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: CBX4

Gene summary for CBX4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CBX4

Gene ID

8535

Gene namechromobox 4
Gene AliasNBP16
Cytomap17q25.3
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

A0A0S2Z5B2


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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
8535CBX4P36T-EHumanEsophagusESCC8.88e-083.15e-010.1187
8535CBX4P37T-EHumanEsophagusESCC3.18e-148.18e-020.1371
8535CBX4P39T-EHumanEsophagusESCC1.81e-153.13e-010.0894
8535CBX4P40T-EHumanEsophagusESCC2.93e-072.91e-010.109
8535CBX4P42T-EHumanEsophagusESCC6.45e-103.76e-010.1175
8535CBX4P47T-EHumanEsophagusESCC2.57e-132.80e-010.1067
8535CBX4P48T-EHumanEsophagusESCC2.85e-193.45e-010.0959
8535CBX4P52T-EHumanEsophagusESCC4.51e-172.03e-010.1555
8535CBX4P54T-EHumanEsophagusESCC4.55e-155.24e-010.0975
8535CBX4P56T-EHumanEsophagusESCC7.79e-037.76e-010.1613
8535CBX4P57T-EHumanEsophagusESCC2.93e-146.26e-020.0926
8535CBX4P61T-EHumanEsophagusESCC6.92e-165.01e-010.099
8535CBX4P62T-EHumanEsophagusESCC4.27e-286.73e-010.1302
8535CBX4P65T-EHumanEsophagusESCC5.94e-123.18e-010.0978
8535CBX4P74T-EHumanEsophagusESCC9.85e-112.34e-010.1479
8535CBX4P75T-EHumanEsophagusESCC1.33e-275.33e-010.1125
8535CBX4P76T-EHumanEsophagusESCC5.60e-142.07e-010.1207
8535CBX4P79T-EHumanEsophagusESCC1.61e-113.81e-020.1154
8535CBX4P80T-EHumanEsophagusESCC1.48e-197.95e-010.155
8535CBX4P82T-EHumanEsophagusESCC2.57e-093.28e-010.1072
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
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
∗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:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:00169254EsophagusHGINprotein sumoylation18/258753/187231.64e-043.19e-0318
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:001692512EsophagusESCCprotein sumoylation41/855253/187232.49e-062.86e-0541
GO:00182051LiverCirrhoticpeptidyl-lysine modification134/4634376/187231.29e-062.59e-05134
GO:00182052LiverHCCpeptidyl-lysine modification230/7958376/187231.51e-138.32e-12230
GO:000632511LiverHCCchromatin organization206/7958409/187237.23e-044.41e-03206
GO:0016925LiverHCCprotein sumoylation34/795853/187231.20e-036.68e-0334
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00169253Oral cavityOSCCprotein sumoylation33/730553/187235.11e-042.98e-0333
GO:000632510Oral cavityOSCCchromatin organization190/7305409/187231.17e-035.97e-03190
GO:001820513Oral cavityLPpeptidyl-lysine modification136/4623376/187233.64e-071.06e-05136
GO:001692511Oral cavityLPprotein sumoylation24/462353/187238.55e-047.45e-0324
GO:000632515Oral cavityEOLPchromatin organization84/2218409/187232.68e-078.16e-0684
GO:001820521Oral cavityEOLPpeptidyl-lysine modification72/2218376/187232.38e-053.56e-0472
GO:000632521Oral cavityNEOLPchromatin organization70/2005409/187234.97e-056.83e-0470
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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
CBX4SNVMissense_Mutationc.952N>Cp.Glu318Glnp.E318QO00257protein_codingtolerated(0.07)possibly_damaging(0.749)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CBX4SNVMissense_Mutationc.530N>Gp.His177Argp.H177RO00257protein_codingtolerated(0.23)benign(0.079)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CBX4SNVMissense_Mutationrs760922762c.1000N>Ap.Gly334Argp.G334RO00257protein_codingtolerated(0.24)benign(0)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CBX4SNVMissense_Mutationc.1456G>Ap.Glu486Lysp.E486KO00257protein_codingtolerated(0.12)benign(0.068)TCGA-DS-A0VN-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CBX4SNVMissense_Mutationc.127N>Ap.Glu43Lysp.E43KO00257protein_codingdeleterious(0)probably_damaging(0.996)TCGA-SS-A7HO-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinPD
CBX4deletionFrame_Shift_Delnovelc.862delNp.Glu288ArgfsTer117p.E288Rfs*117O00257protein_codingTCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CBX4insertionFrame_Shift_Insrs772839792c.690dupCp.Asn231GlnfsTer81p.N231Qfs*81O00257protein_codingTCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CBX4SNVMissense_Mutationnovelc.420G>Tp.Lys140Asnp.K140NO00257protein_codingdeleterious(0.01)possibly_damaging(0.535)TCGA-AJ-A23O-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CBX4SNVMissense_Mutationc.733N>Ap.Gly245Argp.G245RO00257protein_codingdeleterious(0)probably_damaging(0.927)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CBX4SNVMissense_Mutationc.890G>Ap.Arg297Glnp.R297QO00257protein_codingdeleterious(0.02)benign(0.01)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
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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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