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: CNBD2

Gene summary for CNBD2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNBD2

Gene ID

140894

Gene namecyclic nucleotide binding domain containing 2
Gene AliasC20orf152
Cytomap20q11.23
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q96M20


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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
140894CNBD2HCC1_MengHumanLiverHCC1.94e-314.18e-020.0246
140894CNBD2S014HumanLiverHCC2.43e-176.39e-010.2254
140894CNBD2S015HumanLiverHCC2.17e-106.34e-010.2375
140894CNBD2S016HumanLiverHCC1.85e-156.18e-010.2243
140894CNBD2S028HumanLiverHCC3.38e-032.49e-010.2503
140894CNBD2C04HumanOral cavityOSCC2.66e-022.31e-010.2633
140894CNBD2C30HumanOral cavityOSCC9.41e-063.18e-010.3055
140894CNBD2C43HumanOral cavityOSCC5.23e-082.02e-010.1704
140894CNBD2C46HumanOral cavityOSCC2.09e-021.85e-010.1673
140894CNBD2C08HumanOral cavityOSCC5.50e-071.98e-010.1919
140894CNBD2LN22HumanOral cavityOSCC3.85e-081.02e+000.1733
140894CNBD2LP15HumanOral cavityLP9.32e-035.26e-010.2174
140894CNBD2SYSMH1HumanOral cavityOSCC8.48e-051.31e-010.1127
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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
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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
CNBD2SNVMissense_Mutationc.243G>Tp.Glu81Aspp.E81DQ96M20protein_codingtolerated(0.06)benign(0.116)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CNBD2deletionFrame_Shift_Delc.1397delAp.Lys466SerfsTer3p.K466Sfs*3Q96M20protein_codingTCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNBD2SNVMissense_Mutationnovelc.307N>Ap.Glu103Lysp.E103KQ96M20protein_codingdeleterious(0)possibly_damaging(0.725)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNBD2SNVMissense_Mutationc.670N>Ap.Asp224Asnp.D224NQ96M20protein_codingtolerated(0.15)possibly_damaging(0.881)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CNBD2SNVMissense_Mutationc.989N>Ap.Arg330Lysp.R330KQ96M20protein_codingtolerated(0.11)possibly_damaging(0.819)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CNBD2SNVMissense_Mutationc.1252N>Cp.Glu418Glnp.E418QQ96M20protein_codingtolerated(0.28)benign(0.172)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNBD2SNVMissense_Mutationnovelc.181N>Cp.Phe61Leup.F61LQ96M20protein_codingtolerated(0.12)possibly_damaging(0.647)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CNBD2SNVMissense_Mutationrs373220798c.1690C>Tp.Arg564Trpp.R564WQ96M20protein_codingdeleterious(0)probably_damaging(0.997)TCGA-ZJ-AAXT-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CNBD2SNVMissense_Mutationc.542T>Gp.Leu181Argp.L181RQ96M20protein_codingdeleterious(0)probably_damaging(1)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
CNBD2SNVMissense_Mutationrs200885142c.415N>Tp.Arg139Cysp.R139CQ96M20protein_codingdeleterious(0.01)benign(0.065)TCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=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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