation80/2311329/187231.28e-091.47e-0780
GO:00160557CervixCCWnt signaling pathway98/2311444/187234.82e-094.65e-0798
GO:01987387CervixCCcell-cell signaling by wnt98/2311446/187236.16e-095.58e-0798
GO:00071598CervixCCleukocyte cell-cell adhesion85/2311371/187238.27e-097.07e-0785
GO:00301117CervixCCregulation of Wnt signaling pathway76/2311328/187233.05e-082.08e-0676
GO:19030378CervixCCregulation of leukocyte cell-cell adhesion77/2311336/187234.08e-082.54e-0677
GO:190370610CervixCCregulation of hemopoiesis80/2311367/187232.14e-079.55e-0680
GO:00608287CervixCCregulation of canonical Wnt signaling pathway58/2311253/187231.83e-065.89e-0558
GO:00600707CervixCCcanonical Wnt signaling pathway66/2311303/187232.47e-067.35e-0566
GO:00454445CervixCCfat cell differentiation53/2311229/187233.72e-069.75e-0553
GO:19021056CervixCCregulation of leukocyte differentiation61/2311279/187235.16e-061.29e-0461
GO:00224099CervixCCpositive regulation of cell-cell adhesion61/2311284/187239.30e-062.11e-0461
GO:19030397CervixCCpositive regulation of leukocyte cell-cell adhesion53/2311239/187231.37e-052.74e-0453
GO:00508708CervixCCpositive regulation of T cell activation49/2311216/187231.51e-052.97e-0449
GO:0045580CervixCCregulation of T cell differentiation33/2311146/187233.75e-043.87e-0333
GO:00302173CervixCCT cell differentiation51/2311257/187233.81e-043.89e-0351
GO:19031314CervixCCmononuclear cell differentiation76/2311426/187235.66e-045.42e-0376
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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
SOX13IMENTColorectumCRCEPM2A,ST6GALNAC3,GANC, etc.5.48e-02The 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.
SOX13TUFColorectumFAPEPM2A,ST6GALNAC3,GANC, etc.8.62e-02The 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.
SOX13MVALiverHCCPRDM16,JAG2,PIK3C2B, etc.4.11e-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.
SOX13MSC.MVALiverHCCPRDM16,JAG2,PIK3C2B, etc.1.28e-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.
SOX13MVALiverHealthyPRDM16,JAG2,PIK3C2B, etc.5.41e-02The 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.
SOX13PERILungAAHSOX5,PRR16,FGF14, etc.1.88e-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.
SOX13PERILungAISSOX5,PRR16,FGF14, etc.2.15e-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.
SOX13FIBLungHealthySOX5,PRR16,FGF14, etc.4.46e-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.
SOX13PVALungHealthySOX5,PRR16,FGF14, etc.1.12e-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.
SOX13ECMLungIACSOX5,PRR16,FGF14, etc.1.07e-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
SOX13SNVMissense_Mutationnovelc.1340N>Tp.Pro447Leup.P447LQ9UN79protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SOX13SNVMissense_Mutationrs762506053c.44N>Ap.Gly15Aspp.G15DQ9UN79protein_codingtolerated_low_confidence(0.1)benign(0.003)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SOX13SNVMissense_Mutationc.1249N>Ap.Glu417Lysp.E417KQ9UN79protein_codingdeleterious(0)possibly_damaging(0.833)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
SOX13SNVMissense_Mutationnovelc.379N>Gp.Phe127Valp.F127VQ9UN79protein_codingtolerated(0.13)benign(0.058)TCGA-AR-A1AP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
SOX13SNVMissense_Mutationnovelc.21N>Gp.Ile7Metp.I7MQ9UN79protein_codingtolerated_low_confidence(0.06)benign(0.027)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
SOX13SNVMissense_Mutationc.544N>Cp.Glu182Glnp.E182QQ9UN79protein_codingdeleterious(0)possibly_damaging(0.767)TCGA-E2-A159-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SOX13SNVMissense_Mutationc.433N>Ap.Leu145Ilep.L145IQ9UN79protein_codingdeleterious(0)probably_damaging(0.991)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
SOX13insertionFrame_Shift_Insnovelc.695_696insCp.Ser235LysfsTer10p.S235Kfs*10Q9UN79protein_codingTCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
SOX13insertionFrame_Shift_Insnovelc.634_635insAAGCAGGGp.Ile212LysfsTer20p.I212Kfs*20Q9UN79protein_codingTCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
SOX13insertionIn_Frame_Insnovelc.635_636insGTGGTTAGGGCTGGGp.Ile212delinsMetTrpLeuGlyLeuGlyp.I212delinsMWLGLGQ9UN79protein_codingTCGA-BH-A0BA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
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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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