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: SDK2

Gene summary for SDK2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SDK2

Gene ID

54549

Gene namesidekick cell adhesion molecule 2
Gene AliasSDK2
Cytomap17q25.1
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q58EX2


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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
54549SDK2C30HumanOral cavityOSCC3.92e-391.26e+000.3055
54549SDK2C38HumanOral cavityOSCC1.36e-056.81e-010.172
54549SDK2C51HumanOral cavityOSCC1.66e-176.35e-010.2674
54549SDK2C06HumanOral cavityOSCC1.70e-025.25e-010.2699
54549SDK2C08HumanOral cavityOSCC4.92e-051.60e-010.1919
54549SDK2C09HumanOral cavityOSCC1.75e-104.36e-010.1431
54549SDK2EOLP-1HumanOral cavityEOLP2.93e-082.32e-01-0.0202
54549SDK2SYSMH3HumanOral cavityOSCC8.14e-223.79e-010.2442
54549SDK2SYSMH5HumanOral cavityOSCC3.58e-031.53e-010.0647
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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
∗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:003432916Oral cavityOSCCcell junction assembly190/7305420/187234.99e-031.96e-02190
GO:003432917Oral cavityEOLPcell junction assembly76/2218420/187231.02e-041.17e-0376
GO:00016542Oral cavityEOLPeye development62/2218371/187233.18e-031.85e-0262
GO:01500632Oral cavityEOLPvisual system development62/2218375/187234.07e-032.24e-0262
GO:00488802Oral cavityEOLPsensory system development62/2218381/187235.82e-032.94e-0262
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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
SDK2SNVMissense_Mutationc.4948N>Tp.Asp1650Tyrp.D1650YQ58EX2protein_codingdeleterious(0)benign(0.389)TCGA-A7-A26E-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
SDK2SNVMissense_Mutationrs755128780c.4091N>Tp.Gly1364Valp.G1364VQ58EX2protein_codingdeleterious(0.02)possibly_damaging(0.759)TCGA-A7-A26J-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
SDK2SNVMissense_Mutationrs747769635c.1447N>Tp.Val483Phep.V483FQ58EX2protein_codingdeleterious(0.05)benign(0.148)TCGA-A8-A06Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SDK2SNVMissense_Mutationrs770209140c.3694N>Ap.Val1232Metp.V1232MQ58EX2protein_codingdeleterious(0)possibly_damaging(0.824)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SDK2SNVMissense_Mutationrs144170771c.3514N>Tp.Arg1172Cysp.R1172CQ58EX2protein_codingdeleterious(0)possibly_damaging(0.791)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SDK2SNVMissense_Mutationrs760209315c.1277N>Tp.Ser426Leup.S426LQ58EX2protein_codingdeleterious(0.04)benign(0.15)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SDK2SNVMissense_Mutationc.5116G>Ap.Ala1706Thrp.A1706TQ58EX2protein_codingdeleterious(0.02)probably_damaging(1)TCGA-B6-A0IH-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SDK2SNVMissense_Mutationrs767139377c.583N>Cp.Thr195Prop.T195PQ58EX2protein_codingdeleterious(0.02)benign(0.444)TCGA-B6-A1KC-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SDK2SNVMissense_Mutationc.3164N>Tp.Ser1055Phep.S1055FQ58EX2protein_codingdeleterious(0.01)probably_damaging(0.939)TCGA-BH-A0EA-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereCR
SDK2SNVMissense_Mutationrs181948937c.685N>Ap.Gly229Serp.G229SQ58EX2protein_codingdeleterious(0)probably_damaging(0.939)TCGA-BH-A0HA-01Breastbreast invasive 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
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