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: CLEC2B

Gene summary for CLEC2B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLEC2B

Gene ID

9976

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

GO:0005575

UniProtAcc

Q92478


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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
9976CLEC2BN_HPV_2HumanCervixN_HPV2.79e-021.64e-01-0.0131
9976CLEC2BCCII_1HumanCervixCC6.81e-04-4.01e-010.3249
9976CLEC2BTumorHumanCervixCC1.19e-348.46e-010.1241
9976CLEC2Bsample1HumanCervixCC4.28e-075.32e-010.0959
9976CLEC2Bsample3HumanCervixCC9.93e-447.89e-010.1387
9976CLEC2BT1HumanCervixCC1.04e-125.14e-010.0918
9976CLEC2BT3HumanCervixCC6.24e-308.15e-010.1389
9976CLEC2BAEH-subject1HumanEndometriumAEH1.56e-02-6.45e-02-0.3059
9976CLEC2BAEH-subject3HumanEndometriumAEH1.10e-04-9.18e-02-0.2576
9976CLEC2BAEH-subject4HumanEndometriumAEH2.16e-02-8.41e-03-0.2657
9976CLEC2BEEC-subject2HumanEndometriumEEC1.02e-03-1.41e-01-0.2607
9976CLEC2BEEC-subject3HumanEndometriumEEC5.06e-092.88e-02-0.2525
9976CLEC2BEEC-subject4HumanEndometriumEEC7.33e-061.34e-01-0.2571
9976CLEC2BGSM5276934HumanEndometriumEEC5.27e-246.35e-01-0.0913
9976CLEC2BGSM5276935HumanEndometriumEEC5.25e-06-1.20e-01-0.123
9976CLEC2BGSM5276937HumanEndometriumEEC1.15e-348.81e-01-0.0897
9976CLEC2BGSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.68e-03-1.50e-01-0.1869
9976CLEC2BGSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.73e-09-6.44e-02-0.1875
9976CLEC2BGSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC4.15e-05-1.34e-01-0.1883
9976CLEC2BGSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.51e-07-1.23e-01-0.1934
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
∗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
hsa0516720CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa05167110CervixCCKaposi sarcoma-associated herpesvirus infection60/1267194/84659.74e-091.58e-079.33e-0860
hsa0516724CervixN_HPVKaposi sarcoma-associated herpesvirus infection18/349194/84651.06e-037.37e-035.76e-0318
hsa0516734CervixN_HPVKaposi sarcoma-associated herpesvirus infection18/349194/84651.06e-037.37e-035.76e-0318
hsa0516725EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa05167111EndometriumAEHKaposi sarcoma-associated herpesvirus infection44/1197194/84657.97e-045.28e-033.87e-0344
hsa0516726EndometriumEECKaposi sarcoma-associated herpesvirus infection45/1237194/84658.55e-045.86e-034.37e-0345
hsa0516735EndometriumEECKaposi sarcoma-associated herpesvirus infection45/1237194/84658.55e-045.86e-034.37e-0345
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0516738EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0516729Oral cavityOSCCKaposi sarcoma-associated herpesvirus infection125/3704194/84653.67e-093.84e-081.96e-08125
hsa05167113Oral cavityOSCCKaposi sarcoma-associated herpesvirus infection125/3704194/84653.67e-093.84e-081.96e-08125
hsa05167210Oral cavityLPKaposi sarcoma-associated herpesvirus infection84/2418194/84656.66e-065.16e-053.33e-0584
hsa0516737Oral cavityLPKaposi sarcoma-associated herpesvirus infection84/2418194/84656.66e-065.16e-053.33e-0584
hsa0516744Oral cavityEOLPKaposi sarcoma-associated herpesvirus infection68/1218194/84652.59e-132.09e-111.24e-1168
hsa0516754Oral cavityEOLPKaposi sarcoma-associated herpesvirus infection68/1218194/84652.59e-132.09e-111.24e-1168
hsa0516762Oral cavityNEOLPKaposi sarcoma-associated herpesvirus infection56/1112194/84654.05e-099.20e-085.78e-0856
hsa0516772Oral cavityNEOLPKaposi sarcoma-associated herpesvirus infection56/1112194/84654.05e-099.20e-085.78e-0856
hsa0516727ProstateBPHKaposi sarcoma-associated herpesvirus infection69/1718194/84654.22e-074.10e-062.54e-0669
hsa05167112ProstateBPHKaposi sarcoma-associated herpesvirus infection69/1718194/84654.22e-074.10e-062.54e-0669
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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
CLEC2BKLRB1CLEC2B_KLRB1CLECBreastADJ
CLEC2BKLRB1CLEC2B_KLRB1CLECBreastDCIS
CLEC2BKLRB1CLEC2B_KLRB1CLECBreastHealthy
CLEC2BKLRB1CLEC2B_KLRB1CLECBreastIDC
CLEC2BKLRB1CLEC2B_KLRB1CLECBreastPrecancer
CLEC2BKLRB1CLEC2B_KLRB1CLECCervixADJ
CLEC2BKLRB1CLEC2B_KLRB1CLECCervixCC
CLEC2BKLRB1CLEC2B_KLRB1CLECCervixHealthy
CLEC2BKLRB1CLEC2B_KLRB1CLECCervixPrecancer
CLEC2BKLRB1CLEC2B_KLRB1CLECCRCMSI-H
CLEC2BKLRB1CLEC2B_KLRB1CLECEndometriumADJ
CLEC2BKLRB1CLEC2B_KLRB1CLECEndometriumAEH
CLEC2BKLRB1CLEC2B_KLRB1CLECEndometriumEEC
CLEC2BKLRB1CLEC2B_KLRB1CLECEndometriumHealthy
CLEC2BKLRB1CLEC2B_KLRB1CLECEsophagusADJ
CLEC2BKLRB1CLEC2B_KLRB1CLECGCADJ
CLEC2BKLRB1CLEC2B_KLRB1CLECGCGC
CLEC2BKLRB1CLEC2B_KLRB1CLECGCHealthy
CLEC2BKLRB1CLEC2B_KLRB1CLECGCPrecancer
CLEC2BKLRB1CLEC2B_KLRB1CLECHNSCCADJ
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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
CLEC2BSNVMissense_Mutationnovelc.167N>Tp.Trp56Leup.W56LQ92478protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A8OP-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CLEC2BSNVMissense_Mutationc.434N>Ap.Arg145Lysp.R145KQ92478protein_codingtolerated(0.37)benign(0.115)TCGA-AU-3779-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLEC2BSNVMissense_Mutationc.368N>Ap.Cys123Tyrp.C123YQ92478protein_codingdeleterious(0)benign(0.326)TCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLEC2BSNVMissense_Mutationc.117N>Cp.Trp39Cysp.W39CQ92478protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-6608-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownSD
CLEC2BSNVMissense_Mutationc.351N>Ap.Met117Ilep.M117IQ92478protein_codingtolerated(0.67)benign(0)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
CLEC2BSNVMissense_Mutationc.20N>Gp.Lys7Argp.K7RQ92478protein_codingtolerated(0.74)benign(0.054)TCGA-AG-A026-01Colorectumrectum adenocarcinomaMale>=65I/IIUnknownUnknownPD
CLEC2BSNVMissense_Mutationc.296N>Cp.Lys99Thrp.K99TQ92478protein_codingdeleterious(0.02)benign(0.278)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CLEC2BSNVMissense_Mutationrs774782334c.394G>Ap.Ala132Thrp.A132TQ92478protein_codingdeleterious(0.01)possibly_damaging(0.674)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CLEC2BSNVMissense_Mutationc.55A>Gp.Asn19Aspp.N19DQ92478protein_codingdeleterious(0.05)benign(0.01)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
CLEC2BSNVMissense_Mutationc.73G>Tp.Val25Phep.V25FQ92478protein_codingtolerated(0.11)benign(0.3)TCGA-A5-A0GB-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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