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
8535CBX4HTA11_3410_2000001011HumanColorectumAD1.33e-061.51e-010.0155
8535CBX4HTA11_347_2000001011HumanColorectumAD2.05e-021.49e-01-0.1954
8535CBX4HTA11_696_2000001011HumanColorectumAD1.40e-021.04e-01-0.1464
8535CBX4HTA11_1391_2000001011HumanColorectumAD1.34e-031.97e-01-0.059
8535CBX4HTA11_866_3004761011HumanColorectumAD6.67e-081.92e-010.096
8535CBX4HTA11_7696_3000711011HumanColorectumAD7.29e-092.25e-010.0674
8535CBX4HTA11_6818_2000001021HumanColorectumAD3.23e-072.64e-010.0588
8535CBX4HTA11_99999970781_79442HumanColorectumMSS4.66e-235.09e-010.294
8535CBX4HTA11_99999965104_69814HumanColorectumMSS3.06e-052.93e-010.281
8535CBX4HTA11_99999971662_82457HumanColorectumMSS8.78e-469.23e-010.3859
8535CBX4HTA11_99999973899_84307HumanColorectumMSS1.63e-094.94e-010.2585
8535CBX4HTA11_99999974143_84620HumanColorectumMSS9.85e-296.08e-010.3005
8535CBX4LZE4THumanEsophagusESCC6.97e-062.90e-040.0811
8535CBX4LZE7THumanEsophagusESCC3.20e-022.10e-010.0667
8535CBX4LZE8THumanEsophagusESCC3.05e-057.01e-020.067
8535CBX4LZE20THumanEsophagusESCC2.30e-024.50e-020.0662
8535CBX4LZE22D1HumanEsophagusHGIN1.78e-022.14e-020.0595
8535CBX4LZE22THumanEsophagusESCC4.96e-038.10e-020.068
8535CBX4LZE24THumanEsophagusESCC3.63e-135.18e-010.0596
8535CBX4P1T-EHumanEsophagusESCC4.51e-044.29e-010.0875
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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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