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: CLEC2D

Gene summary for CLEC2D

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLEC2D

Gene ID

29121

Gene nameC-type lectin domain family 2 member D
Gene AliasCLAX
Cytomap12p13.31
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

Q9UHP7


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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
29121CLEC2DHCC1_MengHumanLiverHCC1.68e-03-1.02e-010.0246
29121CLEC2DHCC2_MengHumanLiverHCC2.87e-11-3.34e-020.0107
29121CLEC2DHCC1HumanLiverHCC3.83e-081.81e+000.5336
29121CLEC2DHCC2HumanLiverHCC3.28e-191.68e+000.5341
29121CLEC2DC21HumanOral cavityOSCC6.70e-084.13e-010.2678
29121CLEC2DC30HumanOral cavityOSCC4.47e-115.37e-010.3055
29121CLEC2DC38HumanOral cavityOSCC6.86e-081.19e+000.172
29121CLEC2DC46HumanOral cavityOSCC2.97e-103.19e-010.1673
29121CLEC2DC51HumanOral cavityOSCC8.73e-053.08e-010.2674
29121CLEC2DC57HumanOral cavityOSCC1.50e-042.15e-010.1679
29121CLEC2DC06HumanOral cavityOSCC1.85e-048.37e-010.2699
29121CLEC2DC08HumanOral cavityOSCC2.38e-031.91e-010.1919
29121CLEC2DC09HumanOral cavityOSCC1.12e-031.58e-010.1431
29121CLEC2DLN46HumanOral cavityOSCC1.98e-115.11e-010.1666
29121CLEC2DEOLP-1HumanOral cavityEOLP4.65e-022.48e-01-0.0202
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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
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
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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
CLEC2DKLRB1CLEC2D_KLRB1CLECBreastADJ
CLEC2DKLRB1CLEC2D_KLRB1CLECBreastDCIS
CLEC2DKLRB1CLEC2D_KLRB1CLECBreastHealthy
CLEC2DKLRB1CLEC2D_KLRB1CLECBreastIDC
CLEC2DKLRB1CLEC2D_KLRB1CLECBreastPrecancer
CLEC2DKLRB1CLEC2D_KLRB1CLECCervixADJ
CLEC2DKLRB1CLEC2D_KLRB1CLECCervixCC
CLEC2DKLRB1CLEC2D_KLRB1CLECCervixHealthy
CLEC2DKLRB1CLEC2D_KLRB1CLECCervixPrecancer
CLEC2DKLRB1CLEC2D_KLRB1CLECCRCMSI-H
CLEC2DKLRB1CLEC2D_KLRB1CLECEndometriumADJ
CLEC2DKLRB1CLEC2D_KLRB1CLECEndometriumAEH
CLEC2DKLRB1CLEC2D_KLRB1CLECEndometriumEEC
CLEC2DKLRB1CLEC2D_KLRB1CLECEndometriumHealthy
CLEC2DKLRB1CLEC2D_KLRB1CLECEsophagusADJ
CLEC2DKLRB1CLEC2D_KLRB1CLECGCADJ
CLEC2DKLRB1CLEC2D_KLRB1CLECGCGC
CLEC2DKLRB1CLEC2D_KLRB1CLECGCPrecancer
CLEC2DKLRB1CLEC2D_KLRB1CLECHNSCCADJ
CLEC2DKLRB1CLEC2D_KLRB1CLECHNSCCHealthy
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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
CLEC2DSNVMissense_Mutationnovelc.120C>Ap.Phe40Leup.F40LQ9UHP7protein_codingtolerated(0.66)benign(0.005)TCGA-C5-A8ZZ-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificCisplatinSD
CLEC2DSNVMissense_Mutationc.307T>Cp.Cys103Argp.C103RQ9UHP7protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLEC2DSNVMissense_Mutationnovelc.253N>Cp.Lys85Glnp.K85QQ9UHP7protein_codingdeleterious(0.02)probably_damaging(0.967)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CLEC2DSNVMissense_Mutationnovelc.362N>Cp.Phe121Serp.F121SQ9UHP7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CLEC2DSNVMissense_Mutationc.305N>Gp.Phe102Cysp.F102CQ9UHP7protein_codingdeleterious(0.01)possibly_damaging(0.819)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
CLEC2DSNVMissense_Mutationc.536C>Tp.Pro179Leup.P179LQ9UHP7protein_codingtolerated(0.07)benign(0.118)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CLEC2DSNVMissense_Mutationrs769100213c.109N>Tp.Arg37Cysp.R37CQ9UHP7protein_codingtolerated(0.21)benign(0)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLEC2DSNVMissense_Mutationnovelc.265T>Gp.Phe89Valp.F89VQ9UHP7protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLEC2DSNVMissense_Mutationnovelc.380N>Ap.Gly127Aspp.G127DQ9UHP7protein_codingdeleterious(0.02)possibly_damaging(0.907)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
CLEC2DSNVMissense_Mutationc.271N>Ap.Asp91Asnp.D91NQ9UHP7protein_codingdeleterious(0)benign(0.113)TCGA-D1-A17M-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
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